From e0a69dad425af8043c242fea1d6c0d635f32ec92 Mon Sep 17 00:00:00 2001
From: maaikedieuwertje <maaikedieuwertje@gmail.com>
Date: Sat, 21 Apr 2018 16:54:06 +0200
Subject: [PATCH] Finished improving kadmos documentation

Former-commit-id: 970ffbe17cc741ba9e420847afb1c734a57adcc8
---
 doc/.buildinfo                        |   2 +-
 doc/.doctrees/KADMOS.doctree          | Bin 1542538 -> 1699777 bytes
 doc/.doctrees/environment.pickle      | Bin 52003 -> 53518 bytes
 doc/KADMOS.html                       | 199 ++++++++++++++++++--
 doc/genindex.html                     |  54 +++---
 doc/objects.inv                       | Bin 2365 -> 2415 bytes
 doc/py-modindex.html                  |  23 +--
 doc/search.html                       |  17 +-
 doc/searchindex.js                    |   2 +-
 kadmos/knowledgebase/knowledgebase.py | 254 +++++++++++++++-----------
 kadmos/utilities/general.py           |   6 +
 kadmos/utilities/printing.py          |   8 +-
 kadmos/utilities/strings.py           |  30 +++
 kadmos/utilities/xmls.py              |  36 +++-
 14 files changed, 440 insertions(+), 191 deletions(-)

diff --git a/doc/.buildinfo b/doc/.buildinfo
index 8c8de514e..cd4903b74 100644
--- a/doc/.buildinfo
+++ b/doc/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 5f27badbd8db24052a9e9f9e3b0c32e5
+config: abf217c97f9b6fe49ceee4ba9b9757d9
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/doc/.doctrees/KADMOS.doctree b/doc/.doctrees/KADMOS.doctree
index a267a2e01bb300c6dea52fa1223f91f06d460dcf..cddd6a757c0985d9820c3d0963906afe8fdfb48c 100644
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diff --git a/doc/KADMOS.html b/doc/KADMOS.html
index 47d0aa2c4..7780838bd 100644
--- a/doc/KADMOS.html
+++ b/doc/KADMOS.html
@@ -1870,7 +1870,7 @@ deleted. A simple remove_node of a function node might lead to unconnected varia
 
 <dl class="method">
 <dt id="kadmos.graph.graph_kadmos.KadmosGraph.save">
-<code class="descname">save</code><span class="sig-paren">(</span><em>file_name</em>, <em>file_type='kdms'</em>, <em>graph_check_critical=True</em>, <em>destination_folder=None</em>, <em>mpg=None</em>, <em>description=''</em>, <em>creator=''</em>, <em>version='1.0'</em>, <em>timestamp=datetime.datetime(2018</em>, <em>4</em>, <em>21</em>, <em>11</em>, <em>14</em>, <em>14</em>, <em>243000)</em>, <em>keep_empty_elements=False</em>, <em>pretty_print=False</em>, <em>convention=True</em>, <em>integrity=False</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.graph.graph_kadmos.KadmosGraph.save" title="Permalink to this definition">¶</a></dt>
+<code class="descname">save</code><span class="sig-paren">(</span><em>file_name</em>, <em>file_type='kdms'</em>, <em>graph_check_critical=True</em>, <em>destination_folder=None</em>, <em>mpg=None</em>, <em>description=''</em>, <em>creator=''</em>, <em>version='1.0'</em>, <em>timestamp=datetime.datetime(2018</em>, <em>4</em>, <em>21</em>, <em>16</em>, <em>47</em>, <em>29</em>, <em>483000)</em>, <em>keep_empty_elements=False</em>, <em>pretty_print=False</em>, <em>convention=True</em>, <em>integrity=False</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.graph.graph_kadmos.KadmosGraph.save" title="Permalink to this definition">¶</a></dt>
 <dd><p>Method to save the graph.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name" />
@@ -3514,6 +3514,26 @@ architectures for the same problem in one VISTOMS instance.</p>
 </div>
 </dd></dl>
 
+<dl class="method">
+<dt id="kadmos.graph.mixin_vistoms.VistomsMixin.vistoms_add_json">
+<code class="descname">vistoms_add_json</code><span class="sig-paren">(</span><em>mpg=None</em>, <em>function_order=None</em>, <em>graph_id=None</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.graph.mixin_vistoms.VistomsMixin.vistoms_add_json" title="Permalink to this definition">¶</a></dt>
+<dd><p>Function to add a graph to a existing VISTOMS instance.</p>
+<p>In one VISTOMS instance different graphs can be shown. For example it is possible to include different
+architectures for the same problem in one VISTOMS instance.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
+<li><strong>mpg</strong> (<a class="reference internal" href="#kadmos.graph.graph_process.MdaoProcessGraph" title="kadmos.graph.graph_process.MdaoProcessGraph"><em>MdaoProcessGraph</em></a>) – optional MPG graph to be saved with MDG as XDSM (if None a DSM is created)</li>
+<li><strong>function_order</strong> (<em>list</em>) – optional function order for the diagonal of the graph (only applicable for DSMs)</li>
+</ul>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
 <dl class="method">
 <dt id="kadmos.graph.mixin_vistoms.VistomsMixin.vistoms_create">
 <code class="descname">vistoms_create</code><span class="sig-paren">(</span><em>vistoms_dir</em>, <em>vistoms_version=None</em>, <em>mpg=None</em>, <em>function_order=None</em>, <em>reference_file=None</em>, <em>compress=False</em>, <em>remove_after_compress=True</em>, <em>graph_id=None</em>, <em>use_png_figs=False</em>, <em>file_refs=None</em>, <em>xml_file=None</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.graph.mixin_vistoms.VistomsMixin.vistoms_create" title="Permalink to this definition">¶</a></dt>
@@ -3548,6 +3568,31 @@ architectures for the same problem in one VISTOMS instance.</p>
 </table>
 </dd></dl>
 
+<dl class="method">
+<dt id="kadmos.graph.mixin_vistoms.VistomsMixin.vistoms_start">
+<code class="descname">vistoms_start</code><span class="sig-paren">(</span><em>file_dir=None</em>, <em>mpg=None</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.graph.mixin_vistoms.VistomsMixin.vistoms_start" title="Permalink to this definition">¶</a></dt>
+<dd><p>Function to open an interactive VISTOMS based on the data graph and (optionally) the MPG. If file_dir is not
+provided then the files are stored in a temp directory.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>file_dir</strong> (<em>path</em>) – folder name or path where the graphs used in the interactive VISTOMS will be stored.</li>
+<li><strong>mpg</strong> (<a class="reference internal" href="#kadmos.graph.graph_process.MdaoProcessGraph" title="kadmos.graph.graph_process.MdaoProcessGraph"><em>MdaoProcessGraph</em></a>) – MDAO process graph to be used in combination with the data graph.</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first">interactive VISTOMS</p>
+</td>
+</tr>
+<tr class="field-odd field"><th class="field-name">Return type:</th><td class="field-body"><p class="first last">file</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
 </dd></dl>
 
 </div>
@@ -4846,6 +4891,31 @@ dictionary should be in the order though.</p>
 </table>
 </dd></dl>
 
