From 1ec6a841f6b464c5303395d6dda48b41e0a076e2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Fabian=20W=C3=BCllhorst?=
 <fabian.wuellhorst@eonerc.rwth-aachen.de>
Date: Wed, 17 Jan 2024 10:48:08 +0000
Subject: [PATCH] Update 'docs' folder with
 43-Improvement-of-sensitivity-analysis and delete old branches.

---
 .../coverage/badge.svg                        |    4 +-
 .../d_88c635a12c52f913___init___py.html       |    4 +-
 .../d_88c635a12c52f913_calibrator_py.html     |    4 +-
 ...5a12c52f913_multi_class_calibrator_py.html |    4 +-
 .../d_c1d4b9f643948c74___init___py.html       |    4 +-
 .../d_c1d4b9f643948c74_configuration_py.html  |    4 +-
 .../d_c1d4b9f643948c74_visualizer_py.html     | 1336 +++++++++--------
 .../d_e6a0ac89e88ff9fe___init___py.html       |    4 +-
 .../d_e6a0ac89e88ff9fe_data_types_py.html     |    4 +-
 .../d_f4434ebd7e0d50e1___init___py.html       |    4 +-
 .../coverage/d_f4434ebd7e0d50e1_fast_py.html  |    4 +-
 .../d_f4434ebd7e0d50e1_morris_py.html         |    4 +-
 .../coverage/d_f4434ebd7e0d50e1_pawn_py.html  |    4 +-
 .../d_f4434ebd7e0d50e1_plotting_py.html       | 1016 +++++++------
 ...34ebd7e0d50e1_sensitivity_analyzer_py.html |    4 +-
 .../coverage/d_f4434ebd7e0d50e1_sobol_py.html |    4 +-
 .../coverage/index.html                       |   24 +-
 .../coverage/status.json                      |    2 +-
 .../aixcalibuha.sensitivity_analysis.doctree  |  Bin 273180 -> 279366 bytes
 .../.doctrees/code/aixcalibuha.utils.doctree  |  Bin 108666 -> 113808 bytes
 .../docs/.doctrees/environment.pickle         |  Bin 3274498 -> 3294416 bytes
 .../sensitivity_analysis/plotting.html        |  254 ++--
 .../aixcalibuha/utils/visualizer.html         |   30 +-
 .../docs/code/aixcalibuha.html                |    1 +
 .../aixcalibuha.sensitivity_analysis.html     |   64 +-
 .../docs/code/aixcalibuha.utils.html          |   19 +
 .../docs/genindex.html                        |    6 +-
 .../docs/objects.inv                          |  Bin 1556 -> 1564 bytes
 .../docs/searchindex.js                       |    2 +-
 .../pylint/pylint.html                        |  216 ++-
 .../pylint/pylint.json                        |  394 +++--
 .../pylint/pylint.svg                         |    4 +-
 .../pylint/pylint.txt                         |   80 +-
 33 files changed, 1779 insertions(+), 1725 deletions(-)

diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/badge.svg b/docs/43-Improvement-of-sensitivity-analysis/coverage/badge.svg
index 318685c0..0e475438 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/badge.svg
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/badge.svg
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-        <text x="80" y="14">85%</text>
+        <text x="80" y="15" fill="#010101" fill-opacity=".3">86%</text>
+        <text x="80" y="14">86%</text>
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913___init___py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913___init___py.html
index a71321b9..446c4dd9 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913___init___py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913___init___py.html
@@ -65,7 +65,7 @@ <h2>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
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@@ -96,7 +96,7 @@ <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 2024-01-10 17:05 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913_calibrator_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913_calibrator_py.html
index 7482aeca..ffa9379e 100644
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+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913_calibrator_py.html
@@ -65,7 +65,7 @@ <h2>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913_multi_class_calibrator_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913_multi_class_calibrator_py.html
index 42a1d57e..327ffdcc 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913_multi_class_calibrator_py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_88c635a12c52f913_multi_class_calibrator_py.html
@@ -65,7 +65,7 @@ <h2>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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@@ -358,7 +358,7 @@ <h2>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74___init___py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74___init___py.html
index 3d6e5e78..9834a767 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74___init___py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74___init___py.html
@@ -65,7 +65,7 @@ <h2>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74_configuration_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74_configuration_py.html
index 63630293..a8d3c85c 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74_configuration_py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74_configuration_py.html
@@ -65,7 +65,7 @@ <h2>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74_visualizer_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74_visualizer_py.html
index c4be6501..df7c02f1 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74_visualizer_py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_c1d4b9f643948c74_visualizer_py.html
@@ -2,7 +2,7 @@
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     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for aixcalibuha/utils/visualizer.py: 86%</title>
+    <title>Coverage for aixcalibuha/utils/visualizer.py: 87%</title>
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@@ -12,7 +12,7 @@
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         <h1>
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+            <span class="pc_cov">87%</span>
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-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">42<span class="text"> missing</span></button>
+            <span class="text">305 statements &nbsp;</span>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">264<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">41<span class="text"> missing</span></button>
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@@ -65,7 +65,7 @@ <h2>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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@@ -97,670 +97,686 @@ <h2>
     <p class="run"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="key">import</span> <span class="nam">aixcalibuha</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="key">class</span> <span class="nam">CalibrationLogger</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t">    <span class="str">"""Base class for showing the process of functions in</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="str">        this Framework with print-statements and saving everything</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"><span class="str">        relevant as a log-file.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="key">def</span> <span class="nam">short_name</span><span class="op">(</span><span class="nam">ini_name</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span> <span class="nam">max_len</span><span class="op">:</span> <span class="nam">int</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="str">    Shortens long strings to a max length from the front.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"><span class="str">    long_string_name => ...ing_name with len(new_name) = max_len</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"><span class="str">        :param str,os.path.normpath cd:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="str">            Directory where to store the output of the Logger and possible</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"><span class="str">            child-classes. If the given directory can not be created, an error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="str">            will be raised.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"><span class="str">        :param str name:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="str">            Name of the reason of logging, e.g. classification, processing etc.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="str">        :param aixcalibuha.CalibrationClass calibration_class:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="str">            Calibration class used in the calibration-process.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="str">        :param logging.Logger logger:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"><span class="str">            If given, this logger is used to print and or save the messsages.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"><span class="str">            Else, a new one is set up.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">    <span class="com"># Instantiate class parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">    <span class="nam">integer_prec</span> <span class="op">=</span> <span class="num">4</span>  <span class="com"># Number of integer parts</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">    <span class="nam">decimal_prec</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">    <span class="nam">_counter_calibration</span> <span class="op">=</span> <span class="num">0</span>  <span class="com"># Number of function calls of calibration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t">    <span class="nam">_prec</span> <span class="op">=</span> <span class="nam">decimal_prec</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">    <span class="nam">_width</span> <span class="op">=</span> <span class="nam">integer_prec</span> <span class="op">+</span> <span class="nam">decimal_prec</span> <span class="op">+</span> <span class="num">1</span>  <span class="com"># Calculate the actual width</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">cd</span><span class="op">,</span> <span class="nam">name</span><span class="op">,</span> <span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">logger</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">        <span class="str">"""Instantiate class parameters"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_tuner_paras</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_goals</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">        <span class="key">if</span> <span class="nam">logger</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span> <span class="op">=</span> <span class="nam">setup_logger</span><span class="op">(</span><span class="nam">cd</span><span class="op">=</span><span class="nam">cd</span><span class="op">,</span> <span class="nam">name</span><span class="op">=</span><span class="nam">name</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">            <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">logger</span><span class="op">,</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">Logger</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">                <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="str">f"Given logger is of type {type(logger)} "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">                                <span class="str">f"but should be type logging.Logger"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span> <span class="op">=</span> <span class="nam">logger</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">cd</span> <span class="op">=</span> <span class="nam">cd</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span> <span class="op">=</span> <span class="nam">calibration_class</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">    <span class="key">def</span> <span class="nam">log</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">msg</span><span class="op">,</span> <span class="nam">level</span><span class="op">=</span><span class="nam">logging</span><span class="op">.</span><span class="nam">INFO</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">        <span class="str">"""Wrapper function to directly log in the internal logger"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">msg</span><span class="op">=</span><span class="nam">msg</span><span class="op">,</span> <span class="nam">level</span><span class="op">=</span><span class="nam">level</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">    <span class="key">def</span> <span class="nam">error</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">msg</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">        <span class="str">"""Wrapper function to directly log an error"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="nam">msg</span><span class="op">=</span><span class="nam">msg</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"><span class="str">    :param str ini_name:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="str">        Long string to shorten.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"><span class="str">    :param int max_len:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="str">        Max len of the new string.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"><span class="str">    :return: str</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="str">        The shorten string.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">ini_name</span><span class="op">)</span> <span class="op">></span> <span class="nam">max_len</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t">        <span class="nam">num_dots</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">ini_name</span><span class="op">)</span> <span class="op">-</span> <span class="nam">max_len</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t">        <span class="key">if</span> <span class="nam">num_dots</span> <span class="op">></span> <span class="num">3</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t">            <span class="nam">num_dots</span> <span class="op">=</span> <span class="num">3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">        <span class="nam">formatted_name</span> <span class="op">=</span> <span class="str">"."</span> <span class="op">*</span> <span class="nam">num_dots</span> <span class="op">+</span> <span class="nam">ini_name</span><span class="op">[</span><span class="op">-</span><span class="op">(</span><span class="nam">max_len</span> <span class="op">-</span> <span class="nam">num_dots</span><span class="op">)</span><span class="op">:</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">        <span class="nam">formatted_name</span> <span class="op">=</span> <span class="nam">ini_name</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">    <span class="key">return</span> <span class="nam">formatted_name</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"><span class="key">class</span> <span class="nam">CalibrationLogger</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">    <span class="str">"""Base class for showing the process of functions in</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"><span class="str">        this Framework with print-statements and saving everything</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"><span class="str">        relevant as a log-file.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"><span class="str">        :param str,os.path.normpath cd:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"><span class="str">            Directory where to store the output of the Logger and possible</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"><span class="str">            child-classes. If the given directory can not be created, an error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"><span class="str">            will be raised.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"><span class="str">        :param str name:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t"><span class="str">            Name of the reason of logging, e.g. classification, processing etc.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"><span class="str">        :param aixcalibuha.CalibrationClass calibration_class:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"><span class="str">            Calibration class used in the calibration-process.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"><span class="str">        :param logging.Logger logger:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"><span class="str">            If given, this logger is used to print and or save the messsages.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t"><span class="str">            Else, a new one is set up.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">    <span class="com"># Instantiate class parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">    <span class="nam">integer_prec</span> <span class="op">=</span> <span class="num">4</span>  <span class="com"># Number of integer parts</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">    <span class="nam">decimal_prec</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">    <span class="nam">_counter_calibration</span> <span class="op">=</span> <span class="num">0</span>  <span class="com"># Number of function calls of calibration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">    <span class="nam">_prec</span> <span class="op">=</span> <span class="nam">decimal_prec</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">    <span class="nam">_width</span> <span class="op">=</span> <span class="nam">integer_prec</span> <span class="op">+</span> <span class="nam">decimal_prec</span> <span class="op">+</span> <span class="num">1</span>  <span class="com"># Calculate the actual width</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">    <span class="key">def</span> <span class="nam">_set_prec_and_with_for_tuner_paras</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">bounds</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">integer_prec</span> <span class="op">=</span> <span class="num">4</span>  <span class="com"># Number of integer parts</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">            <span class="nam">bounds_min</span><span class="op">,</span> <span class="nam">bounds_max</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_bounds</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">            <span class="nam">maximal_value</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="nam">max</span><span class="op">(</span><span class="nam">bounds_max</span><span class="op">)</span><span class="op">,</span> <span class="nam">max</span><span class="op">(</span><span class="nam">abs</span><span class="op">(</span><span class="nam">bounds_min</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">integer_prec</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">str</span><span class="op">(</span><span class="nam">int</span><span class="op">(</span><span class="nam">maximal_value</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span> <span class="op">=</span> <span class="num">0</span>  <span class="com"># Number of function calls of calibration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_width</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">integer_prec</span> <span class="op">+</span> <span class="nam">self</span><span class="op">.</span><span class="nam">decimal_prec</span> <span class="op">+</span> <span class="num">1</span>  <span class="com"># Calculate the actual width</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibration_callback_func</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">xk</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span><span class="op">,</span> <span class="nam">penalty</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"><span class="str">        Logs the current values of the objective function.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">cd</span><span class="op">,</span> <span class="nam">name</span><span class="op">,</span> <span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">logger</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">        <span class="str">"""Instantiate class parameters"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_tuner_paras</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_goals</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">        <span class="key">if</span> <span class="nam">logger</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span> <span class="op">=</span> <span class="nam">setup_logger</span><span class="op">(</span><span class="nam">cd</span><span class="op">=</span><span class="nam">cd</span><span class="op">,</span> <span class="nam">name</span><span class="op">=</span><span class="nam">name</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">            <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">logger</span><span class="op">,</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">Logger</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">                <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="str">f"Given logger is of type {type(logger)} "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">                                <span class="str">f"but should be type logging.Logger"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span> <span class="op">=</span> <span class="nam">logger</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">cd</span> <span class="op">=</span> <span class="nam">cd</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span> <span class="op">=</span> <span class="nam">calibration_class</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"><span class="str">        :param np.array xk:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"><span class="str">            Array with the current values of the calibration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"><span class="str">            Current objective value.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"><span class="str">        :param dict verbose_information:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"><span class="str">            A dict with difference-values of for all goals and the</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"><span class="str">            corresponding weightings</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"><span class="str">        :param float penalty:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"><span class="str">            Penaltyfactor from current evaluation</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">        <span class="nam">xk_descaled</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">descale</span><span class="op">(</span><span class="nam">xk</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</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="t91" href="#t91">91</a></span><span class="t">        <span class="key">if</span> <span class="nam">penalty</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_get_tuner_para_values_as_string</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">                <span class="nam">xk_descaled</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t95" href="#t95">95</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="t96" href="#t96">96</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_get_tuner_para_values_as_string</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">                <span class="nam">xk_descaled</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span><span class="op">,</span> <span class="nam">penalty</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="nam">info_string</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">    <span class="key">def</span> <span class="nam">log</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">msg</span><span class="op">,</span> <span class="nam">level</span><span class="op">=</span><span class="nam">logging</span><span class="op">.</span><span class="nam">INFO</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">        <span class="str">"""Wrapper function to directly log in the internal logger"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">msg</span><span class="op">=</span><span class="nam">msg</span><span class="op">,</span> <span class="nam">level</span><span class="op">=</span><span class="nam">level</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">    <span class="key">def</span> <span class="nam">error</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">msg</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">        <span class="str">"""Wrapper function to directly log an error"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="nam">msg</span><span class="op">=</span><span class="nam">msg</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">    <span class="key">def</span> <span class="nam">_set_prec_and_with_for_tuner_paras</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">bounds</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">integer_prec</span> <span class="op">=</span> <span class="num">4</span>  <span class="com"># Number of integer parts</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">            <span class="nam">bounds_min</span><span class="op">,</span> <span class="nam">bounds_max</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_bounds</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">            <span class="nam">maximal_value</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="nam">max</span><span class="op">(</span><span class="nam">bounds_max</span><span class="op">)</span><span class="op">,</span> <span class="nam">max</span><span class="op">(</span><span class="nam">abs</span><span class="op">(</span><span class="nam">bounds_min</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">integer_prec</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">str</span><span class="op">(</span><span class="nam">int</span><span class="op">(</span><span class="nam">maximal_value</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span> <span class="op">=</span> <span class="num">0</span>  <span class="com"># Number of function calls of calibration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_width</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">integer_prec</span> <span class="op">+</span> <span class="nam">self</span><span class="op">.</span><span class="nam">decimal_prec</span> <span class="op">+</span> <span class="num">1</span>  <span class="com"># Calculate the actual width</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibration_callback_func</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">xk</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span><span class="op">,</span> <span class="nam">penalty</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"><span class="str">        Logs the current values of the objective function.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">    <span class="key">def</span> <span class="nam">validation_callback_func</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">obj</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"><span class="str">        Log the validation result information</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"><span class="str">            Objective value of validation.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="str">f"{self.goals.statistical_measure} of validation: {obj}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">    <span class="key">def</span> <span class="nam">save_calibration_result</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">best_iterate</span><span class="op">,</span> <span class="nam">model_name</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"><span class="str">        Process the result, re-run the simulation and generate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"><span class="str">        a logFile for the minimal quality measurement</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"><span class="str">        :param dict best_iterate:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"><span class="str">            Result object of the minimization</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"><span class="str">        :param str model_name:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"><span class="str">            Name of the model being calibrated</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">        <span class="key">if</span> <span class="str">"Iterate"</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">best_iterate</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="str">"No best iterate. Can't save result"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">            <span class="key">return</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">=</span> <span class="str">f"\nResults for calibration of model: {model_name}\n"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">+=</span> <span class="str">f"Number of iterations: {self._counter_calibration}\n"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">+=</span> <span class="str">"Final parameter values:\n"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">        <span class="com"># Set the iteration counter to the actual number of the best iteration is printed</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span> <span class="op">=</span> <span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Iterate"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">+=</span> <span class="str">f"{self._get_tuner_para_names_as_string()}\n"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">        <span class="nam">final_values</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_get_tuner_para_values_as_string</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">            <span class="nam">xk_descaled</span><span class="op">=</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Parameters"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">            <span class="nam">obj</span><span class="op">=</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Objective"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">            <span class="nam">unweighted_objective</span><span class="op">=</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Unweighted Objective"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">            <span class="nam">penalty</span><span class="op">=</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Penaltyfactor"</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">+=</span> <span class="str">f"{final_values}\n"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="nam">result_log</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibrate_new_class</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">cd</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">for_validation</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">        <span class="str">"""Function to setup the figures for a new class of calibration.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"><span class="str">        This function is called when instantiating this Class. If you</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"><span class="str">        uses continuuos calibration classes, call this function before</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"><span class="str">        starting the next calibration-class.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"><span class="str">        :param aixcalibuha.CalibrationClass calibration_class:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t"><span class="str">            Class holding information on names, tuner_paras, goals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"><span class="str">            and time-intervals of calibration.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"><span class="str">        :param str,os.path.normpath cd:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"><span class="str">            Optional change in working directory to store files</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t"><span class="str">        :param bool for_validation:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"><span class="str">            If it's only for validation, only plot the goals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">        <span class="key">if</span> <span class="nam">cd</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">cd</span> <span class="op">=</span> <span class="nam">cd</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span> <span class="op">=</span> <span class="nam">calibration_class</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">    <span class="key">def</span> <span class="nam">cd</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">str</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">        <span class="str">"""Get the current working directory for storing plots."""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_cd</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">    <span class="op">@</span><span class="nam">cd</span><span class="op">.</span><span class="nam">setter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">    <span class="key">def</span> <span class="nam">cd</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">cd</span><span class="op">:</span> <span class="nam">str</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">        <span class="str">"""Set the current working directory for storing plots."""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">cd</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">            <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">cd</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_cd</span> <span class="op">=</span> <span class="nam">cd</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">    <span class="key">def</span> <span class="nam">tuner_paras</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">TunerParas</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_tuner_paras</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">    <span class="op">@</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">setter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">    <span class="key">def</span> <span class="nam">tuner_paras</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">tuner_paras</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"><span class="str">        Set the currently used TunerParas object to use the information for logging.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"><span class="str">        :param tuner_paras: aixcalibuha.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">tuner_paras</span><span class="op">,</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">TunerParas</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">            <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="str">f"Given tuner_paras is of "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">                            <span class="str">f"type {type(tuner_paras).__name__} "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">                            <span class="str">"but type TunerParas is needed."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_tuner_paras</span> <span class="op">=</span> <span class="nam">tuner_paras</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_set_prec_and_with_for_tuner_paras</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">    <span class="key">def</span> <span class="nam">goals</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">Goals</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">        <span class="str">"""Get current goals instance"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_goals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">    <span class="op">@</span><span class="nam">goals</span><span class="op">.</span><span class="nam">setter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">    <span class="key">def</span> <span class="nam">goals</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">goals</span><span class="op">:</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">Goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str">        Set the currently used Goals object to use the information for logging.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">        :param ebcpy.aixcalibuha.Goals goals:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"><span class="str">            Goals to be set to the object</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">goals</span><span class="op">,</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">Goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">            <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="str">f"Given goals is of type {type(goals).__name__} "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">                            <span class="str">"but type Goals is needed."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_goals</span> <span class="op">=</span> <span class="nam">goals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibration_class</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">CalibrationClass</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">        <span class="str">"""Get current calibration class object"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_calibration_class</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">    <span class="op">@</span><span class="nam">calibration_class</span><span class="op">.</span><span class="nam">setter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibration_class</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">calibration_class</span><span class="op">:</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">CalibrationClass</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t"><span class="str">        Set the current calibration class.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"><span class="str">        :param aixcalibuha.CalibrationClass calibration_class:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t"><span class="str">            Class holding information on names, tuner_paras, goals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"><span class="str">            and time-intervals of calibration.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">CalibrationClass</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">            <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="str">f"Given calibration_class "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">                            <span class="str">f"is of type {type(calibration_class).__name__} "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">                            <span class="str">"but type CalibrationClass is needed."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_calibration_class</span> <span class="op">=</span> <span class="nam">calibration_class</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span> <span class="op">=</span> <span class="nam">calibration_class</span><span class="op">.</span><span class="nam">tuner_paras</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">        <span class="key">if</span> <span class="nam">calibration_class</span><span class="op">.</span><span class="nam">goals</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span> <span class="op">=</span> <span class="nam">calibration_class</span><span class="op">.</span><span class="nam">goals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">    <span class="key">def</span> <span class="nam">log_initial_names</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">        <span class="str">"""Function to log the initial names and the statistical measure</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"><span class="str">        before calibration."""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_get_tuner_para_names_as_string</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">    <span class="key">def</span> <span class="nam">log_intersection_of_tuners</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">intersected_tuner_parameters</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"><span class="str">        :param np.array xk:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"><span class="str">            Array with the current values of the calibration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"><span class="str">            Current objective value.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"><span class="str">        :param dict verbose_information:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"><span class="str">            A dict with difference-values of for all goals and the</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"><span class="str">            corresponding weightings</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"><span class="str">        :param float penalty:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"><span class="str">            Penaltyfactor from current evaluation</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">        <span class="nam">xk_descaled</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">descale</span><span class="op">(</span><span class="nam">xk</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</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="t113" href="#t113">113</a></span><span class="t">        <span class="key">if</span> <span class="nam">penalty</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_get_tuner_para_values_as_string</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">                <span class="nam">xk_descaled</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t117" href="#t117">117</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="t118" href="#t118">118</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_get_tuner_para_values_as_string</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">                <span class="nam">xk_descaled</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span><span class="op">,</span> <span class="nam">penalty</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="nam">info_string</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">    <span class="key">def</span> <span class="nam">validation_callback_func</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">obj</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"><span class="str">        Log the validation result information</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"><span class="str">            Objective value of validation.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="str">f"{self.goals.statistical_measure} of validation: {obj}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">    <span class="key">def</span> <span class="nam">save_calibration_result</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">best_iterate</span><span class="op">,</span> <span class="nam">model_name</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"><span class="str">        Process the result, re-run the simulation and generate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t"><span class="str">        a logFile for the minimal quality measurement</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"><span class="str">        :param dict best_iterate:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"><span class="str">            Result object of the minimization</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"><span class="str">        :param str model_name:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"><span class="str">            Name of the model being calibrated</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">        <span class="key">if</span> <span class="str">"Iterate"</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">best_iterate</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="str">"No best iterate. Can't save result"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">            <span class="key">return</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">=</span> <span class="str">f"\nResults for calibration of model: {model_name}\n"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">+=</span> <span class="str">f"Number of iterations: {self._counter_calibration}\n"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">+=</span> <span class="str">"Final parameter values:\n"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">        <span class="com"># Set the iteration counter to the actual number of the best iteration is printed</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span> <span class="op">=</span> <span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Iterate"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">+=</span> <span class="str">f"{self._get_tuner_para_names_as_string()}\n"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">        <span class="nam">final_values</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_get_tuner_para_values_as_string</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">            <span class="nam">xk_descaled</span><span class="op">=</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Parameters"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">            <span class="nam">obj</span><span class="op">=</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Objective"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">            <span class="nam">unweighted_objective</span><span class="op">=</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Unweighted Objective"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">            <span class="nam">penalty</span><span class="op">=</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Penaltyfactor"</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">        <span class="nam">result_log</span> <span class="op">+=</span> <span class="str">f"{final_values}\n"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="nam">result_log</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibrate_new_class</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">cd</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">for_validation</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">        <span class="str">"""Function to setup the figures for a new class of calibration.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"><span class="str">        This function is called when instantiating this Class. If you</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t"><span class="str">        uses continuuos calibration classes, call this function before</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"><span class="str">        starting the next calibration-class.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"><span class="str">        :param aixcalibuha.CalibrationClass calibration_class:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"><span class="str">            Class holding information on names, tuner_paras, goals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"><span class="str">            and time-intervals of calibration.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"><span class="str">        :param str,os.path.normpath cd:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"><span class="str">            Optional change in working directory to store files</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="str">        :param bool for_validation:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"><span class="str">            If it's only for validation, only plot the goals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">        <span class="key">if</span> <span class="nam">cd</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">cd</span> <span class="op">=</span> <span class="nam">cd</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span> <span class="op">=</span> <span class="nam">calibration_class</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">    <span class="key">def</span> <span class="nam">cd</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">str</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">        <span class="str">"""Get the current working directory for storing plots."""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_cd</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">    <span class="op">@</span><span class="nam">cd</span><span class="op">.</span><span class="nam">setter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">    <span class="key">def</span> <span class="nam">cd</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">cd</span><span class="op">:</span> <span class="nam">str</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">        <span class="str">"""Set the current working directory for storing plots."""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">cd</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">            <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">cd</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_cd</span> <span class="op">=</span> <span class="nam">cd</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">    <span class="key">def</span> <span class="nam">tuner_paras</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">TunerParas</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_tuner_paras</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t">    <span class="op">@</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">setter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t">    <span class="key">def</span> <span class="nam">tuner_paras</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">tuner_paras</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"><span class="str">        Set the currently used TunerParas object to use the information for logging.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"><span class="str">        :param tuner_paras: aixcalibuha.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">tuner_paras</span><span class="op">,</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">TunerParas</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">            <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="str">f"Given tuner_paras is of "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">                            <span class="str">f"type {type(tuner_paras).__name__} "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">                            <span class="str">"but type TunerParas is needed."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_tuner_paras</span> <span class="op">=</span> <span class="nam">tuner_paras</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_set_prec_and_with_for_tuner_paras</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">    <span class="key">def</span> <span class="nam">goals</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">Goals</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">        <span class="str">"""Get current goals instance"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_goals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">    <span class="op">@</span><span class="nam">goals</span><span class="op">.</span><span class="nam">setter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">    <span class="key">def</span> <span class="nam">goals</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">goals</span><span class="op">:</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">Goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"><span class="str">        Set the currently used Goals object to use the information for logging.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t"><span class="str">        :param ebcpy.aixcalibuha.Goals goals:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t"><span class="str">            Goals to be set to the object</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">goals</span><span class="op">,</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">Goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">            <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="str">f"Given goals is of type {type(goals).__name__} "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">                            <span class="str">"but type Goals is needed."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_goals</span> <span class="op">=</span> <span class="nam">goals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibration_class</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">CalibrationClass</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">        <span class="str">"""Get current calibration class object"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_calibration_class</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">    <span class="op">@</span><span class="nam">calibration_class</span><span class="op">.</span><span class="nam">setter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibration_class</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">calibration_class</span><span class="op">:</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">CalibrationClass</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"><span class="str">        If an intersection for multiple classes occurs, an information about</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"><span class="str">        the statistics of the dataset has to be provided.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"><span class="str">        :param dict intersected_tuner_parameters:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"><span class="str">            Dict with cols being the name of the tuner parameter and the</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t"><span class="str">            value being the list with all the different "best" values for</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"><span class="str">            the tuner parameter.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">        <span class="nam">_formatted_str</span> <span class="op">=</span> <span class="str">"\n"</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="op">[</span><span class="str">f"{tuner}: {values}"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">                                    <span class="key">for</span> <span class="nam">tuner</span><span class="op">,</span> <span class="nam">values</span> <span class="key">in</span> <span class="nam">intersected_tuner_parameters</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="str">"Multiple 'best' values for the following tuner parameters "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">                         <span class="str">"were identified in different classes:\n%s"</span><span class="op">,</span> <span class="nam">_formatted_str</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">    <span class="key">def</span> <span class="nam">_get_tuner_para_names_as_string</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t"><span class="str">        Returns a string with the names of current tunerParameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t"><span class="str">        :return: str info_string</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t"><span class="str">            The desired string</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">        <span class="nam">initial_names</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">=</span> <span class="str">"{0:9s}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="str">"Iteration"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">        <span class="com"># Names of tuner parameter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">        <span class="key">for</span> <span class="nam">ini_name</span> <span class="key">in</span> <span class="nam">initial_names</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">            <span class="com"># Limit string length to a certain amount.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">            <span class="com"># The full name has to be displayed somewhere else</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">            <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">ini_name</span><span class="op">)</span> <span class="op">></span> <span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">                <span class="nam">num_dots</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">ini_name</span><span class="op">)</span> <span class="op">-</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_width</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">                <span class="key">if</span> <span class="nam">num_dots</span> <span class="op">></span> <span class="num">3</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">                    <span class="nam">num_dots</span> <span class="op">=</span> <span class="num">3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">                <span class="nam">formatted_name</span> <span class="op">=</span> <span class="str">"."</span><span class="op">*</span><span class="nam">num_dots</span> <span class="op">+</span> <span class="nam">ini_name</span><span class="op">[</span><span class="op">-</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">-</span><span class="nam">num_dots</span><span class="op">)</span><span class="op">:</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t267" href="#t267">267</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="t268" href="#t268">268</a></span><span class="t">                <span class="nam">formatted_name</span> <span class="op">=</span> <span class="nam">ini_name</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"   {0:{width}s}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">formatted_name</span><span class="op">,</span> <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">        <span class="com"># Add string for qualitative measurement used (e.g. NRMSE, MEA etc.)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"     {0:{width}s}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">statistical_measure</span><span class="op">,</span> <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"penaltyfactor"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">f"   Unweighted {self.goals.statistical_measure}"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">        <span class="key">return</span> <span class="nam">info_string</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">    <span class="key">def</span> <span class="nam">_get_tuner_para_values_as_string</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">                                         <span class="nam">xk_descaled</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">                                         <span class="nam">obj</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">                                         <span class="nam">unweighted_objective</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">                                         <span class="nam">penalty</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t"><span class="str">        Returns a string with the values of current tuner parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t"><span class="str">        as well as the objective value.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t"><span class="str">        :param np.array xk_descaled:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t"><span class="str">            Array with the current values of the calibration, descaled to bounds</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t"><span class="str">            Current objective value.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t"><span class="str">        :param dict unweighted_objective:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t"><span class="str">            Further information about the objective value of each individual goal</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t"><span class="str">        :param None/float penalty:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t"><span class="str">            Penaltyfactor.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t"><span class="str">        :return: str</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t"><span class="str">            The desired string.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">        <span class="com"># This will limit the number of iterations to 999999999 (for correct format).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">        <span class="com"># More iterations will most likely never be used.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">=</span> <span class="str">'{0:9d}'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">        <span class="key">for</span> <span class="nam">x_value</span> <span class="key">in</span> <span class="nam">xk_descaled</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"   {0:{width}.{prec}f}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">x_value</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">                                                           <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">                                                           <span class="nam">prec</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_prec</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">        <span class="com"># Add the last return value of the objective function.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"   {0:{width}.{prec}f}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">obj</span><span class="op">,</span> <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">                                                       <span class="nam">prec</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_prec</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">        <span class="key">if</span> <span class="nam">penalty</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"   {0:{width}.{prec}f}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">penalty</span><span class="op">,</span> <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">                                                           <span class="nam">prec</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_prec</span><span class="op">-</span><span class="num">3</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"        {}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="str">"-"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">        <span class="nam">_verbose_info</span> <span class="op">=</span> <span class="str">"= "</span> <span class="op">+</span> <span class="str">" + "</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="op">[</span><span class="str">"{0:.{prec}}*{1:.{prec}}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">val</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">val</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">prec</span><span class="op">=</span><span class="num">4</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">                                           <span class="key">for</span> <span class="nam">goal</span><span class="op">,</span> <span class="nam">val</span> <span class="key">in</span> <span class="nam">unweighted_objective</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">f"          {_verbose_info}"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"><span class="str">        Set the current calibration class.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"><span class="str">        :param aixcalibuha.CalibrationClass calibration_class:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"><span class="str">            Class holding information on names, tuner_paras, goals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"><span class="str">            and time-intervals of calibration.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">CalibrationClass</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">            <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="str">f"Given calibration_class "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">                            <span class="str">f"is of type {type(calibration_class).__name__} "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">                            <span class="str">"but type CalibrationClass is needed."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_calibration_class</span> <span class="op">=</span> <span class="nam">calibration_class</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span> <span class="op">=</span> <span class="nam">calibration_class</span><span class="op">.</span><span class="nam">tuner_paras</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">        <span class="key">if</span> <span class="nam">calibration_class</span><span class="op">.</span><span class="nam">goals</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span> <span class="op">=</span> <span class="nam">calibration_class</span><span class="op">.</span><span class="nam">goals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">    <span class="key">def</span> <span class="nam">log_initial_names</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">        <span class="str">"""Function to log the initial names and the statistical measure</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t"><span class="str">        before calibration."""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_get_tuner_para_names_as_string</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">    <span class="key">def</span> <span class="nam">log_intersection_of_tuners</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">intersected_tuner_parameters</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"><span class="str">        If an intersection for multiple classes occurs, an information about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t"><span class="str">        the statistics of the dataset has to be provided.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"><span class="str">        :param dict intersected_tuner_parameters:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t"><span class="str">            Dict with cols being the name of the tuner parameter and the</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t"><span class="str">            value being the list with all the different "best" values for</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t"><span class="str">            the tuner parameter.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">        <span class="nam">_formatted_str</span> <span class="op">=</span> <span class="str">"\n"</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="op">[</span><span class="str">f"{tuner}: {values}"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">                                    <span class="key">for</span> <span class="nam">tuner</span><span class="op">,</span> <span class="nam">values</span> <span class="key">in</span> <span class="nam">intersected_tuner_parameters</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="str">"Multiple 'best' values for the following tuner parameters "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">                         <span class="str">"were identified in different classes:\n%s"</span><span class="op">,</span> <span class="nam">_formatted_str</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">    <span class="key">def</span> <span class="nam">_get_tuner_para_names_as_string</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t"><span class="str">        Returns a string with the names of current tunerParameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t"><span class="str">        :return: str info_string</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t"><span class="str">            The desired string</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">        <span class="nam">initial_names</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">=</span> <span class="str">"{0:9s}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="str">"Iteration"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">        <span class="com"># Names of tuner parameter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">        <span class="key">for</span> <span class="nam">ini_name</span> <span class="key">in</span> <span class="nam">initial_names</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">            <span class="com"># Limit string length to a certain amount.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">            <span class="com"># The full name has to be displayed somewhere else</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">            <span class="nam">formatted_name</span> <span class="op">=</span> <span class="nam">short_name</span><span class="op">(</span><span class="nam">ini_name</span><span class="op">=</span><span class="nam">ini_name</span><span class="op">,</span> <span class="nam">max_len</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"   {0:{width}s}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">formatted_name</span><span class="op">,</span> <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">        <span class="com"># Add string for qualitative measurement used (e.g. NRMSE, MEA etc.)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"     {0:{width}s}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">statistical_measure</span><span class="op">,</span> <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"penaltyfactor"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">f"   Unweighted {self.goals.statistical_measure}"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">        <span class="key">return</span> <span class="nam">info_string</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">    <span class="key">def</span> <span class="nam">_get_tuner_para_values_as_string</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">                                         <span class="nam">xk_descaled</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">                                         <span class="nam">obj</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">                                         <span class="nam">unweighted_objective</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">                                         <span class="nam">penalty</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t"><span class="str">        Returns a string with the values of current tuner parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t"><span class="str">        as well as the objective value.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t"><span class="str">        :param np.array xk_descaled:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t"><span class="str">            Array with the current values of the calibration, descaled to bounds</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t"><span class="str">            Current objective value.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t"><span class="str">        :param dict unweighted_objective:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t"><span class="str">            Further information about the objective value of each individual goal</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t"><span class="str">        :param None/float penalty:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t"><span class="str">            Penaltyfactor.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t"><span class="str">        :return: str</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t"><span class="str">            The desired string.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">        <span class="com"># This will limit the number of iterations to 999999999 (for correct format).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">        <span class="com"># More iterations will most likely never be used.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">=</span> <span class="str">'{0:9d}'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">        <span class="key">return</span> <span class="nam">info_string</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t"><span class="key">class</span> <span class="nam">CalibrationVisualizer</span><span class="op">(</span><span class="nam">CalibrationLogger</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">    <span class="str">"""More advanced class to not only log ongoing function</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t"><span class="str">    evaluations but also show the process of the functions</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t"><span class="str">    by plotting interesting causalities and saving these plots.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t"><span class="str">    :keyword boolean show_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t"><span class="str">        If False, all created plots are not shown during calibration but only</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"><span class="str">        stored at the end of the process.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"><span class="str">    :keyword boolean create_tsd_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t"><span class="str">        If False, the plot of the time series data (goals) is not created and</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t"><span class="str">        thus shown in during calibration. It therefore is also not stored, even if</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"><span class="str">        you set the save_tsd_plot keyword-argument to true.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t"><span class="str">    :keyword boolean save_tsd_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t"><span class="str">        If True, at each iteration the created plot of the</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t"><span class="str">        time-series is saved. This may make the process much slower</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t"><span class="str">    :keyword float show_plot_pause_time:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t"><span class="str">        Set the time (in seconds) the plt.draw() pauses. May be altered if show_plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t"><span class="str">        yields plot which disappear to fast. Default is 1-e3 s.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">cd</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">                 <span class="nam">name</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t">                 <span class="nam">calibration_class</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t">                 <span class="nam">logger</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">                 <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">        <span class="str">"""Instantiate class parameters"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">        <span class="com"># Instantiate the logger:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="nam">cd</span><span class="op">=</span><span class="nam">cd</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t">                         <span class="nam">name</span><span class="op">=</span><span class="nam">name</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t">                         <span class="nam">calibration_class</span><span class="op">=</span><span class="nam">calibration_class</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">                         <span class="nam">logger</span><span class="op">=</span><span class="nam">logger</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t">        <span class="com"># Setup dummy parameters so class-functions</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">        <span class="com"># now the type of those later created objects:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_goals</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_tuner</span> <span class="op">=</span> <span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">1</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="t355" href="#t355">355</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_tuner</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_goal</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">goals_dir</span> <span class="op">=</span> <span class="str">"TimeSeriesPlot"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">        <span class="com"># Set supported kwargs:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">ioff</span><span class="op">(</span><span class="op">)</span>  <span class="com"># Turn of interactive mode.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">save_tsd_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"save_tsd_plot"</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">create_tsd_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"create_tsd_plot"</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"show_plot"</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">file_type</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"file_type"</span><span class="op">,</span> <span class="str">"svg"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">show_plot_pause_time</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"show_plot_pause_time"</span><span class="op">,</span> <span class="num">1e-3</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">show_plot_pause_time</span><span class="op">,</span> <span class="op">(</span><span class="nam">float</span><span class="op">,</span> <span class="nam">int</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">            <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">                <span class="str">f"Given 'show_plot_pause_time' needs to "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">                <span class="str">f"be float or int but is {type(self.show_plot_pause_time)}."</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibrate_new_class</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">cd</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">for_validation</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">        <span class="str">"""Function to setup the figures for a new class of calibration.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t"><span class="str">        This function is called when instantiating this Class. If you</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t"><span class="str">        uses continuuos calibration classes, call this function before</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t"><span class="str">        starting the next calibration-class.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t"><span class="str">        :param aixcalibuha.CalibrationClass calibration_class:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t"><span class="str">            Class holding information on names, tuner_paras, goals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t"><span class="str">            and time-intervals of calibration.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t"><span class="str">        :param str,os.path.normpath cd:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t"><span class="str">            Optional change in working directory to store files</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t"><span class="str">        :param bool for_validation:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t"><span class="str">            If it's only for validation, only plot the goals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">calibrate_new_class</span><span class="op">(</span><span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">cd</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">        <span class="key">for</span> <span class="nam">x_value</span> <span class="key">in</span> <span class="nam">xk_descaled</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"   {0:{width}.{prec}f}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">x_value</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">                                                           <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t">                                                           <span class="nam">prec</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_prec</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">        <span class="com"># Add the last return value of the objective function.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"   {0:{width}.{prec}f}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">obj</span><span class="op">,</span> <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">                                                       <span class="nam">prec</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_prec</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">        <span class="key">if</span> <span class="nam">penalty</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"   {0:{width}.{prec}f}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">penalty</span><span class="op">,</span> <span class="nam">width</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_width</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">                                                           <span class="nam">prec</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">_prec</span><span class="op">-</span><span class="num">3</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t">            <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">"        {}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="str">"-"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t">        <span class="nam">_verbose_info</span> <span class="op">=</span> <span class="str">"= "</span> <span class="op">+</span> <span class="str">" + "</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="op">[</span><span class="str">"{0:.{prec}}*{1:.{prec}}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">val</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">val</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">prec</span><span class="op">=</span><span class="num">4</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">                                           <span class="key">for</span> <span class="nam">goal</span><span class="op">,</span> <span class="nam">val</span> <span class="key">in</span> <span class="nam">unweighted_objective</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t">        <span class="nam">info_string</span> <span class="op">+=</span> <span class="str">f"          {_verbose_info}"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">        <span class="key">return</span> <span class="nam">info_string</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t"><span class="key">class</span> <span class="nam">CalibrationVisualizer</span><span class="op">(</span><span class="nam">CalibrationLogger</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t">    <span class="str">"""More advanced class to not only log ongoing function</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t"><span class="str">    evaluations but also show the process of the functions</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t"><span class="str">    by plotting interesting causalities and saving these plots.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t"><span class="str">    :keyword boolean show_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t"><span class="str">        If False, all created plots are not shown during calibration but only</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t"><span class="str">        stored at the end of the process.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t"><span class="str">    :keyword boolean create_tsd_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t"><span class="str">        If False, the plot of the time series data (goals) is not created and</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t"><span class="str">        thus shown in during calibration. It therefore is also not stored, even if</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t"><span class="str">        you set the save_tsd_plot keyword-argument to true.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t"><span class="str">    :keyword boolean save_tsd_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t"><span class="str">        If True, at each iteration the created plot of the</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t"><span class="str">        time-series is saved. This may make the process much slower</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t"><span class="str">    :keyword float show_plot_pause_time:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t"><span class="str">        Set the time (in seconds) the plt.draw() pauses. May be altered if show_plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t"><span class="str">        yields plot which disappear to fast. Default is 1-e3 s.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">cd</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">                 <span class="nam">name</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">                 <span class="nam">calibration_class</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">                 <span class="nam">logger</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">                 <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">        <span class="str">"""Instantiate class parameters"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">        <span class="com"># Instantiate the logger:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="nam">cd</span><span class="op">=</span><span class="nam">cd</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">                         <span class="nam">name</span><span class="op">=</span><span class="nam">name</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">                         <span class="nam">calibration_class</span><span class="op">=</span><span class="nam">calibration_class</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">                         <span class="nam">logger</span><span class="op">=</span><span class="nam">logger</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">        <span class="com"># Setup dummy parameters so class-functions</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">        <span class="com"># now the type of those later created objects:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_goals</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_tuner</span> <span class="op">=</span> <span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">1</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="t371" href="#t371">371</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_tuner</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_goal</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">goals_dir</span> <span class="op">=</span> <span class="str">"TimeSeriesPlot"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">        <span class="com"># Set supported kwargs:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">ioff</span><span class="op">(</span><span class="op">)</span>  <span class="com"># Turn of interactive mode.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">save_tsd_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"save_tsd_plot"</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">create_tsd_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"create_tsd_plot"</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"show_plot"</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">file_type</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"file_type"</span><span class="op">,</span> <span class="str">"svg"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">show_plot_pause_time</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"show_plot_pause_time"</span><span class="op">,</span> <span class="num">1e-3</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">show_plot_pause_time</span><span class="op">,</span> <span class="op">(</span><span class="nam">float</span><span class="op">,</span> <span class="nam">int</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">            <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">                <span class="str">f"Given 'show_plot_pause_time' needs to "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">                <span class="str">f"be float or int but is {type(self.show_plot_pause_time)}."</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">        <span class="nam">name</span> <span class="op">=</span> <span class="nam">calibration_class</span><span class="op">.</span><span class="nam">name</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t">        <span class="com"># Close all old figures to create new ones.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="str">"all"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">for_validation</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t">            <span class="com"># %% Set-up figure for objective-plotting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="nam">name</span> <span class="op">+</span> <span class="str">": Objective"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">statistical_measure</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">"Number iterations"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t">            <span class="com"># If the changes are small, it seems like the plot does</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">            <span class="com"># not fit the printed values. This boolean assures that no offset is used.</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">self</span><span class="op">.</span><span class="nam">ax_obj</span><span class="op">.</span><span class="nam">ticklabel_format</span><span class="op">(</span><span class="nam">useOffset</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">            <span class="com"># %% Setup Tuner-Paras figure</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="com"># Make a almost quadratic layout based on the number of tuner-parameters evolved.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">            <span class="nam">num_tuners</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span><span class="op">)</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">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">floor</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">sqrt</span><span class="op">(</span><span class="nam">num_tuners</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_tuner</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">ceil</span><span class="op">(</span><span class="nam">num_tuners</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_tuner</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_tuner</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">                                                         <span class="nam">squeeze</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="nam">name</span> <span class="op">+</span> <span class="str">": Tuner Parameters"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_plot_tuner_parameters</span><span class="op">(</span><span class="nam">for_setup</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t">        <span class="com"># %% Setup Goals figure</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t">        <span class="com"># Only a dummy, as the figure is recreated at every iteration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">get_goals_list</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">floor</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">sqrt</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_goals</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">ceil</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_goal</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_goals</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t">                                                       <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">                                                       <span class="nam">squeeze</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t">                                                       <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="nam">name</span> <span class="op">+</span> <span class="str">": Goals"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibration_callback_func</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">xk</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span><span class="op">,</span> <span class="nam">penalty</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t"><span class="str">        Logs the current values of the objective function.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibrate_new_class</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">cd</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">for_validation</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">        <span class="str">"""Function to setup the figures for a new class of calibration.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t"><span class="str">        This function is called when instantiating this Class. If you</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t"><span class="str">        uses continuuos calibration classes, call this function before</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t"><span class="str">        starting the next calibration-class.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t"><span class="str">        :param aixcalibuha.CalibrationClass calibration_class:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t"><span class="str">            Class holding information on names, tuner_paras, goals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t"><span class="str">            and time-intervals of calibration.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t"><span class="str">        :param str,os.path.normpath cd:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t"><span class="str">            Optional change in working directory to store files</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t"><span class="str">        :param bool for_validation:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t"><span class="str">            If it's only for validation, only plot the goals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t"><span class="str">        """</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="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">calibrate_new_class</span><span class="op">(</span><span class="nam">calibration_class</span><span class="op">,</span> <span class="nam">cd</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">        <span class="nam">name</span> <span class="op">=</span> <span class="nam">calibration_class</span><span class="op">.</span><span class="nam">name</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">        <span class="com"># Close all old figures to create new ones.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="str">"all"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">for_validation</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">            <span class="com"># %% Set-up figure for objective-plotting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="nam">name</span> <span class="op">+</span> <span class="str">": Objective"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">statistical_measure</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">"Number iterations"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t">            <span class="com"># If the changes are small, it seems like the plot does</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t">            <span class="com"># not fit the printed values. This boolean assures that no offset is used.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span><span class="op">.</span><span class="nam">ticklabel_format</span><span class="op">(</span><span class="nam">useOffset</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t">            <span class="com"># %% Setup Tuner-Paras figure</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t">            <span class="com"># Make a almost quadratic layout based on the number of tuner-parameters evolved.