diff --git a/docs/build/doctrees/binary_c_parameters.doctree b/docs/build/doctrees/binary_c_parameters.doctree
index cf305410f445c73af0d6be545245094c96876506..574058fe9080841b85fc44748668a79e1a90fbb2 100644
Binary files a/docs/build/doctrees/binary_c_parameters.doctree and b/docs/build/doctrees/binary_c_parameters.doctree differ
diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index 2113a1a9c13bdb5641683b19aea249207571ab8b..39df13a0b90a951f20181d4d80eea59179a009f4 100644
Binary files a/docs/build/doctrees/environment.pickle and b/docs/build/doctrees/environment.pickle differ
diff --git a/docs/build/doctrees/examples/old/basic_example.doctree b/docs/build/doctrees/examples/old/basic_example.doctree
index 1e70ff402cdaed71164f6a02d118a0a4ae47b6e3..62d18bbe2862b8c8f7a52baad1a62c57e45ca166 100644
Binary files a/docs/build/doctrees/examples/old/basic_example.doctree and b/docs/build/doctrees/examples/old/basic_example.doctree differ
diff --git a/docs/build/doctrees/functions.doctree b/docs/build/doctrees/functions.doctree
index 35b607eede09ade1ce809077ca202eee40068fb3..8812add557b056c2e46bab2cbdf4d773194e0f45 100644
Binary files a/docs/build/doctrees/functions.doctree and b/docs/build/doctrees/functions.doctree differ
diff --git a/docs/build/doctrees/grid.doctree b/docs/build/doctrees/grid.doctree
index 27d8a947607d752be8459c0c9c439acabb0d0521..9ccc353b6687e31ec415278cf2021c6980c8be6a 100644
Binary files a/docs/build/doctrees/grid.doctree and b/docs/build/doctrees/grid.doctree differ
diff --git a/docs/build/doctrees/modules.doctree b/docs/build/doctrees/modules.doctree
index 8b38873c1495f2a343a40c2341c2d309ef859ead..5f86b79f2523bda448fcaae2cc0c2cbcb3fb4c8e 100644
Binary files a/docs/build/doctrees/modules.doctree and b/docs/build/doctrees/modules.doctree differ
diff --git a/docs/build/doctrees/nbsphinx/examples/old/basic_example.ipynb b/docs/build/doctrees/nbsphinx/examples/old/basic_example.ipynb
index 9078cfcb5fdcd35336ee3675accb3f810c21e5fe..7146b97671caad9e82ce7454511dcad2aa416a78 100644
--- a/docs/build/doctrees/nbsphinx/examples/old/basic_example.ipynb
+++ b/docs/build/doctrees/nbsphinx/examples/old/basic_example.ipynb
@@ -1,5 +1,14 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c09b9f85-5250-4fd2-8142-bb8097d138b5",
+   "metadata": {},
+   "source": [
+    "# Basic example\n",
+    "Running a single system"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -106,7 +115,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -120,7 +129,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.9.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/build/doctrees/nbsphinx/examples/old/workshop_example_notebook.ipynb b/docs/build/doctrees/nbsphinx/examples/old/workshop_example_notebook.ipynb
index 4eca5879779a9fec40521c733bda59768c8c4140..78d0860ad1dfc12104b4bb639055957d527c01e7 100644
--- a/docs/build/doctrees/nbsphinx/examples/old/workshop_example_notebook.ipynb
+++ b/docs/build/doctrees/nbsphinx/examples/old/workshop_example_notebook.ipynb
@@ -619,7 +619,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -633,7 +633,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.9.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/build/doctrees/nbsphinx/examples_old_basic_example_1_1.png b/docs/build/doctrees/nbsphinx/examples_old_basic_example_3_1.png
similarity index 100%
rename from docs/build/doctrees/nbsphinx/examples_old_basic_example_1_1.png
rename to docs/build/doctrees/nbsphinx/examples_old_basic_example_3_1.png
diff --git a/docs/build/doctrees/population_extensions/Moe_di_Stefano_2017.doctree b/docs/build/doctrees/population_extensions/Moe_di_Stefano_2017.doctree
new file mode 100644
index 0000000000000000000000000000000000000000..c1a187e4112c3c482c14892cced13c0b22a8e456
Binary files /dev/null and b/docs/build/doctrees/population_extensions/Moe_di_Stefano_2017.doctree differ
diff --git a/docs/build/doctrees/population_extensions/distribution_functions.doctree b/docs/build/doctrees/population_extensions/distribution_functions.doctree
index 51477772610ad5685b0e4c01a2f3724eb6a06034..cfbd7afc98f30013fccf322e6bdd139a89cfa8d0 100644
Binary files a/docs/build/doctrees/population_extensions/distribution_functions.doctree and b/docs/build/doctrees/population_extensions/distribution_functions.doctree differ
diff --git a/docs/build/doctrees/population_extensions/grid_logging.doctree b/docs/build/doctrees/population_extensions/grid_logging.doctree
new file mode 100644
index 0000000000000000000000000000000000000000..e6408e8339c7aba5799defa51d8cfd1d19455c1c
Binary files /dev/null and b/docs/build/doctrees/population_extensions/grid_logging.doctree differ
diff --git a/docs/build/doctrees/population_extensions/spacing_functions.doctree b/docs/build/doctrees/population_extensions/spacing_functions.doctree
index 6063fb67cece6692fcc082bdcc23857c039253ba..2fd67c589c99fd60dc6ce4ee8a4be13d4fc7d95a 100644
Binary files a/docs/build/doctrees/population_extensions/spacing_functions.doctree and b/docs/build/doctrees/population_extensions/spacing_functions.doctree differ
diff --git a/docs/build/html/_images/examples_old_basic_example_1_1.png b/docs/build/html/_images/examples_old_basic_example_3_1.png
similarity index 100%
rename from docs/build/html/_images/examples_old_basic_example_1_1.png
rename to docs/build/html/_images/examples_old_basic_example_3_1.png
diff --git a/docs/build/html/_modules/binarycpython/utils/custom_logging_functions.html b/docs/build/html/_modules/binarycpython/utils/custom_logging_functions.html
index fff44fe1fd506730b7f950694d5ec609dcdaae60..6a521fc9736e8ad78b513feabdffc6f723741199 100644
--- a/docs/build/html/_modules/binarycpython/utils/custom_logging_functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/custom_logging_functions.html
@@ -552,9 +552,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/dicts.html b/docs/build/html/_modules/binarycpython/utils/dicts.html
index f2bf481530b8684f67eac5828677a53ef4b63e19..3baf7f1bd50fd35f1fddb5425438f955128e7696 100644
--- a/docs/build/html/_modules/binarycpython/utils/dicts.html
+++ b/docs/build/html/_modules/binarycpython/utils/dicts.html
@@ -904,9 +904,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/ensemble.html b/docs/build/html/_modules/binarycpython/utils/ensemble.html
index 60695f545420ea9664f7454705b076565cea4807..c728ad2175056ffaa032d33e2fa172aac6ba8288 100644
--- a/docs/build/html/_modules/binarycpython/utils/ensemble.html
+++ b/docs/build/html/_modules/binarycpython/utils/ensemble.html
@@ -467,9 +467,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/functions.html b/docs/build/html/_modules/binarycpython/utils/functions.html
index d89b6bc4c2b210eec7dfb0b4e085da38fbd03234..cd44eac0353b5ed343466c8f819ea99f9dd764b9 100644
--- a/docs/build/html/_modules/binarycpython/utils/functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/functions.html
@@ -109,28 +109,30 @@
 <span class="c1">########################################################</span>
 
 
-<div class="viewcode-block" id="now"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.now">[docs]</a><span class="k">def</span> <span class="nf">now</span><span class="p">(</span><span class="n">now_object</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">specifier</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<div class="viewcode-block" id="now"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.now">[docs]</a><span class="k">def</span> <span class="nf">now</span><span class="p">(</span><span class="n">now_object</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">custom_format</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    convenience function to return a string of the current time,</span>
-<span class="sd">    using the format &quot;%m/%d/%Y %H:%M:%S&quot;</span>
+<span class="sd">    convenience function to return a string of the current time, using the format ``%m/%d/%Y %H:%M:%S``</span>
 
 <span class="sd">    Args:</span>
-<span class="sd">        style : if &quot;nospace&quot; then return the date/time with the format</span>
-<span class="sd">        &quot;%Y%m%d_%H%M%S&quot;</span>
+<span class="sd">        style : if &quot;nospace&quot; then return the date/time with the format ``%Y%m%d_%H%M%S``, else use format ``%m/%d/%Y %H:%M:%S``</span>
 
-<span class="sd">        specifier: if set, uses this as a specifier rather than whatever is set by default or in the style variable</span>
+<span class="sd">        custom_format: if set, uses this as a format rather than whatever is set by default or in the style variable</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+
     <span class="k">if</span> <span class="ow">not</span> <span class="n">now_object</span><span class="p">:</span>
         <span class="n">now_object</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">specifier</span><span class="p">:</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">custom_format</span><span class="p">:</span>
         <span class="k">if</span> <span class="n">style</span> <span class="o">==</span> <span class="s2">&quot;nospace&quot;</span><span class="p">:</span>
             <span class="c1"># special case</span>
-            <span class="n">specifier</span> <span class="o">=</span> <span class="s2">&quot;%Y%m</span><span class="si">%d</span><span class="s2">_%H%M%S&quot;</span>
+            <span class="n">date_format</span> <span class="o">=</span> <span class="s2">&quot;%Y%m</span><span class="si">%d</span><span class="s2">_%H%M%S&quot;</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="c1"># our default</span>
-            <span class="n">specifier</span> <span class="o">=</span> <span class="s2">&quot;%m/</span><span class="si">%d</span><span class="s2">/%Y %H:%M:%S&quot;</span>
+            <span class="n">date_format</span> <span class="o">=</span> <span class="s2">&quot;%m/</span><span class="si">%d</span><span class="s2">/%Y %H:%M:%S&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">date_format</span> <span class="o">=</span> <span class="n">custom_format</span>
 