+<dl class="function">
+<dt id="kadmos.utilities.general.format_string_for_vistoms_new">
+<code class="descclassname">kadmos.utilities.general.</code><code class="descname">format_string_for_vistoms_new</code><span class="sig-paren">(</span><em>string</em>, <em>prefix=''</em>, <em>suffix=''</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.utilities.general.format_string_for_vistoms_new" title="Permalink to this definition">¶</a></dt>
+<dd><p>Function to format a string such that it can be used in VISTOMS.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>string</strong> (<em>str</em>) – string to be formatted</li>
+<li><strong>prefix</strong> (<em>basestring</em>) – prefix to be placed in front of the string</li>
+<li><strong>suffix</strong> (<em>basestring</em>) – suffix to be appended to the string</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first">formatted string</p>
+</td>
+</tr>
+<tr class="field-odd field"><th class="field-name">Return type:</th><td class="field-body"><p class="first last">basestring</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
 <dl class="function">
 <dt id="kadmos.utilities.general.get_element_dict">
 <code class="descclassname">kadmos.utilities.general.</code><code class="descname">get_element_dict</code><span class="sig-paren">(</span><em>xpath</em>, <em>var_value=None</em>, <em>var_dim=None</em>, <em>include_reference_data=False</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.utilities.general.get_element_dict" title="Permalink to this definition">¶</a></dt>
@@ -4855,14 +4925,17 @@ dictionary should be in the order though.</p>
 <col class="field-body" />
 <tbody valign="top">
 <tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
-<li><strong>xpath</strong> – xpath for the element</li>
-<li><strong>var_value</strong> – value of the element in a reference file</li>
-<li><strong>var_dim</strong> – dimension of the element in a reference file</li>
-<li><strong>include_reference_data</strong> – setting on whether reference data should be include in the path</li>
+<li><strong>xpath</strong> (<em>basestring</em>) – xpath for the element</li>
+<li><strong>var_value</strong> (<em>float</em>) – value of the element in a reference file</li>
+<li><strong>var_dim</strong> (<em>int</em>) – dimension of the element in a reference file</li>
+<li><strong>include_reference_data</strong> (<em>bool</em>) – setting on whether reference data should be include in the path</li>
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">nested dictionary</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first">nested dictionary</p>
+</td>
+</tr>
+<tr class="field-odd field"><th class="field-name">Return type:</th><td class="field-body"><p class="first last">dict</p>
 </td>
 </tr>
 </tbody>
@@ -5456,6 +5529,79 @@ dictionary should be in the order though.</p>
 </div>
 <div class="section" id="module-kadmos.utilities.strings">
 <span id="strings"></span><h3>Strings<a class="headerlink" href="#module-kadmos.utilities.strings" title="Permalink to this headline">¶</a></h3>
+<dl class="function">
+<dt id="kadmos.utilities.strings.find_between">
+<code class="descclassname">kadmos.utilities.strings.</code><code class="descname">find_between</code><span class="sig-paren">(</span><em>s</em>, <em>first</em>, <em>last</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.utilities.strings.find_between" title="Permalink to this definition">¶</a></dt>
+<dd><p>Function to find a target string that is located between two particular strings.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>s</strong> (<em>basestring</em>) – string to search</li>
+<li><strong>first</strong> (<em>basestring</em>) – the string in front of the target string</li>
+<li><strong>last</strong> (<em>basestring</em>) – the string behind the target string</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first">the target string</p>
+</td>
+</tr>
+<tr class="field-odd field"><th class="field-name">Return type:</th><td class="field-body"><p class="first last">basestring</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="function">
+<dt id="kadmos.utilities.strings.find_until">
+<code class="descclassname">kadmos.utilities.strings.</code><code class="descname">find_until</code><span class="sig-paren">(</span><em>s</em>, <em>until</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.utilities.strings.find_until" title="Permalink to this definition">¶</a></dt>
+<dd><p>Function to find a target string that is located before a particular string.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>s</strong> (<em>basestring</em>) – string to search</li>
+<li><strong>until</strong> (<em>basestring</em>) – the string signifying the end of the target string</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first">target string</p>
+</td>
+</tr>
+<tr class="field-odd field"><th class="field-name">Return type:</th><td class="field-body"><p class="first last">basestring</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="function">
+<dt id="kadmos.utilities.strings.get_correctly_extended_latex_label">
+<code class="descclassname">kadmos.utilities.strings.</code><code class="descname">get_correctly_extended_latex_label</code><span class="sig-paren">(</span><em>label</em>, <em>label_extension</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.utilities.strings.get_correctly_extended_latex_label" title="Permalink to this definition">¶</a></dt>
+<dd><p>Function to obtain a correctly extended latex label.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>label</strong> (<em>str</em>) – label to be extended</li>
+<li><strong>label_extension</strong> (<em>str</em>) – extensions of the label</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first">extended latex label</p>
+</td>
+</tr>
+<tr class="field-odd field"><th class="field-name">Return type:</th><td class="field-body"><p class="first last">str</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
 </div>
 <div class="section" id="module-kadmos.utilities.printing">
 <span id="printing"></span><h3>Printing<a class="headerlink" href="#module-kadmos.utilities.printing" title="Permalink to this headline">¶</a></h3>
@@ -5475,12 +5621,15 @@ dictionary should be in the order though.</p>
 </tr>
 </tbody>
 </table>
+<div class="admonition note">
+<p class="first admonition-title">Note</p>
 <p>Kwargs options:</p>
-<ul class="simple">
+<ul class="last simple">
 <li>‘header’ (str)</li>
 <li>‘message’ (str)</li>
 <li>‘print_indeces’ (bool)</li>
 </ul>
+</div>
 </dd></dl>
 
 <dl class="function">
@@ -5518,22 +5667,27 @@ above the indexed column. Can be used in combination with user_prompt_select_opt
 <p>Below the full KADMOS KnowledgeBase class description can be found.</p>
 <dl class="class">
 <dt id="kadmos.knowledgebase.knowledgebase.KnowledgeBase">
-<em class="property">class </em><code class="descclassname">kadmos.knowledgebase.knowledgebase.</code><code class="descname">KnowledgeBase</code><span class="sig-paren">(</span><em>kb_dir_path</em>, <em>knowledge_base</em>, <em>ignoreFunctions=None</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.knowledgebase.knowledgebase.KnowledgeBase" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">kadmos.knowledgebase.knowledgebase.</code><code class="descname">KnowledgeBase</code><span class="sig-paren">(</span><em>kb_dir_path</em>, <em>knowledge_base</em>, <em>ignore_functions=None</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.knowledgebase.knowledgebase.KnowledgeBase" title="Permalink to this definition">¶</a></dt>
 <dd><p>Class that imports the data stored in a knowledge base. This is a start point for graph visualizations.</p>
 <dl class="method">
 <dt id="kadmos.knowledgebase.knowledgebase.KnowledgeBase.get_function_dependencies">
 <code class="descname">get_function_dependencies</code><span class="sig-paren">(</span><em>funcName</em>, <em>mode</em>, <em>inOut=None</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.knowledgebase.knowledgebase.KnowledgeBase.get_function_dependencies" title="Permalink to this definition">¶</a></dt>
-<dd><p>This function builds a directed graph (KadmosGraph object) for the specified function using the “networkx” package. If inOut
-argument is specified, only the input or output of the function will be included in the graph, otherwise both.</p>
+<dd><p>This function builds a directed graph (KadmosGraph object) for the specified function using the “networkx”
+package. If inOut argument is specified, only the input or output of the function will be included in the graph,
+otherwise both.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name" />
 <col class="field-body" />
 <tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Param:</th><td class="field-body">funcName: function name for which the graph is generated; must be present in knowledge base.</td>
-</tr>
-<tr class="field-even field"><th class="field-name">Param:</th><td class="field-body">inOut: default = None; if specified, must be “input” or “output” string. Specification of this argument enables the generation of the function graph with only input or output variables.</td>
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>funcName</strong> (<em>str</em>) – function name for which the graph is generated; must be present in knowledge base.</li>
+<li><strong>inOut</strong> (<em>str</em>) – (optional) if specified, must be “input” or “output” string. Specification of this argument
+enables the generation of the function graph with only input or output variables.</li>
+</ul>
+</td>
 </tr>
-<tr class="field-odd field"><th class="field-name">Returns:</th><td class="field-body">functionGraph</td>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">functionGraph</p>
+</td>
 </tr>
 </tbody>
 </table>
@@ -5542,17 +5696,22 @@ argument is specified, only the input or output of the function will be included
 <dl class="method">
 <dt id="kadmos.knowledgebase.knowledgebase.KnowledgeBase.get_function_graph">
 <code class="descname">get_function_graph</code><span class="sig-paren">(</span><em>funcName</em>, <em>inOut=None</em><span class="sig-paren">)</span><a class="headerlink" href="#kadmos.knowledgebase.knowledgebase.KnowledgeBase.get_function_graph" title="Permalink to this definition">¶</a></dt>
-<dd><p>This function builds a directed graph (KadmosGraph object) for the specified function using the “networkx” package. If inOut
-argument is specified, only the input or output of the function will be included in the graph, otherwise both.</p>
+<dd><p>This function builds a directed graph (KadmosGraph object) for the specified function using the “networkx”
+package. If inOut argument is specified, only the input or output of the function will be included in the graph,
+otherwise both.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name" />
 <col class="field-body" />
 <tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Param:</th><td class="field-body">funcName: function name for which the graph is generated; must be present in knowledge base.</td>
-</tr>
-<tr class="field-even field"><th class="field-name">Param:</th><td class="field-body">inOut: default = None; if specified, must be “input” or “output” string. Specification of this argument enables the generation of the function graph with only input or output variables.</td>
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>funcName</strong> (<em>str</em>) – function name for which the graph is generated; must be present in knowledge base.</li>
+<li><strong>inOut</strong> (<em>str</em>) – (optiona) if specified, must be “input” or “output” string. Specification of this argument
+enables the generation of the function graph with only input or output variables.</li>
+</ul>
+</td>
 </tr>
-<tr class="field-odd field"><th class="field-name">Returns:</th><td class="field-body">functionGraph</td>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">functionGraph</p>
+</td>
 </tr>
 </tbody>
 </table>
diff --git a/doc/genindex.html b/doc/genindex.html
index d4fc7e384..b65a1ce98 100644
--- a/doc/genindex.html
+++ b/doc/genindex.html
@@ -5,27 +5,18 @@
 