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">            <span class="nam">num_tuners</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">floor</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">sqrt</span><span class="op">(</span><span class="nam">num_tuners</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_tuner</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">ceil</span><span class="op">(</span><span class="nam">num_tuners</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_tuner</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_tuner</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">                                                         <span class="nam">squeeze</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="nam">name</span> <span class="op">+</span> <span class="str">": Tuner Parameters"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_plot_tuner_parameters</span><span class="op">(</span><span class="nam">for_setup</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t"><span class="str">        :param np.array xk:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t"><span class="str">            Array with the current values of the calibration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t"><span class="str">            Current objective value.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t"><span class="str">        :param dict verbose_information:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t"><span class="str">            A dict with difference-values of for all goals and the</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t"><span class="str">            corresponding weightings</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">        <span class="com"># Call the logger function to print and log</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">calibration_callback_func</span><span class="op">(</span><span class="nam">xk</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span><span class="op">,</span> <span class="nam">penalty</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">        <span class="com"># Plot the current objective value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="str">"ro"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">        <span class="com"># Plot the tuner parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_plot_tuner_parameters</span><span class="op">(</span><span class="nam">xk</span><span class="op">=</span><span class="nam">xk</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t">        <span class="com"># %% Setup Goals figure</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t">        <span class="com"># Only a dummy, as the figure is recreated at every iteration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">get_goals_list</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">floor</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">sqrt</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_goals</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">ceil</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_goal</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_goals</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">                                                       <span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">                                                       <span class="nam">squeeze</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">                                                       <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="nam">name</span> <span class="op">+</span> <span class="str">": Goals"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">    <span class="key">def</span> <span class="nam">calibration_callback_func</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">xk</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span><span class="op">,</span> <span class="nam">penalty</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t"><span class="str">        Logs the current values of the objective function.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">        <span class="com"># Plot the measured and simulated data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">and</span> <span class="nam">self</span><span class="op">.</span><span class="nam">create_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_plot_goals</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_show_plot</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">    <span class="key">def</span> <span class="nam">validation_callback_func</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">obj</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t"><span class="str">        Log the validation result information.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t"><span class="str">        Also plot if selected.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t"><span class="str">            Objective value of validation.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">validation_callback_func</span><span class="op">(</span><span class="nam">obj</span><span class="op">=</span><span class="nam">obj</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">        <span class="com"># Plot the measured and simulated data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">and</span> <span class="nam">self</span><span class="op">.</span><span class="nam">create_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_plot_goals</span><span class="op">(</span><span class="nam">at_validation</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_show_plot</span><span class="op">(</span><span class="nam">for_validation</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">    <span class="key">def</span> <span class="nam">_show_plot</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">for_validation</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">        <span class="str">"""Show plot if activated"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">self</span><span class="op">.</span><span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">            <span class="key">return</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">draw</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">create_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">.</span><span class="nam">canvas</span><span class="op">.</span><span class="nam">draw_idle</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">for_validation</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">.</span><span class="nam">canvas</span><span class="op">.</span><span class="nam">draw_idle</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">.</span><span class="nam">canvas</span><span class="op">.</span><span class="nam">draw_idle</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">pause</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">show_plot_pause_time</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t"><span class="str">        :param np.array xk:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t"><span class="str">            Array with the current values of the calibration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t"><span class="str">            Current objective value.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t"><span class="str">        :param dict verbose_information:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t"><span class="str">            A dict with difference-values of for all goals and the</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t"><span class="str">            corresponding weightings</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">        <span class="com"># Call the logger function to print and log</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">calibration_callback_func</span><span class="op">(</span><span class="nam">xk</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">verbose_information</span><span class="op">,</span> <span class="nam">penalty</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">        <span class="com"># Plot the current objective value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">ax_obj</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="str">"ro"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">        <span class="com"># Plot the tuner parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_plot_tuner_parameters</span><span class="op">(</span><span class="nam">xk</span><span class="op">=</span><span class="nam">xk</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">        <span class="com"># Plot the measured and simulated data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">and</span> <span class="nam">self</span><span class="op">.</span><span class="nam">create_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_plot_goals</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_show_plot</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">    <span class="key">def</span> <span class="nam">validation_callback_func</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">obj</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t"><span class="str">        Log the validation result information.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t"><span class="str">        Also plot if selected.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t"><span class="str">        :param float obj:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t"><span class="str">            Objective value of validation.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">validation_callback_func</span><span class="op">(</span><span class="nam">obj</span><span class="op">=</span><span class="nam">obj</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">        <span class="com"># Plot the measured and simulated data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">and</span> <span class="nam">self</span><span class="op">.</span><span class="nam">create_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">_plot_goals</span><span class="op">(</span><span class="nam">at_validation</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">    <span class="key">def</span> <span class="nam">save_calibration_result</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">best_iterate</span><span class="op">,</span> <span class="nam">model_name</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t"><span class="str">        Process the result, re-run the simulation and generate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t"><span class="str">        a logFile for the minimal quality measurement</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t"><span class="str">        :param scipy.optimize.minimize.result best_iterate:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t"><span class="str">            Result object of the minimization</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t"><span class="str">        :param str model_name:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t"><span class="str">            Name of the model being calibrated</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">        <span class="key">if</span> <span class="str">"Iterate"</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">best_iterate</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="str">"No best iterate. Can't save result"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">            <span class="key">return</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">save_calibration_result</span><span class="op">(</span><span class="nam">best_iterate</span><span class="op">,</span> <span class="nam">model_name</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">        <span class="nam">itercount</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">[</span><span class="str">"itercount"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">        <span class="nam">duration</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">[</span><span class="str">"duration"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">        <span class="com"># Extract filepathes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">        <span class="nam">iterpath</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">cd</span><span class="op">,</span> <span class="str">f'Iteration_{itercount}'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">            <span class="nam">os</span><span class="op">.</span><span class="nam">mkdir</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">        <span class="nam">filepath_tuner</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">,</span> <span class="str">"tuner_parameter_plot.%s"</span> <span class="op">%</span> <span class="nam">self</span><span class="op">.</span><span class="nam">file_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">        <span class="nam">filepath_obj</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">,</span> <span class="str">"objective_plot.%s"</span> <span class="op">%</span> <span class="nam">self</span><span class="op">.</span><span class="nam">file_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">save_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">            <span class="nam">bestgoal</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">cd</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">                                    <span class="nam">self</span><span class="op">.</span><span class="nam">goals_dir</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">                                    <span class="nam">str</span><span class="op">(</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Iterate"</span><span class="op">]</span><span class="op">)</span> <span class="op">+</span> <span class="str">f"_goals.{self.file_type}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">            <span class="com"># Copy best goals figure</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t">            <span class="nam">copyfile</span><span class="op">(</span><span class="nam">bestgoal</span><span class="op">,</span> <span class="str">f'{iterpath}\\best_goals.%s'</span> <span class="op">%</span> <span class="nam">self</span><span class="op">.</span><span class="nam">file_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">        <span class="com"># Save calibration results as csv</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">        <span class="nam">res_dict</span> <span class="op">=</span> <span class="nam">dict</span><span class="op">(</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">'Parameters'</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">        <span class="nam">res_dict</span><span class="op">[</span><span class="str">'Objective'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Objective"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">        <span class="nam">res_dict</span><span class="op">[</span><span class="str">'Duration'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">duration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">        <span class="nam">res_csv</span> <span class="op">=</span> <span class="str">f'{self.cd}\\Iteration_{itercount}\\RESUL'</span> <span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">                  <span class="str">f'TS_{self.calibration_class.name}_iteration{itercount}.csv'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">res_csv</span><span class="op">,</span> <span class="str">'w'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">rescsv</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">            <span class="nam">writer</span> <span class="op">=</span> <span class="nam">csv</span><span class="op">.</span><span class="nam">DictWriter</span><span class="op">(</span><span class="nam">rescsv</span><span class="op">,</span> <span class="nam">res_dict</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">            <span class="nam">writer</span><span class="op">.</span><span class="nam">writeheader</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">            <span class="nam">writer</span><span class="op">.</span><span class="nam">writerow</span><span class="op">(</span><span class="nam">res_dict</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">        <span class="com"># Save figures &amp; close plots</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="nam">filepath_tuner</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="nam">filepath_obj</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="str">"all"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">_show_plot</span><span class="op">(</span><span class="nam">for_validation</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">    <span class="key">def</span> <span class="nam">_show_plot</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">for_validation</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">        <span class="str">"""Show plot if activated"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">self</span><span class="op">.</span><span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">            <span class="key">return</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">draw</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">create_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">.</span><span class="nam">canvas</span><span class="op">.</span><span class="nam">draw_idle</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">for_validation</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">.</span><span class="nam">canvas</span><span class="op">.</span><span class="nam">draw_idle</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">.</span><span class="nam">canvas</span><span class="op">.</span><span class="nam">draw_idle</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">pause</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">show_plot_pause_time</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">    <span class="key">def</span> <span class="nam">save_calibration_result</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">best_iterate</span><span class="op">,</span> <span class="nam">model_name</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t"><span class="str">        Process the result, re-run the simulation and generate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t"><span class="str">        a logFile for the minimal quality measurement</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t"><span class="str">        :param scipy.optimize.minimize.result best_iterate:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t"><span class="str">            Result object of the minimization</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t"><span class="str">        :param str model_name:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t"><span class="str">            Name of the model being calibrated</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">        <span class="key">if</span> <span class="str">"Iterate"</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">best_iterate</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="str">"No best iterate. Can't save result"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">            <span class="key">return</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">save_calibration_result</span><span class="op">(</span><span class="nam">best_iterate</span><span class="op">,</span> <span class="nam">model_name</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">        <span class="nam">itercount</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">[</span><span class="str">"itercount"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">        <span class="nam">duration</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">[</span><span class="str">"duration"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">        <span class="com"># Extract filepathes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">        <span class="nam">iterpath</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">cd</span><span class="op">,</span> <span class="str">f'Iteration_{itercount}'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">            <span class="nam">os</span><span class="op">.</span><span class="nam">mkdir</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">        <span class="nam">filepath_tuner</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">,</span> <span class="str">"tuner_parameter_plot.%s"</span> <span class="op">%</span> <span class="nam">self</span><span class="op">.</span><span class="nam">file_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">        <span class="nam">filepath_obj</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">,</span> <span class="str">"objective_plot.%s"</span> <span class="op">%</span> <span class="nam">self</span><span class="op">.</span><span class="nam">file_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">save_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">            <span class="nam">bestgoal</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">cd</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">                                    <span class="nam">self</span><span class="op">.</span><span class="nam">goals_dir</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">                                    <span class="nam">str</span><span class="op">(</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Iterate"</span><span class="op">]</span><span class="op">)</span> <span class="op">+</span> <span class="str">f"_goals.{self.file_type}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">            <span class="com"># Copy best goals figure</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">            <span class="nam">copyfile</span><span class="op">(</span><span class="nam">bestgoal</span><span class="op">,</span> <span class="str">f'{iterpath}\\best_goals.%s'</span> <span class="op">%</span> <span class="nam">self</span><span class="op">.</span><span class="nam">file_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">        <span class="key">if</span> <span class="nam">best_iterate</span><span class="op">[</span><span class="str">'better_current_result'</span><span class="op">]</span> <span class="key">and</span> <span class="nam">self</span><span class="op">.</span><span class="nam">save_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">            <span class="com"># save improvement of recalibration ("best goals df" as csv)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">            <span class="nam">best_iterate</span><span class="op">[</span><span class="str">'Goals'</span><span class="op">]</span><span class="op">.</span><span class="nam">get_goals_data</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">to_csv</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">,</span> <span class="str">'goals_df.csv'</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">                <span class="nam">sep</span><span class="op">=</span><span class="str">","</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">                <span class="nam">decimal</span><span class="op">=</span><span class="str">"."</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">    <span class="key">def</span> <span class="nam">log_intersection_of_tuners</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">intersected_tuner_parameters</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t"><span class="str">        If an intersection for multiple classes occurs, an information about</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t"><span class="str">        the statistics of the dataset has to be provided.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t"><span class="str">        :param dict intersected_tuner_parameters:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t"><span class="str">            Dict with cols being the name of the tuner parameter and the</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t"><span class="str">            value being the list with all the different "best" values for</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t"><span class="str">            the tuner parameter.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">log_intersection_of_tuners</span><span class="op">(</span><span class="nam">intersected_tuner_parameters</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">        <span class="nam">x_labels</span> <span class="op">=</span> <span class="nam">intersected_tuner_parameters</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">        <span class="nam">data</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">intersected_tuner_parameters</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">        <span class="nam">fig_intersection</span><span class="op">,</span> <span class="nam">ax_intersection</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">x_labels</span><span class="op">)</span><span class="op">,</span> <span class="nam">squeeze</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span><span class="op">,</span> <span class="nam">x_label</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">x_labels</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">            <span class="com"># Remove name of record (modelica) for visualization</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">            <span class="nam">x_label_vis</span> <span class="op">=</span> <span class="nam">x_label</span><span class="op">.</span><span class="nam">replace</span><span class="op">(</span><span class="str">'TunerParameter.'</span><span class="op">,</span> <span class="str">''</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">            <span class="nam">cur_ax</span> <span class="op">=</span> <span class="nam">ax_intersection</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">violinplot</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">showmeans</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">showmedians</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">                              <span class="nam">showextrema</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">            <span class="com"># cur_ax.plot([1] * len(data[i]), data[i], "ro", label="Results")</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">*</span> <span class="nam">len</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">data</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="str">"ro"</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">"Ergebnisse"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">get_xaxis</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">set_tick_params</span><span class="op">(</span><span class="nam">direction</span><span class="op">=</span><span class="str">'out'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">xaxis</span><span class="op">.</span><span class="nam">set_ticks_position</span><span class="op">(</span><span class="str">'bottom'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_xticks</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_xlim</span><span class="op">(</span><span class="num">0.25</span><span class="op">,</span> <span class="num">1.75</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_xticklabels</span><span class="op">(</span><span class="op">[</span><span class="nam">x_label_vis</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">loc</span><span class="op">=</span><span class="str">"upper right"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">        <span class="com"># Always store in the parent diretory as this info is relevant for all classes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">        <span class="com"># fig_intersection.suptitle("Intersection of Tuner Parameters")</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">        <span class="nam">fig_intersection</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">"Intersection of Tuner Parameters"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">        <span class="nam">path_intersections</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">dirname</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">cd</span><span class="op">)</span><span class="op">,</span> <span class="str">"tunerintersections"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">path_intersections</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">            <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">path_intersections</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">        <span class="key">if</span> <span class="str">"itercount"</span> <span class="key">in</span> <span class="nam">kwargs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">            <span class="nam">fig_intersection</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">path_intersections</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">                             <span class="str">f'tuner_parameter_intersection_plot_it{kwargs["itercount"]}.{self.file_type}'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t577" href="#t577">577</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="t578" href="#t578">578</a></span><span class="t">            <span class="nam">fig_intersection</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">path_intersections</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">                             <span class="str">f'tuner_parameter_intersection_plot.{self.file_type}'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">draw</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">pause</span><span class="op">(</span><span class="num">15</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">    <span class="key">def</span> <span class="nam">_plot_tuner_parameters</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">xk</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">for_setup</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t"><span class="str">        Plot the tuner parameter values history for better user interaction</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t"><span class="str">        :param np.array xk:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t"><span class="str">            current iterate, scaled.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t"><span class="str">        :param bool for_setup:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t"><span class="str">            True if the function is called to initialize the calibration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">        <span class="nam">tuner_counter</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">        <span class="key">for</span> <span class="nam">row</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_tuner</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">            <span class="key">for</span> <span class="nam">col</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">                <span class="nam">cur_ax</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_tuner</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">                <span class="nam">tuner_names_vis</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">                <span class="com"># Remove name of record (modelica)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">                <span class="key">for</span> <span class="nam">i</span><span class="op">,</span> <span class="nam">name</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">tuner_names_vis</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t">                    <span class="nam">tuner_names_vis</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">name</span><span class="op">.</span><span class="nam">replace</span><span class="op">(</span><span class="str">'TunerParameter.'</span><span class="op">,</span> <span class="str">''</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">                <span class="key">if</span> <span class="nam">tuner_counter</span> <span class="op">>=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axis</span><span class="op">(</span><span class="str">"off"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t">                <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t">                    <span class="nam">tuner_para_name</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">tuner_counter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t">                    <span class="key">if</span> <span class="nam">for_setup</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">tuner_names_vis</span><span class="op">[</span><span class="nam">tuner_counter</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">                        <span class="nam">max_value</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_value</span><span class="op">(</span><span class="nam">tuner_para_name</span><span class="op">,</span> <span class="str">"max"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t">                        <span class="nam">min_value</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_value</span><span class="op">(</span><span class="nam">tuner_para_name</span><span class="op">,</span> <span class="str">"min"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t">                        <span class="nam">ini_val</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_value</span><span class="op">(</span><span class="nam">tuner_para_name</span><span class="op">,</span> <span class="str">"initial_value"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axhline</span><span class="op">(</span><span class="nam">max_value</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">"r"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axhline</span><span class="op">(</span><span class="nam">min_value</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">"r"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span><span class="op">,</span> <span class="nam">ini_val</span><span class="op">,</span> <span class="str">"bo"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">                    <span class="key">if</span> <span class="nam">xk</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">                        <span class="nam">cur_val</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">descale</span><span class="op">(</span><span class="nam">xk</span><span class="op">)</span><span class="op">[</span><span class="nam">tuner_counter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span><span class="op">,</span> <span class="nam">cur_val</span><span class="op">,</span> <span class="str">"bo"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">                    <span class="nam">tuner_counter</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">    <span class="key">def</span> <span class="nam">_plot_goals</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">at_validation</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t">        <span class="str">"""Plot the measured and simulated data for the current iterate"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">        <span class="com"># Get information on the relevant-intervals of the calibration:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t">        <span class="nam">rel_intervals</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span><span class="op">.</span><span class="nam">relevant_intervals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t">        <span class="nam">_goals_df</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">get_goals_data</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t">        <span class="nam">_goals_names</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">get_goals_list</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">        <span class="nam">goal_counter</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t">        <span class="key">for</span> <span class="nam">row</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">            <span class="key">for</span> <span class="nam">col</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">                <span class="nam">cur_ax</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_goal</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">                <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">cla</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">                <span class="key">if</span> <span class="nam">goal_counter</span> <span class="op">>=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axis</span><span class="op">(</span><span class="str">"off"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">                <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">                    <span class="nam">cur_goal</span> <span class="op">=</span> <span class="nam">_goals_names</span><span class="op">[</span><span class="nam">goal_counter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">_goals_df</span><span class="op">[</span><span class="nam">cur_goal</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">sim_tag_str</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">                                <span class="nam">label</span><span class="op">=</span><span class="nam">cur_goal</span> <span class="op">+</span> <span class="str">f"_{self.goals.sim_tag_str}"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">                                <span class="nam">linestyle</span><span class="op">=</span><span class="str">"--"</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">"r"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">_goals_df</span><span class="op">[</span><span class="nam">cur_goal</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">meas_tag_str</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">                                <span class="nam">label</span><span class="op">=</span><span class="nam">cur_goal</span> <span class="op">+</span> <span class="str">f"_{self.goals.meas_tag_str}"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">                                <span class="nam">color</span><span class="op">=</span><span class="str">"b"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">                    <span class="com"># Mark the disregarded intervals in grey</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">                    <span class="nam">_start</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span><span class="op">.</span><span class="nam">start_time</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">                    <span class="nam">_first</span> <span class="op">=</span> <span class="key">True</span>  <span class="com"># Only create one label</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">                    <span class="key">for</span> <span class="nam">interval</span> <span class="key">in</span> <span class="nam">rel_intervals</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">                        <span class="nam">_end</span> <span class="op">=</span> <span class="nam">interval</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="t649" href="#t649">649</a></span><span class="t">                        <span class="key">if</span> <span class="nam">_first</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">                            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axvspan</span><span class="op">(</span><span class="nam">_start</span><span class="op">,</span> <span class="nam">_end</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t">                                           <span class="nam">facecolor</span><span class="op">=</span><span class="str">"grey"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">                                           <span class="nam">alpha</span><span class="op">=</span><span class="num">0.7</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">                                           <span class="nam">label</span><span class="op">=</span><span class="str">"Disregarded Interval"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">                            <span class="nam">_first</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">                        <span class="com"># Only create one label</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t656" href="#t656">656</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="t657" href="#t657">657</a></span><span class="t">                            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axvspan</span><span class="op">(</span><span class="nam">_start</span><span class="op">,</span> <span class="nam">_end</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">                                           <span class="nam">facecolor</span><span class="op">=</span><span class="str">"grey"</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.7</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">                        <span class="nam">_start</span> <span class="op">=</span> <span class="nam">interval</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">                    <span class="com"># Final plot of grey</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axvspan</span><span class="op">(</span><span class="nam">rel_intervals</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t">                                   <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span><span class="op">.</span><span class="nam">stop_time</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">                                   <span class="nam">facecolor</span><span class="op">=</span><span class="str">"grey"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t">                                   <span class="nam">alpha</span><span class="op">=</span><span class="num">0.5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">loc</span><span class="op">=</span><span class="str">"lower right"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">"Time / s"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t">                <span class="nam">goal_counter</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">        <span class="key">if</span> <span class="nam">at_validation</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">            <span class="nam">name_id</span> <span class="op">=</span> <span class="str">"Validation"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t">            <span class="nam">name_id</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">save_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t">            <span class="nam">_savedir</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">cd</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals_dir</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">            <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">_savedir</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">_savedir</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">_savedir</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t">                             <span class="str">f"{name_id}_goals.{self.file_type}"</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">        <span class="com"># Save calibration results as csv</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">        <span class="nam">res_dict</span> <span class="op">=</span> <span class="nam">dict</span><span class="op">(</span><span class="nam">best_iterate</span><span class="op">[</span><span class="str">'Parameters'</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">        <span class="nam">res_dict</span><span class="op">[</span><span class="str">'Objective'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">best_iterate</span><span class="op">[</span><span class="str">"Objective"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">        <span class="nam">res_dict</span><span class="op">[</span><span class="str">'Duration'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">duration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">        <span class="nam">res_csv</span> <span class="op">=</span> <span class="str">f'{self.cd}\\Iteration_{itercount}\\RESUL'</span> <span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">                  <span class="str">f'TS_{self.calibration_class.name}_iteration{itercount}.csv'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">res_csv</span><span class="op">,</span> <span class="str">'w'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">rescsv</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">            <span class="nam">writer</span> <span class="op">=</span> <span class="nam">csv</span><span class="op">.</span><span class="nam">DictWriter</span><span class="op">(</span><span class="nam">rescsv</span><span class="op">,</span> <span class="nam">res_dict</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">            <span class="nam">writer</span><span class="op">.</span><span class="nam">writeheader</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">            <span class="nam">writer</span><span class="op">.</span><span class="nam">writerow</span><span class="op">(</span><span class="nam">res_dict</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">        <span class="com"># Save figures &amp; close plots</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_tuner</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="nam">filepath_tuner</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fig_obj</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="nam">filepath_obj</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="str">"all"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">        <span class="key">if</span> <span class="nam">best_iterate</span><span class="op">[</span><span class="str">'better_current_result'</span><span class="op">]</span> <span class="key">and</span> <span class="nam">self</span><span class="op">.</span><span class="nam">save_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">            <span class="com"># save improvement of recalibration ("best goals df" as csv)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">            <span class="nam">best_iterate</span><span class="op">[</span><span class="str">'Goals'</span><span class="op">]</span><span class="op">.</span><span class="nam">get_goals_data</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">to_csv</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">iterpath</span><span class="op">,</span> <span class="str">'goals_df.csv'</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">                <span class="nam">sep</span><span class="op">=</span><span class="str">","</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">                <span class="nam">decimal</span><span class="op">=</span><span class="str">"."</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">    <span class="key">def</span> <span class="nam">log_intersection_of_tuners</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">intersected_tuner_parameters</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t"><span class="str">        If an intersection for multiple classes occurs, an information about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t"><span class="str">        the statistics of the dataset has to be provided.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t"><span class="str">        :param dict intersected_tuner_parameters:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t"><span class="str">            Dict with cols being the name of the tuner parameter and the</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t"><span class="str">            value being the list with all the different "best" values for</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t"><span class="str">            the tuner parameter.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">log_intersection_of_tuners</span><span class="op">(</span><span class="nam">intersected_tuner_parameters</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">        <span class="nam">x_labels</span> <span class="op">=</span> <span class="nam">intersected_tuner_parameters</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">        <span class="nam">data</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">intersected_tuner_parameters</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">        <span class="nam">fig_intersection</span><span class="op">,</span> <span class="nam">ax_intersection</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">x_labels</span><span class="op">)</span><span class="op">,</span> <span class="nam">squeeze</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span><span class="op">,</span> <span class="nam">x_label</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">x_labels</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">            <span class="com"># Remove name of record (modelica) for visualization</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">            <span class="nam">x_label_vis</span> <span class="op">=</span> <span class="nam">x_label</span><span class="op">.</span><span class="nam">replace</span><span class="op">(</span><span class="str">'TunerParameter.'</span><span class="op">,</span> <span class="str">''</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">            <span class="nam">cur_ax</span> <span class="op">=</span> <span class="nam">ax_intersection</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">violinplot</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">showmeans</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">showmedians</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">                              <span class="nam">showextrema</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">            <span class="com"># cur_ax.plot([1] * len(data[i]), data[i], "ro", label="Results")</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">*</span> <span class="nam">len</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">data</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="str">"ro"</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">"Ergebnisse"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">get_xaxis</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">set_tick_params</span><span class="op">(</span><span class="nam">direction</span><span class="op">=</span><span class="str">'out'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">xaxis</span><span class="op">.</span><span class="nam">set_ticks_position</span><span class="op">(</span><span class="str">'bottom'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_xticks</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_xlim</span><span class="op">(</span><span class="num">0.25</span><span class="op">,</span> <span class="num">1.75</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_xticklabels</span><span class="op">(</span><span class="op">[</span><span class="nam">x_label_vis</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">loc</span><span class="op">=</span><span class="str">"upper right"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t">        <span class="com"># Always store in the parent diretory as this info is relevant for all classes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t">        <span class="com"># fig_intersection.suptitle("Intersection of Tuner Parameters")</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t">        <span class="nam">fig_intersection</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">"Intersection of Tuner Parameters"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t">        <span class="nam">path_intersections</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">dirname</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">cd</span><span class="op">)</span><span class="op">,</span> <span class="str">"tunerintersections"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">path_intersections</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">            <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">path_intersections</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">        <span class="key">if</span> <span class="str">"itercount"</span> <span class="key">in</span> <span class="nam">kwargs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">            <span class="nam">fig_intersection</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">path_intersections</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">                             <span class="str">f'tuner_parameter_intersection_plot_it{kwargs["itercount"]}.{self.file_type}'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t593" href="#t593">593</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="t594" href="#t594">594</a></span><span class="t">            <span class="nam">fig_intersection</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">path_intersections</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">                             <span class="str">f'tuner_parameter_intersection_plot.{self.file_type}'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">draw</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">pause</span><span class="op">(</span><span class="num">15</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t">    <span class="key">def</span> <span class="nam">_plot_tuner_parameters</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">xk</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">for_setup</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t"><span class="str">        Plot the tuner parameter values history for better user interaction</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t"><span class="str">        :param np.array xk:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t"><span class="str">            current iterate, scaled.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t"><span class="str">        :param bool for_setup:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t"><span class="str">            True if the function is called to initialize the calibration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t">        <span class="nam">tuner_counter</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">        <span class="key">for</span> <span class="nam">row</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_tuner</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">            <span class="key">for</span> <span class="nam">col</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_tuner</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t">                <span class="nam">cur_ax</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_tuner</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">                <span class="nam">tuner_names_vis</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">                <span class="com"># Remove name of record (modelica)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">                <span class="key">for</span> <span class="nam">i</span><span class="op">,</span> <span class="nam">name</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">tuner_names_vis</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">                    <span class="nam">tuner_names_vis</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">name</span><span class="op">.</span><span class="nam">replace</span><span class="op">(</span><span class="str">'TunerParameter.'</span><span class="op">,</span> <span class="str">''</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t">                <span class="key">if</span> <span class="nam">tuner_counter</span> <span class="op">>=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axis</span><span class="op">(</span><span class="str">"off"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t">                <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t">                    <span class="nam">tuner_para_name</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_names</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">tuner_counter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">                    <span class="key">if</span> <span class="nam">for_setup</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">tuner_names_vis</span><span class="op">[</span><span class="nam">tuner_counter</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t">                        <span class="nam">max_value</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_value</span><span class="op">(</span><span class="nam">tuner_para_name</span><span class="op">,</span> <span class="str">"max"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t">                        <span class="nam">min_value</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_value</span><span class="op">(</span><span class="nam">tuner_para_name</span><span class="op">,</span> <span class="str">"min"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t">                        <span class="nam">ini_val</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">get_value</span><span class="op">(</span><span class="nam">tuner_para_name</span><span class="op">,</span> <span class="str">"initial_value"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axhline</span><span class="op">(</span><span class="nam">max_value</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">"r"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axhline</span><span class="op">(</span><span class="nam">min_value</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">"r"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span><span class="op">,</span> <span class="nam">ini_val</span><span class="op">,</span> <span class="str">"bo"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">                    <span class="key">if</span> <span class="nam">xk</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">                        <span class="nam">cur_val</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">tuner_paras</span><span class="op">.</span><span class="nam">descale</span><span class="op">(</span><span class="nam">xk</span><span class="op">)</span><span class="op">[</span><span class="nam">tuner_counter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">                        <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span><span class="op">,</span> <span class="nam">cur_val</span><span class="op">,</span> <span class="str">"bo"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t">                    <span class="nam">tuner_counter</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">    <span class="key">def</span> <span class="nam">_plot_goals</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">at_validation</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">        <span class="str">"""Plot the measured and simulated data for the current iterate"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">        <span class="com"># Get information on the relevant-intervals of the calibration:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">        <span class="nam">rel_intervals</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span><span class="op">.</span><span class="nam">relevant_intervals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">        <span class="nam">_goals_df</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">get_goals_data</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">        <span class="nam">_goals_names</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">get_goals_list</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">        <span class="nam">goal_counter</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">        <span class="key">for</span> <span class="nam">row</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_rows_goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">            <span class="key">for</span> <span class="nam">col</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_n_cols_goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">                <span class="nam">cur_ax</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">ax_goal</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t">                <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">cla</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">                <span class="key">if</span> <span class="nam">goal_counter</span> <span class="op">>=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_num_goals</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axis</span><span class="op">(</span><span class="str">"off"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">                <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">                    <span class="nam">cur_goal</span> <span class="op">=</span> <span class="nam">_goals_names</span><span class="op">[</span><span class="nam">goal_counter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">_goals_df</span><span class="op">[</span><span class="nam">cur_goal</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">sim_tag_str</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">                                <span class="nam">label</span><span class="op">=</span><span class="nam">cur_goal</span> <span class="op">+</span> <span class="str">f"_{self.goals.sim_tag_str}"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t">                                <span class="nam">linestyle</span><span class="op">=</span><span class="str">"--"</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">"r"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">_goals_df</span><span class="op">[</span><span class="nam">cur_goal</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals</span><span class="op">.</span><span class="nam">meas_tag_str</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">                                <span class="nam">label</span><span class="op">=</span><span class="nam">cur_goal</span> <span class="op">+</span> <span class="str">f"_{self.goals.meas_tag_str}"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">                                <span class="nam">color</span><span class="op">=</span><span class="str">"b"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">                    <span class="com"># Mark the disregarded intervals in grey</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">                    <span class="nam">_start</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span><span class="op">.</span><span class="nam">start_time</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t">                    <span class="nam">_first</span> <span class="op">=</span> <span class="key">True</span>  <span class="com"># Only create one label</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">                    <span class="key">for</span> <span class="nam">interval</span> <span class="key">in</span> <span class="nam">rel_intervals</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t">                        <span class="nam">_end</span> <span class="op">=</span> <span class="nam">interval</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="t665" href="#t665">665</a></span><span class="t">                        <span class="key">if</span> <span class="nam">_first</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t">                            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axvspan</span><span class="op">(</span><span class="nam">_start</span><span class="op">,</span> <span class="nam">_end</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t">                                           <span class="nam">facecolor</span><span class="op">=</span><span class="str">"grey"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t">                                           <span class="nam">alpha</span><span class="op">=</span><span class="num">0.7</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t">                                           <span class="nam">label</span><span class="op">=</span><span class="str">"Disregarded Interval"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">                            <span class="nam">_first</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">                        <span class="com"># Only create one label</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t672" href="#t672">672</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="t673" href="#t673">673</a></span><span class="t">                            <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axvspan</span><span class="op">(</span><span class="nam">_start</span><span class="op">,</span> <span class="nam">_end</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t">                                           <span class="nam">facecolor</span><span class="op">=</span><span class="str">"grey"</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.7</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">                        <span class="nam">_start</span> <span class="op">=</span> <span class="nam">interval</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t">                    <span class="com"># Final plot of grey</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">axvspan</span><span class="op">(</span><span class="nam">rel_intervals</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t">                                   <span class="nam">self</span><span class="op">.</span><span class="nam">calibration_class</span><span class="op">.</span><span class="nam">stop_time</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t">                                   <span class="nam">facecolor</span><span class="op">=</span><span class="str">"grey"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">                                   <span class="nam">alpha</span><span class="op">=</span><span class="num">0.5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">loc</span><span class="op">=</span><span class="str">"lower right"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t">                    <span class="nam">cur_ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">"Time / s"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t">                <span class="nam">goal_counter</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t">        <span class="key">if</span> <span class="nam">at_validation</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t">            <span class="nam">name_id</span> <span class="op">=</span> <span class="str">"Validation"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">            <span class="nam">name_id</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_counter_calibration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">save_tsd_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t">            <span class="nam">_savedir</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">cd</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">goals_dir</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t">            <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">_savedir</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">_savedir</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fig_goal</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t">                <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">_savedir</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t">                             <span class="str">f"{name_id}_goals.{self.file_type}"</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 </main>
 <footer>
     <div class="content">
@@ -770,7 +786,7 @@ <h2>
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-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_e6a0ac89e88ff9fe___init___py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_e6a0ac89e88ff9fe___init___py.html
index c3d5b725..704956dc 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_e6a0ac89e88ff9fe___init___py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_e6a0ac89e88ff9fe___init___py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="d_88c635a12c52f913___init___py.html">&#xbb; next</a>
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+            created at 2024-01-17 10:41 +0000
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         <aside class="hidden">
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@@ -97,7 +97,7 @@ <h2>
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+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_e6a0ac89e88ff9fe_data_types_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_e6a0ac89e88ff9fe_data_types_py.html
index 22c0298e..73aa1d01 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_e6a0ac89e88ff9fe_data_types_py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_e6a0ac89e88ff9fe_data_types_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="d_f4434ebd7e0d50e1___init___py.html">&#xbb; next</a>
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+            created at 2024-01-17 10:41 +0000
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         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"/>
@@ -812,7 +812,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
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-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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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
index 5f25b6a1..2ad885a3 100644
--- 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
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="d_f4434ebd7e0d50e1_fast_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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"/>
@@ -100,7 +100,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="d_f4434ebd7e0d50e1_fast_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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
         </p>
     </div>
 </footer>
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
index 1d4228be..0092af80 100644
--- 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
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="d_f4434ebd7e0d50e1_morris_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"/>
@@ -179,7 +179,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
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-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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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
index 574f601a..5f8db07e 100644
--- 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
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="d_f4434ebd7e0d50e1_pawn_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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@@ -178,7 +178,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
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-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_pawn_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_pawn_py.html
index 98ee128e..96e6ca02 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_pawn_py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_pawn_py.html
@@ -65,7 +65,7 @@ <h2>
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+            created at 2024-01-17 10:41 +0000
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@@ -216,7 +216,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
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+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_plotting_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_plotting_py.html
index ae9a59bc..f52594c0 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_plotting_py.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_plotting_py.html
@@ -2,7 +2,7 @@
 <html>
 <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for aixcalibuha/sensitivity_analysis/plotting.py: 88%</title>
+    <title>Coverage for aixcalibuha/sensitivity_analysis/plotting.py: 93%</title>
     <link rel="icon" sizes="32x32" href="favicon_32.png">
     <link rel="stylesheet" href="style.css" type="text/css">
     <script type="text/javascript" src="coverage_html.js" defer></script>
@@ -12,7 +12,7 @@
     <div class="content">
         <h1>
             <span class="text">Coverage for </span><b>aixcalibuha/sensitivity_analysis/plotting.py</b>:
-            <span class="pc_cov">88%</span>
+            <span class="pc_cov">93%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -54,9 +54,9 @@ <h1>
             </div>
         </aside>
         <h2>
-            <span class="text">210 statements &nbsp;</span>
-            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">185<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">25<span class="text"> missing</span></button>
+            <span class="text">228 statements &nbsp;</span>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">212<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">16<span class="text"> missing</span></button>
             <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">7<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="d_f4434ebd7e0d50e1_sensitivity_analyzer_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"/>
@@ -89,14 +89,14 @@ <h2>
     <p class="run"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="key">import</span> <span class="nam">matplotlib</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"><span class="key">import</span> <span class="nam">matplotlib</span><span class="op">.</span><span class="nam">pyplot</span> <span class="key">as</span> <span class="nam">plt</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">from</span> <span class="nam">SALib</span><span class="op">.</span><span class="nam">plotting</span><span class="op">.</span><span class="nam">bar</span> <span class="key">import</span> <span class="nam">plot</span> <span class="key">as</span> <span class="nam">barplot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"><span class="key">from</span> <span class="nam">aixcalibuha</span><span class="op">.</span><span class="nam">utils</span><span class="op">.</span><span class="nam">visualizer</span> <span class="key">import</span> <span class="nam">short_name</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_single</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t">                <span class="nam">cal_classes</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t">                <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t">                <span class="nam">show_plot</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t">                <span class="nam">use_suffix</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">                <span class="nam">figs_axes</span><span class="op">:</span> <span class="op">[</span><span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">figure</span><span class="op">.</span><span class="nam">Figure</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">axes</span><span class="op">.</span><span class="nam">Axes</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_single</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t">                <span class="nam">cal_classes</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t">                <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t">                <span class="nam">max_name_len</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">10</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">                <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"><span class="str">    Plot sensitivity results of first and total order analysis variables.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="str">    For each calibration class one figure is created, which shows for each goal an axis</span>&nbsp;</span><span class="r"></span></p>
@@ -104,486 +104,524 @@ <h2>
     <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="str">        A result from run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"><span class="str">    :param bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"><span class="str">    :param bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="str">    :param [str] cal_classes:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="str">        Default are all possible calibration classes. If a list of</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"><span class="str">        names of calibration classes is given only plots for these</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"><span class="str">        classes are created.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"><span class="str">    :param ([fig], [ax]) figs_axes:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"><span class="str">        Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">    <span class="com"># get lists of the calibration classes and their goals in the result dataframe</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">    <span class="key">if</span> <span class="nam">cal_classes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">        <span class="nam">cal_classes</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"><span class="str">    :param int max_name_len:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="str">        Default is 10. Shortens the parameter names to max_name_len characters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"><span class="str">    :param [str] cal_classes:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="str">        Default are all possible calibration classes. If a list of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="str">        names of calibration classes is given only plots for these</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="str">        classes are created.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"><span class="str">    :keyword bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"><span class="str">    :keyword ([fig], [ax]) figs_axes:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"><span class="str">        Default None. Set own figures of subfigures with corresponding axes for customization.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"><span class="str">    :keyword bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"><span class="str">        with shapes (len(cal_classes)), (len(cal_classes), len(goals))</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">    <span class="nam">use_suffix</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'use_suffix'</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">    <span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'show_plot'</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">    <span class="nam">figs_axes</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'figs_axes'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">    <span class="com"># rename tuner_names in result to the suffix of their variable name</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">    <span class="key">if</span> <span class="nam">use_suffix</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">        <span class="nam">result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">    <span class="com"># when the index is not sorted pandas throws a performance warning</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">    <span class="com"># plotting with simple plot function of the SALib</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">    <span class="nam">figs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">    <span class="nam">axes</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">    <span class="key">for</span> <span class="nam">col</span><span class="op">,</span> <span class="nam">cal_class</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">        <span class="key">if</span> <span class="nam">figs_axes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t62" href="#t62">62</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="t63" href="#t63">63</a></span><span class="t">            <span class="nam">fig</span> <span class="op">=</span> <span class="nam">figs_axes</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">            <span class="nam">ax</span> <span class="op">=</span> <span class="nam">figs_axes</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">        <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">f"Class: {cal_class}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">        <span class="nam">figs</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">            <span class="nam">ax</span> <span class="op">=</span> <span class="op">[</span><span class="nam">ax</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">        <span class="nam">axes</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">        <span class="key">for</span> <span class="nam">row</span><span class="op">,</span> <span class="nam">goal</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">            <span class="nam">result_df</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">cal_class</span><span class="op">,</span> <span class="nam">goal</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">            <span class="nam">axes</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">.</span><span class="nam">grid</span><span class="op">(</span><span class="key">True</span><span class="op">,</span> <span class="nam">which</span><span class="op">=</span><span class="str">'both'</span><span class="op">,</span> <span class="nam">axis</span><span class="op">=</span><span class="str">'y'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">            <span class="nam">barplot</span><span class="op">(</span><span class="nam">result_df</span><span class="op">.</span><span class="nam">T</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">axes</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">            <span class="nam">axes</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">f"Goal: {goal}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">            <span class="nam">axes</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">    <span class="com"># get lists of the calibration classes and their goals in the result dataframe</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">    <span class="key">if</span> <span class="nam">cal_classes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">        <span class="nam">cal_classes</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_name_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">    <span class="com"># plotting with simple plot function of the SALib</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">    <span class="nam">figs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">    <span class="nam">axes</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">    <span class="key">for</span> <span class="nam">col</span><span class="op">,</span> <span class="nam">cal_class</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">_create_figs_axes</span><span class="op">(</span><span class="nam">figs_axes</span><span class="op">,</span> <span class="nam">col</span><span class="op">,</span> <span class="nam">goals</span><span class="op">,</span> <span class="str">f"Class: {cal_class}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">        <span class="nam">figs</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">        <span class="nam">axes</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">        <span class="key">for</span> <span class="nam">row</span><span class="op">,</span> <span class="nam">goal</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">            <span class="nam">result_df</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">cal_class</span><span class="op">,</span> <span class="nam">goal</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">            <span class="nam">axes</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">.</span><span class="nam">grid</span><span class="op">(</span><span class="key">True</span><span class="op">,</span> <span class="nam">which</span><span class="op">=</span><span class="str">'both'</span><span class="op">,</span> <span class="nam">axis</span><span class="op">=</span><span class="str">'y'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">            <span class="nam">barplot</span><span class="op">(</span><span class="nam">result_df</span><span class="op">.</span><span class="nam">T</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">axes</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">            <span class="nam">axes</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">f"Goal: {goal}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">            <span class="nam">axes</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">    <span class="key">return</span> <span class="nam">figs</span><span class="op">,</span> <span class="nam">axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">    <span class="key">return</span> <span class="nam">figs</span><span class="op">,</span> <span class="nam">axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_second_order</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">                      <span class="nam">cal_classes</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">                      <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">                      <span class="nam">show_plot</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">                      <span class="nam">use_suffix</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">                      <span class="nam">figs</span><span class="op">:</span> <span class="op">[</span><span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">figure</span><span class="op">.</span><span class="nam">Figure</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"><span class="str">    Plot sensitivity results of second order analysis variables.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"><span class="str">    For each calibration class and goal one figure of a 3d plot is created</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"><span class="str">    with the barplots of the interactions for each parameter.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"><span class="str">    Only working for more than 2 parameter.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"><span class="str">        A result from run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"><span class="str">    :param bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"><span class="str">    :param bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"><span class="str">    :param [str] cal_classes:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"><span class="str">        Default are all possible calibration classes. If a list of</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"><span class="str">        names of calibration classes is given only plots for these</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"><span class="str">        classes are created.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"><span class="str">    :param [[fig]] figs:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"><span class="str">        Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">fillna</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="t115" href="#t115">115</a></span><span class="t">    <span class="key">if</span> <span class="nam">cal_classes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">        <span class="nam">cal_classes</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">    <span class="com"># rename tuner_names in result to the suffix of their variable name</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">    <span class="key">if</span> <span class="nam">use_suffix</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">        <span class="nam">result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">    <span class="nam">tuner_names</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">columns</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">)</span> <span class="op">&lt;</span> <span class="num">2</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="nam">xticks</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_second_order</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">                      <span class="nam">cal_classes</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">                      <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">                      <span class="nam">max_name_len</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">10</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">                      <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"><span class="str">    Plot sensitivity results of second order analysis variables.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"><span class="str">    For each calibration class and goal one figure of a 3d plot is created</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"><span class="str">    with the barplots of the interactions for each parameter.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"><span class="str">    Only working for more than 2 parameter.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"><span class="str">        A result from run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"><span class="str">    :param int max_name_len:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"><span class="str">        Default is 10. Shortens the parameter names to max_name_len characters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"><span class="str">    :param [str] cal_classes:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"><span class="str">        Default are all possible calibration classes. If a list of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"><span class="str">        names of calibration classes is given only plots for these</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"><span class="str">        classes are created.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"><span class="str">    :keyword bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"><span class="str">    :keyword bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"><span class="str">    :keyword [[fig]] figs:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"><span class="str">        Default None. Set own figures of subfigures for customization.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"><span class="str">        Shape (len(cal_classes), len(goals))</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">    <span class="nam">use_suffix</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'use_suffix'</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">    <span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'show_plot'</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">    <span class="nam">figs</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'figs'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">fillna</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="t114" href="#t114">114</a></span><span class="t">    <span class="key">if</span> <span class="nam">cal_classes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">        <span class="nam">cal_classes</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_name_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">    <span class="nam">tuner_names</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">columns</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">)</span> <span class="op">&lt;</span> <span class="num">2</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">    <span class="nam">xticks</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">    <span class="com"># when the index is not sorted pandas throws a performance warning</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">    <span class="com"># when the index is not sorted pandas throws a performance warning</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">    <span class="com"># plot of S2 without S2_conf</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">    <span class="nam">all_figs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">    <span class="nam">all_axes</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">    <span class="key">for</span> <span class="nam">class_idx</span><span class="op">,</span> <span class="nam">cal_class</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">        <span class="nam">class_figs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">        <span class="nam">class_axes</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">        <span class="key">for</span> <span class="nam">goal_idx</span><span class="op">,</span> <span class="nam">goal</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">            <span class="key">if</span> <span class="nam">figs</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">                <span class="nam">fig</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">figure</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t141" href="#t141">141</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="t142" href="#t142">142</a></span><span class="t">                <span class="nam">fig</span> <span class="op">=</span> <span class="nam">figs</span><span class="op">[</span><span class="nam">class_idx</span><span class="op">]</span><span class="op">[</span><span class="nam">goal_idx</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">            <span class="nam">ax</span> <span class="op">=</span> <span class="nam">fig</span><span class="op">.</span><span class="nam">add_subplot</span><span class="op">(</span><span class="nam">projection</span><span class="op">=</span><span class="str">'3d'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">            <span class="key">for</span> <span class="nam">idx</span><span class="op">,</span> <span class="nam">name</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">bar</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">                       <span class="nam">result</span><span class="op">.