-    <span class="k">return</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="n">now_object</span><span class="p">,</span> <span class="n">specifier</span><span class="p">)</span></div>
+    <span class="k">return</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="n">now_object</span><span class="p">,</span> <span class="n">date_format</span><span class="p">)</span></div>
 
 
 <div class="viewcode-block" id="format_number"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.format_number">[docs]</a><span class="k">def</span> <span class="nf">format_number</span><span class="p">(</span><span class="n">number</span><span class="p">):</span>
@@ -220,7 +222,9 @@
 
 <div class="viewcode-block" id="mem_use"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.mem_use">[docs]</a><span class="k">def</span> <span class="nf">mem_use</span><span class="p">():</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Return current process memory use in MB. (Takes no arguments) Note: this is per-thread only.</span>
+<span class="sd">    Return current process memory use in MB. (Takes no arguments) </span>
+
+<span class="sd">    Note: this is per-thread only.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="k">return</span> <span class="n">resource</span><span class="o">.</span><span class="n">getrusage</span><span class="p">(</span><span class="n">resource</span><span class="o">.</span><span class="n">RUSAGE_SELF</span><span class="p">)</span><span class="o">.</span><span class="n">ru_maxrss</span> <span class="o">/</span> <span class="mf">1024.0</span></div>
@@ -228,11 +232,19 @@
 
 <div class="viewcode-block" id="trem"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.trem">[docs]</a><span class="k">def</span> <span class="nf">trem</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">count</span><span class="p">,</span> <span class="n">dn</span><span class="p">,</span> <span class="n">n</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Estimate time remaining (seconds) given a differential time and count (i.e. progress = $count/$n). $dt is the time since the last call, $count is the current progress count, $dn is the number run since the last call, and $n is the total number required.</span>
+<span class="sd">    Estimate time remaining (seconds) given a differential time and count (i.e. ``progress = count/n``).</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        dt: is the time since the last call.</span>
+<span class="sd">        count: is the current progress count.</span>
+<span class="sd">        dn: is the number run since the last call.</span>
+<span class="sd">        n: is the total number required.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+
     <span class="n">tpr</span> <span class="o">=</span> <span class="n">dt</span> <span class="o">/</span> <span class="nb">max</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">dn</span><span class="p">)</span>
     <span class="n">etasecs</span> <span class="o">=</span> <span class="n">tpr</span> <span class="o">*</span> <span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="n">count</span><span class="p">)</span>
     <span class="p">(</span><span class="n">eta</span><span class="p">,</span> <span class="n">units</span><span class="p">)</span> <span class="o">=</span> <span class="n">conv_time_units</span><span class="p">(</span><span class="n">etasecs</span><span class="p">)</span>
+
     <span class="k">return</span> <span class="p">(</span><span class="n">eta</span><span class="p">,</span> <span class="n">units</span><span class="p">,</span> <span class="n">tpr</span><span class="p">,</span> <span class="n">etasecs</span><span class="p">)</span></div>
 
 
@@ -253,9 +265,16 @@
 
 <div class="viewcode-block" id="bin_data"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.bin_data">[docs]</a><span class="k">def</span> <span class="nf">bin_data</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">binwidth</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Function that bins the data</span>
+<span class="sd">    Function that bins the data using the absolute value of binwidth using the following formula::</span>
+
+<span class="sd">        ((0.5 if value &gt; 0.0 else -0.5) + int(value / abs(binwidth))) * abs(binwidth)</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        value: value that we want to bin</span>
+<span class="sd">        binwidth: width of the binning</span>
 
-<span class="sd">    Uses the absolute value of binwidth</span>
+<span class="sd">    Returns:</span>
+<span class="sd">        binned value</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="k">return</span> <span class="p">((</span><span class="mf">0.5</span> <span class="k">if</span> <span class="n">value</span> <span class="o">&gt;</span> <span class="mf">0.0</span> <span class="k">else</span> <span class="o">-</span><span class="mf">0.5</span><span class="p">)</span> <span class="o">+</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span> <span class="o">/</span> <span class="nb">abs</span><span class="p">(</span><span class="n">binwidth</span><span class="p">)))</span> <span class="o">*</span> <span class="nb">abs</span><span class="p">(</span><span class="n">binwidth</span><span class="p">)</span></div>
@@ -287,6 +306,7 @@
     <span class="n">obj_id</span> <span class="o">=</span> <span class="nb">id</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">obj_id</span> <span class="ow">in</span> <span class="n">seen</span><span class="p">:</span>
         <span class="k">return</span> <span class="mi">0</span>
+
     <span class="c1"># Important mark as seen *before* entering recursion to gracefully handle</span>
     <span class="c1"># self-referential objects</span>
     <span class="n">seen</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">obj_id</span><span class="p">)</span>
@@ -310,20 +330,26 @@
             <span class="k">yield</span> <span class="n">val</span><span class="o">.</span><span class="vm">__name__</span></div>
 
 
-<div class="viewcode-block" id="isfloat"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.isfloat">[docs]</a><span class="k">def</span> <span class="nf">isfloat</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+<div class="viewcode-block" id="isfloat"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.isfloat">[docs]</a><span class="k">def</span> <span class="nf">isfloat</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">int</span><span class="p">]):</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Return True if the &quot;number&quot; x, which could be a string, is a float, otherwise return False.</span>
+<span class="sd">    Function to return `True` if the &quot;number&quot; x, which could be a string, is an float, otherwise return `False`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        x: string float or int that we will attempt to convert to an `float` value.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
+
     <span class="k">try</span><span class="p">:</span>
         <span class="n">_</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
         <span class="k">return</span> <span class="kc">True</span>
     <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
         <span class="k">return</span> <span class="kc">False</span></div>
 
-
-<div class="viewcode-block" id="isint"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.isint">[docs]</a><span class="k">def</span> <span class="nf">isint</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+<div class="viewcode-block" id="isint"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.isint">[docs]</a><span class="k">def</span> <span class="nf">isint</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">int</span><span class="p">]):</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Return True if the &quot;number&quot; x, which could be a string, is an int, otherwise return False.</span>
+<span class="sd">    Function to return `True` if the &quot;number&quot; x, which could be a string, is an int, otherwise return `False`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        x: string float or int that we will attempt to convert to an `int` value.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="k">try</span><span class="p">:</span>
@@ -348,11 +374,13 @@
 <div class="viewcode-block" id="datalinedict"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.datalinedict">[docs]</a><span class="k">def</span> <span class="nf">datalinedict</span><span class="p">(</span><span class="n">line</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">parameters</span><span class="p">:</span> <span class="nb">list</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Convert a line of data to a more convenient dictionary.</span>
+
 <span class="sd">    Arguments:</span>
 <span class="sd">       line = a line of data as a string</span>
 <span class="sd">       parameters = a list of the parameter names</span>
 
-<span class="sd">    Note: if the parameter is a floating point number, it will be converted to Python&#39;s float type.</span>
+<span class="sd">    Note:</span>
+<span class="sd">        If the parameter is a floating point number, it will be converted to Python&#39;s float type.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="k">return</span> <span class="p">{</span><span class="n">param</span><span class="p">:</span> <span class="n">convfloat</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">param</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">parameters</span><span class="p">,</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">())}</span></div>
@@ -361,6 +389,10 @@
 <div class="viewcode-block" id="pad_output_distribution"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.pad_output_distribution">[docs]</a><span class="k">def</span> <span class="nf">pad_output_distribution</span><span class="p">(</span><span class="n">dist</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">binwidth</span><span class="p">:</span> <span class="nb">float</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Given a distribution, dist (a dictionary), which should be binned every binwidth (float), fill the distribution with zeros when there is no data. Note: this changes the data in place.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        dist: dictionary containing the distribution data.</span>
+<span class="sd">        binwidth: binwidth that is used to fill the distribution with 0 in places where there is no value/key.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="c1"># sorted list of the keys</span>
@@ -428,11 +460,11 @@
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Function to interface with the binary_c config file</span>
 
-<span class="sd">    input:</span>
-<span class="sd">        - argument: argument for the binary_c config</span>
+<span class="sd">    Args:</span>
+<span class="sd">        argument: argument for the binary_c config</span>
 
 <span class="sd">    Returns:</span>
-<span class="sd">        - raw output of binary_c-config</span>
+<span class="sd">        raw output of binary_c-config</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">BINARY_C_DIR</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;BINARY_C&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
@@ -456,21 +488,18 @@
 <span class="c1"># utility functions</span>
 <span class="c1">########################################################</span>
 
-
 <div class="viewcode-block" id="verbose_print"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.verbose_print">[docs]</a><span class="k">def</span> <span class="nf">verbose_print</span><span class="p">(</span>
     <span class="n">message</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">verbosity</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">minimal_verbosity</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">newline</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
 <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Function that decides whether to print a message based on the current verbosity</span>
-<span class="sd">    and its minimum verbosity</span>
-
-<span class="sd">    if verbosity is equal or higher than the minimum, then we print</span>
+<span class="sd">    and its minimum verbosity. If verbosity is equal or higher than the minimum, then we print.</span>
 