 <html xmlns="http://www.w3.org/1999/xhtml">
   <head>
+    <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     <title>Index &#8212; KADMOS 0.7.6 documentation</title>
     <link rel="stylesheet" href="_static/classic.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-    <script type="text/javascript">
-      var DOCUMENTATION_OPTIONS = {
-        URL_ROOT:    './',
-        VERSION:     '0.7.6',
-        COLLAPSE_INDEX: false,
-        FILE_SUFFIX: '.html',
-        HAS_SOURCE:  true,
-        SOURCELINK_SUFFIX: '.txt'
-      };
-    </script>
+    <script type="text/javascript" src="_static/documentation_options.js"></script>
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
     <link rel="index" title="Index" href="#" />
     <link rel="search" title="Search" href="search.html" /> 
-  </head>
-  <body>
+  </head><body>
     <div class="related" role="navigation" aria-label="related navigation">
       <h3>Navigation</h3>
       <ul>
@@ -72,6 +63,8 @@
 <h2 id="A">A</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="KADMOS.html#kadmos.utilities.xml.ExtendedElement.add">add() (kadmos.utilities.xml.ExtendedElement method)</a>
+</li>
       <li><a href="KADMOS.html#kadmos.cmdows.cmdows.CMDOWS.add_actor">add_actor() (kadmos.cmdows.cmdows.CMDOWS method)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.cmdows.cmdows.CMDOWS.add_contact">add_contact() (kadmos.cmdows.cmdows.CMDOWS method)</a>
@@ -141,6 +134,8 @@
       <li><a href="KADMOS.html#kadmos.graph.graph_data.FundamentalProblemGraph.add_problem_formulation">add_problem_formulation() (kadmos.graph.graph_data.FundamentalProblemGraph method)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.graph.graph_process.MdaoProcessGraph.add_process">add_process() (kadmos.graph.graph_process.MdaoProcessGraph method)</a>
+</li>
+      <li><a href="KADMOS.html#kadmos.utilities.xml.ExtendedElement.add_process_hierarchy">add_process_hierarchy() (kadmos.utilities.xml.ExtendedElement method)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.graph.graph_process.MdaoProcessGraph.add_process_partitions">add_process_partitions() (kadmos.graph.graph_process.MdaoProcessGraph method)</a>
 </li>
@@ -184,6 +179,8 @@
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="KADMOS.html#kadmos.utilities.xml.ExtendedElement.clean">clean() (kadmos.utilities.xml.ExtendedElement method)</a>
+</li>
       <li><a href="KADMOS.html#kadmos.cmdows.cmdows.CMDOWS">CMDOWS (class in kadmos.cmdows.cmdows)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.utilities.general.color_list">color_list() (in module kadmos.utilities.general)</a>
@@ -236,15 +233,15 @@
 <h2 id="E">E</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="KADMOS.html#kadmos.utilities.xml.Element">Element() (in module kadmos.utilities.xml)</a>
-</li>
       <li><a href="KADMOS.html#kadmos.cmdows.cmdows.CMDOWS.ensure_abs_xpath">ensure_abs_xpath() (kadmos.cmdows.cmdows.CMDOWS method)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="KADMOS.html#kadmos.graph.mixin_equation.EquationMixin">EquationMixin (class in kadmos.graph.mixin_equation)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="KADMOS.html#kadmos.utilities.general.export_as_json">export_as_json() (in module kadmos.utilities.general)</a>
+</li>
+      <li><a href="KADMOS.html#kadmos.utilities.xml.ExtendedElement">ExtendedElement (class in kadmos.utilities.xml)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -259,9 +256,17 @@
       <li><a href="KADMOS.html#kadmos.utilities.general.filter_group_vars">filter_group_vars() (in module kadmos.utilities.general)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.graph.graph_kadmos.KadmosGraph.find_all_nodes">find_all_nodes() (kadmos.graph.graph_kadmos.KadmosGraph method)</a>
+</li>
+      <li><a href="KADMOS.html#kadmos.utilities.strings.find_between">find_between() (in module kadmos.utilities.strings)</a>
+</li>
+      <li><a href="KADMOS.html#kadmos.utilities.strings.find_until">find_until() (in module kadmos.utilities.strings)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="KADMOS.html#kadmos.utilities.xml.ExtendedElement.findasttext">findasttext() (kadmos.utilities.xml.ExtendedElement method)</a>
+</li>
+      <li><a href="KADMOS.html#kadmos.utilities.xml.ExtendedElement.finddict">finddict() (kadmos.utilities.xml.ExtendedElement method)</a>
+</li>
       <li><a href="KADMOS.html#kadmos.utilities.general.format_string_for_latex">format_string_for_latex() (in module kadmos.utilities.general)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.utilities.general.format_string_for_vistoms">format_string_for_vistoms() (in module kadmos.utilities.general)</a>
@@ -285,6 +290,8 @@
       <li><a href="KADMOS.html#kadmos.graph.graph_kadmos.KadmosGraph.get_categorized_nodes">get_categorized_nodes() (kadmos.graph.graph_kadmos.KadmosGraph method)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.graph.graph_kadmos.KadmosGraph.get_contracted_graph">get_contracted_graph() (kadmos.graph.graph_kadmos.KadmosGraph method)</a>
+</li>
+      <li><a href="KADMOS.html#kadmos.utilities.strings.get_correctly_extended_latex_label">get_correctly_extended_latex_label() (in module kadmos.utilities.strings)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.graph.graph_data.DataGraph.get_coupling_dictionary">get_coupling_dictionary() (kadmos.graph.graph_data.DataGraph method)</a>
 </li>
@@ -345,11 +352,11 @@
       <li><a href="KADMOS.html#kadmos.utilities.general.get_list_entries">get_list_entries() (in module kadmos.utilities.general)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.graph.graph_process.MdaoProcessGraph.get_lowest_psn">get_lowest_psn() (kadmos.graph.graph_process.MdaoProcessGraph method)</a>
-</li>
-      <li><a href="KADMOS.html#kadmos.cmdows.cmdows.CMDOWS.get_mathematical_functions_uids">get_mathematical_functions_uids() (kadmos.cmdows.cmdows.CMDOWS method)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="KADMOS.html#kadmos.cmdows.cmdows.CMDOWS.get_mathematical_functions_uids">get_mathematical_functions_uids() (kadmos.cmdows.cmdows.CMDOWS method)</a>
+</li>
       <li><a href="KADMOS.html#kadmos.utilities.general.get_mdao_setup">get_mdao_setup() (in module kadmos.utilities.general)</a>
 </li>
       <li><a href="KADMOS.html#kadmos.graph.graph_data.FundamentalProblemGraph.get_mdg">get_mdg() (kadmos.graph.graph_data.FundamentalProblemGraph method)</a>
@@ -728,17 +735,16 @@
       </div>
       <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
         <div class="sphinxsidebarwrapper">
-
-   
-
 <div id="searchbox" style="display: none" role="search">
   <h3>Quick search</h3>
+    <div class="searchformwrapper">
     <form class="search" action="search.html" method="get">
-      <div><input type="text" name="q" /></div>
-      <div><input type="submit" value="Go" /></div>
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@@ -93,12 +84,14 @@
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 <div id="searchbox" style="display: none" role="search">
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+    </div>
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 <script type="text/javascript">$('#searchbox').show(0);</script>
         </div>
@@ -119,7 +112,7 @@
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2017, Imco van Gent.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.6.4.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.7.2.
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\ No newline at end of file
diff --git a/doc/search.html b/doc/search.html
index 8d349981b..437be4407 100644
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@@ -4,20 +4,12 @@
 