</span><span class="nam">loc</span><span class="op">[</span><span class="nam">cal_class</span><span class="op">,</span> <span class="nam">goal</span><span class="op">,</span> <span class="str">'S2'</span><span class="op">,</span> <span class="nam">name</span><span class="op">]</span><span class="op">.</span><span class="nam">to_numpy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">                       <span class="nam">zs</span><span class="op">=</span><span class="nam">idx</span><span class="op">,</span> <span class="nam">zdir</span><span class="op">=</span><span class="str">'y'</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.8</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">f"Class: {cal_class} Goal: {goal}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">set_zlabel</span><span class="op">(</span><span class="str">'S2 [-]'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yticks</span><span class="op">(</span><span class="nam">xticks</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yticklabels</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">                <span class="com"># rotate tick labels for better readability</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">                <span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">.</span><span class="nam">get_xticklabels</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">rotation</span><span class="op">=</span><span class="num">90</span><span class="op">,</span> <span class="nam">ha</span><span class="op">=</span><span class="str">"right"</span><span class="op">,</span> <span class="nam">rotation_mode</span><span class="op">=</span><span class="str">"anchor"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">                <span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">.</span><span class="nam">get_yticklabels</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">rotation</span><span class="op">=</span><span class="num">90</span><span class="op">,</span> <span class="nam">ha</span><span class="op">=</span><span class="str">"right"</span><span class="op">,</span> <span class="nam">rotation_mode</span><span class="op">=</span><span class="str">"anchor"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">            <span class="nam">class_figs</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">            <span class="nam">class_axes</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">        <span class="nam">all_figs</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">class_figs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">        <span class="nam">all_axes</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">class_axes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">    <span class="key">return</span> <span class="nam">all_figs</span><span class="op">,</span> <span class="nam">all_axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_single_second_order</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">                             <span class="nam">para_name</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">                             <span class="nam">cal_classes</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">                             <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">                             <span class="nam">show_plot</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">                             <span class="nam">use_suffix</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">                             <span class="nam">figs_axes</span><span class="op">:</span> <span class="op">[</span><span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">figure</span><span class="op">.</span><span class="nam">Figure</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">                                         <span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">axes</span><span class="op">.</span><span class="nam">Axes</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"><span class="str">    Plot the value of S2 from one parameter with all other parameters.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"><span class="str">        Second order result from run.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"><span class="str">    :param str para_name:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"><span class="str">        Name of the parameter of which the results should be plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t"><span class="str">    :param [str] cal_classes:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t"><span class="str">        Default are all possible calibration classes. If a list of</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"><span class="str">        names of calibration classes is given only plots for these</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"><span class="str">        classes are created.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"><span class="str">    :param bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"><span class="str">    :param bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"><span class="str">    :param ([fig], [ax]) figs_axes:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"><span class="str">        Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t">    <span class="nam">result</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="op">:</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="nam">para_name</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">]</span><span class="op">.</span><span class="nam">fillna</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="t197" href="#t197">197</a></span><span class="t">    <span class="nam">figs</span><span class="op">,</span> <span class="nam">axes</span> <span class="op">=</span> <span class="nam">plot_single</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">        <span class="nam">result</span><span class="op">=</span><span class="nam">result</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">        <span class="nam">show_plot</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">        <span class="nam">cal_classes</span><span class="op">=</span><span class="nam">cal_classes</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">        <span class="nam">goals</span><span class="op">=</span><span class="nam">goals</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">        <span class="nam">figs_axes</span><span class="op">=</span><span class="nam">figs_axes</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">        <span class="nam">use_suffix</span><span class="op">=</span><span class="nam">use_suffix</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">    <span class="com"># set new title for the figures of each calibration class</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">    <span class="key">for</span> <span class="nam">fig</span> <span class="key">in</span> <span class="nam">figs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">        <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">f"Interaction of {para_name} in class {fig._suptitle.get_text()}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">    <span class="key">return</span> <span class="nam">figs</span><span class="op">,</span> <span class="nam">axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t"><span class="key">def</span> <span class="nam">heatmap</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">            <span class="nam">cal_class</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">            <span class="nam">goal</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">            <span class="nam">ax</span><span class="op">:</span> <span class="nam">matplotlib</span><span class="op">.</span><span class="nam">axes</span><span class="op">.</span><span class="nam">Axes</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">            <span class="nam">show_plot</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">            <span class="nam">use_suffix</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"><span class="str">    Plot S2 sensitivity results from one calibration class and goal as a heatmap.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t"><span class="str">        A second order result from run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t"><span class="str">    :param str cal_class:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t"><span class="str">        Name of the class to plot S2 from.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"><span class="str">    :param str goal:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"><span class="str">        Name of the goal to plot S2 from.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"><span class="str">    :param matplotlib.axes ax:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"><span class="str">        Default is None. If an axes is given the heatmap will be plotted on it, else</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t"><span class="str">        a new figure and axes is created.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t"><span class="str">    :param bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t"><span class="str">    :param bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"><span class="str">        Default is False. If True, only the last suffix of a Modelica variable is displayed.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"><span class="str">        Returns axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">    <span class="key">if</span> <span class="nam">use_suffix</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">        <span class="nam">result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t">    <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">        <span class="nam">_</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">    <span class="nam">data</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">loc</span><span class="op">[</span><span class="nam">cal_class</span><span class="op">,</span> <span class="nam">goal</span><span class="op">,</span> <span class="str">'S2'</span><span class="op">]</span><span class="op">.</span><span class="nam">fillna</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">.</span><span class="nam">reindex</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">        <span class="nam">index</span><span class="op">=</span><span class="nam">result</span><span class="op">.</span><span class="nam">columns</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">    <span class="nam">image</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">imshow</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">cmap</span><span class="op">=</span><span class="str">'Reds'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">f'Class: {cal_class} Goal: {goal}'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xticks</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">columns</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yticks</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">index</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xticklabels</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">columns</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yticklabels</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">index</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">spines</span><span class="op">[</span><span class="op">:</span><span class="op">]</span><span class="op">.</span><span class="nam">set_color</span><span class="op">(</span><span class="str">'black'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">.</span><span class="nam">get_xticklabels</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">rotation</span><span class="op">=</span><span class="num">90</span><span class="op">,</span> <span class="nam">ha</span><span class="op">=</span><span class="str">"right"</span><span class="op">,</span> <span class="nam">rotation_mode</span><span class="op">=</span><span class="str">"anchor"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">    <span class="nam">cbar</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">figure</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">image</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">    <span class="nam">cbar</span><span class="op">.</span><span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">"S2"</span><span class="op">,</span> <span class="nam">rotation</span><span class="op">=</span><span class="num">90</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">    <span class="key">return</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"><span class="key">def</span> <span class="nam">heatmaps</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">             <span class="nam">cal_classes</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">             <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">             <span class="nam">show_plot</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">             <span class="nam">use_suffix</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t"><span class="str">    Plot S2 sensitivity results as a heatmap for multiple</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t"><span class="str">    calibration classes and goals in one figure.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t"><span class="str">        A second order result from run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t"><span class="str">    :param [str] cal_classes:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t"><span class="str">        Default is a list of all calibration classes in the result.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t"><span class="str">        If a list of classes is given only these classes are plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t"><span class="str">        Default is a list of all goals in the result.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t"><span class="str">        If a list of goals is given only these goals are plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t"><span class="str">    :param bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t"><span class="str">    :param bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t"><span class="str">        Default is False. If True, only the last suffix of a Modelica variable is displayed.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">    <span class="key">if</span> <span class="nam">cal_classes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">        <span class="nam">cal_classes</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="str">"Class"</span><span class="op">)</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="str">"Goal"</span><span class="op">)</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">    <span class="nam">_</span><span class="op">,</span> <span class="nam">axes</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">ncols</span><span class="op">=</span><span class="nam">len</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span><span class="op">,</span> <span class="nam">nrows</span><span class="op">=</span><span class="nam">len</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">                           <span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">        <span class="nam">axes</span> <span class="op">=</span> <span class="op">[</span><span class="nam">axes</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">        <span class="key">for</span> <span class="nam">idx</span><span class="op">,</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">axes</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">            <span class="nam">axes</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">ax</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">    <span class="key">for</span> <span class="nam">col</span><span class="op">,</span> <span class="nam">class_name</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">        <span class="key">for</span> <span class="nam">row</span><span class="op">,</span> <span class="nam">goal_name</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">            <span class="nam">heatmap</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">                    <span class="nam">class_name</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">                    <span class="nam">goal_name</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">                    <span class="nam">ax</span><span class="op">=</span><span class="nam">axes</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">                    <span class="nam">show_plot</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">                    <span class="nam">use_suffix</span><span class="op">=</span><span class="nam">use_suffix</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">    <span class="com"># plot of S2 without S2_conf</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">    <span class="nam">all_figs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">    <span class="nam">all_axes</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">    <span class="key">for</span> <span class="nam">class_idx</span><span class="op">,</span> <span class="nam">cal_class</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">        <span class="nam">class_figs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">        <span class="nam">class_axes</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">        <span class="key">for</span> <span class="nam">goal_idx</span><span class="op">,</span> <span class="nam">goal</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">            <span class="key">if</span> <span class="nam">figs</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">                <span class="nam">fig</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">figure</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t138" href="#t138">138</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="t139" href="#t139">139</a></span><span class="t">                <span class="nam">fig</span> <span class="op">=</span> <span class="nam">figs</span><span class="op">[</span><span class="nam">class_idx</span><span class="op">]</span><span class="op">[</span><span class="nam">goal_idx</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">            <span class="nam">ax</span> <span class="op">=</span> <span class="nam">fig</span><span class="op">.</span><span class="nam">add_subplot</span><span class="op">(</span><span class="nam">projection</span><span class="op">=</span><span class="str">'3d'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">            <span class="key">for</span> <span class="nam">idx</span><span class="op">,</span> <span class="nam">name</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">bar</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">                       <span class="nam">result</span><span class="op">.</span><span class="nam">loc</span><span class="op">[</span><span class="nam">cal_class</span><span class="op">,</span> <span class="nam">goal</span><span class="op">,</span> <span class="str">'S2'</span><span class="op">,</span> <span class="nam">name</span><span class="op">]</span><span class="op">.</span><span class="nam">to_numpy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">                       <span class="nam">zs</span><span class="op">=</span><span class="nam">idx</span><span class="op">,</span> <span class="nam">zdir</span><span class="op">=</span><span class="str">'y'</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.8</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">f"Class: {cal_class} Goal: {goal}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">set_zlabel</span><span class="op">(</span><span class="str">'S2 [-]'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yticks</span><span class="op">(</span><span class="nam">xticks</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">                <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yticklabels</span><span class="op">(</span><span class="nam">tuner_names</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">                <span class="com"># rotate tick labels for better readability</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">                <span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">.</span><span class="nam">get_xticklabels</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">rotation</span><span class="op">=</span><span class="num">90</span><span class="op">,</span> <span class="nam">ha</span><span class="op">=</span><span class="str">"right"</span><span class="op">,</span> <span class="nam">rotation_mode</span><span class="op">=</span><span class="str">"anchor"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">                <span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">.</span><span class="nam">get_yticklabels</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">rotation</span><span class="op">=</span><span class="num">90</span><span class="op">,</span> <span class="nam">ha</span><span class="op">=</span><span class="str">"right"</span><span class="op">,</span> <span class="nam">rotation_mode</span><span class="op">=</span><span class="str">"anchor"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">            <span class="nam">class_figs</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">            <span class="nam">class_axes</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">        <span class="nam">all_figs</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">class_figs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">        <span class="nam">all_axes</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">class_axes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">    <span class="key">return</span> <span class="nam">all_figs</span><span class="op">,</span> <span class="nam">all_axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_single_second_order</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">                             <span class="nam">para_name</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">                             <span class="nam">cal_classes</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">                             <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">                             <span class="nam">max_name_len</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">10</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">                             <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"><span class="str">    Plot the value of S2 from one parameter with all other parameters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="str">        Second order result from run.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"><span class="str">    :param str para_name:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"><span class="str">        Name of the parameter of which the results should be plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"><span class="str">    :param [str] cal_classes:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"><span class="str">        Default are all possible calibration classes. If a list of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"><span class="str">        names of calibration classes is given only plots for these</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"><span class="str">        classes are created.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"><span class="str">    :param int max_name_len:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"><span class="str">        Default is 10. Shortens the parameter names to max_name_len characters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t"><span class="str">    :keyword bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t"><span class="str">    :keyword bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"><span class="str">    :keyword ([fig], [ax]) figs_axes:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"><span class="str">        Default None. Set own figures of subfigures with corresponding axes for customization.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"><span class="str">        with shapes (len(cal_classes)), (len(cal_classes), len(goals))</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t">    <span class="nam">use_suffix</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'use_suffix'</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t">    <span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'show_plot'</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t">    <span class="nam">figs_axes</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'figs_axes'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">    <span class="nam">result</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="op">:</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="nam">para_name</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">]</span><span class="op">.</span><span class="nam">fillna</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="t199" href="#t199">199</a></span><span class="t">    <span class="nam">figs</span><span class="op">,</span> <span class="nam">axes</span> <span class="op">=</span> <span class="nam">plot_single</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">        <span class="nam">result</span><span class="op">=</span><span class="nam">result</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">        <span class="nam">show_plot</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">        <span class="nam">cal_classes</span><span class="op">=</span><span class="nam">cal_classes</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">        <span class="nam">goals</span><span class="op">=</span><span class="nam">goals</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">        <span class="nam">figs_axes</span><span class="op">=</span><span class="nam">figs_axes</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">        <span class="nam">use_suffix</span><span class="op">=</span><span class="nam">use_suffix</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">        <span class="nam">max_name_len</span><span class="op">=</span><span class="nam">max_name_len</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">    <span class="com"># set new title for the figures of each calibration class</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">    <span class="key">for</span> <span class="nam">fig</span> <span class="key">in</span> <span class="nam">figs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">        <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">f"Interaction of {para_name} in class {fig._suptitle.get_text()}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">    <span class="key">return</span> <span class="nam">figs</span><span class="op">,</span> <span class="nam">axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"><span class="key">def</span> <span class="nam">heatmap</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">            <span class="nam">cal_class</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">            <span class="nam">goal</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">            <span class="nam">ax</span><span class="op">:</span> <span class="nam">matplotlib</span><span class="op">.</span><span class="nam">axes</span><span class="op">.</span><span class="nam">Axes</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">            <span class="nam">max_name_len</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">10</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t"><span class="str">    Plot S2 sensitivity results from one calibration class and goal as a heatmap.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"><span class="str">        A second order result from run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"><span class="str">    :param str cal_class:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"><span class="str">        Name of the class to plot S2 from.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"><span class="str">    :param str goal:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t"><span class="str">        Name of the goal to plot S2 from.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t"><span class="str">    :param matplotlib.axes ax:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t"><span class="str">        Default is None. If an axes is given the heatmap will be plotted on it, else</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t"><span class="str">        a new figure and axes is created.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"><span class="str">    :param int max_name_len:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"><span class="str">        Default is 10. Shortens the parameter names to max_name_len characters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"><span class="str">    :keyword bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"><span class="str">    :keyword bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t"><span class="str">        Default is False. If True, only the last suffix of a Modelica variable is displayed.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t"><span class="str">        Returns axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">    <span class="nam">use_suffix</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'use_suffix'</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">    <span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'show_plot'</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_name_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">    <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">        <span class="nam">_</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">    <span class="nam">data</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">loc</span><span class="op">[</span><span class="nam">cal_class</span><span class="op">,</span> <span class="nam">goal</span><span class="op">,</span> <span class="str">'S2'</span><span class="op">]</span><span class="op">.</span><span class="nam">fillna</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">.</span><span class="nam">reindex</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">        <span class="nam">index</span><span class="op">=</span><span class="nam">result</span><span class="op">.</span><span class="nam">columns</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">    <span class="nam">image</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">imshow</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">cmap</span><span class="op">=</span><span class="str">'Reds'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">f'Class: {cal_class} Goal: {goal}'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xticks</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">columns</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yticks</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">index</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xticklabels</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">columns</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yticklabels</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">index</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">spines</span><span class="op">[</span><span class="op">:</span><span class="op">]</span><span class="op">.</span><span class="nam">set_color</span><span class="op">(</span><span class="str">'black'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">.</span><span class="nam">get_xticklabels</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">rotation</span><span class="op">=</span><span class="num">90</span><span class="op">,</span> <span class="nam">ha</span><span class="op">=</span><span class="str">"right"</span><span class="op">,</span> <span class="nam">rotation_mode</span><span class="op">=</span><span class="str">"anchor"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">    <span class="nam">cbar</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">figure</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">image</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">    <span class="nam">cbar</span><span class="op">.</span><span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">"S2"</span><span class="op">,</span> <span class="nam">rotation</span><span class="op">=</span><span class="num">90</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">    <span class="key">return</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t"><span class="key">def</span> <span class="nam">heatmaps</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">             <span class="nam">cal_classes</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">             <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">             <span class="nam">max_name_len</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">10</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">             <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t"><span class="str">    Plot S2 sensitivity results as a heatmap for multiple</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t"><span class="str">    calibration classes and goals in one figure.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t"><span class="str">        A second order result from run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t"><span class="str">    :param [str] cal_classes:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t"><span class="str">        Default is a list of all calibration classes in the result.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t"><span class="str">        If a list of classes is given only these classes are plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t"><span class="str">        Default is a list of all goals in the result.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t"><span class="str">        If a list of goals is given only these goals are plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t"><span class="str">    :param int max_name_len:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t"><span class="str">        Default is 10. Shortens the parameter names to max_name_len characters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t"><span class="str">    :keyword bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t"><span class="str">    :keyword bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t"><span class="str">        Default is False. If True, only the last suffix of a Modelica variable is displayed.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">    <span class="nam">use_suffix</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'use_suffix'</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">    <span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'show_plot'</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">    <span class="key">if</span> <span class="nam">cal_classes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">        <span class="nam">cal_classes</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="str">"Class"</span><span class="op">)</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="str">"Goal"</span><span class="op">)</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">    <span class="nam">_</span><span class="op">,</span> <span class="nam">axes</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">ncols</span><span class="op">=</span><span class="nam">len</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span><span class="op">,</span> <span class="nam">nrows</span><span class="op">=</span><span class="nam">len</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">                           <span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">        <span class="nam">axes</span> <span class="op">=</span> <span class="op">[</span><span class="nam">axes</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">        <span class="key">for</span> <span class="nam">idx</span><span class="op">,</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">axes</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">            <span class="nam">axes</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">ax</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_time_dependent</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">                        <span class="nam">parameters</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">                        <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">                        <span class="nam">analysis_variables</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">                        <span class="nam">plot_conf</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">                        <span class="nam">show_plot</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">                        <span class="nam">use_suffix</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">                        <span class="nam">figs_axes</span><span class="op">:</span> <span class="op">[</span><span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">figure</span><span class="op">.</span><span class="nam">Figure</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">axes</span><span class="op">.</span><span class="nam">Axes</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t"><span class="str">    Plot time dependent sensitivity results without interactions from run_time_dependent().</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t"><span class="str">    For each goal one figure is created with one axes for each analysis variable.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t"><span class="str">    In these plots the time dependent sensitivity of the parameters is plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t"><span class="str">    The confidence interval can also be plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t"><span class="str">        A result from run_time_dependent without second order results.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t"><span class="str">    :param [str] parameters:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t"><span class="str">        Default all parameters. List of parameters to plot the sensitivity.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t"><span class="str">    :param [str] analysis_variables:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"><span class="str">        Default all analysis_variables. List of analysis variables to plot.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"><span class="str">    :param bool plot_conf:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t"><span class="str">        Default True. If true, the confidence intervals for each parameter are plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t"><span class="str">    :param bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t"><span class="str">    :param bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t"><span class="str">    :param ([fig], [ax]) figs_axes:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t"><span class="str">        Default None. Optional custom figures and axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t"><span class="str">        (see example for verbose sensitivity analysis).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">    <span class="nam">all_analysis_variables</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">    <span class="key">if</span> <span class="nam">analysis_variables</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t">        <span class="nam">analysis_variables</span> <span class="op">=</span> <span class="op">[</span><span class="nam">av</span> <span class="key">for</span> <span class="nam">av</span> <span class="key">in</span> <span class="nam">all_analysis_variables</span> <span class="key">if</span> <span class="str">'_conf'</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">av</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t">    <span class="key">if</span> <span class="nam">parameters</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t">        <span class="nam">parameters</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">columns</span><span class="op">.</span><span class="nam">values</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t">    <span class="com"># rename tuner_names in result to the suffix of their variable name</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t">    <span class="key">if</span> <span class="nam">use_suffix</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">        <span class="nam">result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">    <span class="com"># when the index is not sorted pandas throws a performance warning</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">    <span class="nam">figs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">    <span class="nam">axes</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">    <span class="key">for</span> <span class="nam">idx_goal</span><span class="op">,</span> <span class="nam">goal</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">        <span class="key">if</span> <span class="nam">figs_axes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t363" href="#t363">363</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="t364" href="#t364">364</a></span><span class="t">            <span class="nam">fig</span> <span class="op">=</span> <span class="nam">figs_axes</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="nam">idx_goal</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">            <span class="nam">ax</span> <span class="op">=</span> <span class="nam">figs_axes</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="nam">idx_goal</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">        <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">f"Goal: {goal}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">        <span class="nam">figs</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">            <span class="nam">ax</span> <span class="op">=</span> <span class="op">[</span><span class="nam">ax</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">        <span class="nam">axes</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">        <span class="key">for</span> <span class="nam">idx_av</span><span class="op">,</span> <span class="nam">analysis_var</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t372" href="#t372">372</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">plot</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="op">[</span><span class="nam">parameters</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t373" href="#t373">373</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">set_ylabel</span><span class="op">(</span><span class="nam">analysis_var</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t374" href="#t374">374</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">legend</span><span class="op">(</span><span class="nam">parameters</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">            <span class="key">if</span> <span class="nam">plot_conf</span> <span class="key">and</span> <span class="nam">analysis_var</span> <span class="op">+</span> <span class="str">'_conf'</span> <span class="key">in</span> <span class="nam">all_analysis_variables</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">                <span class="key">for</span> <span class="nam">para</span> <span class="key">in</span> <span class="nam">parameters</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">                    <span class="nam">y</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="op">[</span><span class="nam">para</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">                    <span class="nam">x</span> <span class="op">=</span> <span class="nam">y</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">to_numpy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t379" href="#t379">379</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>
-    <p class="run"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">                    <span class="nam">large_values_indices</span> <span class="op">=</span> <span class="nam">conv_int</span><span class="op">[</span><span class="nam">conv_int</span> <span class="op">></span> <span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">index</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t">                    <span class="key">if</span> <span class="nam">list</span><span class="op">(</span><span class="nam">large_values_indices</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t">                        <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">                            <span class="str">f"Confidence interval for {goal}, {analysis_var}, {para} was at the "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">                            <span class="str">f"following times {list(large_values_indices)} lager than 1 "</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">                            <span class="str">f"and is smoothed out in the plot."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">                    <span class="key">for</span> <span class="nam">idx</span> <span class="key">in</span> <span class="nam">large_values_indices</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t387" href="#t387">387</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="t388" href="#t388">388</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="t389" href="#t389">389</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="t390" href="#t390">390</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="t391" href="#t391">391</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="t392" href="#t392">392</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>
-    <p class="run"><span class="n"><a id="t393" href="#t393">393</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="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'time'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">    <span class="key">return</span> <span class="nam">figs</span><span class="op">,</span> <span class="nam">axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_parameter_verbose</span><span class="op">(</span><span class="nam">parameter</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t">                           <span class="nam">single_result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">                           <span class="nam">second_order_result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">                           <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">                           <span class="nam">show_plot</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">                           <span class="nam">use_suffix</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">False</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="nam">fig_axes</span><span class="op">:</span> <span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">figure</span><span class="op">.</span><span class="nam">Figure</span><span class="op">,</span> <span class="op">[</span><span class="nam">matplotlib</span><span class="op">.</span><span class="nam">axes</span><span class="op">.</span><span class="nam">Axes</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t"><span class="str">    Plot all time dependent sensitivity measure for one parameter.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t"><span class="str">    For each goal an axes is created within one figure.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t"><span class="str">    If second_order_results form SobolAnalyzer.run_time_dependent are given</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t"><span class="str">    the S2 results of the interaction with each other parameter are added on top</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t"><span class="str">    of each other and the first order result.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t"><span class="str">    :param str parameter:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t"><span class="str">        Parameter to plot all sensitivity results for. If use_suffix=True, then</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t"><span class="str">        the name must also be only the suffix.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t"><span class="str">    :param pd.DataFrame single_result:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t"><span class="str">        First and total order result form run_time_dependent.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t"><span class="str">    :param pd.DataFrame second_order_result:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t"><span class="str">        Default None. Second order result of SobolAnalyzer.run_time_dependent.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t"><span class="str">    :param bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t"><span class="str">    :param bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t"><span class="str">    :param (fig, [ax]) fig_axes:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t"><span class="str">        Default None. Optional custom figures and axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t"><span class="str">        (see example for verbose sensitivity analysis).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">single_result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">    <span class="nam">all_analysis_variables</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">single_result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">    <span class="nam">analysis_variables</span> <span class="op">=</span> <span class="op">[</span><span class="nam">av</span> <span class="key">for</span> <span class="nam">av</span> <span class="key">in</span> <span class="nam">all_analysis_variables</span> <span class="key">if</span> <span class="str">'_conf'</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">av</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">    <span class="com"># rename tuner_names in result to the suffix of their variable name</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">    <span class="key">if</span> <span class="nam">use_suffix</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">        <span class="nam">single_result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">single_result</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">        <span class="com"># when the index is not sorted pandas throws a performance warning</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">        <span class="nam">single_result</span> <span class="op">=</span> <span class="nam">single_result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">        <span class="key">if</span> <span class="nam">second_order_result</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">            <span class="nam">second_order_result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">second_order_result</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">            <span class="nam">second_order_result</span> <span class="op">=</span> <span class="nam">second_order_result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">    <span class="key">if</span> <span class="nam">fig_axes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t451" href="#t451">451</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="t452" href="#t452">452</a></span><span class="t">        <span class="nam">fig</span> <span class="op">=</span> <span class="nam">fig_axes</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="t453" href="#t453">453</a></span><span class="t">        <span class="nam">ax</span> <span class="op">=</span> <span class="nam">fig_axes</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">f"Parameter: {parameter}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">    <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">        <span class="nam">ax</span> <span class="op">=</span> <span class="op">[</span><span class="nam">ax</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">    <span class="key">for</span> <span class="nam">g_i</span><span class="op">,</span> <span class="nam">goal</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">        <span class="key">if</span> <span class="nam">second_order_result</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">            <span class="nam">result_2_goal</span> <span class="op">=</span> <span class="nam">second_order_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="str">'S2'</span><span class="op">,</span> <span class="nam">parameter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">            <span class="nam">mean</span> <span class="op">=</span> <span class="nam">result_2_goal</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">drop</span><span class="op">(</span><span class="op">[</span><span class="nam">parameter</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">            <span class="nam">mean</span><span class="op">.</span><span class="nam">sort_values</span><span class="op">(</span><span class="nam">ascending</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">inplace</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">            <span class="nam">sorted_interactions</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">mean</span><span class="op">.</span><span class="nam">index</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">            <span class="nam">time_ar</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result_2_goal</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">            <span class="nam">value</span> <span class="op">=</span> <span class="nam">single_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="str">'S1'</span><span class="op">]</span><span class="op">[</span><span class="nam">parameter</span><span class="op">]</span><span class="op">.</span><span class="nam">to_numpy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">single_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="str">'S1'</span><span class="op">]</span><span class="op">[</span><span class="nam">parameter</span><span class="op">]</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'S1'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">fill_between</span><span class="op">(</span><span class="nam">time_ar</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros_like</span><span class="op">(</span><span class="nam">value</span><span class="op">)</span><span class="op">,</span> <span class="nam">value</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">            <span class="key">for</span> <span class="nam">para</span> <span class="key">in</span> <span class="nam">sorted_interactions</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">                <span class="nam">value_2</span> <span class="op">=</span> <span class="nam">value</span> <span class="op">+</span> <span class="nam">result_2_goal</span><span class="op">[</span><span class="nam">para</span><span class="op">]</span><span class="op">.</span><span class="nam">to_numpy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">                <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">time_ar</span><span class="op">,</span> <span class="nam">value_2</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'S2 '</span> <span class="op">+</span> <span class="nam">para</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">                <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">fill_between</span><span class="op">(</span><span class="nam">time_ar</span><span class="op">,</span> <span class="nam">value</span><span class="op">,</span> <span class="nam">value_2</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">                <span class="nam">value</span> <span class="op">=</span> <span class="nam">value_2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">single_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="str">'ST'</span><span class="op">]</span><span class="op">[</span><span class="nam">parameter</span><span class="op">]</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'ST'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">            <span class="nam">legend</span> <span class="op">=</span> <span class="op">[</span><span class="str">'S1'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">            <span class="nam">legend</span><span class="op">.</span><span class="nam">extend</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">            <span class="nam">legend</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="str">'ST'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">f"Goal: {goal}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t478" href="#t478">478</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="t479" href="#t479">479</a></span><span class="t">            <span class="key">for</span> <span class="nam">av_i</span><span class="op">,</span> <span class="nam">av</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">                <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">single_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">av</span><span class="op">]</span><span class="op">[</span><span class="nam">parameter</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">    <span class="key">return</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t"><span class="key">def</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">    <span class="str">"""Helper function"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">    <span class="key">return</span> <span class="nam">list</span><span class="op">(</span><span class="nam">dict</span><span class="op">.</span><span class="nam">fromkeys</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t"><span class="key">def</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">    <span class="str">"""Helper function"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">    <span class="nam">tuner_names</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">columns</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">    <span class="nam">rename_tuner_names</span> <span class="op">=</span> <span class="op">{</span><span class="nam">name</span><span class="op">:</span> <span class="nam">_get_suffix</span><span class="op">(</span><span class="nam">name</span><span class="op">)</span> <span class="key">for</span> <span class="nam">name</span> <span class="key">in</span> <span class="nam">tuner_names</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">rename</span><span class="op">(</span><span class="nam">columns</span><span class="op">=</span><span class="nam">rename_tuner_names</span><span class="op">,</span> <span class="nam">index</span><span class="op">=</span><span class="nam">rename_tuner_names</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">    <span class="key">return</span> <span class="nam">result</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">    <span class="key">for</span> <span class="nam">col</span><span class="op">,</span> <span class="nam">class_name</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">cal_classes</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">        <span class="key">for</span> <span class="nam">row</span><span class="op">,</span> <span class="nam">goal_name</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">            <span class="nam">heatmap</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">                    <span class="nam">class_name</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">                    <span class="nam">goal_name</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">                    <span class="nam">ax</span><span class="op">=</span><span class="nam">axes</span><span class="op">[</span><span class="nam">row</span><span class="op">]</span><span class="op">[</span><span class="nam">col</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">                    <span class="nam">show_plot</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">                    <span class="nam">use_suffix</span><span class="op">=</span><span class="nam">use_suffix</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">                    <span class="nam">max_name_len</span><span class="op">=</span><span class="nam">max_name_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_time_dependent</span><span class="op">(</span><span class="nam">result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">                        <span class="nam">parameters</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">                        <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">                        <span class="nam">analysis_variables</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">                        <span class="nam">plot_conf</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t">                        <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"><span class="str">    Plot time dependent sensitivity results without interactions from run_time_dependent().</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t"><span class="str">    For each goal one figure is created with one axes for each analysis variable.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t"><span class="str">    In these plots the time dependent sensitivity of the parameters is plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"><span class="str">    The confidence interval can also be plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t"><span class="str">    :param pd.DataFrame result:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t"><span class="str">        A result from run_time_dependent without second order results.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t"><span class="str">    :param [str] parameters:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t"><span class="str">        Default all parameters. List of parameters to plot the sensitivity.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t"><span class="str">    :param [str] analysis_variables:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t"><span class="str">        Default all analysis_variables. List of analysis variables to plot.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t"><span class="str">    :param bool plot_conf:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t"><span class="str">        Default True. If true, the confidence intervals for each parameter are plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t"><span class="str">    :keyword ([fig], [ax]) figs_axes:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t"><span class="str">        Default None. Optional custom figures and axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t"><span class="str">        (see example for verbose sensitivity analysis).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like [fig], [ax]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t"><span class="str">        with shapes (len(goals)), (len(goals), len(analysis_variables))</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t"><span class="str">    :keyword bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t"><span class="str">    :keyword bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t"><span class="str">    :keyword int max_name_len:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t"><span class="str">        Default is 50. Shortens the parameter names to max_name_len characters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">    <span class="nam">use_suffix</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'use_suffix'</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">    <span class="nam">max_name_len</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'max_name_len'</span><span class="op">,</span> <span class="num">50</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">    <span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'show_plot'</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">    <span class="nam">figs_axes</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'figs_axes'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">    <span class="nam">all_analysis_variables</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">    <span class="key">if</span> <span class="nam">analysis_variables</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">        <span class="nam">analysis_variables</span> <span class="op">=</span> <span class="op">[</span><span class="nam">av</span> <span class="key">for</span> <span class="nam">av</span> <span class="key">in</span> <span class="nam">all_analysis_variables</span> <span class="key">if</span> <span class="str">'_conf'</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">av</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">    <span class="key">if</span> <span class="nam">parameters</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">        <span class="nam">parameters</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">columns</span><span class="op">.</span><span class="nam">values</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_name_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">    <span class="nam">renamed_parameters</span> <span class="op">=</span> <span class="op">[</span><span class="nam">_format_name</span><span class="op">(</span><span class="nam">para</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_name_len</span><span class="op">)</span> <span class="key">for</span> <span class="nam">para</span> <span class="key">in</span> <span class="nam">parameters</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">    <span class="nam">figs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">    <span class="nam">axes</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">    <span class="key">for</span> <span class="nam">idx_goal</span><span class="op">,</span> <span class="nam">goal</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">_create_figs_axes</span><span class="op">(</span><span class="nam">figs_axes</span><span class="op">,</span> <span class="nam">idx_goal</span><span class="op">,</span> <span class="nam">analysis_variables</span><span class="op">,</span> <span class="str">f"Goal: {goal}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">        <span class="nam">figs</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t">        <span class="nam">axes</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">        <span class="key">for</span> <span class="nam">idx_av</span><span class="op">,</span> <span class="nam">analysis_var</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t381" href="#t381">381</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">plot</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="op">[</span><span class="nam">renamed_parameters</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t382" href="#t382">382</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">set_ylabel</span><span class="op">(</span><span class="nam">analysis_var</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t383" href="#t383">383</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">legend</span><span class="op">(</span><span class="nam">renamed_parameters</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">            <span class="key">if</span> <span class="nam">plot_conf</span> <span class="key">and</span> <span class="nam">analysis_var</span> <span class="op">+</span> <span class="str">'_conf'</span> <span class="key">in</span> <span class="nam">all_analysis_variables</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">                <span class="key">for</span> <span class="nam">para</span> <span class="key">in</span> <span class="nam">renamed_parameters</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">                    <span class="nam">y</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="op">[</span><span class="nam">para</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">                    <span class="nam">x</span> <span class="op">=</span> <span class="nam">y</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">to_numpy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t388" href="#t388">388</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>
+    <p class="run"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">                    <span class="nam">large_values_indices</span> <span class="op">=</span> <span class="nam">conv_int</span><span class="op">[</span><span class="nam">conv_int</span> <span class="op">></span> <span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">index</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">                    <span class="key">if</span> <span class="nam">list</span><span class="op">(</span><span class="nam">large_values_indices</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t">                        <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">                            <span class="str">f"Confidence interval for {goal}, {analysis_var}, {para} was at the "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">                            <span class="str">f"following times {list(large_values_indices)} lager than 1 "</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">                            <span class="str">f"and is smoothed out in the plot."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t">                    <span class="key">for</span> <span class="nam">idx</span> <span class="key">in</span> <span class="nam">large_values_indices</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t396" href="#t396">396</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="t397" href="#t397">397</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="t398" href="#t398">398</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="t399" href="#t399">399</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="t400" href="#t400">400</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="t401" href="#t401">401</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>
+    <p class="run"><span class="n"><a id="t402" href="#t402">402</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="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'time'</span><span class="op">)</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">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">    <span class="key">return</span> <span class="nam">figs</span><span class="op">,</span> <span class="nam">axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_parameter_verbose</span><span class="op">(</span><span class="nam">parameter</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">                           <span class="nam">single_result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">                           <span class="nam">second_order_result</span><span class="op">:</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">                           <span class="nam">goals</span><span class="op">:</span> <span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">                           <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t"><span class="str">    Plot all time dependent sensitivity measure for one parameter.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t"><span class="str">    For each goal an axes is created within one figure.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t"><span class="str">    If second_order_results form SobolAnalyzer.run_time_dependent are given</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t"><span class="str">    the S2 results of the interaction with each other parameter are added on top</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t"><span class="str">    of each other and the first order result.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t"><span class="str">    :param str parameter:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t"><span class="str">        Parameter to plot all sensitivity results for. If use_suffix=True, then</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t"><span class="str">        the name must also be only the suffix.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t"><span class="str">    :param pd.DataFrame single_result:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t"><span class="str">        First and total order result form run_time_dependent.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t"><span class="str">    :param pd.DataFrame second_order_result:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t"><span class="str">        Default None. Second order result of SobolAnalyzer.run_time_dependent.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t"><span class="str">    :param [str] goals:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t"><span class="str">        Default are all possible goal names. If a list of specific</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t"><span class="str">        goal names is given only these will be plotted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t"><span class="str">    :keyword (fig, [ax]) fig_axes:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t"><span class="str">        Default None. Optional custom figures and axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t"><span class="str">        (see example for verbose sensitivity analysis).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t"><span class="str">    :return:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t"><span class="str">        Returns all created figures and axes in lists like fig, [ax]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t"><span class="str">        with shape (len(goals)) for the axes list</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t"><span class="str">    :keyword bool show_plot:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t"><span class="str">        Default is True. If False, all created plots are not shown.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t"><span class="str">    :keyword bool use_suffix:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t"><span class="str">        Default is True: If True, the last part after the last point</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t"><span class="str">        of Modelica variables is used for the x ticks.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t"><span class="str">    :keyword int max_name_len:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t"><span class="str">        Default is 10. Shortens the parameter names to max_name_len characters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">    <span class="nam">use_suffix</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'use_suffix'</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">    <span class="nam">max_name_len</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'max_name_len'</span><span class="op">,</span> <span class="num">50</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">    <span class="nam">show_plot</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'show_plot'</span><span class="op">,</span> <span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">    <span class="nam">fig_axes</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'fig_axes'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">    <span class="key">if</span> <span class="nam">goals</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">        <span class="nam">goals</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">single_result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">    <span class="nam">all_analysis_variables</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">single_result</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">    <span class="nam">analysis_variables</span> <span class="op">=</span> <span class="op">[</span><span class="nam">av</span> <span class="key">for</span> <span class="nam">av</span> <span class="key">in</span> <span class="nam">all_analysis_variables</span> <span class="key">if</span> <span class="str">'_conf'</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">av</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">    <span class="nam">renamed_parameter</span> <span class="op">=</span> <span class="nam">_format_name</span><span class="op">(</span><span class="nam">parameter</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_name_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">    <span class="nam">single_result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">single_result</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_name_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">    <span class="key">if</span> <span class="nam">second_order_result</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">        <span class="nam">second_order_result</span> <span class="op">=</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">second_order_result</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_name_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">    <span class="key">if</span> <span class="nam">fig_axes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t463" href="#t463">463</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="t464" href="#t464">464</a></span><span class="t">        <span class="nam">fig</span> <span class="op">=</span> <span class="nam">fig_axes</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="t465" href="#t465">465</a></span><span class="t">        <span class="nam">ax</span> <span class="op">=</span> <span class="nam">fig_axes</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">f"Parameter: {parameter}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">    <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">        <span class="nam">ax</span> <span class="op">=</span> <span class="op">[</span><span class="nam">ax</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">    <span class="key">for</span> <span class="nam">g_i</span><span class="op">,</span> <span class="nam">goal</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">goals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">        <span class="key">if</span> <span class="nam">second_order_result</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">            <span class="nam">result_2_goal</span> <span class="op">=</span> <span class="nam">second_order_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="str">'S2'</span><span class="op">,</span> <span class="nam">renamed_parameter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">            <span class="nam">mean</span> <span class="op">=</span> <span class="nam">result_2_goal</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">drop</span><span class="op">(</span><span class="op">[</span><span class="nam">renamed_parameter</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">            <span class="nam">mean</span><span class="op">.</span><span class="nam">sort_values</span><span class="op">(</span><span class="nam">ascending</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">inplace</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">            <span class="nam">sorted_interactions</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">mean</span><span class="op">.</span><span class="nam">index</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">            <span class="nam">time_ar</span> <span class="op">=</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">result_2_goal</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_level_values</span><span class="op">(</span><span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">            <span class="nam">value</span> <span class="op">=</span> <span class="nam">single_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="str">'S1'</span><span class="op">]</span><span class="op">[</span><span class="nam">renamed_parameter</span><span class="op">]</span><span class="op">.</span><span class="nam">to_numpy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">single_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="str">'S1'</span><span class="op">]</span><span class="op">[</span><span class="nam">renamed_parameter</span><span class="op">]</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'S1'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">fill_between</span><span class="op">(</span><span class="nam">time_ar</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros_like</span><span class="op">(</span><span class="nam">value</span><span class="op">)</span><span class="op">,</span> <span class="nam">value</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">            <span class="key">for</span> <span class="nam">para</span> <span class="key">in</span> <span class="nam">sorted_interactions</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">                <span class="nam">value_2</span> <span class="op">=</span> <span class="nam">value</span> <span class="op">+</span> <span class="nam">result_2_goal</span><span class="op">[</span><span class="nam">para</span><span class="op">]</span><span class="op">.</span><span class="nam">to_numpy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">                <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">time_ar</span><span class="op">,</span> <span class="nam">value_2</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'S2 '</span> <span class="op">+</span> <span class="nam">para</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">                <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">fill_between</span><span class="op">(</span><span class="nam">time_ar</span><span class="op">,</span> <span class="nam">value</span><span class="op">,</span> <span class="nam">value_2</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">                <span class="nam">value</span> <span class="op">=</span> <span class="nam">value_2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">single_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="str">'ST'</span><span class="op">]</span><span class="op">[</span><span class="nam">renamed_parameter</span><span class="op">]</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'ST'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">            <span class="nam">legend</span> <span class="op">=</span> <span class="op">[</span><span class="str">'S1'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">            <span class="nam">legend</span><span class="op">.</span><span class="nam">extend</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">            <span class="nam">legend</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="str">'ST'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">f"Goal: {goal}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t490" href="#t490">490</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="t491" href="#t491">491</a></span><span class="t">            <span class="key">for</span> <span class="nam">av_i</span><span class="op">,</span> <span class="nam">av</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">                <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">single_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">av</span><span class="op">]</span><span class="op">[</span><span class="nam">renamed_parameter</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">            <span class="nam">ax</span><span class="op">[</span><span class="nam">g_i</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">analysis_variables</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">    <span class="key">if</span> <span class="nam">show_plot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">    <span class="key">return</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t"><span class="key">def</span> <span class="nam">_get_suffix</span><span class="op">(</span><span class="nam">modelica_var_name</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">    <span class="str">"""Helper function"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">    <span class="nam">index_last_dot</span> <span class="op">=</span> <span class="nam">modelica_var_name</span><span class="op">.</span><span class="nam">rfind</span><span class="op">(</span><span class="str">'.'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">    <span class="nam">suffix</span> <span class="op">=</span> <span class="nam">modelica_var_name</span><span class="op">[</span><span class="nam">index_last_dot</span> <span class="op">+</span> <span class="num">1</span><span class="op">:</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">    <span class="key">return</span> <span class="nam">suffix</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t"><span class="key">def</span> <span class="nam">_del_duplicates</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">    <span class="str">"""Helper function"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">    <span class="key">return</span> <span class="nam">list</span><span class="op">(</span><span class="nam">dict</span><span class="op">.</span><span class="nam">fromkeys</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t"><span class="key">def</span> <span class="nam">_rename_tuner_names</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_len</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">    <span class="str">"""Helper function"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">    <span class="nam">tuner_names</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">result</span><span class="op">.</span><span class="nam">columns</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">    <span class="nam">rename_tuner_names</span> <span class="op">=</span> <span class="op">{</span><span class="nam">name</span><span class="op">:</span> <span class="nam">_format_name</span><span class="op">(</span><span class="nam">name</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_len</span><span class="op">)</span> <span class="key">for</span> <span class="nam">name</span> <span class="key">in</span> <span class="nam">tuner_names</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">rename</span><span class="op">(</span><span class="nam">columns</span><span class="op">=</span><span class="nam">rename_tuner_names</span><span class="op">,</span> <span class="nam">index</span><span class="op">=</span><span class="nam">rename_tuner_names</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">    <span class="nam">result</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">sort_index</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t">    <span class="key">return</span> <span class="nam">result</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t"><span class="key">def</span> <span class="nam">_format_name</span><span class="op">(</span><span class="nam">name</span><span class="op">,</span> <span class="nam">use_suffix</span><span class="op">,</span> <span class="nam">max_len</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t"><span class="str">    Format tuner names.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">    <span class="key">if</span> <span class="nam">use_suffix</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">        <span class="nam">name</span> <span class="op">=</span> <span class="nam">_get_suffix</span><span class="op">(</span><span class="nam">name</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">    <span class="nam">name</span> <span class="op">=</span> <span class="nam">short_name</span><span class="op">(</span><span class="nam">name</span><span class="op">,</span> <span class="nam">max_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">    <span class="key">return</span> <span class="nam">name</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t"><span class="key">def</span> <span class="nam">_get_suffix</span><span class="op">(</span><span class="nam">modelica_var_name</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">    <span class="str">"""Helper function"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">    <span class="nam">index_last_dot</span> <span class="op">=</span> <span class="nam">modelica_var_name</span><span class="op">.</span><span class="nam">rfind</span><span class="op">(</span><span class="str">'.'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">    <span class="nam">suffix</span> <span class="op">=</span> <span class="nam">modelica_var_name</span><span class="op">[</span><span class="nam">index_last_dot</span> <span class="op">+</span> <span class="num">1</span><span class="op">:</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">    <span class="key">return</span> <span class="nam">suffix</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t"><span class="key">def</span> <span class="nam">_create_figs_axes</span><span class="op">(</span><span class="nam">figs_axes</span><span class="op">,</span> <span class="nam">fig_index</span><span class="op">,</span> <span class="nam">ax_len_list</span><span class="op">,</span> <span class="nam">fig_title</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t"><span class="str">    Check if figs and axes are already given, if not create them.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">    <span class="key">if</span> <span class="nam">figs_axes</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">ax_len_list</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="nam">layout</span><span class="op">=</span><span class="str">"constrained"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t536" href="#t536">536</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="t537" href="#t537">537</a></span><span class="t">        <span class="nam">fig</span> <span class="op">=</span> <span class="nam">figs_axes</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="nam">fig_index</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">        <span class="nam">ax</span> <span class="op">=</span> <span class="nam">figs_axes</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="nam">fig_index</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="nam">fig_title</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">    <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">        <span class="nam">ax</span> <span class="op">=</span> <span class="op">[</span><span class="nam">ax</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">    <span class="key">return</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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@@ -979,7 +979,7 @@ <h2>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +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>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"/>
@@ -276,7 +276,7 @@ <h2>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
         </p>
     </div>
 </footer>
diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/index.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/index.html
index cb07bcf8..85ac00a1 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/coverage/index.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/coverage/index.html
@@ -11,7 +11,7 @@
 <header>
     <div class="content">
         <h1>Coverage report:
-            <span class="pc_cov">85%</span>
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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 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
         </p>
     </div>
 </header>
@@ -126,10 +126,10 @@ <h1>Coverage report:
             </tr>
             <tr class="file">
                 <td class="name left"><a href="d_f4434ebd7e0d50e1_plotting_py.html">aixcalibuha/sensitivity_analysis/plotting.py</a></td>
-                <td>210</td>
-                <td>25</td>
+                <td>228</td>
+                <td>16</td>
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-                <td>302</td>
-                <td>42</td>
+                <td>305</td>
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+                <td class="right" data-ratio="264 305">87%</td>
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-                <td>1765</td>
-                <td>261</td>
+                <td>1786</td>
+                <td>251</td>
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-                <td class="right" data-ratio="1504 1765">85%</td>
+                <td class="right" data-ratio="1535 1786">86%</td>
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-            created at 2024-01-10 17:05 +0000
+            created at 2024-01-17 10:41 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/.doctrees/code/aixcalibuha.sensitivity_analysis.doctree b/docs/43-Improvement-of-sensitivity-analysis/docs/.doctrees/code/aixcalibuha.sensitivity_analysis.doctree
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/.doctrees/environment.pickle b/docs/43-Improvement-of-sensitivity-analysis/docs/.doctrees/environment.pickle
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GIT binary patch
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--- a/docs/43-Improvement-of-sensitivity-analysis/docs/_modules/aixcalibuha/sensitivity_analysis/plotting.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/docs/_modules/aixcalibuha/sensitivity_analysis/plotting.html
@@ -88,14 +88,14 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <span class="kn">import</span> <span class="nn">matplotlib</span>
 <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="kn">from</span> <span class="nn">SALib.plotting.bar</span> <span class="kn">import</span> <span class="n">plot</span> <span class="k">as</span> <span class="n">barplot</span>
+<span class="kn">from</span> <span class="nn">aixcalibuha.utils.visualizer</span> <span class="kn">import</span> <span class="n">short_name</span>
 
