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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
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-# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 77757b59b2cf2e75f84d064425637e5b
+# This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: cf72ccd6a5bdc1d8b2e2febb18bf8288
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_modules/index.html b/_modules/index.html
@@ -1,21 +1,21 @@
+
+
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="../">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Overview: module code &mdash; irnl-rdt-correction 1.1.1 documentation</title>
-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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+  <title>Overview: module code &mdash; irnl-rdt-correction 1.1.2 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="../_static/css/theme.css?v=e59714d7" />
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-        <script src="../_static/documentation_options.js?v=58fbf978"></script>
-        <script src="../_static/doctools.js?v=888ff710"></script>
-        <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
+      <script src="../_static/jquery.js?v=5d32c60e"></script>
+      <script src="../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+      <script src="../_static/documentation_options.js?v=6f037312"></script>
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     <link rel="index" title="Index" href="../genindex.html" />
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@@ -33,9 +33,6 @@
             irnl-rdt-correction
               <img src="../_static/omc_logo.svg" class="logo" alt="Logo"/>
           </a>
-              <div class="version">
-                1.1
-              </div>
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@@ -73,6 +70,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../tools.html#irnl_rdt_correction.io_handling.build_correction_df"><code class="docutils literal notranslate"><span class="pre">build_correction_df()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tools.html#irnl_rdt_correction.io_handling.build_correction_str"><code class="docutils literal notranslate"><span class="pre">build_correction_str()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tools.html#irnl_rdt_correction.io_handling.build_correction_str_from_df"><code class="docutils literal notranslate"><span class="pre">build_correction_str_from_df()</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../tools.html#irnl_rdt_correction.io_handling.convert_numeric_columns_to_float"><code class="docutils literal notranslate"><span class="pre">convert_numeric_columns_to_float()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tools.html#irnl_rdt_correction.io_handling.get_and_write_output"><code class="docutils literal notranslate"><span class="pre">get_and_write_output()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tools.html#irnl_rdt_correction.io_handling.get_optics"><code class="docutils literal notranslate"><span class="pre">get_optics()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../tools.html#irnl_rdt_correction.io_handling.get_tfs"><code class="docutils literal notranslate"><span class="pre">get_tfs()</span></code></a></li>

diff --git a/_modules/irnl_rdt_correction/equation_system.html b/_modules/irnl_rdt_correction/equation_system.html
@@ -1,21 +1,21 @@
+
+
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="../../">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>irnl_rdt_correction.equation_system &mdash; irnl-rdt-correction 1.1.1 documentation</title>
-      <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
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-  <!--[if lt IE 9]>
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-  <![endif]-->
+  <title>irnl_rdt_correction.equation_system &mdash; irnl-rdt-correction 1.1.2 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="../../_static/css/theme.css?v=e59714d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css?v=449bdd91" />
+
 
-        <script src="../../_static/jquery.js?v=5d32c60e"></script>
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-        <script src="../../_static/documentation_options.js?v=58fbf978"></script>
-        <script src="../../_static/doctools.js?v=888ff710"></script>
-        <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
+      <script src="../../_static/jquery.js?v=5d32c60e"></script>
+      <script src="../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+      <script src="../../_static/documentation_options.js?v=6f037312"></script>
+      <script src="../../_static/doctools.js?v=9bcbadda"></script>
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     <script src="../../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
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@@ -33,9 +33,6 @@
             irnl-rdt-correction
               <img src="../../_static/omc_logo.svg" class="logo" alt="Logo"/>
           </a>
-              <div class="version">
-                1.1
-              </div>
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   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
     <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
@@ -73,6 +70,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.build_correction_df"><code class="docutils literal notranslate"><span class="pre">build_correction_df()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.build_correction_str"><code class="docutils literal notranslate"><span class="pre">build_correction_str()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.build_correction_str_from_df"><code class="docutils literal notranslate"><span class="pre">build_correction_str_from_df()</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.convert_numeric_columns_to_float"><code class="docutils literal notranslate"><span class="pre">convert_numeric_columns_to_float()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.get_and_write_output"><code class="docutils literal notranslate"><span class="pre">get_and_write_output()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.get_optics"><code class="docutils literal notranslate"><span class="pre">get_optics()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.get_tfs"><code class="docutils literal notranslate"><span class="pre">get_tfs()</span></code></a></li>
@@ -129,6 +127,7 @@ <h1>Source code for irnl_rdt_correction.equation_system</h1><div class="highligh
 
 <span class="sd">&quot;&quot;&quot;</span>
 <span class="kn">import</span> <span class="nn">logging</span>
+<span class="kn">import</span> <span class="nn">math</span>
 <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Tuple</span>
 
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
@@ -493,7 +492,7 @@ <h1>Source code for irnl_rdt_correction.equation_system</h1><div class="highligh
             <span class="n">iksl_err</span> <span class="o">=</span> <span class="mi">1</span><span class="n">j</span><span class="o">*</span><span class="n">errors_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">elements</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;K</span><span class="si">{</span><span class="n">n_mad</span><span class="si">:</span><span class="s2">d</span><span class="si">}</span><span class="s2">SL&quot;</span><span class="p">]</span>
 