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+    <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
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     <title>Search &#8212; KADMOS 0.7.6 documentation</title>
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-        SOURCELINK_SUFFIX: '.txt'
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     <div class="footer" role="contentinfo">
         &#169; Copyright 2017, Imco van Gent.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.6.4.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.7.2.
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\ No newline at end of file
diff --git a/kadmos/knowledgebase/knowledgebase.py b/kadmos/knowledgebase/knowledgebase.py
index f411c8525..e89097a05 100644
--- a/kadmos/knowledgebase/knowledgebase.py
+++ b/kadmos/knowledgebase/knowledgebase.py
@@ -20,31 +20,36 @@ class KnowledgeBase(object):
 
     # TODO: ADD DETAILED CLASS DESCRIPTION
 
-    def __init__(self, kb_dir_path, knowledge_base, ignoreFunctions = None):
-        """
-        Standard class __init__ function. Includes input checks and hardcoded values.
+    def __init__(self, kb_dir_path, knowledge_base, ignore_functions=None):
+        """Standard class __init__ function. Includes input checks and hardcoded values.
 
+        :param kb_dir_path: path to the knowledge base directory
+        :type kb_dir_path: str
         :param knowledge_base: name of the folder that contains the knowledge base
-        :param ignoreFunctions: list of functions to ignore from knowledge base
+        :type knowledge_base: str
+        :param ignore_functions: (optional) functions to ignore from knowledge base
+        :type ignore_functions: list
+        :return: saved instances of the knowledge base
         """
         logger.error('Deprecation warning! The KnowledgeBase class will soon be deprecated. Use load function instead.')
-        self.kb_dir = kb_dir_path # path to kb
+        self.kb_dir = kb_dir_path  # path to kb
         self.use_sensitivities = False
         self.name = knowledge_base
-        if ignoreFunctions is None: ignoreFunctions = []
-        self.ignoreFunctions = ignoreFunctions
+        if ignore_functions is None:
+            ignore_functions = []
+        self.ignore_functions = ignore_functions
         self.circularConnections = {}
 
         # Hardcoded values and naming convention
-        self.EXEC_INFO = ["mode", "description", "precision"] # prescribed execution info
+        self.EXEC_INFO = ["mode", "description", "precision"]  # prescribed execution info
         # TODO: add option for info file checks: "fidelity", "runtime", "prog_env", "toolspecific",
         self.GEN_INFO = ["name", "version", "creator", "description"] # prescribed general info
         # TODO: add option for info file checks: , "schema_input", "schema_output"
 
-        self.IGNORE_VALID = ['toolspecific'] # nodes to ignore in basefile validation
-        self.FILEPATTERN = "(-input.xml)$|(-output.xml)$|(-info.json)$|(-sensitivities.xml)$"  # file patterns for matching
-        self.BSPATTERN = "(-base.xml)$|(.xsd)$" # base and schema pattern for matching
-        self.BRACKETPATTERN = re.compile('\[.*?\]') # compile bracketpattern once for faster checks of xpaths
+        self.IGNORE_VALID = ['toolspecific']  # nodes to ignore in basefile validation
+        self.FILEPATTERN = "(-input.xml)$|(-output.xml)$|(-info.json)$|(-sensitivities.xml)$"  # file patterns to match
+        self.BSPATTERN = "(-base.xml)$|(.xsd)$"  # base and schema pattern for matching
+        self.BRACKETPATTERN = re.compile('\[.*?\]')  # compile bracketpattern once for faster checks of xpaths
 
         # check if knowledge base exists, get all files in kb directory
         self._check_knowledge_base()
@@ -59,10 +64,10 @@ class KnowledgeBase(object):
         self._get_base_file()
 
         # validate base file against provided xml schema
-        #self._validate_base_against_schema(self.IGNORE_VALID)
+        # self._validate_base_against_schema(self.IGNORE_VALID)
 
         # validate all input and output files versus the base file
-        #self._validate_function_files()
+        # self._validate_function_files()
 
         # get all data from the input and output files, and save in instance
         self._get_function_data()
@@ -70,23 +75,26 @@ class KnowledgeBase(object):
         # get graphs for all functions and save them in instance
         self.get_kb_graphs()
 
-        # TODO: when scanning for files, make sure that filename only exists once! Check for uniqueness in name and info:name
+        # TODO: when scanning for files, make sure that filename is unique! Check for uniqueness in name and info: name
 
     def _check_knowledge_base(self):
         """
-        (PRIVATE) This method checks for the existence of the specified knowledge base and returns a list of all present files.
+        (PRIVATE) This method checks for the existence of the specified knowledge base and returns a list of all present
+        files.
         :return: kbFiles: list of all files found in specified knowledge base directory
         """
         # assert that KnowledgeBase() input are valid
         assert isinstance(self.name, basestring), "The specified knowledge base must be a string."
-        assert isinstance(self.ignoreFunctions, list), 'If specified, ignoreFunctions argument must be a list of strings.'
+        assert isinstance(self.ignore_functions, list), 'If specified, ignore_functions must be a list of strings.'
         assert os.path.exists(self.kb_dir), 'KNOWLEDGE_BASE directory {} does not exist!'.format(self.kb_dir)
-        if self.ignoreFunctions:
-            assert all([isinstance(i, basestring) for i in self.ignoreFunctions]), 'Every element in list of argument ignoreFunctions must be a string.'
+        if self.ignore_functions:
+            assert all([isinstance(i, basestring) for i in self.ignore_functions]), 'Every element in list of argument' \
+                                                                                    'ignore_functions must be a string.'
 
         kbPath = os.path.join(self.kb_dir, self.name)
 
-        assert os.path.exists(kbPath), 'The specified knowledge "{}" base can not be found in the knowledge base directory!'.format(kbPath)
+        assert os.path.exists(kbPath), 'The specified knowledge "{}" base can not be found in the knowledge base ' \
+                                       'directory!'.format(kbPath)
         self.path = kbPath
         logger.info("Knowledge base '{}' found.".format(self.name))
 
@@ -94,14 +102,15 @@ class KnowledgeBase(object):
         logger.info('Reading files in the knowledge base... ')
         # self.kb_files = [f for f in os.listdir(kbPath) if os.path.isfile(os.path.join(kbPath, f))]
 
-        self.kb_files, ignoredFunctions = [], [] # initiate list of kb files, list of ignored funcs
+        self.kb_files, ignoredFunctions = [], []  # initiate list of kb files, list of ignored funcs
 
-        for file in os.listdir(kbPath): # TODO: input/output files should be indicated in info file (info becomes pivot and must be always checked)
+        # TODO: input/output files should be indicated in info file (info becomes pivot and must be always checked)
+        for file in os.listdir(kbPath):
             if os.path.isfile(os.path.join(kbPath, file)):
                 match = re.search(self.FILEPATTERN, file)
                 if match:
                     func = file[:-len(match.group(0))]
-                    if func in self.ignoreFunctions:
+                    if func in self.ignore_functions:
                         ignoredFunctions.append(func)
                     else:
                         self.kb_files.append(file)
@@ -117,7 +126,8 @@ class KnowledgeBase(object):
 
         return
 
-    # TODO: ensure that info file is filled in properly (syntax errors will be picked up when parsed; later need to except syntax errors)
+    # TODO: ensure that info file is filled in properly (syntax errors will be picked up when parsed; later need to
+    # TODO: except syntax errors)
 
     def _get_data_schema(self):
         """
@@ -147,8 +157,8 @@ class KnowledgeBase(object):
 
     def _get_function_files(self):
         """
-        (PRIVATE) This function reads input and output XML files and info json files, and saves them in self.function_files.
-        It ensures that all names are according to convention.
+        (PRIVATE) This function reads input and output XML files and info json files, and saves them in
+        self.function_files. It ensures that all names are according to convention.
 