 
 <div class="viewcode-block" id="plot_single"><a class="viewcode-back" href="../../../code/aixcalibuha.sensitivity_analysis.html#aixcalibuha.sensitivity_analysis.plotting.plot_single">[docs]</a><span class="k">def</span> <span class="nf">plot_single</span><span class="p">(</span><span class="n">result</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">,</span>
                 <span class="n">cal_classes</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                 <span class="n">goals</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-                <span class="n">show_plot</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
-                <span class="n">use_suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-                <span class="n">figs_axes</span><span class="p">:</span> <span class="p">[[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">Figure</span><span class="p">],</span> <span class="p">[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">axes</span><span class="o">.</span><span class="n">Axes</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+                <span class="n">max_name_len</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span>
+                <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Plot sensitivity results of first and total order analysis variables.</span>
 <span class="sd">    For each calibration class one figure is created, which shows for each goal an axis</span>
@@ -103,11 +103,8 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 
 <span class="sd">    :param pd.DataFrame result:</span>
 <span class="sd">        A result from run</span>
-<span class="sd">    :param bool show_plot:</span>
-<span class="sd">        Default is True. If False, all created plots are not shown.</span>
-<span class="sd">    :param bool use_suffix:</span>
-<span class="sd">        Default is True: If True, the last part after the last point</span>
-<span class="sd">        of Modelica variables is used for the x ticks.</span>
+<span class="sd">    :param int max_name_len:</span>
+<span class="sd">        Default is 10. Shortens the parameter names to max_name_len characters.</span>
 <span class="sd">    :param [str] cal_classes:</span>
 <span class="sd">        Default are all possible calibration classes. If a list of</span>
 <span class="sd">        names of calibration classes is given only plots for these</span>
@@ -115,11 +112,20 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <span class="sd">    :param [str] goals:</span>
 <span class="sd">        Default are all possible goal names. If a list of specific</span>
 <span class="sd">        goal names is given only these will be plotted.</span>
-<span class="sd">    :param ([fig], [ax]) figs_axes:</span>
-<span class="sd">        Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</span>
+<span class="sd">    :keyword bool show_plot:</span>
+<span class="sd">        Default is True. If False, all created plots are not shown.</span>
+<span class="sd">    :keyword ([fig], [ax]) figs_axes:</span>
+<span class="sd">        Default None. Set own figures of subfigures with corresponding axes for customization.</span>
+<span class="sd">    :keyword bool use_suffix:</span>
+<span class="sd">        Default is True: If True, the last part after the last point</span>
+<span class="sd">        of Modelica variables is used for the x ticks.</span>
 <span class="sd">    :return:</span>
 <span class="sd">        Returns all created figures and axes in lists like [fig], [ax]</span>
+<span class="sd">        with shapes (len(cal_classes)), (len(cal_classes), len(goals))</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">use_suffix</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;use_suffix&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+    <span class="n">show_plot</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;show_plot&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+    <span class="n">figs_axes</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;figs_axes&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
 