 <span class="sd">    Args:</span>
-<span class="sd">        message: message to print</span>
-<span class="sd">        verbosity: current verbosity level</span>
-<span class="sd">        minimal_verbosity: threshold verbosity above which to print</span>
-<span class="sd">        newline: newline character (or set of characters), defaults to &quot;\n&quot; but &quot;\x0d&quot; (carriage return) might be useful.</span>
+<span class="sd">        message: message to print.</span>
+<span class="sd">        verbosity: current verbosity level.</span>
+<span class="sd">        minimal_verbosity: threshold verbosity above which to print.</span>
+<span class="sd">        newline: newline character (or set of characters), defaults to ``\\n`` but ``\\x0d`` (carriage return) might be useful.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="k">if</span> <span class="n">verbosity</span> <span class="o">&gt;=</span> <span class="n">minimal_verbosity</span><span class="p">:</span>
@@ -522,14 +551,14 @@
     <span class="k">return</span> <span class="n">psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">()</span><span class="o">.</span><span class="n">username</span><span class="p">()</span></div>
 
 
-<div class="viewcode-block" id="temp_dir"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.temp_dir">[docs]</a><span class="k">def</span> <span class="nf">temp_dir</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<div class="viewcode-block" id="temp_dir"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.temp_dir">[docs]</a><span class="k">def</span> <span class="nf">temp_dir</span><span class="p">(</span><span class="o">*</span><span class="n">child_dirs</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Function to create directory within the TMP directory of the file system</span>
+<span class="sd">    Function to create directory within the TMP directory of the file system, starting with `/&lt;TMP&gt;/binary_c_python-&lt;username&gt;`</span>
 
 <span class="sd">    Makes use of os.makedirs exist_ok which requires python 3.2+</span>
 
 <span class="sd">    Args:</span>
-<span class="sd">        function arguments: str input where each next input will be a child of the previous full_path. e.g. temp_dir(&#39;tests&#39;, &#39;grid&#39;) will become &#39;/tmp/binary_c_python/tests/grid&#39;</span>
+<span class="sd">        *child_dirs: str input where each next input will be a child of the previous full_path. e.g. ``temp_dir(&#39;tests&#39;, &#39;grid&#39;)`` will become ``&#39;/tmp/binary_c_python-&lt;username&gt;/tests/grid&#39;``</span>
 
 <span class="sd">    Returns:</span>
 <span class="sd">        the path of a sub directory called binary_c_python in the TMP of the file system</span>
@@ -540,8 +569,8 @@
     <span class="n">path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="s2">&quot;binary_c_python-</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">username</span><span class="p">))</span>
 
     <span class="c1"># loop over the other paths if there are any:</span>
-    <span class="k">if</span> <span class="n">args</span><span class="p">:</span>
-        <span class="k">for</span> <span class="n">extra_dir</span> <span class="ow">in</span> <span class="n">args</span><span class="p">:</span>
+    <span class="k">if</span> <span class="n">child_dirs</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">extra_dir</span> <span class="ow">in</span> <span class="n">child_dirs</span><span class="p">:</span>
             <span class="n">path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">extra_dir</span><span class="p">)</span>
 
     <span class="c1">#</span>
@@ -829,7 +858,7 @@
 
 <span class="sd">    Will check whether it is a valid parameter.</span>
 
-<span class="sd">    Binary_c will output things in the following order;</span>
+<span class="sd">    Binary_c will output things in the following order:</span>
 <span class="sd">    - Did you mean?</span>
 <span class="sd">    - binary_c help for variable</span>
 <span class="sd">    - default</span>
@@ -845,8 +874,8 @@
 <span class="sd">        parameter isn&#39;t valid</span>
 
 <span class="sd">    Returns:</span>
-<span class="sd">        Dictionary containing the help info. This dictionary contains &#39;parameter_name&#39;,</span>
-<span class="sd">        &#39;parameter_value_input_type&#39;, &#39;description&#39;, optionally &#39;macros&#39;</span>
+<span class="sd">        Dictionary containing the help info. This dictionary contains `parameter_name`,</span>
+<span class="sd">        `parameter_value_input_type`, `description`, optionally `macros`</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">available_arg_keys</span> <span class="o">=</span> <span class="n">get_arg_keys</span><span class="p">()</span>
@@ -1170,7 +1199,7 @@
                 <span class="n">argdict</span> <span class="o">=</span> <span class="n">arguments_dict</span><span class="p">[</span><span class="n">el</span><span class="p">][</span><span class="s2">&quot;parameters&quot;</span><span class="p">][</span><span class="n">arg</span><span class="p">]</span>
 