         :return: self.function_files: dictionary containing lists of function files according to input, output, and info
         :return: self.number_of_tools: amount of tools provided in the knowledge base
@@ -160,7 +170,6 @@ class KnowledgeBase(object):
         if self.use_sensitivities:
             self.function_files['sensitivities'] = []
 
-
         # setup pattern for matching
         typePattern = "-[a-zA-Z]*."
 
@@ -172,8 +181,8 @@ class KnowledgeBase(object):
                 self.function_files[matchType.group()[1:-1]].append(file)
             else:
                 if not re.search(self.BSPATTERN, file):
-                    logger.warning("Could not match {}, please make sure files adhere to naming conventions".format(file))
-
+                    logger.warning("Could not match {}, please make sure files adhere to naming conventions"
+                                   .format(file))
 
         # assert that the correct function files present, not just amount
         inout_list = ['input', 'output']
@@ -184,12 +193,16 @@ class KnowledgeBase(object):
             inOutfuncs = [file[:-len('-' + inout + '.xml')] for file in self.function_files[inout]]
             for file in self.function_files['info']:
                 functionName = file[:-len('-info.json')]
-                assert functionName in inOutfuncs, "Can not find function {0}-{1}.xml! Please check for correct spelling of info, input and output files!".format(functionName, inout)
+                assert functionName in inOutfuncs, "Can not find function {0}-{1}.xml! Please check for correct " \
+                                                   "spelling of info, input and output files!".format(functionName,
+                                                                                                      inout)
 
-        assert len(self.function_files['input']) == len(self.function_files['output']), 'Amount of function input and output XML files does not match.'
-        assert len(self.function_files['input']) == len(self.function_files['info']), 'Amount of function input XML files and info json files does not match.'
+        assert len(self.function_files['input']) == len(self.function_files['output']), \
+            'Amount of function input and output XML files does not match.'
+        assert len(self.function_files['input']) == len(self.function_files['info']), \
+            'Amount of function input XML files and info json files does not match.'
 
-         # check info files for name and type
+        # check info files for name and type
         for file in self.function_files["info"]:
             with open(os.path.join(self.path, file)) as info:
                 infoData = json.load(info)
@@ -210,7 +223,8 @@ class KnowledgeBase(object):
         else:
             return
 
-    #TODO: check for unique function names in KB directory and info files! SHOULD BE THE SAME IN BOTH CASES? >> string.lower() should be the same >> always use the name in info-file!
+    # TODO: check for unique function names in KB directory and info files! SHOULD BE THE SAME IN BOTH CASES?
+    # TODO: >> string.lower() should be the same >> always use the name in info-file!
 
     def _get_base_file(self):
         """
@@ -224,11 +238,11 @@ class KnowledgeBase(object):
         foundBaseFile = False
         for file in self.kb_files:
             matchObj = re.search(basePattern, file)
-            if matchObj and foundBaseFile == False:
+            if matchObj and not foundBaseFile:
                 self.baseFile = file
                 foundBaseFile = True
                 logger.info("Base file {} found.".format(file))
-            elif matchObj and foundBaseFile == True:
+            elif matchObj and foundBaseFile:
                 raise IOError("Multiple '-base.xml' files found! Please ensure only one file present.")
 
         assert self.baseFile is not None, "No '-base.xml' found! Please provide a '-base.xml' file."
@@ -285,8 +299,8 @@ class KnowledgeBase(object):
 
         :return: IOError
         """
-        # TODO: this could be by simply replacing all indeces with UIDs, create sets containing ALL paths, and simply comparing the sets
-
+        # TODO: this could be by simply replacing all indeces with UIDs, create sets containing ALL paths, and simply
+        # TODO: comparing the sets
 
         leafNodesMissing = {}
         baseTree = etree.parse(os.path.join(self.path, self.baseFile))
@@ -364,7 +378,7 @@ class KnowledgeBase(object):
                     print k
                     self._print_nodes(v)
                 else:
-                    print '%s : %s'.format(k,v)
+                    print '%s : %s'.format(k, v)
         elif type(obj) == list:
             for v in obj:
                 if hasattr(v, '__iter__'):
@@ -376,22 +390,27 @@ class KnowledgeBase(object):
 
     def _get_function_data(self):
         """"
-        (PRIVATE) This function adds a new attribute functionData to the class instance that contains all information in the knowledge base.
+        (PRIVATE) This function adds a new attribute functionData to the class instance that contains all information in
+         the knowledge base.
 
         functionData = [
             {
                 "info": {
-                                "general_info": {"name": str, "type": str, "version": float, "creator": str, "description": str},
-                                "execution_info": [{"mode": str, "runtime": int, "precision": float, "fidelity": str}, ... ]
+                                "general_info": {"name": str, "type": str, "version": float, "creator": str,
+                                "description": str},
+                                "execution_info": [{"mode": str, "runtime": int, "precision": float, "fidelity": str},
+                                ... ]
                         }
                         ,
                 "input": 	{
-                                "leafNodes": 	[ {"xpath": str, "tag": str, "attributes": dict, "value": str, "level": int}, ...] # list of all input leafNodes
+                                "leafNodes": 	[ {"xpath": str, "tag": str, "attributes": dict, "value": str,
+                                "level": int}, ...] # list of all input leafNodes
                                 "completeNodeSet": [] # list of ALL nodes (for convenience)
                                 "leafNodeSet": [] # list of all leaf nodes (for convenience)
                             },
                 "output": 	{
-                                "leafNodes": 	[ {"xpath": str, "tag": str, "attributes": dict, "value": str, "level": int}, ...], # list of all output leafNodes
+                                "leafNodes": 	[ {"xpath": str, "tag": str, "attributes": dict, "value": str,
+                                "level": int}, ...], # list of all output leafNodes
                                 "completeNodeSet": [] # list of ALL nodes (for convenience)
                                 "leafNodeSet": [] # list of all leaf nodes (for convenience)
 
@@ -407,7 +426,7 @@ class KnowledgeBase(object):
 
         for file in self.function_files["info"]:
             # initiate a dict for each function
-            funcDict = {'info': {'general_info': {}, 'execution_info': [] }}
+            funcDict = {'info': {'general_info': {}, 'execution_info': []}}
 
             with open(os.path.join(self.path, file)) as info:
                 infoData = json.load(info)
@@ -416,34 +435,40 @@ class KnowledgeBase(object):
                 assert ex in infoData, "{}-key is missing in {}. Please check for spelling errors.".format(ex, file)
 
             # add function info from file to funcDict
-            for inf in self.GEN_INFO: # looping through general info
+            for inf in self.GEN_INFO:  # looping through general info
 
                 if inf == 'name':
                     # make sure that function name and type is defined, is string
                     funcName = infoData["general_info"].get(inf)
-                    assert isinstance(funcName, basestring), "Function name in {} must be non-empty string!".format(file)
-                    assert len(funcName)>0, "Function name in {} must be non-empty string!".format(file)
+                    assert isinstance(funcName, basestring), "Function name in {} must be non-empty " \
+                                                             "string!".format(file)
+                    assert len(funcName) > 0, "Function name in {} must be non-empty string!".format(file)
 
                 # add info if given
                 try: funcDict['info']['general_info'][inf] = infoData["general_info"].get(inf)
                 except KeyError:
-                    logger.warning("Function {} was not found for {} and not added to knowledge base.".format(inf, funcName))
+                    logger.warning("Function {} was not found for {} and not added to knowledge base.".format(inf,
+                                                                                                              funcName))
 
             exInfo = infoData["execution_info"]
             assert isinstance(exInfo, list), "'execution_info' in info-file for {} must be a list.".format(funcName)
-            assert len(exInfo)>0, "The {} 'execution_info' must have at least one defined mode. Please add a function mode to the info-file.".format(funcName)
+            assert len(exInfo) > 0, "The {} 'execution_info' must have at least one defined mode. Please add a " \
+                                    "function mode to the info-file.".format(funcName)
 
-            for n, modeDict in enumerate(exInfo): # looping through execution info
+            for n, modeDict in enumerate(exInfo):  # looping through execution info
 
-                assert isinstance(modeDict, dict), "Each element in 'execution_info'-list in {} must be dictionary.".format(file)
+                assert isinstance(modeDict, dict), "Each element in 'execution_info'-list in {} must be " \
+                                                   "dictionary.".format(file)
 