     <span class="c1"># get lists of the calibration classes and their goals in the result dataframe</span>
     <span class="k">if</span> <span class="n">cal_classes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
@@ -127,26 +133,14 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
     <span class="k">if</span> <span class="n">goals</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">goals</span> <span class="o">=</span> <span class="n">_del_duplicates</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="mi">1</span><span class="p">)))</span>
 
-    <span class="c1"># rename tuner_names in result to the suffix of their variable name</span>
-    <span class="k">if</span> <span class="n">use_suffix</span><span class="p">:</span>
-        <span class="n">result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
-
-    <span class="c1"># when the index is not sorted pandas throws a performance warning</span>
-    <span class="n">result</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_name_len</span><span class="p">)</span>
 
     <span class="c1"># plotting with simple plot function of the SALib</span>
     <span class="n">figs</span> <span class="o">=</span> <span class="p">[]</span>
     <span class="n">axes</span> <span class="o">=</span> <span class="p">[]</span>
     <span class="k">for</span> <span class="n">col</span><span class="p">,</span> <span class="n">cal_class</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">cal_classes</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">figs_axes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">goals</span><span class="p">),</span> <span class="n">sharex</span><span class="o">=</span><span class="s1">&#39;all&#39;</span><span class="p">,</span> <span class="n">layout</span><span class="o">=</span><span class="s2">&quot;constrained&quot;</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">fig</span> <span class="o">=</span> <span class="n">figs_axes</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">col</span><span class="p">]</span>
-            <span class="n">ax</span> <span class="o">=</span> <span class="n">figs_axes</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="n">col</span><span class="p">]</span>
-        <span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Class: </span><span class="si">{</span><span class="n">cal_class</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">_create_figs_axes</span><span class="p">(</span><span class="n">figs_axes</span><span class="p">,</span> <span class="n">col</span><span class="p">,</span> <span class="n">goals</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;Class: </span><span class="si">{</span><span class="n">cal_class</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
         <span class="n">figs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-            <span class="n">ax</span> <span class="o">=</span> <span class="p">[</span><span class="n">ax</span><span class="p">]</span>
         <span class="n">axes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ax</span><span class="p">)</span>
         <span class="k">for</span> <span class="n">row</span><span class="p">,</span> <span class="n">goal</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">goals</span><span class="p">):</span>
             <span class="n">result_df</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">cal_class</span><span class="p">,</span> <span class="n">goal</span><span class="p">]</span>
@@ -164,9 +158,8 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <div class="viewcode-block" id="plot_second_order"><a class="viewcode-back" href="../../../code/aixcalibuha.sensitivity_analysis.html#aixcalibuha.sensitivity_analysis.plotting.plot_second_order">[docs]</a><span class="k">def</span> <span class="nf">plot_second_order</span><span class="p">(</span><span class="n">result</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">,</span>
                       <span class="n">cal_classes</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                       <span class="n">goals</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-                      <span class="n">show_plot</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
-                      <span class="n">use_suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-                      <span class="n">figs</span><span class="p">:</span> <span class="p">[[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">Figure</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+                      <span class="n">max_name_len</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span>
+                      <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Plot sensitivity results of second order analysis variables.</span>
 <span class="sd">    For each calibration class and goal one figure of a 3d plot is created</span>
@@ -175,11 +168,8 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 
 <span class="sd">    :param pd.DataFrame result:</span>
 <span class="sd">        A result from run</span>
-<span class="sd">    :param bool show_plot:</span>
-<span class="sd">        Default is True. If False, all created plots are not shown.</span>
-<span class="sd">    :param bool use_suffix:</span>
-<span class="sd">        Default is True: If True, the last part after the last point</span>
-<span class="sd">        of Modelica variables is used for the x ticks.</span>
+<span class="sd">    :param int max_name_len:</span>
+<span class="sd">        Default is 10. Shortens the parameter names to max_name_len characters.</span>
 <span class="sd">    :param [str] cal_classes:</span>
 <span class="sd">        Default are all possible calibration classes. If a list of</span>
 <span class="sd">        names of calibration classes is given only plots for these</span>
@@ -187,20 +177,27 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <span class="sd">    :param [str] goals:</span>
 <span class="sd">        Default are all possible goal names. If a list of specific</span>
 <span class="sd">        goal names is given only these will be plotted.</span>
-<span class="sd">    :param [[fig]] figs:</span>
-<span class="sd">        Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</span>
+<span class="sd">    :keyword bool show_plot:</span>
+<span class="sd">        Default is True. If False, all created plots are not shown.</span>
+<span class="sd">    :keyword bool use_suffix:</span>
+<span class="sd">        Default is True: If True, the last part after the last point</span>
+<span class="sd">        of Modelica variables is used for the x ticks.</span>
+<span class="sd">    :keyword [[fig]] figs:</span>
+<span class="sd">        Default None. Set own figures of subfigures for customization.</span>
+<span class="sd">        Shape (len(cal_classes), len(goals))</span>
 <span class="sd">    :return:</span>
 <span class="sd">        Returns all created figures and axes in lists like [fig], [ax]</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">use_suffix</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;use_suffix&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+    <span class="n">show_plot</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;show_plot&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+    <span class="n">figs</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;figs&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
     <span class="n">result</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">cal_classes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">cal_classes</span> <span class="o">=</span> <span class="n">_del_duplicates</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="mi">0</span><span class="p">)))</span>
     <span class="k">if</span> <span class="n">goals</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">goals</span> <span class="o">=</span> <span class="n">_del_duplicates</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="mi">1</span><span class="p">)))</span>
 
-    <span class="c1"># rename tuner_names in result to the suffix of their variable name</span>
-    <span class="k">if</span> <span class="n">use_suffix</span><span class="p">:</span>
-        <span class="n">result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_name_len</span><span class="p">)</span>
 
     <span class="n">tuner_names</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">columns</span>
     <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tuner_names</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">:</span>
@@ -246,10 +243,8 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
                              <span class="n">para_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
                              <span class="n">cal_classes</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                              <span class="n">goals</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-                             <span class="n">show_plot</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
-                             <span class="n">use_suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-                             <span class="n">figs_axes</span><span class="p">:</span> <span class="p">[[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">Figure</span><span class="p">],</span>
-                                         <span class="p">[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">axes</span><span class="o">.</span><span class="n">Axes</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+                             <span class="n">max_name_len</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span>
+                             <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Plot the value of S2 from one parameter with all other parameters.</span>
 
@@ -264,16 +259,23 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <span class="sd">    :param [str] goals:</span>
 <span class="sd">        Default are all possible goal names. If a list of specific</span>
 <span class="sd">        goal names is given only these will be plotted.</span>
-<span class="sd">    :param bool show_plot:</span>
+<span class="sd">    :param int max_name_len:</span>
+<span class="sd">        Default is 10. Shortens the parameter names to max_name_len characters.</span>
+<span class="sd">    :keyword bool show_plot:</span>
 <span class="sd">        Default is True. If False, all created plots are not shown.</span>
-<span class="sd">    :param bool use_suffix:</span>
+<span class="sd">    :keyword bool use_suffix:</span>
 <span class="sd">        Default is True: If True, the last part after the last point</span>
 <span class="sd">        of Modelica variables is used for the x ticks.</span>
-<span class="sd">    :param ([fig], [ax]) figs_axes:</span>
-<span class="sd">        Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</span>
+<span class="sd">    :keyword ([fig], [ax]) figs_axes:</span>
+<span class="sd">        Default None. Set own figures of subfigures with corresponding axes for customization.</span>
 <span class="sd">    :return:</span>
 <span class="sd">        Returns all created figures and axes in lists like [fig], [ax]</span>
+<span class="sd">        with shapes (len(cal_classes)), (len(cal_classes), len(goals))</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">use_suffix</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;use_suffix&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+    <span class="n">show_plot</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;show_plot&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+    <span class="n">figs_axes</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;figs_axes&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+
     <span class="n">result</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="p">:,</span> <span class="p">:,</span> <span class="n">para_name</span><span class="p">][:]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
     <span class="n">figs</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plot_single</span><span class="p">(</span>
         <span class="n">result</span><span class="o">=</span><span class="n">result</span><span class="p">,</span>
@@ -281,7 +283,8 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
         <span class="n">cal_classes</span><span class="o">=</span><span class="n">cal_classes</span><span class="p">,</span>
         <span class="n">goals</span><span class="o">=</span><span class="n">goals</span><span class="p">,</span>
         <span class="n">figs_axes</span><span class="o">=</span><span class="n">figs_axes</span><span class="p">,</span>
-        <span class="n">use_suffix</span><span class="o">=</span><span class="n">use_suffix</span>
+        <span class="n">use_suffix</span><span class="o">=</span><span class="n">use_suffix</span><span class="p">,</span>
+        <span class="n">max_name_len</span><span class="o">=</span><span class="n">max_name_len</span>
     <span class="p">)</span>
     <span class="c1"># set new title for the figures of each calibration class</span>
     <span class="k">for</span> <span class="n">fig</span> <span class="ow">in</span> <span class="n">figs</span><span class="p">:</span>
@@ -295,8 +298,8 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
             <span class="n">cal_class</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
             <span class="n">goal</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
             <span class="n">ax</span><span class="p">:</span> <span class="n">matplotlib</span><span class="o">.</span><span class="n">axes</span><span class="o">.</span><span class="n">Axes</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-            <span class="n">show_plot</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
-            <span class="n">use_suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span>
+            <span class="n">max_name_len</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span>
+            <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Plot S2 sensitivity results from one calibration class and goal as a heatmap.</span>
 
@@ -309,15 +312,19 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <span class="sd">    :param matplotlib.axes ax:</span>
 <span class="sd">        Default is None. If an axes is given the heatmap will be plotted on it, else</span>
 <span class="sd">        a new figure and axes is created.</span>
-<span class="sd">    :param bool show_plot:</span>
+<span class="sd">    :param int max_name_len:</span>
+<span class="sd">        Default is 10. Shortens the parameter names to max_name_len characters.</span>
+<span class="sd">    :keyword bool show_plot:</span>
 <span class="sd">        Default is True. If False, all created plots are not shown.</span>
-<span class="sd">    :param bool use_suffix:</span>
+<span class="sd">    :keyword bool use_suffix:</span>
 <span class="sd">        Default is False. If True, only the last suffix of a Modelica variable is displayed.</span>
 <span class="sd">    :return:</span>
 <span class="sd">        Returns axes</span>
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="n">use_suffix</span><span class="p">:</span>
-        <span class="n">result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
+    <span class="n">use_suffix</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;use_suffix&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+    <span class="n">show_plot</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;show_plot&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+
+    <span class="n">result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_name_len</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">ax</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">_</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">layout</span><span class="o">=</span><span class="s2">&quot;constrained&quot;</span><span class="p">)</span>
     <span class="n">data</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">cal_class</span><span class="p">,</span> <span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;S2&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">reindex</span><span class="p">(</span>
@@ -340,8 +347,8 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <div class="viewcode-block" id="heatmaps"><a class="viewcode-back" href="../../../code/aixcalibuha.sensitivity_analysis.html#aixcalibuha.sensitivity_analysis.plotting.heatmaps">[docs]</a><span class="k">def</span> <span class="nf">heatmaps</span><span class="p">(</span><span class="n">result</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">,</span>
              <span class="n">cal_classes</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
              <span class="n">goals</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-             <span class="n">show_plot</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
-             <span class="n">use_suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span>
+             <span class="n">max_name_len</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span>
+             <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Plot S2 sensitivity results as a heatmap for multiple</span>
 <span class="sd">    calibration classes and goals in one figure.</span>
@@ -354,11 +361,16 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <span class="sd">    :param [str] goals:</span>
 <span class="sd">        Default is a list of all goals in the result.</span>
 <span class="sd">        If a list of goals is given only these goals are plotted.</span>
-<span class="sd">    :param bool show_plot:</span>
+<span class="sd">    :param int max_name_len:</span>
+<span class="sd">        Default is 10. Shortens the parameter names to max_name_len characters.</span>
+<span class="sd">    :keyword bool show_plot:</span>
 <span class="sd">        Default is True. If False, all created plots are not shown.</span>
-<span class="sd">    :param bool use_suffix:</span>
+<span class="sd">    :keyword bool use_suffix:</span>
 <span class="sd">        Default is False. If True, only the last suffix of a Modelica variable is displayed.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">use_suffix</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;use_suffix&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+    <span class="n">show_plot</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;show_plot&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+
     <span class="k">if</span> <span class="n">cal_classes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">cal_classes</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="s2">&quot;Class&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
     <span class="k">if</span> <span class="n">goals</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
@@ -379,7 +391,8 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
                     <span class="n">goal_name</span><span class="p">,</span>
                     <span class="n">ax</span><span class="o">=</span><span class="n">axes</span><span class="p">[</span><span class="n">row</span><span class="p">][</span><span class="n">col</span><span class="p">],</span>
                     <span class="n">show_plot</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
-                    <span class="n">use_suffix</span><span class="o">=</span><span class="n">use_suffix</span><span class="p">)</span>
+                    <span class="n">use_suffix</span><span class="o">=</span><span class="n">use_suffix</span><span class="p">,</span>
+                    <span class="n">max_name_len</span><span class="o">=</span><span class="n">max_name_len</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">show_plot</span><span class="p">:</span>
         <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
 
@@ -389,9 +402,7 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
                         <span class="n">goals</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                         <span class="n">analysis_variables</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                         <span class="n">plot_conf</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
-                        <span class="n">show_plot</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
-                        <span class="n">use_suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-                        <span class="n">figs_axes</span><span class="p">:</span> <span class="p">[[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">Figure</span><span class="p">],</span> <span class="p">[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">axes</span><span class="o">.</span><span class="n">Axes</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+                        <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Plot time dependent sensitivity results without interactions from run_time_dependent().</span>
 
@@ -407,20 +418,28 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <span class="sd">        Default all analysis_variables. List of analysis variables to plot.</span>
 <span class="sd">    :param bool plot_conf:</span>
 <span class="sd">        Default True. If true, the confidence intervals for each parameter are plotted.</span>
-<span class="sd">    :param bool show_plot:</span>
-<span class="sd">        Default is True. If False, all created plots are not shown.</span>
-<span class="sd">    :param bool use_suffix:</span>
-<span class="sd">        Default is True: If True, the last part after the last point</span>
-<span class="sd">        of Modelica variables is used for the x ticks.</span>
 <span class="sd">    :param [str] goals:</span>
 <span class="sd">        Default are all possible goal names. If a list of specific</span>
 <span class="sd">        goal names is given only these will be plotted.</span>
-<span class="sd">    :param ([fig], [ax]) figs_axes:</span>
+<span class="sd">    :keyword ([fig], [ax]) figs_axes:</span>
 <span class="sd">        Default None. Optional custom figures and axes</span>
 <span class="sd">        (see example for verbose sensitivity analysis).</span>
 <span class="sd">    :return:</span>
 <span class="sd">        Returns all created figures and axes in lists like [fig], [ax]</span>
+<span class="sd">        with shapes (len(goals)), (len(goals), len(analysis_variables))</span>
+<span class="sd">    :keyword bool show_plot:</span>
+<span class="sd">        Default is True. If False, all created plots are not shown.</span>
+<span class="sd">    :keyword bool use_suffix:</span>
+<span class="sd">        Default is True: If True, the last part after the last point</span>
+<span class="sd">        of Modelica variables is used for the x ticks.</span>
+<span class="sd">    :keyword int max_name_len:</span>
+<span class="sd">        Default is 50. Shortens the parameter names to max_name_len characters.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">use_suffix</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;use_suffix&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+    <span class="n">max_name_len</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;max_name_len&#39;</span><span class="p">,</span> <span class="mi">50</span><span class="p">)</span>
+    <span class="n">show_plot</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;show_plot&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+    <span class="n">figs_axes</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;figs_axes&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+
     <span class="k">if</span> <span class="n">goals</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">goals</span> <span class="o">=</span> <span class="n">_del_duplicates</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="mi">0</span><span class="p">)))</span>
     <span class="n">all_analysis_variables</span> <span class="o">=</span> <span class="n">_del_duplicates</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="mi">1</span><span class="p">)))</span>
@@ -429,32 +448,22 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
     <span class="k">if</span> <span class="n">parameters</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">parameters</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span>
 
-    <span class="c1"># rename tuner_names in result to the suffix of their variable name</span>
-    <span class="k">if</span> <span class="n">use_suffix</span><span class="p">:</span>
-        <span class="n">result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_name_len</span><span class="p">)</span>
 
-    <span class="c1"># when the index is not sorted pandas throws a performance warning</span>
-    <span class="n">result</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
+    <span class="n">renamed_parameters</span> <span class="o">=</span> <span class="p">[</span><span class="n">_format_name</span><span class="p">(</span><span class="n">para</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_name_len</span><span class="p">)</span> <span class="k">for</span> <span class="n">para</span> <span class="ow">in</span> <span class="n">parameters</span><span class="p">]</span>
 
     <span class="n">figs</span> <span class="o">=</span> <span class="p">[]</span>
     <span class="n">axes</span> <span class="o">=</span> <span class="p">[]</span>
     <span class="k">for</span> <span class="n">idx_goal</span><span class="p">,</span> <span class="n">goal</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">goals</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">figs_axes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">analysis_variables</span><span class="p">),</span> <span class="n">sharex</span><span class="o">=</span><span class="s1">&#39;all&#39;</span><span class="p">,</span> <span class="n">layout</span><span class="o">=</span><span class="s2">&quot;constrained&quot;</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">fig</span> <span class="o">=</span> <span class="n">figs_axes</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">idx_goal</span><span class="p">]</span>
-            <span class="n">ax</span> <span class="o">=</span> <span class="n">figs_axes</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="n">idx_goal</span><span class="p">]</span>
-        <span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Goal: </span><span class="si">{</span><span class="n">goal</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">_create_figs_axes</span><span class="p">(</span><span class="n">figs_axes</span><span class="p">,</span> <span class="n">idx_goal</span><span class="p">,</span> <span class="n">analysis_variables</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;Goal: </span><span class="si">{</span><span class="n">goal</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
         <span class="n">figs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-            <span class="n">ax</span> <span class="o">=</span> <span class="p">[</span><span class="n">ax</span><span class="p">]</span>
         <span class="n">axes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ax</span><span class="p">)</span>
         <span class="k">for</span> <span class="n">idx_av</span><span class="p">,</span> <span class="n">analysis_var</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">analysis_variables</span><span class="p">):</span>
-            <span class="n">axes</span><span class="p">[</span><span class="n">idx_goal</span><span class="p">][</span><span class="n">idx_av</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="n">analysis_var</span><span class="p">][</span><span class="n">parameters</span><span class="p">])</span>
+            <span class="n">axes</span><span class="p">[</span><span class="n">idx_goal</span><span class="p">][</span><span class="n">idx_av</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="n">analysis_var</span><span class="p">][</span><span class="n">renamed_parameters</span><span class="p">])</span>
             <span class="n">axes</span><span class="p">[</span><span class="n">idx_goal</span><span class="p">][</span><span class="n">idx_av</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="n">analysis_var</span><span class="p">)</span>
-            <span class="n">axes</span><span class="p">[</span><span class="n">idx_goal</span><span class="p">][</span><span class="n">idx_av</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">parameters</span><span class="p">)</span>
+            <span class="n">axes</span><span class="p">[</span><span class="n">idx_goal</span><span class="p">][</span><span class="n">idx_av</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">renamed_parameters</span><span class="p">)</span>
             <span class="k">if</span> <span class="n">plot_conf</span> <span class="ow">and</span> <span class="n">analysis_var</span> <span class="o">+</span> <span class="s1">&#39;_conf&#39;</span> <span class="ow">in</span> <span class="n">all_analysis_variables</span><span class="p">:</span>
-                <span class="k">for</span> <span class="n">para</span> <span class="ow">in</span> <span class="n">parameters</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">para</span> <span class="ow">in</span> <span class="n">renamed_parameters</span><span class="p">:</span>
                     <span class="n">y</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="n">analysis_var</span><span class="p">][</span><span class="n">para</span><span class="p">]</span>
                     <span class="n">x</span> <span class="o">=</span> <span class="n">y</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">()</span>
                     <span class="n">conv_int</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="n">analysis_var</span> <span class="o">+</span> <span class="s1">&#39;_conf&#39;</span><span class="p">][</span><span class="n">para</span><span class="p">]</span>
@@ -481,9 +490,7 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
                            <span class="n">single_result</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">,</span>
                            <span class="n">second_order_result</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                            <span class="n">goals</span><span class="p">:</span> <span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-                           <span class="n">show_plot</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
-                           <span class="n">use_suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-                           <span class="n">fig_axes</span><span class="p">:</span> <span class="p">[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">Figure</span><span class="p">,</span> <span class="p">[</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">axes</span><span class="o">.</span><span class="n">Axes</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+                           <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Plot all time dependent sensitivity measure for one parameter.</span>
 <span class="sd">    For each goal an axes is created within one figure.</span>
@@ -499,33 +506,38 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
 <span class="sd">        First and total order result form run_time_dependent.</span>
 <span class="sd">    :param pd.DataFrame second_order_result:</span>
 <span class="sd">        Default None. Second order result of SobolAnalyzer.run_time_dependent.</span>
-<span class="sd">    :param bool show_plot:</span>
-<span class="sd">        Default is True. If False, all created plots are not shown.</span>
-<span class="sd">    :param bool use_suffix:</span>
-<span class="sd">        Default is True: If True, the last part after the last point</span>
-<span class="sd">        of Modelica variables is used for the x ticks.</span>
 <span class="sd">    :param [str] goals:</span>
 <span class="sd">        Default are all possible goal names. If a list of specific</span>
 <span class="sd">        goal names is given only these will be plotted.</span>
-<span class="sd">    :param (fig, [ax]) fig_axes:</span>
+<span class="sd">    :keyword (fig, [ax]) fig_axes:</span>
 <span class="sd">        Default None. Optional custom figures and axes</span>
 <span class="sd">        (see example for verbose sensitivity analysis).</span>
 <span class="sd">    :return:</span>
-<span class="sd">        Returns all created figures and axes in lists like [fig], [ax]</span>
+<span class="sd">        Returns all created figures and axes in lists like fig, [ax]</span>
+<span class="sd">        with shape (len(goals)) for the axes list</span>
+<span class="sd">    :keyword bool show_plot:</span>
+<span class="sd">        Default is True. If False, all created plots are not shown.</span>
+<span class="sd">    :keyword bool use_suffix:</span>
+<span class="sd">        Default is True: If True, the last part after the last point</span>
+<span class="sd">        of Modelica variables is used for the x ticks.</span>
+<span class="sd">    :keyword int max_name_len:</span>
+<span class="sd">        Default is 10. Shortens the parameter names to max_name_len characters.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">use_suffix</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;use_suffix&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+    <span class="n">max_name_len</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;max_name_len&#39;</span><span class="p">,</span> <span class="mi">50</span><span class="p">)</span>
+    <span class="n">show_plot</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;show_plot&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+    <span class="n">fig_axes</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;fig_axes&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+
     <span class="k">if</span> <span class="n">goals</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">goals</span> <span class="o">=</span> <span class="n">_del_duplicates</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="mi">0</span><span class="p">)))</span>
     <span class="n">all_analysis_variables</span> <span class="o">=</span> <span class="n">_del_duplicates</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="mi">1</span><span class="p">)))</span>
     <span class="n">analysis_variables</span> <span class="o">=</span> <span class="p">[</span><span class="n">av</span> <span class="k">for</span> <span class="n">av</span> <span class="ow">in</span> <span class="n">all_analysis_variables</span> <span class="k">if</span> <span class="s1">&#39;_conf&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">av</span><span class="p">]</span>
 
-    <span class="c1"># rename tuner_names in result to the suffix of their variable name</span>
-    <span class="k">if</span> <span class="n">use_suffix</span><span class="p">:</span>
-        <span class="n">single_result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">single_result</span><span class="p">)</span>
-        <span class="c1"># when the index is not sorted pandas throws a performance warning</span>
-        <span class="n">single_result</span> <span class="o">=</span> <span class="n">single_result</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
-        <span class="k">if</span> <span class="n">second_order_result</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">second_order_result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">second_order_result</span><span class="p">)</span>
-            <span class="n">second_order_result</span> <span class="o">=</span> <span class="n">second_order_result</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
+    <span class="n">renamed_parameter</span> <span class="o">=</span> <span class="n">_format_name</span><span class="p">(</span><span class="n">parameter</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_name_len</span><span class="p">)</span>
+
+    <span class="n">single_result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">single_result</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_name_len</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">second_order_result</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">second_order_result</span> <span class="o">=</span> <span class="n">_rename_tuner_names</span><span class="p">(</span><span class="n">second_order_result</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_name_len</span><span class="p">)</span>
 
     <span class="k">if</span> <span class="n">fig_axes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">goals</span><span class="p">),</span> <span class="n">sharex</span><span class="o">=</span><span class="s1">&#39;all&#39;</span><span class="p">,</span> <span class="n">layout</span><span class="o">=</span><span class="s2">&quot;constrained&quot;</span><span class="p">)</span>
@@ -537,20 +549,20 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
         <span class="n">ax</span> <span class="o">=</span> <span class="p">[</span><span class="n">ax</span><span class="p">]</span>
     <span class="k">for</span> <span class="n">g_i</span><span class="p">,</span> <span class="n">goal</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">goals</span><span class="p">):</span>
         <span class="k">if</span> <span class="n">second_order_result</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">result_2_goal</span> <span class="o">=</span> <span class="n">second_order_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;S2&#39;</span><span class="p">,</span> <span class="n">parameter</span><span class="p">]</span>
-            <span class="n">mean</span> <span class="o">=</span> <span class="n">result_2_goal</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="n">parameter</span><span class="p">])</span>
+            <span class="n">result_2_goal</span> <span class="o">=</span> <span class="n">second_order_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;S2&#39;</span><span class="p">,</span> <span class="n">renamed_parameter</span><span class="p">]</span>
+            <span class="n">mean</span> <span class="o">=</span> <span class="n">result_2_goal</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="n">renamed_parameter</span><span class="p">])</span>
             <span class="n">mean</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
             <span class="n">sorted_interactions</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">mean</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
             <span class="n">time_ar</span> <span class="o">=</span> <span class="n">_del_duplicates</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">result_2_goal</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">get_level_values</span><span class="p">(</span><span class="mi">0</span><span class="p">)))</span>
-            <span class="n">value</span> <span class="o">=</span> <span class="n">single_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;S1&#39;</span><span class="p">][</span><span class="n">parameter</span><span class="p">]</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">()</span>
-            <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;S1&#39;</span><span class="p">][</span><span class="n">parameter</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;S1&#39;</span><span class="p">)</span>
+            <span class="n">value</span> <span class="o">=</span> <span class="n">single_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;S1&#39;</span><span class="p">][</span><span class="n">renamed_parameter</span><span class="p">]</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">()</span>
+            <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;S1&#39;</span><span class="p">][</span><span class="n">renamed_parameter</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;S1&#39;</span><span class="p">)</span>
             <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">fill_between</span><span class="p">(</span><span class="n">time_ar</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">value</span><span class="p">),</span> <span class="n">value</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
             <span class="k">for</span> <span class="n">para</span> <span class="ow">in</span> <span class="n">sorted_interactions</span><span class="p">:</span>
                 <span class="n">value_2</span> <span class="o">=</span> <span class="n">value</span> <span class="o">+</span> <span class="n">result_2_goal</span><span class="p">[</span><span class="n">para</span><span class="p">]</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">()</span>
                 <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time_ar</span><span class="p">,</span> <span class="n">value_2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;S2 &#39;</span> <span class="o">+</span> <span class="n">para</span><span class="p">)</span>
                 <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">fill_between</span><span class="p">(</span><span class="n">time_ar</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">value_2</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
                 <span class="n">value</span> <span class="o">=</span> <span class="n">value_2</span>
-            <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;ST&#39;</span><span class="p">][</span><span class="n">parameter</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;ST&#39;</span><span class="p">)</span>
+            <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="s1">&#39;ST&#39;</span><span class="p">][</span><span class="n">renamed_parameter</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;ST&#39;</span><span class="p">)</span>
             <span class="n">legend</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;S1&#39;</span><span class="p">]</span>
             <span class="n">legend</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">analysis_variables</span><span class="p">)</span>
             <span class="n">legend</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;ST&#39;</span><span class="p">)</span>
@@ -558,7 +570,7 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
             <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">for</span> <span class="n">av_i</span><span class="p">,</span> <span class="n">av</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">analysis_variables</span><span class="p">):</span>
-                <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="n">av</span><span class="p">][</span><span class="n">parameter</span><span class="p">])</span>
+                <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">goal</span><span class="p">,</span> <span class="n">av</span><span class="p">][</span><span class="n">renamed_parameter</span><span class="p">])</span>
             <span class="n">ax</span><span class="p">[</span><span class="n">g_i</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">analysis_variables</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">show_plot</span><span class="p">:</span>
         <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
@@ -570,19 +582,45 @@ <h1>Source code for aixcalibuha.sensitivity_analysis.plotting</h1><div class="hi
     <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="nb">dict</span><span class="o">.</span><span class="n">fromkeys</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
 
 
-<span class="k">def</span> <span class="nf">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">):</span>
+<span class="k">def</span> <span class="nf">_rename_tuner_names</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_len</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Helper function&quot;&quot;&quot;</span>
     <span class="n">tuner_names</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
-    <span class="n">rename_tuner_names</span> <span class="o">=</span> <span class="p">{</span><span class="n">name</span><span class="p">:</span> <span class="n">_get_suffix</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">tuner_names</span><span class="p">}</span>
+    <span class="n">rename_tuner_names</span> <span class="o">=</span> <span class="p">{</span><span class="n">name</span><span class="p">:</span> <span class="n">_format_name</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_len</span><span class="p">)</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">tuner_names</span><span class="p">}</span>
     <span class="n">result</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">rename_tuner_names</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">rename_tuner_names</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
     <span class="k">return</span> <span class="n">result</span>
 
 
+<span class="k">def</span> <span class="nf">_format_name</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">use_suffix</span><span class="p">,</span> <span class="n">max_len</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Format tuner names.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">use_suffix</span><span class="p">:</span>
+        <span class="n">name</span> <span class="o">=</span> <span class="n">_get_suffix</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">short_name</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">max_len</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">name</span>
+
+
 <span class="k">def</span> <span class="nf">_get_suffix</span><span class="p">(</span><span class="n">modelica_var_name</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Helper function&quot;&quot;&quot;</span>
     <span class="n">index_last_dot</span> <span class="o">=</span> <span class="n">modelica_var_name</span><span class="o">.</span><span class="n">rfind</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>
     <span class="n">suffix</span> <span class="o">=</span> <span class="n">modelica_var_name</span><span class="p">[</span><span class="n">index_last_dot</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:]</span>
     <span class="k">return</span> <span class="n">suffix</span>
+
+
+<span class="k">def</span> <span class="nf">_create_figs_axes</span><span class="p">(</span><span class="n">figs_axes</span><span class="p">,</span> <span class="n">fig_index</span><span class="p">,</span> <span class="n">ax_len_list</span><span class="p">,</span> <span class="n">fig_title</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Check if figs and axes are already given, if not create them.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">figs_axes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ax_len_list</span><span class="p">),</span> <span class="n">sharex</span><span class="o">=</span><span class="s1">&#39;all&#39;</span><span class="p">,</span> <span class="n">layout</span><span class="o">=</span><span class="s2">&quot;constrained&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">figs_axes</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">fig_index</span><span class="p">]</span>
+        <span class="n">ax</span> <span class="o">=</span> <span class="n">figs_axes</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="n">fig_index</span><span class="p">]</span>
+    <span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="n">fig_title</span><span class="p">)</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+        <span class="n">ax</span> <span class="o">=</span> <span class="p">[</span><span class="n">ax</span><span class="p">]</span>
+    <span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
 </pre></div>
 
            </div>
diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/_modules/aixcalibuha/utils/visualizer.html b/docs/43-Improvement-of-sensitivity-analysis/docs/_modules/aixcalibuha/utils/visualizer.html
index b3a5e7c3..50e5fdd6 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/docs/_modules/aixcalibuha/utils/visualizer.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/docs/_modules/aixcalibuha/utils/visualizer.html
@@ -97,6 +97,28 @@ <h1>Source code for aixcalibuha.utils.visualizer</h1><div class="highlight"><pre
 <span class="kn">import</span> <span class="nn">aixcalibuha</span>
 