                 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;| **Parameter**: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">argdict</span><span class="p">[</span><span class="s2">&quot;param_name&quot;</span><span class="p">]),</span> <span class="n">file</span><span class="o">=</span><span class="n">f</span><span class="p">)</span>
-                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;| **Description**: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">argdict</span><span class="p">[</span><span class="s2">&quot;description&quot;</span><span class="p">]),</span> <span class="n">file</span><span class="o">=</span><span class="n">f</span><span class="p">)</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;| **Description**: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">argdict</span><span class="p">[</span><span class="s2">&quot;description&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;|Rout/Rin-1|&quot;</span><span class="p">,</span> <span class="s2">&quot;abs(Rout/Rin-1)&quot;</span><span class="p">)),</span> <span class="n">file</span><span class="o">=</span><span class="n">f</span><span class="p">)</span>
                 <span class="k">if</span> <span class="s2">&quot;parameter_value_input_type&quot;</span> <span class="ow">in</span> <span class="n">argdict</span><span class="p">:</span>
                     <span class="nb">print</span><span class="p">(</span>
                         <span class="s2">&quot;| **Parameter input type**: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
@@ -1258,9 +1287,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/grid.html b/docs/build/html/_modules/binarycpython/utils/grid.html
index fc35e637079762b4baa437abd1245f09b3d9dfd7..ce8a8018012a4d99fe24038d0e5aea210475955b 100644
--- a/docs/build/html/_modules/binarycpython/utils/grid.html
+++ b/docs/build/html/_modules/binarycpython/utils/grid.html
@@ -2469,9 +2469,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/plot_functions.html b/docs/build/html/_modules/binarycpython/utils/plot_functions.html
index 136a38483cbfb21d8651c0c1c2db97769f6c09ee..08e818327ffce902cb90d5eafafc188ed15269d5 100644
--- a/docs/build/html/_modules/binarycpython/utils/plot_functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/plot_functions.html
@@ -713,9 +713,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/HPC.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/HPC.html
index c8b141b2b1b440025ef8e984f0942336d535c418..120d627ca2da587399d81253ad45f89969d7059e 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/HPC.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/HPC.html
@@ -802,9 +802,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html
new file mode 100644
index 0000000000000000000000000000000000000000..20f678f30a8cfa511309bca0a9b4c03a889c574a
--- /dev/null
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html
@@ -0,0 +1,1338 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>binarycpython.utils.population_extensions.Moe_di_Stefano_2017 &mdash; binary_c-python  documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
+        <script src="../../../../_static/jquery.js"></script>
+        <script src="../../../../_static/underscore.js"></script>
+        <script src="../../../../_static/doctools.js"></script>
+        <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script src="../../../../_static/js/theme.js"></script>
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+  <h1>Source code for binarycpython.utils.population_extensions.Moe_di_Stefano_2017</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">Module containing the functions to handle the Moe&amp;Distrefano data</span>
+
+<span class="sd">This class object is an extension to the population grid object</span>
+<span class="sd">&quot;&quot;&quot;</span>
+
+<span class="c1"># pylint: disable=E1101</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">gc</span>
+<span class="kn">import</span> <span class="nn">copy</span>
+<span class="kn">import</span> <span class="nn">json</span>
+
+<span class="kn">import</span> <span class="nn">py_rinterpolate</span>
+
+<span class="kn">from</span> <span class="nn">binarycpython.utils.functions</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">verbose_print</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">binarycpython.utils.dicts</span> <span class="kn">import</span> <span class="n">update_dicts</span><span class="p">,</span> <span class="n">normalize_dict</span>
+<span class="kn">from</span> <span class="nn">binarycpython.utils.population_extensions.distribution_functions</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">Moecache</span><span class="p">,</span>
+    <span class="n">LOG_LN_CONVERTER</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">binarycpython.utils.population_extensions.grid_options_defaults</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">_MOE2017_VERBOSITY_LEVEL</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">binarycpython.utils</span> <span class="kn">import</span> <span class="n">moe_di_stefano_2017_data</span>
+
+
+
+<div class="viewcode-block" id="Moe_di_Stefano_2017"><a class="viewcode-back" href="../../../../population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017">[docs]</a><span class="k">class</span> <span class="nc">Moe_di_Stefano_2017</span><span class="p">:</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Extension to the population grid object that contains functionality to handle handle the Moe &amp; distefano distributions</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Init function for the Moe_di_Stefano_2017 class</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span>
+
+<div class="viewcode-block" id="Moe_di_Stefano_2017.set_moe_di_stefano_settings"><a class="viewcode-back" href="../../../../population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.set_moe_di_stefano_settings">[docs]</a>    <span class="k">def</span> <span class="nf">set_moe_di_stefano_settings</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to set user input configurations for the Moe &amp; di Stefano methods</span>
+
+<span class="sd">        If nothing is passed then we just use the default options</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">options</span><span class="p">:</span>
+            <span class="n">options</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="c1"># Take the option dictionary that was given and override.</span>
+        <span class="n">options</span> <span class="o">=</span> <span class="n">update_dicts</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">],</span> <span class="n">options</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">options</span><span class="p">)</span>
+
+        <span class="c1"># Write options to a file</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span>
+            <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span> <span class="s2">&quot;moe_distefano&quot;</span><span class="p">),</span>
+            <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span>
+            <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
+                <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span> <span class="s2">&quot;moe_distefano&quot;</span><span class="p">),</span>
+                <span class="s2">&quot;moeopts.dat&quot;</span><span class="p">,</span>
+            <span class="p">),</span>
+            <span class="s2">&quot;w&quot;</span><span class="p">,</span>
+            <span class="n">encoding</span><span class="o">=</span><span class="s2">&quot;utf-8&quot;</span><span class="p">,</span>
+        <span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">],</span> <span class="n">indent</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span>
+                <span class="p">)</span>
+            <span class="p">)</span>
+            <span class="n">f</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+    <span class="k">def</span> <span class="nf">_load_moe_di_stefano_data</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to load the moe &amp; di stefano data</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Only if the grid is loaded and Moecache contains information</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_loaded_Moe2017_data&quot;</span><span class="p">]:</span>  <span class="c1"># and not Moecache:</span>
+
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_Moe2017_JSON_data&quot;</span><span class="p">]:</span>
+                <span class="c1"># Use the existing (perhaps modified) JSON data</span>
+                <span class="n">json_data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_Moe2017_JSON_data&quot;</span><span class="p">]</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="c1"># Load the JSON data from a file</span>
+                <span class="n">json_data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_moe_di_stefano_dataset</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">],</span>
+                    <span class="n">verbosity</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="p">)</span>
+
+            <span class="c1"># entry of log10M1 is a list containing 1 dict.</span>
+            <span class="c1"># We can take the dict out of the list</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">],</span> <span class="nb">list</span><span class="p">):</span>
+                <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+
+            <span class="c1"># save this data in case we want to modify it later</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_Moe2017_JSON_data&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">json_data</span>
+
+            <span class="c1"># Get all the masses</span>
+            <span class="n">logmasses</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">logmasses</span><span class="p">:</span>
+                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;The table does not contain masses.&quot;</span>
+                <span class="n">verbose_print</span><span class="p">(</span>
+                    <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">msg</span><span class="p">),</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                    <span class="mi">0</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+
+            <span class="c1"># Write to file</span>
+            <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span>
+                <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span> <span class="s2">&quot;moe_distefano&quot;</span><span class="p">),</span>
+                <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span>
+                <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
+                    <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span> <span class="s2">&quot;moe_distefano&quot;</span><span class="p">),</span>
+                    <span class="s2">&quot;moe.log&quot;</span><span class="p">,</span>
+                <span class="p">),</span>
+                <span class="s2">&quot;w&quot;</span><span class="p">,</span>
+                <span class="n">encoding</span><span class="o">=</span><span class="s2">&quot;utf-8&quot;</span><span class="p">,</span>
+            <span class="p">)</span> <span class="k">as</span> <span class="n">logfile</span><span class="p">:</span>
+                <span class="n">logfile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;log₁₀Masses(M☉) </span><span class="si">{}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">logmasses</span><span class="p">))</span>
+
+            <span class="c1"># Get all the periods and see if they are all consistently present</span>
+            <span class="n">logperiods</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">logmass</span> <span class="ow">in</span> <span class="n">logmasses</span><span class="p">:</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">logperiods</span><span class="p">:</span>
+                    <span class="n">logperiods</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+                    <span class="n">dlog10P</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">logperiods</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">-</span> <span class="nb">float</span><span class="p">(</span><span class="n">logperiods</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+
+                <span class="n">current_logperiods</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">])</span>
+                <span class="k">if</span> <span class="n">logperiods</span> <span class="o">!=</span> <span class="n">current_logperiods</span><span class="p">:</span>
+                    <span class="n">msg</span> <span class="o">=</span> <span class="p">(</span>
+                        <span class="s2">&quot;Period values are not consistent throughout the dataset logperiods = &quot;</span>
+                        <span class="o">+</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">logperiods</span><span class="p">)</span>
+                        <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Current periods = &quot;</span>
+                        <span class="o">+</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">current_logperiods</span><span class="p">)</span>
+                    <span class="p">)</span>
+                    <span class="n">verbose_print</span><span class="p">(</span>
+                        <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">msg</span><span class="p">),</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                        <span class="mi">0</span><span class="p">,</span>
+                    <span class="p">)</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+
+                <span class="c1">############################################################</span>
+                <span class="c1"># log10period binwidth : of course this assumes a fixed</span>
+                <span class="c1"># binwidth, so we check for this too.</span>
+                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">current_logperiods</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="ow">not</span> <span class="n">dlog10P</span> <span class="o">==</span> <span class="p">(</span>
+                        <span class="nb">float</span><span class="p">(</span><span class="n">current_logperiods</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">])</span> <span class="o">-</span> <span class="nb">float</span><span class="p">(</span><span class="n">current_logperiods</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+                    <span class="p">):</span>
+                        <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Period spacing is not consistent throughout the dataset&quot;</span>
+                        <span class="n">verbose_print</span><span class="p">(</span>
+                            <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">msg</span><span class="p">),</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                            <span class="mi">0</span><span class="p">,</span>
+                        <span class="p">)</span>
+                        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+
+            <span class="c1"># save the logperiods list in the cache:</span>
+            <span class="c1"># this is used in the renormalization integration</span>
+            <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;logperiods&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">logperiods</span>
+
+            <span class="c1"># Write to file</span>
+            <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span>
+                <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span> <span class="s2">&quot;moe_distefano&quot;</span><span class="p">),</span>
+                <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span>
+                <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span> <span class="s2">&quot;moe_distefano&quot;</span><span class="p">,</span> <span class="s2">&quot;moe.log&quot;</span><span class="p">),</span>
+                <span class="s2">&quot;a&quot;</span><span class="p">,</span>
+                <span class="n">encoding</span><span class="o">=</span><span class="s2">&quot;utf-8&quot;</span><span class="p">,</span>
+            <span class="p">)</span> <span class="k">as</span> <span class="n">logfile</span><span class="p">:</span>