-                #add mode dict to exec info
+                # add mode dict to exec info
                 funcDict['info']['execution_info'].append({})
 
                 # make sure mode name is defined
                 mode = modeDict["mode"]
-                assert isinstance(mode, basestring), "Execution mode names in {} must be defined string(s) in the info-file.".format(file)
-                assert re.match("^[a-zA-Z0-9_]+$", mode), "Execution mode name in {} must be non-empty string of alphanumeric characters (and underscore).".format(file)
+                assert isinstance(mode, basestring), "Execution mode names in {} must be defined string(s) in the " \
+                                                     "info-file.".format(file)
+                assert re.match("^[a-zA-Z0-9_]+$", mode), "Execution mode name in {} must be non-empty string of " \
+                                                          "alphanumeric characters (and underscore).".format(file)
 
                 # add execution info by mode to function dictionary (if that information is provided)
                 for inf in self.EXEC_INFO:
@@ -451,7 +476,8 @@ class KnowledgeBase(object):
                         funcDict['info']['execution_info'][n][inf] = modeDict[inf]  # add the information to dictionary
                     else:
                         pass
-                        #raise KeyError, "'{}'-information for mode {} of {} is not available in the info-file!".format(inf, mode, funcName)
+                        # raise KeyError, "'{}'-information for mode {} of {} is not available in the info-file!"
+                        #                  .format(inf, mode, funcName)
 
             # get input and output data
             for inOut in ['input', 'output']:
@@ -473,7 +499,6 @@ class KnowledgeBase(object):
         else:
             return
 
-
     def print_circular_connections_in_log(self):
         """
         This function prints the circular connections present in the graph.
@@ -492,10 +517,10 @@ class KnowledgeBase(object):
 
         return
 
-
     def _get_in_out_data(self, file, inOut, functionDict):
         """
-        (PRIVATE) This helper function writes the information on all leaf nodes from the input and output XML files to a dictionary. \
+        (PRIVATE) This helper function writes the information on all leaf nodes from the input and output XML files to
+        a dictionary. \
         If XML file is empty, it empty dict is returned. The element paths are checked for uniqueness.
 
         :param file: info-file corresponding to the analyzed function
@@ -535,7 +560,7 @@ class KnowledgeBase(object):
             # append path to list of all nodes
             completeNodeList.append(path)
 
-            if not el.getchildren(): # if leaf node
+            if not el.getchildren():  # if leaf node
 
                 # append path to list of leaf nodes
                 leafNodesList.append(path)
@@ -553,7 +578,7 @@ class KnowledgeBase(object):
                 # # add 'modes' attribute if it does not exist
                 # if 'modes' not in data['attributes']:
                 #     data['attributes']['modes'] = '' #if 'modes' exists, it's a string, otherwise empty string
-                #     # TODO: check parents iteratively to check if they have modes attribute >> will take a lot of time/iterations!
+                # TODO: check parents iteratively to check if they have modes attribute >> will take a lot of time!
 
                 # remove whitespace from start/end of string, or add None
                 if el.text is not None:
@@ -580,7 +605,6 @@ class KnowledgeBase(object):
 
         return dataDict
 
-
     def _get_execution_modes_for_element(self, element, tree, file, functionDict):
         """
         (PRIVATE) This function retrieves the modes attribute of the child node or of its ancestors. If multiple modes
@@ -601,11 +625,14 @@ class KnowledgeBase(object):
 
         # get function modes from info file and assert that they are unique
         funcModes = [execDict['mode'] for execDict in functionDict['info']['execution_info']]
-        execModes = '' # NOTE: if no modes indicated, all modes are applied to node
+        execModes = ''  # NOTE: if no modes indicated, all modes are applied to node
         modesFound = False
 
-        if 'modes' in element.attrib and re.search("[^\s]", element.attrib['modes']): # if 'modes' key present and has characters
-            assert isinstance(element.attrib['modes'], basestring), "If provided, modes-attribute of elemeent {} in {} must be of type string.".format(elementPath, file)
+        # if 'modes' key present and has characters
+        if 'modes' in element.attrib and re.search("[^\s]", element.attrib['modes']):
+            assert isinstance(element.attrib['modes'], basestring), "If provided, modes-attribute of elemeent {} in " \
+                                                                    "{} must be of type string.".format(elementPath,
+                                                                                                        file)
             execModes = element.attrib['modes']
             modesFound = True
 
@@ -615,7 +642,8 @@ class KnowledgeBase(object):
                     modesFound = True
                     execModes = anc.attrib['modes']
                 else:
-                    print "WARNING: Multiple 'modes' attributes found in ancestry of element {} in {}; lowest one is applied.".format(elementPath, file)
+                    print "WARNING: Multiple 'modes' attributes found in ancestry of element {} in {}; lowest one is " \
+                          "applied.".format(elementPath, file)
                     break
 
         if re.search("[^\s]", execModes):  # if contains any characters
@@ -630,18 +658,22 @@ class KnowledgeBase(object):
                 modesNegative = True
 
                 assert all(re.search(negPattern, mode) for mode in modesList), \
-                    "Either all or none of the 'modes'-attributes of element {} in {} must be negative!".format(elementPath, file)
+                    "Either all or none of the 'modes'-attributes of element {} in {} must be " \
+                    "negative!".format(elementPath, file)
 
             # check if each mode is valid (use its positive if modesNegative)
             for mode in modesList:
                 if modesNegative:
-                    assert mode[1:] in funcModes, "Execution mode '{}' of node {} (or its ancestor) in {} was not found in the info-file. Please check spelling or alter info-file.".format(mode[1:], elementPath, file)
+                    assert mode[1:] in funcModes, "Execution mode '{}' of node {} (or its ancestor) in {} was not " \
+                                                  "found in the info-file. Please check spelling or alter " \
+                                                  "info-file.".format(mode[1:], elementPath, file)
                 else:
-                    assert mode in funcModes, "Execution mode '{}' of node {} (or its ancestor) in {} was not found in the info-file. Please check spelling or alter info-file.".format(mode, elementPath, file)
+                    assert mode in funcModes, "Execution mode '{}' of node {} (or its ancestor) in {} was not found" \
+                                              " in the info-file. Please check spelling or alter " \
+                                              "info-file.".format(mode, elementPath, file)
 
         return execModes
 
-
     def _add_uids_to_xpath(self, xpath, element):
         """
         This function adds element UIDs to the corresponding elements in the xpath. The ancestors of the element that
@@ -649,10 +681,10 @@ class KnowledgeBase(object):
         approriate place in the xpath. If xpath contains indeces in elements that have no defined UID, the indeces
         are kept.
 
-
         :param xpath: xpath of xml-element
-        :type basestring
+        :type xpath: basestring
         :param element: lxml-element
+        :type element: element
         :return: uid_xpath
         :rtype basestring
         """
@@ -683,12 +715,12 @@ class KnowledgeBase(object):
 
         return uid_xpath
 
-
     def _replace_indeces_in_element_xpath(self, xpath, element):
         """
         (PRIVATE) This function takes a CPACS xpath and replaces its indeces with UIDs. The search-pattern
         matches all integers between squared brackets. If matched on a given node, that node is searched for a UID
-        using etree.iterancestors() and self._get_element_uID(), and its index is replaced by the found UID in the xpath.
+        using etree.iterancestors() and self._get_element_uID(), and its index is replaced by the found UID in the
+        xpath.
         If no UID is found, the index is not replaced.
 
         :param xpath: Argument must be a CPACS xpath (string)
@@ -699,7 +731,7 @@ class KnowledgeBase(object):
         # check if xpath has indeces, e.g. ".../wing[1]/...", replace them w/ UIDs
         indexPattern = ('\[[0-9]+\]')
         match = re.search(indexPattern, xpath)
-        loopCount = 0 # to prevent overflow
+        loopCount = 0  # to prevent overflow
         precedingPathLen = 0  # changes during loop, different for each re.search()
 
         """
@@ -756,16 +788,18 @@ class KnowledgeBase(object):
 
     def _get_element_uID(self, element):
         """
-        (PRIVATE) This function takes an element and returns its UID attribute, or the value of a child UID-element (a child-node containing "UID" in its tag).
+        (PRIVATE) This function takes an element and returns its UID attribute, or the value of a child UID-element (a
+        child-node containing "UID" in its tag).
         Most CPACS nodes with multiplicity have a UID attribute, however some carry UID-information in a child element.
-        The "IDENT_KEYWORDS"-list contains the attributes that are checked for the UID-string. The node element is checked for
-        UID-info in the order of the attribute in that list. If a UID is found, it is immediately returned. Otherwise, None is returned.
+        The "IDENT_KEYWORDS"-list contains the attributes that are checked for the UID-string. The node element is
+        checked for UID-info in the order of the attribute in that list. If a UID is found, it is immediately returned.
+        Otherwise, None is returned.
 