 
+<div class="viewcode-block" id="short_name"><a class="viewcode-back" href="../../../code/aixcalibuha.utils.html#aixcalibuha.utils.visualizer.short_name">[docs]</a><span class="k">def</span> <span class="nf">short_name</span><span class="p">(</span><span class="n">ini_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">max_len</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Shortens long strings to a max length from the front.</span>
+<span class="sd">    long_string_name =&gt; ...ing_name with len(new_name) = max_len</span>
+
+<span class="sd">    :param str ini_name:</span>
+<span class="sd">        Long string to shorten.</span>
+<span class="sd">    :param int max_len:</span>
+<span class="sd">        Max len of the new string.</span>
+<span class="sd">    :return: str</span>
+<span class="sd">        The shorten string.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ini_name</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">max_len</span><span class="p">:</span>
+        <span class="n">num_dots</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">ini_name</span><span class="p">)</span> <span class="o">-</span> <span class="n">max_len</span>
+        <span class="k">if</span> <span class="n">num_dots</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
+            <span class="n">num_dots</span> <span class="o">=</span> <span class="mi">3</span>
+        <span class="n">formatted_name</span> <span class="o">=</span> <span class="s2">&quot;.&quot;</span> <span class="o">*</span> <span class="n">num_dots</span> <span class="o">+</span> <span class="n">ini_name</span><span class="p">[</span><span class="o">-</span><span class="p">(</span><span class="n">max_len</span> <span class="o">-</span> <span class="n">num_dots</span><span class="p">):]</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">formatted_name</span> <span class="o">=</span> <span class="n">ini_name</span>
+    <span class="k">return</span> <span class="n">formatted_name</span></div>
+
+
 <div class="viewcode-block" id="CalibrationLogger"><a class="viewcode-back" href="../../../code/aixcalibuha.utils.html#aixcalibuha.utils.visualizer.CalibrationLogger">[docs]</a><span class="k">class</span> <span class="nc">CalibrationLogger</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Base class for showing the process of functions in</span>
 <span class="sd">        this Framework with print-statements and saving everything</span>
@@ -341,13 +363,7 @@ <h1>Source code for aixcalibuha.utils.visualizer</h1><div class="highlight"><pre
         <span class="k">for</span> <span class="n">ini_name</span> <span class="ow">in</span> <span class="n">initial_names</span><span class="p">:</span>
             <span class="c1"># Limit string length to a certain amount.</span>
             <span class="c1"># The full name has to be displayed somewhere else</span>
-            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ini_name</span><span class="p">)</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_width</span><span class="p">:</span>
-                <span class="n">num_dots</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">ini_name</span><span class="p">)</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">_width</span>
-                <span class="k">if</span> <span class="n">num_dots</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
-                    <span class="n">num_dots</span> <span class="o">=</span> <span class="mi">3</span>
-                <span class="n">formatted_name</span> <span class="o">=</span> <span class="s2">&quot;.&quot;</span><span class="o">*</span><span class="n">num_dots</span> <span class="o">+</span> <span class="n">ini_name</span><span class="p">[</span><span class="o">-</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_width</span><span class="o">-</span><span class="n">num_dots</span><span class="p">):]</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">formatted_name</span> <span class="o">=</span> <span class="n">ini_name</span>
+            <span class="n">formatted_name</span> <span class="o">=</span> <span class="n">short_name</span><span class="p">(</span><span class="n">ini_name</span><span class="o">=</span><span class="n">ini_name</span><span class="p">,</span> <span class="n">max_len</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_width</span><span class="p">)</span>
             <span class="n">info_string</span> <span class="o">+=</span> <span class="s2">&quot;   {0:</span><span class="si">{width}</span><span class="s2">s}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">formatted_name</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_width</span><span class="p">)</span>
         <span class="c1"># Add string for qualitative measurement used (e.g. NRMSE, MEA etc.)</span>
         <span class="n">info_string</span> <span class="o">+=</span> <span class="s2">&quot;     {0:</span><span class="si">{width}</span><span class="s2">s}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">goals</span><span class="o">.</span><span class="n">statistical_measure</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_width</span><span class="p">)</span>
diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.html b/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.html
index bb5ed646..a3b1100d 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.html
@@ -253,6 +253,7 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 <li class="toctree-l4"><a class="reference internal" href="aixcalibuha.utils.html#aixcalibuha.utils.visualizer.CalibrationVisualizer.validation_callback_func"><code class="docutils literal notranslate"><span class="pre">CalibrationVisualizer.validation_callback_func()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="aixcalibuha.utils.html#aixcalibuha.utils.visualizer.short_name"><code class="docutils literal notranslate"><span class="pre">short_name()</span></code></a></li>
 </ul>
 </li>
 </ul>
diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.sensitivity_analysis.html b/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.sensitivity_analysis.html
index dcc88e48..ecddf8d2 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.sensitivity_analysis.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.sensitivity_analysis.html
@@ -328,7 +328,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <p>Module containing functions for plotting sensitivity results</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="aixcalibuha.sensitivity_analysis.plotting.heatmap">
-<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">heatmap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cal_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">goal</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">ax</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Axes</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_plot</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#heatmap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.heatmap" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">heatmap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cal_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">goal</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">ax</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Axes</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_name_len</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#heatmap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.heatmap" title="Permalink to this definition"></a></dt>
 <dd><p>Plot S2 sensitivity results from one calibration class and goal as a heatmap.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -338,6 +338,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>goal</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the goal to plot S2 from.</p></li>
 <li><p><strong>ax</strong> (<em>matplotlib.axes</em>) – Default is None. If an axes is given the heatmap will be plotted on it, else
 a new figure and axes is created.</p></li>
+<li><p><strong>max_name_len</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default is 10. Shortens the parameter names to max_name_len characters.</p></li>
 <li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
 <li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is False. If True, only the last suffix of a Modelica variable is displayed.</p></li>
 </ul>
@@ -350,7 +351,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="aixcalibuha.sensitivity_analysis.plotting.heatmaps">
-<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">heatmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cal_classes:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_plot:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_suffix:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#heatmaps"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.heatmaps" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">heatmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cal_classes:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_name_len:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#heatmaps"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.heatmaps" title="Permalink to this definition"></a></dt>
 <dd><p>Plot S2 sensitivity results as a heatmap for multiple
 calibration classes and goals in one figure.</p>
 <dl class="field-list simple">
@@ -361,6 +362,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 If a list of classes is given only these classes are plotted.</p></li>
 <li><p><strong>goals</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default is a list of all goals in the result.
 If a list of goals is given only these goals are plotted.</p></li>
+<li><p><strong>max_name_len</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default is 10. Shortens the parameter names to max_name_len characters.</p></li>
 <li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
 <li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is False. If True, only the last suffix of a Modelica variable is displayed.</p></li>
 </ul>
@@ -370,7 +372,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="aixcalibuha.sensitivity_analysis.plotting.plot_parameter_verbose">
-<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_parameter_verbose</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">parameter:</span> <span class="pre">str,</span> <span class="pre">single_result:</span> <span class="pre">~pandas.core.frame.DataFrame,</span> <span class="pre">second_order_result:</span> <span class="pre">~pandas.core.frame.DataFrame</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">show_plot:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True,</span> <span class="pre">use_suffix:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False,</span> <span class="pre">fig_axes:</span> <span class="pre">[&lt;class</span> <span class="pre">'matplotlib.figure.Figure'&gt;,</span> <span class="pre">[&lt;class</span> <span class="pre">'matplotlib.axes._axes.Axes'&gt;]]</span> <span class="pre">=</span> <span class="pre">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_parameter_verbose"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_parameter_verbose" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_parameter_verbose</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameter:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">single_result:</span> <span class="pre">~pandas.core.frame.DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">second_order_result:</span> <span class="pre">~pandas.core.frame.DataFrame</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_parameter_verbose"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_parameter_verbose" title="Permalink to this definition"></a></dt>
 <dd><p>Plot all time dependent sensitivity measure for one parameter.
 For each goal an axes is created within one figure.</p>
 <p>If second_order_results form SobolAnalyzer.run_time_dependent are given
@@ -383,24 +385,26 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 the name must also be only the suffix.</p></li>
 <li><p><strong>single_result</strong> (<em>pd.DataFrame</em>) – First and total order result form run_time_dependent.</p></li>
 <li><p><strong>second_order_result</strong> (<em>pd.DataFrame</em>) – Default None. Second order result of SobolAnalyzer.run_time_dependent.</p></li>
-<li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
-<li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
-of Modelica variables is used for the x ticks.</p></li>
 <li><p><strong>goals</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default are all possible goal names. If a list of specific
 goal names is given only these will be plotted.</p></li>
 <li><p><strong>fig_axes</strong> (<em>(</em><em>fig</em><em>, </em><em>[</em><em>ax</em><em>]</em><em>)</em>) – Default None. Optional custom figures and axes
 (see example for verbose sensitivity analysis).</p></li>
+<li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
+<li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
+of Modelica variables is used for the x ticks.</p></li>
+<li><p><strong>max_name_len</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default is 10. Shortens the parameter names to max_name_len characters.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Returns all created figures and axes in lists like [fig], [ax]</p>
+<dd class="field-even"><p>Returns all created figures and axes in lists like fig, [ax]
+with shape (len(goals)) for the axes list</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="aixcalibuha.sensitivity_analysis.plotting.plot_second_order">
-<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_second_order</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cal_classes:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_plot:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_suffix:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">figs:</span> <span class="pre">[[&lt;class</span> <span class="pre">'matplotlib.figure.Figure'&gt;]]</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_second_order"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_second_order" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_second_order</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cal_classes:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_name_len:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_second_order"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_second_order" title="Permalink to this definition"></a></dt>
 <dd><p>Plot sensitivity results of second order analysis variables.
 For each calibration class and goal one figure of a 3d plot is created
 with the barplots of the interactions for each parameter.
@@ -409,15 +413,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>result</strong> (<em>pd.DataFrame</em>) – A result from run</p></li>
-<li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
-<li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
-of Modelica variables is used for the x ticks.</p></li>
+<li><p><strong>max_name_len</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default is 10. Shortens the parameter names to max_name_len characters.</p></li>
 <li><p><strong>cal_classes</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default are all possible calibration classes. If a list of
 names of calibration classes is given only plots for these
 classes are created.</p></li>
 <li><p><strong>goals</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default are all possible goal names. If a list of specific
 goal names is given only these will be plotted.</p></li>
-<li><p><strong>figs</strong> (<em>[</em><em>[</em><em>fig</em><em>]</em><em>]</em>) – Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</p></li>
+<li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
+<li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
+of Modelica variables is used for the x ticks.</p></li>
+<li><p><strong>figs</strong> (<em>[</em><em>[</em><em>fig</em><em>]</em><em>]</em>) – Default None. Set own figures of subfigures for customization.
+Shape (len(cal_classes), len(goals))</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -428,7 +434,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="aixcalibuha.sensitivity_analysis.plotting.plot_single">
-<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_single</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame,</span> <span class="pre">cal_classes:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">show_plot:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True,</span> <span class="pre">use_suffix:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False,</span> <span class="pre">figs_axes:</span> <span class="pre">[[&lt;class</span> <span class="pre">'matplotlib.figure.Figure'&gt;],</span> <span class="pre">[&lt;class</span> <span class="pre">'matplotlib.axes._axes.Axes'&gt;]]</span> <span class="pre">=</span> <span class="pre">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_single"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_single" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_single</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cal_classes:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_name_len:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_single"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_single" title="Permalink to this definition"></a></dt>
 <dd><p>Plot sensitivity results of first and total order analysis variables.
 For each calibration class one figure is created, which shows for each goal an axis
 with a barplot of the values of the analysis variables.</p>
@@ -436,26 +442,28 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>result</strong> (<em>pd.DataFrame</em>) – A result from run</p></li>
-<li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
-<li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
-of Modelica variables is used for the x ticks.</p></li>
+<li><p><strong>max_name_len</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default is 10. Shortens the parameter names to max_name_len characters.</p></li>
 <li><p><strong>cal_classes</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default are all possible calibration classes. If a list of
 names of calibration classes is given only plots for these
 classes are created.</p></li>
 <li><p><strong>goals</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default are all possible goal names. If a list of specific
 goal names is given only these will be plotted.</p></li>
-<li><p><strong>figs_axes</strong> (<em>(</em><em>[</em><em>fig</em><em>]</em><em>, </em><em>[</em><em>ax</em><em>]</em><em>)</em>) – Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</p></li>
+<li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
+<li><p><strong>figs_axes</strong> (<em>(</em><em>[</em><em>fig</em><em>]</em><em>, </em><em>[</em><em>ax</em><em>]</em><em>)</em>) – Default None. Set own figures of subfigures with corresponding axes for customization.</p></li>
+<li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
+of Modelica variables is used for the x ticks.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Returns all created figures and axes in lists like [fig], [ax]</p>
+<dd class="field-even"><p>Returns all created figures and axes in lists like [fig], [ax]
+with shapes (len(cal_classes)), (len(cal_classes), len(goals))</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="aixcalibuha.sensitivity_analysis.plotting.plot_single_second_order">
-<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_single_second_order</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame,</span> <span class="pre">para_name:</span> <span class="pre">str,</span> <span class="pre">cal_classes:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">show_plot:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True,</span> <span class="pre">use_suffix:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False,</span> <span class="pre">figs_axes:</span> <span class="pre">[[&lt;class</span> <span class="pre">'matplotlib.figure.Figure'&gt;],</span> <span class="pre">[&lt;class</span> <span class="pre">'matplotlib.axes._axes.Axes'&gt;]]</span> <span class="pre">=</span> <span class="pre">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_single_second_order"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_single_second_order" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_single_second_order</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">para_name:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cal_classes:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_name_len:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_single_second_order"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_single_second_order" title="Permalink to this definition"></a></dt>
 <dd><p>Plot the value of S2 from one parameter with all other parameters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -467,21 +475,23 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 classes are created.</p></li>
 <li><p><strong>goals</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default are all possible goal names. If a list of specific
 goal names is given only these will be plotted.</p></li>
+<li><p><strong>max_name_len</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default is 10. Shortens the parameter names to max_name_len characters.</p></li>
 <li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
 <li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
 of Modelica variables is used for the x ticks.</p></li>
-<li><p><strong>figs_axes</strong> (<em>(</em><em>[</em><em>fig</em><em>]</em><em>, </em><em>[</em><em>ax</em><em>]</em><em>)</em>) – Default None. Useful for using subfigures (see example for verbose sensitivity analysis).</p></li>
+<li><p><strong>figs_axes</strong> (<em>(</em><em>[</em><em>fig</em><em>]</em><em>, </em><em>[</em><em>ax</em><em>]</em><em>)</em>) – Default None. Set own figures of subfigures with corresponding axes for customization.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Returns all created figures and axes in lists like [fig], [ax]</p>
+<dd class="field-even"><p>Returns all created figures and axes in lists like [fig], [ax]
+with shapes (len(cal_classes)), (len(cal_classes), len(goals))</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="aixcalibuha.sensitivity_analysis.plotting.plot_time_dependent">
-<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_time_dependent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame,</span> <span class="pre">parameters:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">analysis_variables:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">plot_conf:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True,</span> <span class="pre">show_plot:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True,</span> <span class="pre">use_suffix:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False,</span> <span class="pre">figs_axes:</span> <span class="pre">[[&lt;class</span> <span class="pre">'matplotlib.figure.Figure'&gt;],</span> <span class="pre">[&lt;class</span> <span class="pre">'matplotlib.axes._axes.Axes'&gt;]]</span> <span class="pre">=</span> <span class="pre">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_time_dependent"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_time_dependent" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aixcalibuha.sensitivity_analysis.plotting.</span></span><span class="sig-name descname"><span class="pre">plot_time_dependent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">~pandas.core.frame.DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goals:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">analysis_variables:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plot_conf:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/sensitivity_analysis/plotting.html#plot_time_dependent"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.sensitivity_analysis.plotting.plot_time_dependent" title="Permalink to this definition"></a></dt>
 <dd><p>Plot time dependent sensitivity results without interactions from run_time_dependent().</p>
 <p>For each goal one figure is created with one axes for each analysis variable.
 In these plots the time dependent sensitivity of the parameters is plotted.
@@ -493,17 +503,19 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>parameters</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default all parameters. List of parameters to plot the sensitivity.</p></li>
 <li><p><strong>analysis_variables</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default all analysis_variables. List of analysis variables to plot.</p></li>
 <li><p><strong>plot_conf</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default True. If true, the confidence intervals for each parameter are plotted.</p></li>
-<li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
-<li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
-of Modelica variables is used for the x ticks.</p></li>
 <li><p><strong>goals</strong> (<em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Default are all possible goal names. If a list of specific
 goal names is given only these will be plotted.</p></li>
 <li><p><strong>figs_axes</strong> (<em>(</em><em>[</em><em>fig</em><em>]</em><em>, </em><em>[</em><em>ax</em><em>]</em><em>)</em>) – Default None. Optional custom figures and axes
 (see example for verbose sensitivity analysis).</p></li>
+<li><p><strong>show_plot</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True. If False, all created plots are not shown.</p></li>
+<li><p><strong>use_suffix</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Default is True: If True, the last part after the last point
+of Modelica variables is used for the x ticks.</p></li>
+<li><p><strong>max_name_len</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default is 50. Shortens the parameter names to max_name_len characters.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Returns all created figures and axes in lists like [fig], [ax]</p>
+<dd class="field-even"><p>Returns all created figures and axes in lists like [fig], [ax]
+with shapes (len(goals)), (len(goals), len(analysis_variables))</p>
 </dd>
 </dl>
 </dd></dl>
diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.utils.html b/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.utils.html
index a84ef979..9458ff48 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.utils.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/docs/code/aixcalibuha.utils.html
@@ -467,6 +467,25 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </dd></dl>
 
+<dl class="py function">
+<dt class="sig sig-object py" id="aixcalibuha.utils.visualizer.short_name">
+<span class="sig-prename descclassname"><span class="pre">aixcalibuha.utils.visualizer.</span></span><span class="sig-name descname"><span class="pre">short_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ini_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_len</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aixcalibuha/utils/visualizer.html#short_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aixcalibuha.utils.visualizer.short_name" title="Permalink to this definition"></a></dt>
+<dd><p>Shortens long strings to a max length from the front.
+long_string_name =&gt; …ing_name with len(new_name) = max_len</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>ini_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Long string to shorten.</p></li>
+<li><p><strong>max_len</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Max len of the new string.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>str
+The shorten string.</p>
+</dd>
+</dl>
+</dd></dl>
+
 </section>
 </section>
 
diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/genindex.html b/docs/43-Improvement-of-sensitivity-analysis/docs/genindex.html
index 7f8e3a04..eedd6cd8 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/docs/genindex.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/docs/genindex.html
@@ -583,13 +583,15 @@ <h2 id="S">S</h2>
 </li>
       <li><a href="code/aixcalibuha.sensitivity_analysis.html#aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer">SenAnalyzer (class in aixcalibuha.sensitivity_analysis.sensitivity_analyzer)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="code/aixcalibuha.html#aixcalibuha.data_types.Goals.set_relevant_time_intervals">set_relevant_time_intervals() (aixcalibuha.data_types.Goals method)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="code/aixcalibuha.html#aixcalibuha.data_types.Goals.set_sim_target_data">set_sim_target_data() (aixcalibuha.data_types.Goals method)</a>
 </li>
       <li><a href="code/aixcalibuha.html#aixcalibuha.data_types.TunerParas.set_value">set_value() (aixcalibuha.data_types.TunerParas method)</a>
+</li>
+      <li><a href="code/aixcalibuha.utils.html#aixcalibuha.utils.visualizer.short_name">short_name() (in module aixcalibuha.utils.visualizer)</a>
 </li>
       <li><a href="code/aixcalibuha.html#aixcalibuha.data_types.Goals.sim_tag_str">sim_tag_str (aixcalibuha.data_types.Goals attribute)</a>
 </li>
diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/objects.inv b/docs/43-Improvement-of-sensitivity-analysis/docs/objects.inv
index 916819fd659a0d93bad4ed7109820049578685c7..5937aecc4ef865451012a78c5d23dc3fbaabbac6 100644
GIT binary patch
delta 1426
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/docs/searchindex.js b/docs/43-Improvement-of-sensitivity-analysis/docs/searchindex.js
index 6ebe3692..aa97159f 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/docs/searchindex.js
+++ b/docs/43-Improvement-of-sensitivity-analysis/docs/searchindex.js
@@ -1 +1 @@
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"aixcalibuha.sensitivity_analysis.sobol.SobolAnalyzer"]], "aixcalibuha.sensitivity_analysis": [[2, "module-aixcalibuha.sensitivity_analysis"]], "aixcalibuha.sensitivity_analysis.fast": [[2, "module-aixcalibuha.sensitivity_analysis.fast"]], "aixcalibuha.sensitivity_analysis.morris": [[2, "module-aixcalibuha.sensitivity_analysis.morris"]], "aixcalibuha.sensitivity_analysis.pawn": [[2, "module-aixcalibuha.sensitivity_analysis.pawn"]], "aixcalibuha.sensitivity_analysis.plotting": [[2, "module-aixcalibuha.sensitivity_analysis.plotting"]], "aixcalibuha.sensitivity_analysis.sensitivity_analyzer": [[2, "module-aixcalibuha.sensitivity_analysis.sensitivity_analyzer"]], "aixcalibuha.sensitivity_analysis.sobol": [[2, "module-aixcalibuha.sensitivity_analysis.sobol"]], "analysis_function() (aixcalibuha.sensitivity_analysis.fast.fastanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.fast.FASTAnalyzer.analysis_function"]], "analysis_function() (aixcalibuha.sensitivity_analysis.morris.morrisanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.morris.MorrisAnalyzer.analysis_function"]], "analysis_function() (aixcalibuha.sensitivity_analysis.pawn.pawnanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.pawn.PAWNAnalyzer.analysis_function"]], "analysis_function() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.analysis_function"]], "analysis_function() (aixcalibuha.sensitivity_analysis.sobol.sobolanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sobol.SobolAnalyzer.analysis_function"]], "analysis_variables (aixcalibuha.sensitivity_analysis.fast.fastanalyzer property)": [[2, "aixcalibuha.sensitivity_analysis.fast.FASTAnalyzer.analysis_variables"]], "analysis_variables (aixcalibuha.sensitivity_analysis.morris.morrisanalyzer property)": [[2, "aixcalibuha.sensitivity_analysis.morris.MorrisAnalyzer.analysis_variables"]], "analysis_variables (aixcalibuha.sensitivity_analysis.pawn.pawnanalyzer property)": [[2, "aixcalibuha.sensitivity_analysis.pawn.PAWNAnalyzer.analysis_variables"]], "analysis_variables (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer property)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.analysis_variables"]], "analysis_variables (aixcalibuha.sensitivity_analysis.sobol.sobolanalyzer property)": [[2, "aixcalibuha.sensitivity_analysis.sobol.SobolAnalyzer.analysis_variables"]], "create_problem() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer static method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.create_problem"]], "create_sampler_demand() (aixcalibuha.sensitivity_analysis.fast.fastanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.fast.FASTAnalyzer.create_sampler_demand"]], "create_sampler_demand() (aixcalibuha.sensitivity_analysis.morris.morrisanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.morris.MorrisAnalyzer.create_sampler_demand"]], "create_sampler_demand() (aixcalibuha.sensitivity_analysis.pawn.pawnanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.pawn.PAWNAnalyzer.create_sampler_demand"]], "create_sampler_demand() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.create_sampler_demand"]], "create_sampler_demand() (aixcalibuha.sensitivity_analysis.sobol.sobolanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sobol.SobolAnalyzer.create_sampler_demand"]], "eval_statistical_measure() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.eval_statistical_measure"]], "generate_samples() (aixcalibuha.sensitivity_analysis.fast.fastanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.fast.FASTAnalyzer.generate_samples"]], "generate_samples() (aixcalibuha.sensitivity_analysis.morris.morrisanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.morris.MorrisAnalyzer.generate_samples"]], "generate_samples() (aixcalibuha.sensitivity_analysis.pawn.pawnanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.pawn.PAWNAnalyzer.generate_samples"]], "generate_samples() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.generate_samples"]], "generate_samples() (aixcalibuha.sensitivity_analysis.sobol.sobolanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sobol.SobolAnalyzer.generate_samples"]], "heatmap() (in module aixcalibuha.sensitivity_analysis.plotting)": [[2, "aixcalibuha.sensitivity_analysis.plotting.heatmap"]], "heatmaps() (in module aixcalibuha.sensitivity_analysis.plotting)": [[2, "aixcalibuha.sensitivity_analysis.plotting.heatmaps"]], "load_from_csv() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer static method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.load_from_csv"]], "load_second_order_from_csv() (aixcalibuha.sensitivity_analysis.sobol.sobolanalyzer static method)": [[2, "aixcalibuha.sensitivity_analysis.sobol.SobolAnalyzer.load_second_order_from_csv"]], "plot() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.plot"]], "plot() (aixcalibuha.sensitivity_analysis.sobol.sobolanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sobol.SobolAnalyzer.plot"]], "plot_parameter_verbose() (in module aixcalibuha.sensitivity_analysis.plotting)": [[2, "aixcalibuha.sensitivity_analysis.plotting.plot_parameter_verbose"]], "plot_second_order() (in module aixcalibuha.sensitivity_analysis.plotting)": [[2, "aixcalibuha.sensitivity_analysis.plotting.plot_second_order"]], "plot_single() (in module aixcalibuha.sensitivity_analysis.plotting)": [[2, "aixcalibuha.sensitivity_analysis.plotting.plot_single"]], "plot_single_second_order() (in module aixcalibuha.sensitivity_analysis.plotting)": [[2, "aixcalibuha.sensitivity_analysis.plotting.plot_single_second_order"]], "plot_time_dependent() (in module aixcalibuha.sensitivity_analysis.plotting)": [[2, "aixcalibuha.sensitivity_analysis.plotting.plot_time_dependent"]], "run() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.run"]], "run_time_dependent() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.run_time_dependent"]], "save_for_reproduction() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.save_for_reproduction"]], "select_by_threshold() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer static method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.select_by_threshold"]], "select_by_threshold_verbose() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer static method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.select_by_threshold_verbose"]], "simulate_samples() (aixcalibuha.sensitivity_analysis.sensitivity_analyzer.senanalyzer method)": [[2, "aixcalibuha.sensitivity_analysis.sensitivity_analyzer.SenAnalyzer.simulate_samples"]], "calibrationlogger (class in aixcalibuha.utils.visualizer)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger"]], "calibrationvisualizer (class in aixcalibuha.utils.visualizer)": [[3, "aixcalibuha.utils.visualizer.CalibrationVisualizer"]], "maxiterationsreached": [[3, "aixcalibuha.utils.MaxIterationsReached"]], "aixcalibuha.utils": [[3, "module-aixcalibuha.utils"]], "aixcalibuha.utils.configuration": [[3, "module-aixcalibuha.utils.configuration"]], "aixcalibuha.utils.visualizer": [[3, "module-aixcalibuha.utils.visualizer"]], "calibrate_new_class() (aixcalibuha.utils.visualizer.calibrationlogger method)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.calibrate_new_class"]], "calibrate_new_class() (aixcalibuha.utils.visualizer.calibrationvisualizer method)": [[3, "aixcalibuha.utils.visualizer.CalibrationVisualizer.calibrate_new_class"]], "calibration_callback_func() (aixcalibuha.utils.visualizer.calibrationlogger method)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.calibration_callback_func"]], "calibration_callback_func() (aixcalibuha.utils.visualizer.calibrationvisualizer method)": [[3, "aixcalibuha.utils.visualizer.CalibrationVisualizer.calibration_callback_func"]], "calibration_class (aixcalibuha.utils.visualizer.calibrationlogger property)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.calibration_class"]], "cd (aixcalibuha.utils.visualizer.calibrationlogger property)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.cd"]], "decimal_prec (aixcalibuha.utils.visualizer.calibrationlogger attribute)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.decimal_prec"]], "error() (aixcalibuha.utils.visualizer.calibrationlogger method)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.error"]], "get_calibration_classes_from_config() (in module aixcalibuha.utils.configuration)": [[3, "aixcalibuha.utils.configuration.get_calibration_classes_from_config"]], "get_goals_from_config() (in module aixcalibuha.utils.configuration)": [[3, "aixcalibuha.utils.configuration.get_goals_from_config"]], "get_tuner_paras_from_config() (in module aixcalibuha.utils.configuration)": [[3, "aixcalibuha.utils.configuration.get_tuner_paras_from_config"]], "goals (aixcalibuha.utils.visualizer.calibrationlogger property)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.goals"]], "integer_prec (aixcalibuha.utils.visualizer.calibrationlogger attribute)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.integer_prec"]], "log() (aixcalibuha.utils.visualizer.calibrationlogger method)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.log"]], "log_initial_names() (aixcalibuha.utils.visualizer.calibrationlogger method)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.log_initial_names"]], "log_intersection_of_tuners() (aixcalibuha.utils.visualizer.calibrationlogger method)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.log_intersection_of_tuners"]], "log_intersection_of_tuners() (aixcalibuha.utils.visualizer.calibrationvisualizer method)": [[3, "aixcalibuha.utils.visualizer.CalibrationVisualizer.log_intersection_of_tuners"]], "read_config() (in module aixcalibuha.utils.configuration)": [[3, "aixcalibuha.utils.configuration.read_config"]], "save_calibration_result() (aixcalibuha.utils.visualizer.calibrationlogger method)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.save_calibration_result"]], "save_calibration_result() (aixcalibuha.utils.visualizer.calibrationvisualizer method)": [[3, "aixcalibuha.utils.visualizer.CalibrationVisualizer.save_calibration_result"]], "short_name() (in module aixcalibuha.utils.visualizer)": [[3, "aixcalibuha.utils.visualizer.short_name"]], "tuner_paras (aixcalibuha.utils.visualizer.calibrationlogger property)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.tuner_paras"]], "validate_cal_class_input() (in module aixcalibuha.utils)": [[3, "aixcalibuha.utils.validate_cal_class_input"]], "validation_callback_func() (aixcalibuha.utils.visualizer.calibrationlogger method)": [[3, "aixcalibuha.utils.visualizer.CalibrationLogger.validation_callback_func"]], "validation_callback_func() (aixcalibuha.utils.visualizer.calibrationvisualizer method)": [[3, "aixcalibuha.utils.visualizer.CalibrationVisualizer.validation_callback_func"]], "write_config() (in module aixcalibuha.utils.configuration)": [[3, "aixcalibuha.utils.configuration.write_config"]]}})
\ No newline at end of file
diff --git a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.html b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.html
index 9460c973..6691bf67 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>
-        9.01 / 10
+        9.05 / 10
             