+                <span class="n">logfile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;log₁₀Periods(days) </span><span class="si">{}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">logperiods</span><span class="p">))</span>
+
+            <span class="c1"># Fill the global dict</span>
+            <span class="k">for</span> <span class="n">logmass</span> <span class="ow">in</span> <span class="n">logmasses</span><span class="p">:</span>
+                <span class="c1"># Create the multiplicity table</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">Moecache</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;multiplicity_table&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">):</span>
+                    <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;multiplicity_table&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+                <span class="c1"># multiplicity as a function of primary mass</span>
+                <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;multiplicity_table&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                    <span class="p">[</span>
+                        <span class="nb">float</span><span class="p">(</span><span class="n">logmass</span><span class="p">),</span>
+                        <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;f_multi&quot;</span><span class="p">],</span>
+                        <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;single star fraction&quot;</span><span class="p">],</span>
+                        <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;binary star fraction&quot;</span><span class="p">],</span>
+                        <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;triple/quad star fraction&quot;</span><span class="p">],</span>
+                    <span class="p">]</span>
+                <span class="p">)</span>
+
+                <span class="c1">############################################################</span>
+                <span class="c1"># a small log10period which we can shift just outside the</span>
+                <span class="c1"># table to force integration out there to zero</span>
+                <span class="n">epslog10P</span> <span class="o">=</span> <span class="mf">1e-8</span> <span class="o">*</span> <span class="n">dlog10P</span>
+
+                <span class="c1">############################################################</span>
+                <span class="c1"># loop over either binary or triple-outer periods</span>
+                <span class="n">first</span> <span class="o">=</span> <span class="mi">1</span>
+
+                <span class="c1"># Go over the periods</span>
+                <span class="k">for</span> <span class="n">logperiod</span> <span class="ow">in</span> <span class="n">logperiods</span><span class="p">:</span>
+                    <span class="c1">############################################################</span>
+                    <span class="c1"># distributions of binary and triple star fractions</span>
+                    <span class="c1"># as a function of mass, period.</span>
+                    <span class="c1">#</span>
+                    <span class="c1"># Note: these should be per unit log10P, hence we</span>
+                    <span class="c1"># divide by dlog10P</span>
+
+                    <span class="k">if</span> <span class="n">first</span><span class="p">:</span>
+                        <span class="n">first</span> <span class="o">=</span> <span class="mi">0</span>
+
+                        <span class="c1"># Create the multiplicity table</span>
+                        <span class="k">if</span> <span class="ow">not</span> <span class="n">Moecache</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;period_distributions&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">):</span>
+                            <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;period_distributions&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+                        <span class="c1">############################################################</span>
+                        <span class="c1"># lower bound the period distributions to zero probability</span>
+                        <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;period_distributions&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                            <span class="p">[</span>
+                                <span class="nb">float</span><span class="p">(</span><span class="n">logmass</span><span class="p">),</span>
+                                <span class="nb">float</span><span class="p">(</span><span class="n">logperiod</span><span class="p">)</span> <span class="o">-</span> <span class="mf">0.5</span> <span class="o">*</span> <span class="n">dlog10P</span> <span class="o">-</span> <span class="n">epslog10P</span><span class="p">,</span>
+                                <span class="mf">0.0</span><span class="p">,</span>
+                                <span class="mf">0.0</span><span class="p">,</span>
+                            <span class="p">]</span>
+                        <span class="p">)</span>
+                        <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;period_distributions&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                            <span class="p">[</span>
+                                <span class="nb">float</span><span class="p">(</span><span class="n">logmass</span><span class="p">),</span>
+                                <span class="nb">float</span><span class="p">(</span><span class="n">logperiod</span><span class="p">)</span> <span class="o">-</span> <span class="mf">0.5</span> <span class="o">*</span> <span class="n">dlog10P</span><span class="p">,</span>
+                                <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiod</span><span class="p">][</span>
+                                    <span class="s2">&quot;normed_bin_frac_p_dist&quot;</span>
+                                <span class="p">]</span>
+                                <span class="o">/</span> <span class="n">dlog10P</span><span class="p">,</span>
+                                <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiod</span><span class="p">][</span>
+                                    <span class="s2">&quot;normed_tripquad_frac_p_dist&quot;</span>
+                                <span class="p">]</span>
+                                <span class="o">/</span> <span class="n">dlog10P</span><span class="p">,</span>
+                            <span class="p">]</span>
+                        <span class="p">)</span>
+
+                    <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;period_distributions&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                        <span class="p">[</span>
+                            <span class="nb">float</span><span class="p">(</span><span class="n">logmass</span><span class="p">),</span>
+                            <span class="nb">float</span><span class="p">(</span><span class="n">logperiod</span><span class="p">),</span>
+                            <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiod</span><span class="p">][</span>
+                                <span class="s2">&quot;normed_bin_frac_p_dist&quot;</span>
+                            <span class="p">]</span>
+                            <span class="o">/</span> <span class="n">dlog10P</span><span class="p">,</span>
+                            <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiod</span><span class="p">][</span>
+                                <span class="s2">&quot;normed_tripquad_frac_p_dist&quot;</span>
+                            <span class="p">]</span>
+                            <span class="o">/</span> <span class="n">dlog10P</span><span class="p">,</span>
+                        <span class="p">]</span>
+                    <span class="p">)</span>
+
+                    <span class="c1">############################################################</span>
+                    <span class="c1"># distributions as a function of mass, period, q</span>
+                    <span class="c1">#</span>
+                    <span class="c1"># First, get a list of the qs given by Moe</span>
+                    <span class="c1">#</span>
+                    <span class="n">qs</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiod</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">])</span>
+
+                    <span class="c1"># Fill the data and &#39;normalise&#39;</span>
+                    <span class="n">qdata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fill_data</span><span class="p">(</span>
+                        <span class="n">qs</span><span class="p">,</span> <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiod</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">]</span>
+                    <span class="p">)</span>
+
+                    <span class="c1"># Create the multiplicity table</span>
+                    <span class="k">if</span> <span class="ow">not</span> <span class="n">Moecache</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q_distributions&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">):</span>
+                        <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;q_distributions&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+                    <span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">qs</span><span class="p">:</span>
+                        <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;q_distributions&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                            <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">logmass</span><span class="p">),</span> <span class="nb">float</span><span class="p">(</span><span class="n">logperiod</span><span class="p">),</span> <span class="nb">float</span><span class="p">(</span><span class="n">q</span><span class="p">),</span> <span class="n">qdata</span><span class="p">[</span><span class="n">q</span><span class="p">]]</span>
+                        <span class="p">)</span>
+
+                    <span class="c1">############################################################</span>
+                    <span class="c1"># eccentricity distributions as a function of mass, period, ecc</span>
+                    <span class="n">eccs</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiod</span><span class="p">][</span><span class="s2">&quot;e&quot;</span><span class="p">])</span>
+
+                    <span class="c1"># Fill the data and &#39;normalise&#39;</span>
+                    <span class="n">ecc_data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fill_data</span><span class="p">(</span>
+                        <span class="n">eccs</span><span class="p">,</span> <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiod</span><span class="p">][</span><span class="s2">&quot;e&quot;</span><span class="p">]</span>
+                    <span class="p">)</span>
+
+                    <span class="c1"># Create the multiplicity table</span>
+                    <span class="k">if</span> <span class="ow">not</span> <span class="n">Moecache</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ecc_distributions&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">):</span>
+                        <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;ecc_distributions&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+                    <span class="k">for</span> <span class="n">ecc</span> <span class="ow">in</span> <span class="n">eccs</span><span class="p">:</span>
+                        <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;ecc_distributions&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                            <span class="p">[</span>
+                                <span class="nb">float</span><span class="p">(</span><span class="n">logmass</span><span class="p">),</span>
+                                <span class="nb">float</span><span class="p">(</span><span class="n">logperiod</span><span class="p">),</span>
+                                <span class="nb">float</span><span class="p">(</span><span class="n">ecc</span><span class="p">),</span>
+                                <span class="n">ecc_data</span><span class="p">[</span><span class="n">ecc</span><span class="p">],</span>
+                            <span class="p">]</span>
+                        <span class="p">)</span>
+
+                <span class="c1">############################################################</span>
+                <span class="c1"># upper bound the period distributions to zero probability</span>
+                <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;period_distributions&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                    <span class="p">[</span>
+                        <span class="nb">float</span><span class="p">(</span><span class="n">logmass</span><span class="p">),</span>
+                        <span class="nb">float</span><span class="p">(</span><span class="n">logperiods</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="mf">0.5</span> <span class="o">*</span> <span class="n">dlog10P</span><span class="p">,</span>  <span class="c1"># TODO: why this shift? to center it?</span>
+                        <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiods</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]][</span>
+                            <span class="s2">&quot;normed_bin_frac_p_dist&quot;</span>
+                        <span class="p">]</span>
+                        <span class="o">/</span> <span class="n">dlog10P</span><span class="p">,</span>
+                        <span class="n">json_data</span><span class="p">[</span><span class="s2">&quot;log10M1&quot;</span><span class="p">][</span><span class="n">logmass</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="n">logperiods</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]][</span>
+                            <span class="s2">&quot;normed_tripquad_frac_p_dist&quot;</span>
+                        <span class="p">]</span>
+                        <span class="o">/</span> <span class="n">dlog10P</span><span class="p">,</span>
+                    <span class="p">]</span>
+                <span class="p">)</span>
+                <span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;period_distributions&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                    <span class="p">[</span>
+                        <span class="nb">float</span><span class="p">(</span><span class="n">logmass</span><span class="p">),</span>
+                        <span class="nb">float</span><span class="p">(</span><span class="n">logperiods</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="mf">0.5</span> <span class="o">*</span> <span class="n">dlog10P</span> <span class="o">+</span> <span class="n">epslog10P</span><span class="p">,</span>
+                        <span class="mf">0.0</span><span class="p">,</span>
+                        <span class="mf">0.0</span><span class="p">,</span>
+                    <span class="p">]</span>
+                <span class="p">)</span>
+
+            <span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: Length period_distributions table: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="nb">len</span><span class="p">(</span><span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;period_distributions&quot;</span><span class="p">])</span>
+                <span class="p">),</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="n">_MOE2017_VERBOSITY_LEVEL</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: Length multiplicity table: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="nb">len</span><span class="p">(</span><span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;multiplicity_table&quot;</span><span class="p">])</span>
+                <span class="p">),</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="n">_MOE2017_VERBOSITY_LEVEL</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: Length q table: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="nb">len</span><span class="p">(</span><span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;q_distributions&quot;</span><span class="p">])</span>