         :param element: Argument must be lxml etree element
         :return: UID-string or None: If a UID is found, it is returned. Otherwise, None.
         """
 
-        IDENT_KEYWORDS = ["uID","name"]
+        IDENT_KEYWORDS = ["uID", "name"]
 
         if any(kw in element.attrib for kw in IDENT_KEYWORDS):
             for attr in IDENT_KEYWORDS:
@@ -782,7 +816,6 @@ class KnowledgeBase(object):
 
         return
 
-
     def get_kb_graphs(self):
         """
         This class method generates all graphs for all present functions in the knowledge base.
@@ -800,14 +833,17 @@ class KnowledgeBase(object):
         self.functionGraphs = graphList
         return
 
-
     def get_function_graph(self, funcName, inOut=None):
         """
-        This function builds a directed graph (KadmosGraph object) for the specified function using the "networkx" package. If inOut
-        argument is specified, only the input or output of the function will be included in the graph, otherwise both.
-
-        :param: funcName: function name for which the graph is generated; must be present in knowledge base.
-        :param: inOut: default = None; if specified, must be "input" or "output" string. Specification of this argument enables the generation of the function graph with only input or output variables.
+        This function builds a directed graph (KadmosGraph object) for the specified function using the "networkx"
+        package. If inOut argument is specified, only the input or output of the function will be included in the graph,
+        otherwise both.
+
+        :param funcName: function name for which the graph is generated; must be present in knowledge base.
+        :type funcName: str
+        :param inOut: (optiona) if specified, must be "input" or "output" string. Specification of this argument
+            enables the generation of the function graph with only input or output variables.
+        :type inOut: str
         :return: functionGraph
         """
 
@@ -827,7 +863,7 @@ class KnowledgeBase(object):
         funcIndex = None
         for idx, funcDict in enumerate(self.function_data):
             if funcDict['info']['general_info']['name'] == funcName:
-                funcIndex = idx #funcIndex is index of the function in list
+                funcIndex = idx  # funcIndex is index of the function in list
                 break
         assert funcIndex is not None, "The provided function name can not be found in knowledge base."
 
@@ -850,7 +886,8 @@ class KnowledgeBase(object):
                 modesAttr = nodeDict['modes']
                 node = nodeDict['xpath']
 
-                assert isinstance(modesAttr, basestring), "The 'modes' attribute of the {}-node {} of {} must be a string.".format(io, node, funcName)
+                assert isinstance(modesAttr, basestring), "The 'modes' attribute of the {}-node {} of {} must be a " \
+                                                          "string.".format(io, node, funcName)
 
                 if re.search("[^\s]", modesAttr): #if contains any characters
 
@@ -876,7 +913,7 @@ class KnowledgeBase(object):
                     # add node to the indicated nodes
                     if modesNegative:
                         # add to all modes but the ones indicated
-                        addModes = [mode for mode in funcModes if not mode in nodeModes]
+                        addModes = [mode for mode in funcModes if mode not in nodeModes]
                     else:
                         # add to all modes the ones indicated
                         addModes = list(set(nodeModes) & set(funcModes))
@@ -900,11 +937,15 @@ class KnowledgeBase(object):
 
     def get_function_dependencies(self, funcName, mode, inOut=None):
         """
-        This function builds a directed graph (KadmosGraph object) for the specified function using the "networkx" package. If inOut
-        argument is specified, only the input or output of the function will be included in the graph, otherwise both.
-
-        :param: funcName: function name for which the graph is generated; must be present in knowledge base.
-        :param: inOut: default = None; if specified, must be "input" or "output" string. Specification of this argument enables the generation of the function graph with only input or output variables.
+        This function builds a directed graph (KadmosGraph object) for the specified function using the "networkx"
+        package. If inOut argument is specified, only the input or output of the function will be included in the graph,
+        otherwise both.
+
+        :param funcName: function name for which the graph is generated; must be present in knowledge base.
+        :type funcName: str
+        :param inOut: (optional) if specified, must be "input" or "output" string. Specification of this argument
+            enables the generation of the function graph with only input or output variables.
+        :type inOut: str
         :return: functionGraph
         """
 
@@ -939,9 +980,10 @@ class KnowledgeBase(object):
                 modesAttr = nodeDict['modes']
                 node = nodeDict['xpath']
 
-                assert isinstance(modesAttr, basestring), "The 'modes' attribute of the {}-node {} of {} must be a string.".format(io, node, funcName)
+                assert isinstance(modesAttr, basestring), "The 'modes' attribute of the {}-node {} of {} must be a " \
+                                                          "string.".format(io, node, funcName)
 
-                if re.search("[^\s]", modesAttr): #if contains any characters
+                if re.search("[^\s]", modesAttr):  # if contains any characters
 
                     # get all modes
                     nodeModes = modesAttr.split()
@@ -951,7 +993,9 @@ class KnowledgeBase(object):
                     negPattern = "^-"
                     if any(re.search(negPattern, mode) for mode in nodeModes):
                         modesNegative = True
-                        assert all(re.search(negPattern, mode) for mode in nodeModes), "Either all or none of the modes in the {} {}-node {} must be negative!".format(funcName, io, node)
+                        assert all(re.search(negPattern, mode) for mode in nodeModes), \
+                            "Either all or none of the modes in the {} {}-node {} must be negative!".format(funcName,
+                                                                                                            io, node)
 
                         # make sure that all modes in list "positive" for later processing; remove minus sign
                         # (modesNegative ensures that modes are still regarded as negative)
@@ -960,7 +1004,9 @@ class KnowledgeBase(object):
 
                     # check if modes are valid
                     for mode in nodeModes:
-                        assert mode in funcModes, "The execution mode '{}' as used in the {} {}-node {} was not found in the info-file. Please check spelling or alter info-file.".format(mode, funcName, io, node)
+                        assert mode in funcModes, "The execution mode '{}' as used in the {} {}-node {} was not " \
+                                                  "found in the info-file. Please check spelling or alter " \
+                                                  "info-file.".format(mode, funcName, io, node)
 
                     # add node to the indicated nodes
                     if modesNegative:
@@ -1046,8 +1092,9 @@ class KnowledgeBase(object):
                 modePattern = "\[.+\]"
                 match = re.search(modePattern, node)
                 if match:
-                    fMode = match.group(0)[1:-1] # take matching string and remove brackets
-                    assert fMode in funcModes, 'Something went wrong! Could not find execution mode {} for {} in list of execution modes.'.format(fMode, funcName)
+                    fMode = match.group(0)[1:-1]  # take matching string and remove brackets
+                    assert fMode in funcModes, 'Something went wrong! Could not find execution mode {} for {} in list' \
+                                               ' of execution modes.'.format(fMode, funcName)
                 else:
                     fMode = next(iter(funcModes)) # get only element in set
 
@@ -1061,7 +1108,8 @@ class KnowledgeBase(object):
                                 G.node[node][info] = execMode[info]
                             else:
                                 pass
-                                #raise KeyError, "{} information for mode {} of {} is not available in knowledgebase-object!".format(info, execMode, funcName)
+                                # raise KeyError, "{} information for mode {} of {} is not available in knowledgebase-
+                                # object!".format(info, execMode, funcName)
 
             else: # otherwise variable node # TODO: add elif node in [list of leafnodes]
 
@@ -1069,7 +1117,7 @@ class KnowledgeBase(object):
                 G.node[node]['category'] = 'variable'
                 G.node[node]['label'] = node.split('/')[-1]
                 G.node[node]['level'] = node.count('/') - 1
-                G.node[node]['execution_time'] = 1 # TODO: this is not really needed for nodes
+                G.node[node]['execution_time'] = 1  # TODO: this is not really needed for nodes
 
         return G
 
@@ -1092,7 +1140,7 @@ class KnowledgeBase(object):
         logger.info('Successfully composed RCG.')
 