-            (previous score: 9.01 / 10)
+            (previous score: 9.05 / 10)
             
         
 
@@ -210,7 +210,17 @@ <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.plotting -&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.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.fast)</pre></td>
             </tr>
             
             <tr>
@@ -230,7 +240,17 @@ <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 -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.fast)</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.sensitivity_analyzer -&gt; aixcalibuha.utils)</pre></td>
             </tr>
             
             <tr>
@@ -250,7 +270,7 @@ <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)</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>
@@ -260,7 +280,7 @@ <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.sensitivity_analyzer -&gt; aixcalibuha.utils)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.plotting -&gt; aixcalibuha.utils.visualizer)</pre></td>
             </tr>
             
             <tr>
@@ -270,7 +290,7 @@ <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.fast)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.calibration -&gt; aixcalibuha.calibration.multi_class_calibrator)</pre></td>
             </tr>
             
             <tr>
@@ -290,7 +310,7 @@ <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>
@@ -300,7 +320,7 @@ <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.sobol -&gt; aixcalibuha.sensitivity_analysis.plotting -&gt; aixcalibuha.utils.visualizer)</pre></td>
             </tr>
             
             <tr>
@@ -658,47 +678,27 @@ <h3>Module <code>aixcalibuha.sensitivity_analysis.plotting</code> (<code>aixcali
             </tr>
             
             <tr>
-                <td>12</td>
+                <td>13</td>
                 <td>0</td>
                 <td>refactor</td>
-                <td><code>too-many-arguments</code></td>
-                <td>R0913</td>
+                <td><code>too-many-locals</code></td>
+                <td>R0914</td>
                 <td>plot_single</td>
-                <td><pre>Too many arguments (6/5)</pre></td>
-            </tr>
-            
-            <tr>
-                <td>83</td>
-                <td>0</td>
-                <td>refactor</td>
-                <td><code>too-many-arguments</code></td>
-                <td>R0913</td>
-                <td>plot_second_order</td>
-                <td><pre>Too many arguments (6/5)</pre></td>
+                <td><pre>Too many local variables (17/15)</pre></td>
             </tr>
             
             <tr>
-                <td>83</td>
+                <td>77</td>
                 <td>0</td>
                 <td>refactor</td>
                 <td><code>too-many-locals</code></td>
                 <td>R0914</td>
                 <td>plot_second_order</td>
-                <td><pre>Too many local variables (20/15)</pre></td>
+                <td><pre>Too many local variables (22/15)</pre></td>
             </tr>
             
             <tr>
-                <td>164</td>
-                <td>0</td>
-                <td>refactor</td>
-                <td><code>too-many-arguments</code></td>
-                <td>R0913</td>
-                <td>plot_single_second_order</td>
-                <td><pre>Too many arguments (7/5)</pre></td>
-            </tr>
-            
-            <tr>
-                <td>207</td>
+                <td>210</td>
                 <td>60</td>
                 <td>warning</td>
                 <td><code>protected-access</code></td>
@@ -708,47 +708,17 @@ <h3>Module <code>aixcalibuha.sensitivity_analysis.plotting</code> (<code>aixcali
             </tr>
             
             <tr>
-                <td>213</td>
-                <td>0</td>
-                <td>refactor</td>
-                <td><code>too-many-arguments</code></td>
-                <td>R0913</td>
-                <td>heatmap</td>
-                <td><pre>Too many arguments (6/5)</pre></td>
-            </tr>
-            
-            <tr>
-                <td>306</td>
-                <td>0</td>
-                <td>refactor</td>
-                <td><code>too-many-arguments</code></td>
-                <td>R0913</td>
-                <td>plot_time_dependent</td>
-                <td><pre>Too many arguments (8/5)</pre></td>
-            </tr>
-            
-            <tr>
-                <td>306</td>
+                <td>319</td>
                 <td>0</td>
                 <td>refactor</td>
                 <td><code>too-many-locals</code></td>
                 <td>R0914</td>
                 <td>plot_time_dependent</td>
-                <td><pre>Too many local variables (24/15)</pre></td>
-            </tr>
-            
-            <tr>
-                <td>306</td>
-                <td>0</td>
-                <td>refactor</td>
-                <td><code>too-many-branches</code></td>
-                <td>R0912</td>
-                <td>plot_time_dependent</td>
-                <td><pre>Too many branches (16/12)</pre></td>
+                <td><pre>Too many local variables (27/15)</pre></td>
             </tr>
             
             <tr>
-                <td>360</td>
+                <td>376</td>
                 <td>4</td>
                 <td>refactor</td>
                 <td><code>too-many-nested-blocks</code></td>
@@ -758,27 +728,17 @@ <h3>Module <code>aixcalibuha.sensitivity_analysis.plotting</code> (<code>aixcali
             </tr>
             
             <tr>
-                <td>399</td>
-                <td>0</td>
-                <td>refactor</td>
-                <td><code>too-many-arguments</code></td>
-                <td>R0913</td>
-                <td>plot_parameter_verbose</td>
-                <td><pre>Too many arguments (7/5)</pre></td>
-            </tr>
-            
-            <tr>
-                <td>399</td>
+                <td>408</td>
                 <td>0</td>
                 <td>refactor</td>
                 <td><code>too-many-locals</code></td>
                 <td>R0914</td>
                 <td>plot_parameter_verbose</td>
-                <td><pre>Too many local variables (23/15)</pre></td>
+                <td><pre>Too many local variables (26/15)</pre></td>
             </tr>
             
             <tr>
-                <td>479</td>
+                <td>491</td>
                 <td>22</td>
                 <td>convention</td>
                 <td><code>invalid-name</code></td>
@@ -788,7 +748,7 @@ <h3>Module <code>aixcalibuha.sensitivity_analysis.plotting</code> (<code>aixcali
             </tr>
             
             <tr>
-                <td>479</td>
+                <td>491</td>
                 <td>16</td>
                 <td>warning</td>
                 <td><code>unused-variable</code></td>
@@ -1634,7 +1594,17 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>18</td>
+                <td>32</td>
+                <td>8</td>
+                <td>refactor</td>
+                <td><code>consider-using-min-builtin</code></td>
+                <td>R1730</td>
+                <td>short_name</td>
+                <td><pre>Consider using &#39;num_dots = min(num_dots, 3)&#39; instead of unnecessary if block</pre></td>
+            </tr>
+            
+            <tr>
+                <td>40</td>
                 <td>0</td>
                 <td>refactor</td>
                 <td><code>too-many-instance-attributes</code></td>
@@ -1644,7 +1614,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>70</td>
+                <td>92</td>
                 <td>28</td>
                 <td>warning</td>
                 <td><code>nested-min-max</code></td>
@@ -1654,7 +1624,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>110</td>
+                <td>132</td>
                 <td>0</td>
                 <td>warning</td>
                 <td><code>unused-argument</code></td>
@@ -1664,7 +1634,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>138</td>
+                <td>160</td>
                 <td>62</td>
                 <td>warning</td>
                 <td><code>unused-argument</code></td>
@@ -1674,7 +1644,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>169</td>
+                <td>191</td>
                 <td>4</td>
                 <td>convention</td>
                 <td><code>missing-function-docstring</code></td>
@@ -1684,7 +1654,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>232</td>
+                <td>254</td>
                 <td>0</td>
                 <td>warning</td>
                 <td><code>unused-argument</code></td>
@@ -1694,7 +1664,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>256</td>
+                <td>278</td>
                 <td>22</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1704,17 +1674,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>264</td>
-                <td>16</td>
-                <td>refactor</td>
-                <td><code>consider-using-min-builtin</code></td>
-                <td>R1730</td>
-                <td>CalibrationLogger._get_tuner_para_names_as_string</td>
-                <td><pre>Consider using &#39;num_dots = min(num_dots, 3)&#39; instead of unnecessary if block</pre></td>
-            </tr>
-            
-            <tr>
-                <td>269</td>
+                <td>285</td>
                 <td>27</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1724,7 +1684,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>271</td>
+                <td>287</td>
                 <td>23</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1734,7 +1694,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>298</td>
+                <td>314</td>
                 <td>22</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1744,7 +1704,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>301</td>
+                <td>317</td>
                 <td>27</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1754,7 +1714,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>305</td>
+                <td>321</td>
                 <td>23</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1764,7 +1724,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>308</td>
+                <td>324</td>
                 <td>27</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1774,7 +1734,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>311</td>
+                <td>327</td>
                 <td>27</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1784,7 +1744,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>312</td>
+                <td>328</td>
                 <td>43</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1794,7 +1754,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>319</td>
+                <td>335</td>
                 <td>0</td>
                 <td>refactor</td>
                 <td><code>too-many-instance-attributes</code></td>
@@ -1804,7 +1764,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>503</td>
+                <td>519</td>
                 <td>48</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1814,7 +1774,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>504</td>
+                <td>520</td>
                 <td>46</td>
                 <td>convention</td>
                 <td><code>consider-using-f-string</code></td>
@@ -1824,7 +1784,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>518</td>
+                <td>534</td>
                 <td>13</td>
                 <td>warning</td>
                 <td><code>unspecified-encoding</code></td>
@@ -1834,7 +1794,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>575</td>
+                <td>591</td>
                 <td>0</td>
                 <td>convention</td>
                 <td><code>line-too-long</code></td>
@@ -1844,7 +1804,7 @@ <h3>Module <code>aixcalibuha.utils.visualizer</code> (<code>aixcalibuha/utils/vi
             </tr>
             
             <tr>
-                <td>621</td>
+                <td>637</td>
                 <td>4</td>
                 <td>refactor</td>
                 <td><code>too-many-locals</code></td>
@@ -2557,7 +2517,7 @@ <h3>Count per types</h3>
             
             <tr>
                 <td>refactor</td>
-                <td>121</td>
+                <td>117</td>
             </tr>
             
             <tr>
@@ -2612,12 +2572,17 @@ <h3>Count per messages</h3>
             
             <tr>
                 <td>too-many-branches</td>
-                <td>4</td>
+                <td>3</td>
             </tr>
             
             <tr>
                 <td>too-many-arguments</td>
-                <td>10</td>
+                <td>4</td>
+            </tr>
+            
+            <tr>
+                <td>consider-using-min-builtin</td>
+                <td>1</td>
             </tr>
             
             <tr>
@@ -2640,11 +2605,6 @@ <h3>Count per messages</h3>
                 <td>13</td>
             </tr>
             
-            <tr>
-                <td>consider-using-min-builtin</td>
-                <td>1</td>
-            </tr>
-            
             <tr>
                 <td>unspecified-encoding</td>
                 <td>4</td>
@@ -2652,7 +2612,7 @@ <h3>Count per messages</h3>
             
             <tr>
                 <td>too-many-locals</td>
-                <td>10</td>
+                <td>11</td>
             </tr>
             
             <tr>
@@ -2762,7 +2722,7 @@ <h3>Count per messages</h3>
             
             <tr>
                 <td>cyclic-import</td>
-                <td>10</td>
+                <td>12</td>
             </tr>
             
         </table>
@@ -2802,7 +2762,7 @@ <h3>Count per modules</h3>
             
             <tr>
                 <td>aixcalibuha.sensitivity_analysis.plotting</td>
-                <td>14</td>
+                <td>8</td>
             </tr>
             
             <tr>
@@ -2842,7 +2802,7 @@ <h3>Count per modules</h3>
             
             <tr>
                 <td>aixcalibuha.calibration.multi_class_calibrator</td>
-                <td>18</td>
+                <td>20</td>
             </tr>
             
         </table>
@@ -2882,7 +2842,7 @@ <h3>Count per path</h3>
             
             <tr>
                 <td>aixcalibuha/sensitivity_analysis/plotting.py</td>
-                <td>14</td>
+                <td>8</td>
             </tr>
             
             <tr>
@@ -2922,7 +2882,7 @@ <h3>Count per path</h3>
             
             <tr>
                 <td>aixcalibuha/calibration/multi_class_calibrator.py</td>
-                <td>18</td>
+                <td>20</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 c62e4de1..0be88e7b 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.json
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.json
@@ -807,18 +807,29 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "",
-            "line": 575,
+            "line": 591,
             "column": 0,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "line-too-long",
             "message": "Line too long (107/100)",
             "message-id": "C0301"
         },
+        {
+            "type": "refactor",
+            "module": "aixcalibuha.utils.visualizer",
+            "obj": "short_name",
+            "line": 32,
+            "column": 8,
+            "path": "aixcalibuha/utils/visualizer.py",
+            "symbol": "consider-using-min-builtin",
+            "message": "Consider using 'num_dots = min(num_dots, 3)' instead of unnecessary if block",
+            "message-id": "R1730"
+        },
         {
             "type": "refactor",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger",
-            "line": 18,
+            "line": 40,
             "column": 0,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "too-many-instance-attributes",
@@ -829,7 +840,7 @@
             "type": "warning",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._set_prec_and_with_for_tuner_paras",
-            "line": 70,
+            "line": 92,
             "column": 28,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "nested-min-max",
@@ -840,7 +851,7 @@
             "type": "warning",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger.save_calibration_result",
-            "line": 110,
+            "line": 132,
             "column": 0,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "unused-argument",
@@ -851,7 +862,7 @@
             "type": "warning",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger.calibrate_new_class",
-            "line": 138,
+            "line": 160,
             "column": 62,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "unused-argument",
@@ -862,7 +873,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger.tuner_paras",
-            "line": 169,
+            "line": 191,
             "column": 4,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "missing-function-docstring",
@@ -873,7 +884,7 @@
             "type": "warning",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger.log_intersection_of_tuners",
-            "line": 232,
+            "line": 254,
             "column": 0,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "unused-argument",
@@ -884,29 +895,18 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_names_as_string",
-            "line": 256,
+            "line": 278,
             "column": 22,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
             "message": "Formatting a regular string which could be a f-string",
             "message-id": "C0209"
         },
-        {
-            "type": "refactor",
-            "module": "aixcalibuha.utils.visualizer",
-            "obj": "CalibrationLogger._get_tuner_para_names_as_string",
-            "line": 264,
-            "column": 16,
-            "path": "aixcalibuha/utils/visualizer.py",
-            "symbol": "consider-using-min-builtin",
-            "message": "Consider using 'num_dots = min(num_dots, 3)' instead of unnecessary if block",
-            "message-id": "R1730"
-        },
         {
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_names_as_string",
-            "line": 269,
+            "line": 285,
             "column": 27,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -917,7 +917,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_names_as_string",
-            "line": 271,
+            "line": 287,
             "column": 23,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -928,7 +928,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_values_as_string",
-            "line": 298,
+            "line": 314,
             "column": 22,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -939,7 +939,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_values_as_string",
-            "line": 301,
+            "line": 317,
             "column": 27,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -950,7 +950,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_values_as_string",
-            "line": 305,
+            "line": 321,
             "column": 23,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -961,7 +961,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_values_as_string",
-            "line": 308,
+            "line": 324,
             "column": 27,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -972,7 +972,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_values_as_string",
-            "line": 311,
+            "line": 327,
             "column": 27,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -983,7 +983,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationLogger._get_tuner_para_values_as_string",
-            "line": 312,
+            "line": 328,
             "column": 43,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -994,7 +994,7 @@
             "type": "refactor",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationVisualizer",
-            "line": 319,
+            "line": 335,
             "column": 0,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "too-many-instance-attributes",
@@ -1005,7 +1005,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationVisualizer.save_calibration_result",
-            "line": 503,
+            "line": 519,
             "column": 48,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -1016,7 +1016,7 @@
             "type": "convention",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationVisualizer.save_calibration_result",
-            "line": 504,
+            "line": 520,
             "column": 46,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "consider-using-f-string",
@@ -1027,7 +1027,7 @@
             "type": "warning",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationVisualizer.save_calibration_result",
-            "line": 518,
+            "line": 534,
             "column": 13,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "unspecified-encoding",
@@ -1038,7 +1038,7 @@
             "type": "refactor",
             "module": "aixcalibuha.utils.visualizer",
             "obj": "CalibrationVisualizer._plot_goals",
-            "line": 621,
+            "line": 637,
             "column": 4,
             "path": "aixcalibuha/utils/visualizer.py",
             "symbol": "too-many-locals",
@@ -1126,139 +1126,73 @@
             "type": "refactor",
             "module": "aixcalibuha.sensitivity_analysis.plotting",
             "obj": "plot_single",
-            "line": 12,
-            "column": 0,
-            "path": "aixcalibuha/sensitivity_analysis/plotting.py",
-            "symbol": "too-many-arguments",
-            "message": "Too many arguments (6/5)",
-            "message-id": "R0913"
-        },
-        {
-            "type": "refactor",
-            "module": "aixcalibuha.sensitivity_analysis.plotting",
-            "obj": "plot_second_order",
-            "line": 83,
+            "line": 13,
             "column": 0,
             "path": "aixcalibuha/sensitivity_analysis/plotting.py",
-            "symbol": "too-many-arguments",
-            "message": "Too many arguments (6/5)",
-            "message-id": "R0913"
+            "symbol": "too-many-locals",
+            "message": "Too many local variables (17/15)",
+            "message-id": "R0914"
         },
         {
             "type": "refactor",
             "module": "aixcalibuha.sensitivity_analysis.plotting",
             "obj": "plot_second_order",
-            "line": 83,
+            "line": 77,
             "column": 0,
             "path": "aixcalibuha/sensitivity_analysis/plotting.py",
             "symbol": "too-many-locals",
-            "message": "Too many local variables (20/15)",
+            "message": "Too many local variables (22/15)",
             "message-id": "R0914"
         },
-        {
-            "type": "refactor",
-            "module": "aixcalibuha.sensitivity_analysis.plotting",
-            "obj": "plot_single_second_order",
-            "line": 164,
-            "column": 0,
-            "path": "aixcalibuha/sensitivity_analysis/plotting.py",
-            "symbol": "too-many-arguments",
-            "message": "Too many arguments (7/5)",
-            "message-id": "R0913"
-        },
         {
             "type": "warning",
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+            "message-id": "R0401"
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@@ -2450,7 +2395,18 @@
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+                "aixcalibuha.sensitivity_analysis.morris",
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-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
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-                "aixcalibuha.sensitivity_analysis.plotting"
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@@ -2781,32 +2737,32 @@
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-                "aixcalibuha.sensitivity_analysis.plotting",
-                "aixcalibuha.utils.visualizer"
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                 "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
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@@ -2814,6 +2770,10 @@
             "SALib.plotting.bar": [
                 "aixcalibuha.sensitivity_analysis.plotting"
             ],
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+                "aixcalibuha.calibration.calibrator"
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@@ -2826,8 +2786,8 @@
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-                "aixcalibuha.sensitivity_analysis.fast"
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+                "aixcalibuha.sensitivity_analysis.pawn"
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@@ -2848,8 +2808,8 @@
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             "SALib.sample.sobol": [
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@@ -2864,9 +2824,6 @@
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@@ -2879,7 +2836,7 @@
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@@ -3099,46 +3056,46 @@
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@@ -3159,24 +3116,24 @@
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
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+                "aixcalibuha.sensitivity_analysis.morris",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "toml": [
                 "aixcalibuha.utils.configuration"
             ],
             "ebcpy.data_types": [
-                "aixcalibuha.utils.configuration",
+                "aixcalibuha.calibration.calibrator",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.calibration.calibrator"
+                "aixcalibuha.utils.configuration"
             ],
             "matplotlib": [
                 "aixcalibuha.sensitivity_analysis.plotting"
@@ -3184,20 +3141,24 @@
             "SALib.plotting.bar": [
                 "aixcalibuha.sensitivity_analysis.plotting"
             ],
-            "ebcpy.simulationapi": [
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+            "aixcalibuha.utils.visualizer": [
+                "aixcalibuha.sensitivity_analysis.plotting",
                 "aixcalibuha.calibration.calibrator"
             ],
+            "ebcpy.simulationapi": [
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
+            ],
             "aixcalibuha.utils": [
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.calibration.calibrator"
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "ebcpy.utils.reproduction": [
                 "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"
@@ -3218,8 +3179,8 @@
                 "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.morris",
@@ -3234,9 +3195,6 @@
             "SALib.analyze.sobol": [
                 "aixcalibuha.sensitivity_analysis.sobol"
             ],
-            "aixcalibuha.utils.visualizer": [
-                "aixcalibuha.calibration.calibrator"
-            ],
             "aixcalibuha.calibration.calibrator": [
                 "aixcalibuha.calibration"
             ],
@@ -3249,7 +3207,7 @@
             "percent_duplicated_lines": 0.0
         },
         "node_count": {
-            "function": 25,
+            "function": 28,
             "klass": 13,
             "method": 144,
             "module": 15
@@ -3264,11 +3222,11 @@
         "error": 2,
         "fatal": 0,
         "info": 0,
-        "refactor": 62,
-        "statement": 1732,
+        "refactor": 56,
+        "statement": 1753,
         "warning": 21,
-        "global_note": 9.006928406466512,
+        "global_note": 9.053051911009698,
         "nb_duplicated_lines": 5,
-        "percent_duplicated_lines": 0.11215791834903545
+        "percent_duplicated_lines": 0.11081560283687943
     }
 }
diff --git a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.svg b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.svg
index 9abe6cbc..6d4e8fdf 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.svg
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.svg
@@ -17,7 +17,7 @@
         <text x="22.0" y="14">pylint</text>
     </g>
     <g fill="#fff" text-anchor="middle" font-family="DejaVu Sans,Verdana,Geneva,sans-serif" font-size="11">
-        <text x="63.0" y="15" fill="#010101" fill-opacity=".3">9.01</text>
-        <text x="62.0" y="14">9.01</text>
+        <text x="63.0" y="15" fill="#010101" fill-opacity=".3">9.05</text>
+        <text x="62.0" y="14">9.05</text>
     </g>
 </svg>
diff --git a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt
index adfc154d..b38fb0ca 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt
@@ -75,28 +75,28 @@ aixcalibuha/data_types.py:67:4: R0912: Too many branches (17/12) (too-many-branc
 aixcalibuha/data_types.py:504:0: R0902: Too many instance attributes (14/7) (too-many-instance-attributes)
 aixcalibuha/data_types.py:545:4: R0913: Too many arguments (7/5) (too-many-arguments)
 ************* Module aixcalibuha.utils.visualizer
-aixcalibuha/utils/visualizer.py:575:0: C0301: Line too long (107/100) (line-too-long)
-aixcalibuha/utils/visualizer.py:18:0: R0902: Too many instance attributes (12/7) (too-many-instance-attributes)
-aixcalibuha/utils/visualizer.py:70:28: W3301: Do not use nested call of 'max'; it's possible to do 'max(bounds_max, abs(bounds_min))' instead (nested-min-max)
-aixcalibuha/utils/visualizer.py:110:0: W0613: Unused argument 'kwargs' (unused-argument)
-aixcalibuha/utils/visualizer.py:138:62: W0613: Unused argument 'for_validation' (unused-argument)
-aixcalibuha/utils/visualizer.py:169:4: C0116: Missing function or method docstring (missing-function-docstring)
-aixcalibuha/utils/visualizer.py:232:0: W0613: Unused argument 'kwargs' (unused-argument)
-aixcalibuha/utils/visualizer.py:256:22: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:264:16: R1730: Consider using 'num_dots = min(num_dots, 3)' instead of unnecessary if block (consider-using-min-builtin)
-aixcalibuha/utils/visualizer.py:269:27: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:271:23: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:298:22: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:301:27: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:305:23: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:308:27: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:311:27: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:312:43: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:319:0: R0902: Too many instance attributes (17/7) (too-many-instance-attributes)
-aixcalibuha/utils/visualizer.py:503:48: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:504:46: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/utils/visualizer.py:518:13: W1514: Using open without explicitly specifying an encoding (unspecified-encoding)
-aixcalibuha/utils/visualizer.py:621:4: R0914: Too many local variables (16/15) (too-many-locals)
+aixcalibuha/utils/visualizer.py:591:0: C0301: Line too long (107/100) (line-too-long)
+aixcalibuha/utils/visualizer.py:32:8: R1730: Consider using 'num_dots = min(num_dots, 3)' instead of unnecessary if block (consider-using-min-builtin)
+aixcalibuha/utils/visualizer.py:40:0: R0902: Too many instance attributes (12/7) (too-many-instance-attributes)
+aixcalibuha/utils/visualizer.py:92:28: W3301: Do not use nested call of 'max'; it's possible to do 'max(bounds_max, abs(bounds_min))' instead (nested-min-max)
+aixcalibuha/utils/visualizer.py:132:0: W0613: Unused argument 'kwargs' (unused-argument)
+aixcalibuha/utils/visualizer.py:160:62: W0613: Unused argument 'for_validation' (unused-argument)
+aixcalibuha/utils/visualizer.py:191:4: C0116: Missing function or method docstring (missing-function-docstring)
+aixcalibuha/utils/visualizer.py:254:0: W0613: Unused argument 'kwargs' (unused-argument)
+aixcalibuha/utils/visualizer.py:278:22: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:285:27: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:287:23: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:314:22: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:317:27: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:321:23: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:324:27: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:327:27: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:328:43: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:335:0: R0902: Too many instance attributes (17/7) (too-many-instance-attributes)
+aixcalibuha/utils/visualizer.py:519:48: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:520:46: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
+aixcalibuha/utils/visualizer.py:534:13: W1514: Using open without explicitly specifying an encoding (unspecified-encoding)
+aixcalibuha/utils/visualizer.py:637:4: R0914: Too many local variables (16/15) (too-many-locals)
 ************* Module aixcalibuha.utils.configuration
 aixcalibuha/utils/configuration.py:42:0: C0301: Line too long (110/100) (line-too-long)
 aixcalibuha/utils/configuration.py:43:0: C0301: Line too long (116/100) (line-too-long)
@@ -106,20 +106,14 @@ aixcalibuha/utils/configuration.py:49:0: C0301: Line too long (124/100) (line-to
 aixcalibuha/utils/configuration.py:189:9: W1514: Using open without explicitly specifying an encoding (unspecified-encoding)
 aixcalibuha/utils/configuration.py:204:9: W1514: Using open without explicitly specifying an encoding (unspecified-encoding)
 ************* Module aixcalibuha.sensitivity_analysis.plotting
-aixcalibuha/sensitivity_analysis/plotting.py:12:0: R0913: Too many arguments (6/5) (too-many-arguments)
-aixcalibuha/sensitivity_analysis/plotting.py:83:0: R0913: Too many arguments (6/5) (too-many-arguments)
-aixcalibuha/sensitivity_analysis/plotting.py:83:0: R0914: Too many local variables (20/15) (too-many-locals)
-aixcalibuha/sensitivity_analysis/plotting.py:164:0: R0913: Too many arguments (7/5) (too-many-arguments)
-aixcalibuha/sensitivity_analysis/plotting.py:207:60: W0212: Access to a protected member _suptitle of a client class (protected-access)
-aixcalibuha/sensitivity_analysis/plotting.py:213:0: R0913: Too many arguments (6/5) (too-many-arguments)
-aixcalibuha/sensitivity_analysis/plotting.py:306:0: R0913: Too many arguments (8/5) (too-many-arguments)
-aixcalibuha/sensitivity_analysis/plotting.py:306:0: R0914: Too many local variables (24/15) (too-many-locals)
-aixcalibuha/sensitivity_analysis/plotting.py:360:4: R1702: Too many nested blocks (6/5) (too-many-nested-blocks)
-aixcalibuha/sensitivity_analysis/plotting.py:306:0: R0912: Too many branches (16/12) (too-many-branches)
-aixcalibuha/sensitivity_analysis/plotting.py:399:0: R0913: Too many arguments (7/5) (too-many-arguments)
-aixcalibuha/sensitivity_analysis/plotting.py:399:0: R0914: Too many local variables (23/15) (too-many-locals)
-aixcalibuha/sensitivity_analysis/plotting.py:479:22: C0103: Variable name "av" doesn't conform to snake_case naming style (invalid-name)
-aixcalibuha/sensitivity_analysis/plotting.py:479:16: W0612: Unused variable 'av_i' (unused-variable)
+aixcalibuha/sensitivity_analysis/plotting.py:13:0: R0914: Too many local variables (17/15) (too-many-locals)
+aixcalibuha/sensitivity_analysis/plotting.py:77:0: R0914: Too many local variables (22/15) (too-many-locals)
+aixcalibuha/sensitivity_analysis/plotting.py:210:60: W0212: Access to a protected member _suptitle of a client class (protected-access)
+aixcalibuha/sensitivity_analysis/plotting.py:319:0: R0914: Too many local variables (27/15) (too-many-locals)
+aixcalibuha/sensitivity_analysis/plotting.py:376:4: R1702: Too many nested blocks (6/5) (too-many-nested-blocks)
+aixcalibuha/sensitivity_analysis/plotting.py:408:0: R0914: Too many local variables (26/15) (too-many-locals)
+aixcalibuha/sensitivity_analysis/plotting.py:491:22: C0103: Variable name "av" doesn't conform to snake_case naming style (invalid-name)
+aixcalibuha/sensitivity_analysis/plotting.py:491:16: W0612: Unused variable 'av_i' (unused-variable)
 ************* Module aixcalibuha.sensitivity_analysis.sensitivity_analyzer
 aixcalibuha/sensitivity_analysis/sensitivity_analyzer.py:25:0: C0301: Line too long (111/100) (line-too-long)
 aixcalibuha/sensitivity_analysis/sensitivity_analyzer.py:50:0: C0301: Line too long (101/100) (line-too-long)
@@ -239,18 +233,18 @@ aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0801: Similar lines in 2
             return dict(zip(names, np.zeros(len(names))))
         else:
             return dict(zip(result['names'], result[analysis_variable])) (duplicate-code)
-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.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.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.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.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.sensitivity_analyzer) (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.sobol) (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 -> 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.pawn) (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)
 
 -----------------------------------
-Your code has been rated at 9.01/10
+Your code has been rated at 9.05/10