+                <span class="p">),</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="n">_MOE2017_VERBOSITY_LEVEL</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: Length ecc table: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="nb">len</span><span class="p">(</span><span class="n">Moecache</span><span class="p">[</span><span class="s2">&quot;ecc_distributions&quot;</span><span class="p">])</span>
+                <span class="p">),</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="n">_MOE2017_VERBOSITY_LEVEL</span><span class="p">,</span>
+            <span class="p">)</span>
+
+            <span class="c1"># Write to log file</span>
+            <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span>
+                <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span> <span class="s2">&quot;moe_distefano&quot;</span><span class="p">),</span>
+                <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span>
+                <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
+                    <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span> <span class="s2">&quot;moe_distefano&quot;</span><span class="p">),</span>
+                    <span class="s2">&quot;moecache.json&quot;</span><span class="p">,</span>
+                <span class="p">),</span>
+                <span class="s2">&quot;w&quot;</span><span class="p">,</span>
+                <span class="n">encoding</span><span class="o">=</span><span class="s2">&quot;utf-8&quot;</span><span class="p">,</span>
+            <span class="p">)</span> <span class="k">as</span> <span class="n">cache_filehandle</span><span class="p">:</span>
+                <span class="n">cache_filehandle</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                    <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">Moecache</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+                <span class="p">)</span>
+
+            <span class="c1"># Signal that the data has been loaded</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_loaded_Moe2017_data&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
+
+    <span class="k">def</span> <span class="nf">_set_moe_di_stefano_distributions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to set the Moe &amp; di Stefano distribution</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1">############################################################</span>
+        <span class="c1"># first, the multiplicity, this is 1,2,3,4, ...</span>
+        <span class="c1"># for singles, binaries, triples, quadruples, ...</span>
+
+        <span class="n">max_multiplicity</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_max_multiplicity</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;multiplicity_modulator&quot;</span><span class="p">]</span>
+        <span class="p">)</span>
+        <span class="n">verbose_print</span><span class="p">(</span>
+            <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: Max multiplicity = </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">max_multiplicity</span><span class="p">),</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+            <span class="n">_MOE2017_VERBOSITY_LEVEL</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="c1">######</span>
+        <span class="c1"># Setting up the grid variables</span>
+
+        <span class="c1"># Multiplicity</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+            <span class="n">name</span><span class="o">=</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">,</span>
+            <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">,</span>
+            <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">,</span>
+            <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="n">max_multiplicity</span><span class="p">],</span>
+            <span class="n">samplerfunc</span><span class="o">=</span><span class="s2">&quot;self.const_int(1, </span><span class="si">{n}</span><span class="s2">, </span><span class="si">{n}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n</span><span class="o">=</span><span class="n">max_multiplicity</span><span class="p">),</span>
+            <span class="n">precode</span><span class="o">=</span><span class="s1">&#39;self.grid_options[&quot;multiplicity&quot;] = multiplicity; self.bse_options[&quot;multiplicity&quot;] = multiplicity; options=</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+            <span class="p">),</span>
+            <span class="n">condition</span><span class="o">=</span><span class="s2">&quot;(</span><span class="si">{}</span><span class="s2">[int(multiplicity)-1] &gt; 0)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;multiplicity_modulator&quot;</span><span class="p">])</span>
+            <span class="p">),</span>
+            <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;discrete&quot;</span><span class="p">,</span>
+            <span class="n">probdist</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="c1">############################################################</span>
+        <span class="c1"># always require M1, for all systems</span>
+        <span class="c1">#</span>
+        <span class="c1"># log-spaced m1 with given resolution</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+            <span class="n">name</span><span class="o">=</span><span class="s2">&quot;lnM_1&quot;</span><span class="p">,</span>
+            <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;M_1&quot;</span><span class="p">,</span>
+            <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;Primary mass&quot;</span><span class="p">,</span>
+            <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;samplerfuncs&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+            <span class="ow">or</span> <span class="s2">&quot;self.const_linear(np.log(</span><span class="si">{}</span><span class="s2">), np.log(</span><span class="si">{}</span><span class="s2">), </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+            <span class="p">),</span>
+            <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                <span class="s2">&quot;np.log(</span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                <span class="p">),</span>
+                <span class="s2">&quot;np.log(</span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                <span class="p">),</span>
+            <span class="p">],</span>
+            <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+            <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;dlnM_1&quot;</span><span class="p">,</span>
+            <span class="n">precode</span><span class="o">=</span><span class="s1">&#39;M_1 = np.exp(lnM_1); options[&quot;M_1&quot;]=M_1&#39;</span><span class="p">,</span>
+            <span class="n">probdist</span><span class="o">=</span><span class="s2">&quot;self.Moe_di_Stefano_2017_pdf({{</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">}}, verbosity=self.grid_options[&#39;verbosity&#39;])[&#39;total_probdens&#39;] if multiplicity == 1 else 1&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="nb">str</span><span class="p">(</span><span class="nb">dict</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]))[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
+                <span class="s2">&quot;&#39;multiplicity&#39;: multiplicity&quot;</span><span class="p">,</span>
+                <span class="s2">&quot;&#39;M_1&#39;: M_1&quot;</span><span class="p">,</span>
+            <span class="p">),</span>
+        <span class="p">)</span>
+
+        <span class="c1"># Go to higher multiplicities</span>
+        <span class="k">if</span> <span class="n">max_multiplicity</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="c1"># binaries: period</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                <span class="n">name</span><span class="o">=</span><span class="s2">&quot;log10per&quot;</span><span class="p">,</span>
+                <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;orbital_period&quot;</span><span class="p">,</span>
+                <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;log10(Orbital_Period)&quot;</span><span class="p">,</span>
+                <span class="n">probdist</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+                <span class="n">condition</span><span class="o">=</span><span class="s1">&#39;(self.grid_options[&quot;multiplicity&quot;] &gt;= 2)&#39;</span><span class="p">,</span>
+                <span class="n">branchpoint</span><span class="o">=</span><span class="mi">1</span>
+                <span class="k">if</span> <span class="n">max_multiplicity</span> <span class="o">&gt;</span> <span class="mi">1</span>
+                <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>  <span class="c1"># Signal here to put a branchpoint if we have a max multiplicity higher than 1.</span>
+                <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;(</span><span class="si">{}</span><span class="s2"> * dlog10per)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">LOG_LN_CONVERTER</span><span class="p">),</span>
+                <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                <span class="p">],</span>
+                <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;samplerfuncs&quot;</span><span class="p">][</span>
+                    <span class="s2">&quot;logP&quot;</span>
+                <span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                <span class="p">),</span>
+                <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;&quot;&quot;orbital_period = 10.0**log10per</span>
+<span class="s2">qmin=</span><span class="si">{}</span><span class="s2">/M_1</span>
+<span class="s2">qmax=maximum_mass_ratio_for_RLOF(M_1, orbital_period)</span>
+<span class="s2">&quot;&quot;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;Mmin&quot;</span><span class="p">]</span>
+                <span class="p">),</span>
+            <span class="p">)</span>  <span class="c1"># TODO: change the maximum_mass_ratio_for_RLOF</span>
+
+            <span class="c1"># binaries: mass ratio</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                <span class="n">name</span><span class="o">=</span><span class="s2">&quot;q&quot;</span><span class="p">,</span>
+                <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;M_2&quot;</span><span class="p">,</span>
+                <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;Mass ratio&quot;</span><span class="p">,</span>
+                <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                    <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                    <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="k">else</span> <span class="s2">&quot;options[&#39;Mmin&#39;]/M_1&quot;</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                    <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                    <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="k">else</span> <span class="s2">&quot;qmax&quot;</span><span class="p">,</span>
+                <span class="p">],</span>
+                <span class="n">probdist</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+                <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;dq&quot;</span><span class="p">,</span>
+                <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">M_2 = q * M_1</span>
+<span class="s2">sep = calc_sep_from_period(M_1, M_2, orbital_period)</span>
+<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span>
+                <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;samplerfuncs&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                    <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                    <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="k">else</span> <span class="s2">&quot;</span><span class="si">{}</span><span class="s2">/M_1&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;Mmin&quot;</span><span class="p">]),</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                    <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                    <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">])[</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="k">else</span> <span class="s2">&quot;qmax&quot;</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                <span class="p">),</span>
+            <span class="p">)</span>
+
+            <span class="c1"># (optional) binaries: eccentricity</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;ecc&quot;</span><span class="p">,</span>
+                    <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;eccentricity&quot;</span><span class="p">,</span>
+                    <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;Eccentricity&quot;</span><span class="p">,</span>
+                    <span class="n">probdist</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+                    <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                    <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;decc&quot;</span><span class="p">,</span>
+                    <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;eccentricity=ecc&quot;</span><span class="p">,</span>
+                    <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                            <span class="mi">0</span>
+                        <span class="p">],</span>  <span class="c1"># Just fail if not defined.</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                    <span class="p">],</span>
+                    <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;samplerfuncs&quot;</span><span class="p">][</span>
+                        <span class="s2">&quot;ecc&quot;</span>
+                    <span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                            <span class="mi">0</span>
+                        <span class="p">],</span>  <span class="c1"># Just fail if not defined.</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                    <span class="p">),</span>
+                <span class="p">)</span>
+
+            <span class="c1"># Now for triples and quadruples</span>
+            <span class="k">if</span> <span class="n">max_multiplicity</span> <span class="o">&gt;=</span> <span class="mi">3</span><span class="p">:</span>
+                <span class="c1"># Triple: period</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;log10per2&quot;</span><span class="p">,</span>
+                    <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;orbital_period_triple&quot;</span><span class="p">,</span>
+                    <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;log10(Orbital_Period2)&quot;</span><span class="p">,</span>
+                    <span class="n">probdist</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+                    <span class="n">condition</span><span class="o">=</span><span class="s1">&#39;(self.grid_options[&quot;multiplicity&quot;] &gt;= 3)&#39;</span><span class="p">,</span>
+                    <span class="n">branchpoint</span><span class="o">=</span><span class="mi">2</span>
+                    <span class="k">if</span> <span class="n">max_multiplicity</span> <span class="o">&gt;</span> <span class="mi">2</span>
+                    <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>  <span class="c1"># Signal here to put a branchpoint if we have a max multiplicity higher than 1.</span>
+                    <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                    <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;(</span><span class="si">{}</span><span class="s2"> * dlog10per2)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">LOG_LN_CONVERTER</span><span class="p">),</span>
+                    <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                    <span class="p">],</span>
+                    <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;samplerfuncs&quot;</span><span class="p">][</span>
+                        <span class="s2">&quot;logP&quot;</span>
+                    <span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                    <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                    <span class="p">),</span>
+                    <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;&quot;&quot;orbital_period_triple = 10.0**log10per2</span>
+<span class="s2">q2min=</span><span class="si">{}</span><span class="s2">/(M_1+M_2)</span>