             <span class="n">k_sum</span> <span class="o">+=</span> <span class="p">((</span><span class="n">kl_opt</span> <span class="o">+</span> <span class="n">kl_err</span> <span class="o">+</span> <span class="n">iksl_opt</span> <span class="o">+</span> <span class="n">iksl_err</span><span class="p">)</span> <span class="o">*</span>
-                      <span class="p">(</span><span class="n">dx_idy</span><span class="o">**</span><span class="n">q</span><span class="p">)</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">math</span><span class="o">.</span><span class="n">factorial</span><span class="p">(</span><span class="n">q</span><span class="p">))</span>
+                      <span class="p">(</span><span class="n">dx_idy</span><span class="o">**</span><span class="n">q</span><span class="p">)</span> <span class="o">/</span> <span class="n">math</span><span class="o">.</span><span class="n">factorial</span><span class="p">(</span><span class="n">q</span><span class="p">))</span>
 
         <span class="c1"># note the minus sign before the sum!</span>
         <span class="n">integral</span> <span class="o">+=</span> <span class="o">-</span><span class="nb">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">real</span><span class="p">(</span><span class="n">i_pow</span><span class="p">(</span><span class="n">lm</span><span class="p">)</span> <span class="o">*</span> <span class="n">k_sum</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">())</span> <span class="o">*</span> <span class="p">(</span><span class="n">side_sign</span> <span class="o">*</span> <span class="n">betax</span> <span class="o">*</span> <span class="n">betay</span><span class="p">)</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">())</span>
@@ -548,7 +547,7 @@ <h1>Source code for irnl_rdt_correction.equation_system</h1><div class="highligh
         <span class="n">dx</span> <span class="o">=</span> <span class="n">twiss_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">corrector</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">X</span><span class="p">]</span> <span class="o">+</span> <span class="n">errors_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">corrector</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">DELTA</span><span class="si">}{</span><span class="n">X</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span>
         <span class="n">dy</span> <span class="o">=</span> <span class="n">twiss_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">corrector</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">Y</span><span class="p">]</span> <span class="o">+</span> <span class="n">errors_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">corrector</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">DELTA</span><span class="si">}{</span><span class="n">Y</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span>
         <span class="n">dx_idy</span> <span class="o">=</span> <span class="n">dx</span> <span class="o">+</span> <span class="mi">1</span><span class="n">j</span><span class="o">*</span><span class="n">dy</span>
-        <span class="n">z_cmplx</span> <span class="o">=</span> <span class="p">(</span><span class="n">dx_idy</span><span class="o">**</span><span class="n">p</span><span class="p">)</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">math</span><span class="o">.</span><span class="n">factorial</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>  <span class="c1"># Eq. (32)</span>
+        <span class="n">z_cmplx</span> <span class="o">=</span> <span class="p">(</span><span class="n">dx_idy</span><span class="o">**</span><span class="n">p</span><span class="p">)</span> <span class="o">/</span> <span class="n">math</span><span class="o">.</span><span class="n">factorial</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>  <span class="c1"># Eq. (32)</span>
 
         <span class="c1"># Get the correct part of z_cmplx, see Eq. (36) in [DillyNonlinearIRCorrections2023]_</span>
         <span class="k">if</span> <span class="p">(</span><span class="n">corrector</span><span class="o">.</span><span class="n">skew</span> <span class="ow">and</span> <span class="n">is_odd</span><span class="p">(</span><span class="n">lm</span><span class="p">))</span> <span class="ow">or</span> <span class="p">(</span><span class="ow">not</span> <span class="n">corrector</span><span class="o">.</span><span class="n">skew</span> <span class="ow">and</span> <span class="n">is_even</span><span class="p">(</span><span class="n">lm</span><span class="p">)):</span>

diff --git a/_modules/irnl_rdt_correction/input_options.html b/_modules/irnl_rdt_correction/input_options.html
@@ -1,21 +1,21 @@
+
+
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="../../">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>irnl_rdt_correction.input_options &mdash; irnl-rdt-correction 1.1.1 documentation</title>
-      <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../_static/css/custom.css" type="text/css" />
-  <!--[if lt IE 9]>
-    <script src="../../_static/js/html5shiv.min.js"></script>
-  <![endif]-->
+  <title>irnl_rdt_correction.input_options &mdash; irnl-rdt-correction 1.1.2 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="../../_static/css/theme.css?v=e59714d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css?v=449bdd91" />
+
 
-        <script src="../../_static/jquery.js?v=5d32c60e"></script>
-        <script src="../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-        <script src="../../_static/documentation_options.js?v=58fbf978"></script>
-        <script src="../../_static/doctools.js?v=888ff710"></script>
-        <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
+      <script src="../../_static/jquery.js?v=5d32c60e"></script>
+      <script src="../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+      <script src="../../_static/documentation_options.js?v=6f037312"></script>
+      <script src="../../_static/doctools.js?v=9bcbadda"></script>
+      <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" /> 
@@ -33,9 +33,6 @@
             irnl-rdt-correction
               <img src="../../_static/omc_logo.svg" class="logo" alt="Logo"/>
           </a>
-              <div class="version">
-                1.1
-              </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
     <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
@@ -73,6 +70,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.build_correction_df"><code class="docutils literal notranslate"><span class="pre">build_correction_df()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.build_correction_str"><code class="docutils literal notranslate"><span class="pre">build_correction_str()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.build_correction_str_from_df"><code class="docutils literal notranslate"><span class="pre">build_correction_str_from_df()</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.convert_numeric_columns_to_float"><code class="docutils literal notranslate"><span class="pre">convert_numeric_columns_to_float()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.get_and_write_output"><code class="docutils literal notranslate"><span class="pre">get_and_write_output()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.get_optics"><code class="docutils literal notranslate"><span class="pre">get_optics()</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tools.html#irnl_rdt_correction.io_handling.get_tfs"><code class="docutils literal notranslate"><span class="pre">get_tfs()</span></code></a></li>