         # Add kb_path attribute
-        MCG = RepositoryConnectivityGraph(MCG, kb_path=self.path, name=name) # TODO: check why this is necessary!
+        MCG = RepositoryConnectivityGraph(MCG, kb_path=self.path, name=name)  # TODO: check why this is necessary!
         MCG = RepositoryConnectivityGraph(MCG, kb_path=self.path)
         MCG.name = "{}-Graph".format(self.name)
 
diff --git a/kadmos/utilities/general.py b/kadmos/utilities/general.py
index 29febdd75..a54c761d3 100644
--- a/kadmos/utilities/general.py
+++ b/kadmos/utilities/general.py
@@ -613,6 +613,7 @@ def open_file(filename):
     Utility to open a file cross-platform.
 
     :param filename: Filename including extension and path, e.g. 'sampledir/samplefile.pdf'
+    :type filenama: str
     :return: An opened file
     """
 
@@ -629,10 +630,15 @@ def get_element_dict(xpath, var_value=None, var_dim=None, include_reference_data
     Function to create a D3.js-type dictionary for a nested tree based on an xpath.
 
     :param xpath: xpath for the element
+    :type xpath: basestring
     :param var_value: value of the element in a reference file
+    :type var_value: float
     :param var_dim: dimension of the element in a reference file
+    :type var_dim: int
     :param include_reference_data: setting on whether reference data should be include in the path
+    :type include_reference_data: bool
     :return: nested dictionary
+    :rtype: dict
     """
 
     # Make tree dictionary
diff --git a/kadmos/utilities/printing.py b/kadmos/utilities/printing.py
index 213d207a7..016716106 100644
--- a/kadmos/utilities/printing.py
+++ b/kadmos/utilities/printing.py
@@ -44,11 +44,11 @@ def print_in_table(print_container, **kwargs):
     :param kwargs: keyword arguments for printing
     :type kwargs: str, bool
 
-    Kwargs options:
+    .. note:: Kwargs options:
 
-    * 'header' (str)
-    * 'message' (str)
-    * 'print_indeces' (bool)
+        * 'header' (str)
+        * 'message' (str)
+        * 'print_indeces' (bool)
     """
     # headers = None, print_indeces = False
     message = ""
diff --git a/kadmos/utilities/strings.py b/kadmos/utilities/strings.py
index 50b4fd9c4..762edf484 100644
--- a/kadmos/utilities/strings.py
+++ b/kadmos/utilities/strings.py
@@ -1,4 +1,15 @@
 def find_between(s, first, last):
+    """Function to find a target string that is located between two particular strings.
+
+    :param s: string to search
+    :type s: basestring
+    :param first: the string in front of the target string
+    :type first: basestring
+    :param last: the string behind the target string
+    :type last: basestring
+    :return: the target string
+    :rtype: basestring
+    """
     try:
         start = s.index(first)+len(first)
         end = s.index(last, start)
@@ -8,6 +19,15 @@ def find_between(s, first, last):
 
 
 def find_until(s, until):
+    """Function to find a target string that is located before a particular string.
+
+    :param s: string to search
+    :type s: basestring
+    :param until: the string signifying the end of the target string
+    :type until: basestring
+    :return: target string
+    :rtype: basestring
+    """
     try:
         until = s.index(until)
         return s[0:until]
@@ -16,6 +36,16 @@ def find_until(s, until):
 
 
 def get_correctly_extended_latex_label(label, label_extension):
+    """Function to obtain a correctly extended latex label.
+
+    :param label: label to be extended
+    :type label: str
+    :param label_extension: extensions of the label
+    :type label_extension: str
+    :return: extended latex label
+    :rtype: str
+    """
+
     if '^{' in label and '^{' in label_extension:
         return label[:-1] + ',' + label_extension[2:]
     else:
diff --git a/kadmos/utilities/xmls.py b/kadmos/utilities/xmls.py
index 1b7d9b5f4..85504a1db 100644
--- a/kadmos/utilities/xmls.py
+++ b/kadmos/utilities/xmls.py
@@ -154,9 +154,9 @@ def merge(a, b):
 
 
 def get_uid_search_xpath(uid):
-    """ Method to get the XPath expression for a UID which might contain quote characters.
+    """ Method to get the XPath expression for a uID which might contain quote characters.
 
-    :param uid: uID string
+    :param uid: uID
     :type uid: str
     :return: XPath expression
     :rtype: str
@@ -171,20 +171,28 @@ def get_uid_search_xpath(uid):
 class ExtendedElement(etree.ElementBase):
 
     def add_process_hierarchy(self, process_hierarchy, mpg):
-        """Method to add the hierarchy of the process as metadata to the workflow/processGraph."""
+        """Method to add the hierarchy of the process as metadata to the workflow/processGraph.
+
+        :param process_hierarchy: process hierarchy to be added
+        :type process_hierarchy: list
+        :param mpg: processGraph to add the hierarchy to
+        :type mpg: MdaoProgressGraph
+        :return: processGraph with process hierarchy
+        :rtype: MdaoProcessGraph
+        """
 
         base_element = self
         # Add loopElements and functionElements for getting the right order
         for idx, element in enumerate(process_hierarchy):
             if isinstance(element, basestring):
-                if mpg.node[element]['architecture_role'] in mpg.ARCHITECTURE_ROLES_FUNS[0:4]:
+                if mpg.nodes[element]['architecture_role'] in mpg.ARCHITECTURE_ROLES_FUNS[0:4]:
                     if self.find('loopElements') is None:
                         self.add('loopElements')
                     loop_elements = self.find('loopElements')
                     base_element = loop_elements.add('loopElement', relatedUID=element)
                 else:
                     if self.find('functionElements') is None:
-                        loop_elements = self.add('loopElements') # Added in front to meet schema requirements
+                        loop_elements = self.add('loopElements')  # Added in front to meet schema requirements
                         self.add('functionElements')
                     function_elements = self.find('functionElements')
                     function_elements.add('functionElement', element)
@@ -201,7 +209,7 @@ class ExtendedElement(etree.ElementBase):
         return
 
     def add(self, tag, value=None, attrib=None, camel_case_conversion=False, only_add_if_valued=False, **extra):
-        """Method to add a new sub element to the element
+        """Method to add a new sub element to the element.
 
         :param tag: The sub element tag
         :type tag: str
@@ -232,11 +240,10 @@ class ExtendedElement(etree.ElementBase):
         else:
             child = self._add_element(tag, value, attrib, **extra)
 
-
         return child
 
     def _add_dictionary(self, tag, dictionary, attrib=None, camel_case_conversion=False, **extra):
-        """Method to add a new sub element to the element based on a dictionary
+        """Method to add a new sub element to the element based on a dictionary.
 
         :param tag: The sub element tag
         :type tag: str
@@ -268,7 +275,7 @@ class ExtendedElement(etree.ElementBase):
         return child
 
     def _add_array(self, tag, array, attrib=None, camel_case_conversion=False, **extra):
-        """Method to add a new sub element to the element based on an array
+        """Method to add a new sub element to the element based on an array.
 
         :param tag: The sub element tag
         :type tag: str
@@ -347,7 +354,15 @@ class ExtendedElement(etree.ElementBase):
                 parent.remove(elem)
 
     def findasttext(self, path=None, namespaces=None):
-        """Method which extends the findtext method by trying to evaluate the string with the ast module"""
+        """Method which extends the findtext method by trying to evaluate the string with the last module.
+
+        :param path: (optional) path of the element
+        :type path: str
+        :param namespaces: (optional) namespace of the element
+        :type namespaces: basestring
+        :return: evaluated text
+        :rtype: str
+        """
 
         if path is None:
             element = self
@@ -372,6 +387,7 @@ class ExtendedElement(etree.ElementBase):
         :param path_or_element: (Path to) the element to be analysed
         :type path_or_element: str, Element
         :param namespaces: A prefix-to-namespace mapping that allows the usage of XPath prefixes in path_or_element
+        :type namespaces: str
         :param ordered: Option for creation of a OrderedDict or a dict respectively
         :type ordered: bool
         :param camel_case_conversion: Option for conversion of the element tags from camelCase to lower_case
-- 
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