+<span class="s2">q2max=maximum_mass_ratio_for_RLOF(M_1+M_2, orbital_period_triple)</span>
+<span class="s2">    &quot;&quot;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;Mmin&quot;</span><span class="p">]</span>
+                    <span class="p">),</span>
+                <span class="p">)</span>
+
+                <span class="c1"># Triples: mass ratio</span>
+                <span class="c1"># Note, the mass ratio is M_outer/M_inner</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;q2&quot;</span><span class="p">,</span>
+                    <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;M_3&quot;</span><span class="p">,</span>
+                    <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;Mass ratio outer/inner&quot;</span><span class="p">,</span>
+                    <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                        <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                        <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                        <span class="k">else</span> <span class="s2">&quot;options[&#39;Mmin&#39;]/(M_1+M_2)&quot;</span><span class="p">,</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                        <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                        <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                        <span class="k">else</span> <span class="s2">&quot;q2max&quot;</span><span class="p">,</span>
+                    <span class="p">],</span>
+                    <span class="n">probdist</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+                    <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                    <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;dq2&quot;</span><span class="p">,</span>
+                    <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">M_3 = q2 * (M_1 + M_2)</span>
+<span class="s2">sep2 = calc_sep_from_period((M_1+M_2), M_3, orbital_period_triple)</span>
+<span class="s2">eccentricity2=0</span>
+<span class="s2">&quot;&quot;&quot;</span><span class="p">,</span>
+                    <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;samplerfuncs&quot;</span><span class="p">][</span>
+                        <span class="s2">&quot;M&quot;</span>
+                    <span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+                    <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                        <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                        <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                        <span class="k">else</span> <span class="s2">&quot;options[&#39;Mmin&#39;]/(M_1+M_2)&quot;</span><span class="p">,</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                        <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                        <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                        <span class="k">else</span> <span class="s2">&quot;q2max&quot;</span><span class="p">,</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">2</span><span class="p">],</span>
+                    <span class="p">),</span>
+                <span class="p">)</span>
+
+                <span class="c1"># (optional) triples: eccentricity</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                        <span class="n">name</span><span class="o">=</span><span class="s2">&quot;ecc2&quot;</span><span class="p">,</span>
+                        <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;eccentricity2&quot;</span><span class="p">,</span>
+                        <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;Eccentricity of the triple&quot;</span><span class="p">,</span>
+                        <span class="n">probdist</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+                        <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                        <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;decc2&quot;</span><span class="p">,</span>
+                        <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;eccentricity2=ecc2&quot;</span><span class="p">,</span>
+                        <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                                <span class="mi">0</span>
+                            <span class="p">],</span>  <span class="c1"># Just fail if not defined.</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                        <span class="p">],</span>
+                        <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span>
+                            <span class="s2">&quot;samplerfuncs&quot;</span>
+                        <span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                        <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                                <span class="mi">0</span>
+                            <span class="p">],</span>  <span class="c1"># Just fail if not defined.</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                                <span class="mi">1</span>
+                            <span class="p">],</span>
+                        <span class="p">),</span>
+                    <span class="p">)</span>
+
+                <span class="k">if</span> <span class="n">max_multiplicity</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+                    <span class="c1"># Quadruple: period</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                        <span class="n">name</span><span class="o">=</span><span class="s2">&quot;log10per3&quot;</span><span class="p">,</span>
+                        <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;orbital_period_quadruple&quot;</span><span class="p">,</span>
+                        <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;log10(Orbital_Period3)&quot;</span><span class="p">,</span>
+                        <span class="n">probdist</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+                        <span class="n">condition</span><span class="o">=</span><span class="s1">&#39;(self.grid_options[&quot;multiplicity&quot;] &gt;= 4)&#39;</span><span class="p">,</span>
+                        <span class="n">branchpoint</span><span class="o">=</span><span class="mi">3</span>
+                        <span class="k">if</span> <span class="n">max_multiplicity</span> <span class="o">&gt;</span> <span class="mi">3</span>
+                        <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>  <span class="c1"># Signal here to put a branchpoint if we have a max multiplicity higher than 1.</span>
+                        <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                        <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;(</span><span class="si">{}</span><span class="s2"> * dlog10per3)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">LOG_LN_CONVERTER</span><span class="p">),</span>
+                        <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                        <span class="p">],</span>
+                        <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span>
+                            <span class="s2">&quot;samplerfuncs&quot;</span>
+                        <span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+                        <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;logP&quot;</span><span class="p">][</span>
+                                <span class="mi">2</span>
+                            <span class="p">],</span>
+                        <span class="p">),</span>
+                        <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;&quot;&quot;orbital_period_quadruple = 10.0**log10per3</span>
+<span class="s2">q3min=</span><span class="si">{}</span><span class="s2">/(M_3)</span>
+<span class="s2">q3max=maximum_mass_ratio_for_RLOF(M_3, orbital_period_quadruple)</span>
+<span class="s2">    &quot;&quot;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;Mmin&quot;</span><span class="p">]</span>
+                        <span class="p">),</span>
+                    <span class="p">)</span>
+
+                    <span class="c1"># Quadruple: mass ratio : M_outer / M_inner</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                        <span class="n">name</span><span class="o">=</span><span class="s2">&quot;q3&quot;</span><span class="p">,</span>
+                        <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;M_4&quot;</span><span class="p">,</span>
+                        <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;Mass ratio outer low/outer high&quot;</span><span class="p">,</span>
+                        <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                            <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                            <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                            <span class="k">else</span> <span class="s2">&quot;options[&#39;Mmin&#39;]/(M_3)&quot;</span><span class="p">,</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                            <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                            <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                            <span class="k">else</span> <span class="s2">&quot;q3max&quot;</span><span class="p">,</span>
+                        <span class="p">],</span>
+                        <span class="n">probdist</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+                        <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                        <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;dq3&quot;</span><span class="p">,</span>
+                        <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">M_4 = q3 * M_3</span>
+<span class="s2">sep3 = calc_sep_from_period((M_3), M_4, orbital_period_quadruple)</span>
+<span class="s2">eccentricity3=0</span>
+<span class="s2">&quot;&quot;&quot;</span><span class="p">,</span>
+                        <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span>
+                            <span class="s2">&quot;samplerfuncs&quot;</span>
+                        <span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">3</span><span class="p">]</span>
+                        <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                            <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                            <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                            <span class="k">else</span> <span class="s2">&quot;options[&#39;Mmin&#39;]/(M_3)&quot;</span><span class="p">,</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;q&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                            <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ranges&quot;</span><span class="p">,</span> <span class="p">{})</span>
+                            <span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;q&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                            <span class="k">else</span> <span class="s2">&quot;q3max&quot;</span><span class="p">,</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;M&quot;</span><span class="p">][</span><span class="mi">2</span><span class="p">],</span>
+                        <span class="p">),</span>
+                    <span class="p">)</span>
+
+                    <span class="c1"># (optional) triples: eccentricity</span>
+                    <span class="k">if</span> <span class="p">(</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+                        <span class="o">&gt;</span> <span class="mi">0</span>
+                    <span class="p">):</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
+                            <span class="n">name</span><span class="o">=</span><span class="s2">&quot;ecc3&quot;</span><span class="p">,</span>
+                            <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;eccentricity3&quot;</span><span class="p">,</span>
+                            <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;Eccentricity of the triple+quadruple/outer binary&quot;</span><span class="p">,</span>
+                            <span class="n">probdist</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+                            <span class="n">gridtype</span><span class="o">=</span><span class="s2">&quot;centred&quot;</span><span class="p">,</span>
+                            <span class="n">dphasevol</span><span class="o">=</span><span class="s2">&quot;decc3&quot;</span><span class="p">,</span>
+                            <span class="n">precode</span><span class="o">=</span><span class="s2">&quot;eccentricity3=ecc3&quot;</span><span class="p">,</span>
+                            <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                                    <span class="mi">0</span>
+                                <span class="p">],</span>  <span class="c1"># Just fail if not defined.</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                                    <span class="mi">1</span>
+                                <span class="p">],</span>
+                            <span class="p">],</span>
+                            <span class="n">samplerfunc</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span>
+                                <span class="s2">&quot;samplerfuncs&quot;</span>
+                            <span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+                            <span class="ow">or</span> <span class="s2">&quot;self.const_linear(</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                                    <span class="mi">0</span>
+                                <span class="p">],</span>  <span class="c1"># Just fail if not defined.</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;ranges&quot;</span><span class="p">][</span><span class="s2">&quot;ecc&quot;</span><span class="p">][</span>
+                                    <span class="mi">1</span>
+                                <span class="p">],</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;resolutions&quot;</span><span class="p">][</span>
+                                    <span class="s2">&quot;ecc&quot;</span>
+                                <span class="p">][</span><span class="mi">2</span><span class="p">],</span>
+                            <span class="p">),</span>
+                        <span class="p">)</span>
+
+        <span class="c1"># Now we are at the last part.</span>
+        <span class="c1"># Here we should combine all the information that we calculate and update the options</span>
+        <span class="c1"># dictionary. This will then be passed to the Moe_di_Stefano_2017_pdf to calculate</span>
+        <span class="c1"># the real probability. The trick we use is to strip the options_dict as a string</span>
+        <span class="c1"># and add some keys to it:</span>
+
+        <span class="n">updated_options</span> <span class="o">=</span> <span class="s2">&quot;{{</span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">}}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="nb">str</span><span class="p">(</span><span class="nb">dict</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]))[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
+            <span class="s1">&#39;&quot;multiplicity&quot;: multiplicity&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;M_1&quot;: M_1&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;M_2&quot;: M_2&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;M_3&quot;: M_3&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;M_4&quot;: M_4&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;P&quot;: orbital_period&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;P2&quot;: orbital_period_triple&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;P3&quot;: orbital_period_quadruple&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;ecc&quot;: eccentricity&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;ecc2&quot;: eccentricity2&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;&quot;ecc3&quot;: eccentricity3&#39;</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">probdist_addition</span> <span class="o">=</span> <span class="s2">&quot;self.Moe_di_Stefano_2017_pdf(</span><span class="si">{}</span><span class="s2">, verbosity=self.grid_options[&#39;verbosity&#39;])[&#39;total_probdens&#39;]&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="n">updated_options</span>
+        <span class="p">)</span>
+
+        <span class="c1"># and finally the probability calculator</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_grid_variables&quot;</span><span class="p">][</span><span class="bp">self</span><span class="o">.</span><span class="n">_last_grid_variable</span><span class="p">()][</span>
+            <span class="s2">&quot;probdist&quot;</span>
+        <span class="p">]</span> <span class="o">=</span> <span class="n">probdist_addition</span>
+
+        <span class="n">verbose_print</span><span class="p">(</span>
+            <span class="s2">&quot;</span><span class="se">\t</span><span class="s2">Moe_di_Stefano_2017: Added final call to the pdf function&quot;</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+            <span class="n">_MOE2017_VERBOSITY_LEVEL</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="c1"># Signal that the MOE2017 grid has been set</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_set_Moe2017_grid&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
+
+    <span class="c1">################################################################################################</span>
+<div class="viewcode-block" id="Moe_di_Stefano_2017.Moe_di_Stefano_2017"><a class="viewcode-back" href="../../../../population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.Moe_di_Stefano_2017">[docs]</a>    <span class="k">def</span> <span class="nf">Moe_di_Stefano_2017</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to handle setting the user input settings,</span>
+<span class="sd">        set up the data and load that into interpolators and</span>
+<span class="sd">        then set the distribution functions</span>
+
+<span class="sd">        Takes a dictionary as its only argument</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">default_options</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;apply settings&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+            <span class="s2">&quot;setup grid&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+            <span class="s2">&quot;load data&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+            <span class="s2">&quot;clean cache&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>
+            <span class="s2">&quot;clean load flag&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>
+            <span class="s2">&quot;clean all&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="p">}</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">options</span><span class="p">:</span>
+            <span class="n">options</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">options</span> <span class="o">=</span> <span class="n">update_dicts</span><span class="p">(</span><span class="n">default_options</span><span class="p">,</span> <span class="n">options</span><span class="p">)</span>
+
+        <span class="c1"># clean cache?</span>
+        <span class="k">if</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;clean all&quot;</span><span class="p">]</span> <span class="ow">or</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;clean cache&quot;</span><span class="p">]:</span>
+            <span class="n">Moecache</span><span class="o">.</span><span class="n">clear</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;clean all&quot;</span><span class="p">]</span> <span class="ow">or</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;clean load flag&quot;</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_loaded_Moe2017_data&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span>
+
+        <span class="c1"># Set the user input</span>
+        <span class="k">if</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;apply settings&quot;</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">set_moe_di_stefano_settings</span><span class="p">(</span><span class="n">options</span><span class="o">=</span><span class="n">options</span><span class="p">)</span>
+
+        <span class="c1"># Load the data</span>
+        <span class="k">if</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;load data&quot;</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_load_moe_di_stefano_data</span><span class="p">()</span>
+
+        <span class="c1"># construct the grid here</span>
+        <span class="k">if</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;setup grid&quot;</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_set_moe_di_stefano_distributions</span><span class="p">()</span></div>
+
+    <span class="k">def</span> <span class="nf">_clean_interpolators</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to clean up the interpolators after a run</span>
+
+<span class="sd">        We look in the Moecache global variable for items that are interpolators.</span>
+<span class="sd">        Should be called by the general cleanup function AND the thread cleanup function</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">interpolator_keys</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">Moecache</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">py_rinterpolate</span><span class="o">.</span><span class="n">Rinterpolate</span><span class="p">):</span>
+                <span class="n">interpolator_keys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">interpolator_keys</span><span class="p">:</span>
+            <span class="n">Moecache</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">destroy</span><span class="p">()</span>
+            <span class="k">del</span> <span class="n">Moecache</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+        <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_calculate_multiplicity_fraction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">system_dict</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to calculate multiplicity fraction</span>
+
+<span class="sd">        Makes use of the self.bse_options[&#39;multiplicity&#39;] value. If its not set, it will raise an error</span>
+
+<span class="sd">        grid_options[&#39;multiplicity_fraction_function&#39;] will be checked for the choice</span>
+
+<span class="sd">        TODO: add option to put a manual binary fraction in here (solve via negative numbers being the functions)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Just return 1 if no option has been chosen</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;multiplicity_fraction_function&quot;</span><span class="p">]</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;None&quot;</span><span class="p">]:</span>
+            <span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;_calculate_multiplicity_fraction: Chosen not to use any multiplicity fraction.&quot;</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">3</span><span class="p">,</span>
+            <span class="p">)</span>
+
+            <span class="k">return</span> <span class="mi">1</span>
+
+        <span class="c1"># Raise an error if the multiplicity is not set</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">system_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">):</span>
+            <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Multiplicity value has not been set. When using a specific multiplicity fraction function please set the multiplicity&quot;</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+
+        <span class="c1"># Go over the chosen options</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;multiplicity_fraction_function&quot;</span><span class="p">]</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;Arenou2010&quot;</span><span class="p">]:</span>
+            <span class="c1"># Arenou 2010 will be used</span>
+            <span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;_calculate_multiplicity_fraction: Using Arenou 2010 to calculate multiplicity fractions&quot;</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">3</span><span class="p">,</span>
+            <span class="p">)</span>
+
+            <span class="n">binary_fraction</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Arenou2010_binary_fraction</span><span class="p">(</span><span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;M_1&quot;</span><span class="p">])</span>
+            <span class="n">multiplicity_fraction_dict</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="mi">1</span><span class="p">:</span> <span class="mi">1</span> <span class="o">-</span> <span class="n">binary_fraction</span><span class="p">,</span>
+                <span class="mi">2</span><span class="p">:</span> <span class="n">binary_fraction</span><span class="p">,</span>
+                <span class="mi">3</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+                <span class="mi">4</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="p">}</span>
+
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;multiplicity_fraction_function&quot;</span><span class="p">]</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Raghavan2010&quot;</span><span class="p">]:</span>
+            <span class="c1"># Raghavan 2010 will be used</span>
+            <span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;_calculate_multiplicity_fraction: Using Raghavan (2010) to calculate multiplicity fractions&quot;</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">3</span><span class="p">,</span>
+            <span class="p">)</span>
+
+            <span class="n">binary_fraction</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">raghavan2010_binary_fraction</span><span class="p">(</span><span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;M_1&quot;</span><span class="p">])</span>
+            <span class="n">multiplicity_fraction_dict</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="mi">1</span><span class="p">:</span> <span class="mi">1</span> <span class="o">-</span> <span class="n">binary_fraction</span><span class="p">,</span>
+                <span class="mi">2</span><span class="p">:</span> <span class="n">binary_fraction</span><span class="p">,</span>
+                <span class="mi">3</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+                <span class="mi">4</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="p">}</span>
+
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;multiplicity_fraction_function&quot;</span><span class="p">]</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;Moe2017&quot;</span><span class="p">]:</span>
+            <span class="c1"># We need to check several things now here:</span>
+
+            <span class="c1"># First, are the options for the MOE2017 grid set? On start it is filled with the default settings</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]:</span>
+                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;The MOE2017 options do not seem to be set properly. The value is </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span>
+                <span class="p">)</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+
+            <span class="c1"># Second: is the Moecache filled.</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">Moecache</span><span class="p">:</span>
+                <span class="n">verbose_print</span><span class="p">(</span>
+                    <span class="s2">&quot;_calculate_multiplicity_fraction: Moecache is empty. It needs to be filled with the data for the interpolators. Loading the data now&quot;</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                    <span class="mi">3</span><span class="p">,</span>
+                <span class="p">)</span>
+
+                <span class="c1"># Load the data</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_load_moe_di_stefano_data</span><span class="p">()</span>
+
+            <span class="c1"># record the prev value</span>
+            <span class="n">prev_M1_value_ms</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;M_1&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+
+            <span class="c1"># Set value of M1 of the current system</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;M_1&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;M_1&quot;</span><span class="p">]</span>
+
+            <span class="c1"># Calculate the multiplicity fraction</span>
+            <span class="n">multiplicity_fraction_list</span> <span class="o">=</span> <span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">Moe_di_Stefano_2017_multiplicity_fractions</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">]</span>
+                <span class="p">)</span>
+            <span class="p">)</span>
+
+            <span class="c1"># Turn into dict</span>
+            <span class="n">multiplicity_fraction_dict</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="n">el</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span> <span class="n">multiplicity_fraction_list</span><span class="p">[</span><span class="n">el</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">multiplicity_fraction_list</span><span class="p">))</span>
+            <span class="p">}</span>
+
+            <span class="c1"># Set the prev value back</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;Moe2017_options&quot;</span><span class="p">][</span><span class="s2">&quot;M_1&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">prev_M1_value_ms</span>
+
+        <span class="c1"># we don&#39;t know what to do next</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Chosen value for the multiplicity fraction function is not known.&quot;</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+
+        <span class="c1"># To make sure we normalize the dictionary</span>
+        <span class="n">multiplicity_fraction_dict</span> <span class="o">=</span> <span class="n">normalize_dict</span><span class="p">(</span>
+            <span class="n">multiplicity_fraction_dict</span><span class="p">,</span> <span class="n">verbosity</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">]</span>
+        <span class="p">)</span>
+
+        <span class="n">verbose_print</span><span class="p">(</span>
+            <span class="s2">&quot;Multiplicity: </span><span class="si">{}</span><span class="s2"> multiplicity_fraction: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">],</span>
+                <span class="n">multiplicity_fraction_dict</span><span class="p">[</span><span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">]],</span>
+            <span class="p">),</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+            <span class="mi">3</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">multiplicity_fraction_dict</span><span class="p">[</span><span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">]]</span>
+
+<div class="viewcode-block" id="Moe_di_Stefano_2017.get_moe_di_stefano_dataset"><a class="viewcode-back" href="../../../../population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_moe_di_stefano_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">get_moe_di_stefano_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">options</span><span class="p">,</span> <span class="n">verbosity</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">            Function to get the default Moe and di Stefano dataset or accept a user input.</span>
+
+<span class="sd">        Returns a dict containing the (JSON) data.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">json_data</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="k">if</span> <span class="s2">&quot;JSON&quot;</span> <span class="ow">in</span> <span class="n">options</span><span class="p">:</span>
+            <span class="c1"># use the JSON data passed in</span>
+            <span class="n">json_data</span> <span class="o">=</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;JSON&quot;</span><span class="p">]</span>
+
+        <span class="k">elif</span> <span class="s2">&quot;file&quot;</span> <span class="ow">in</span> <span class="n">options</span><span class="p">:</span>
+            <span class="c1"># use the file passed in, if provided</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">options</span><span class="p">[</span><span class="s2">&quot;file&quot;</span><span class="p">]):</span>
+                <span class="n">verbose_print</span><span class="p">(</span>
+                    <span class="s2">&quot;The provided &#39;file&#39; Moe and de Stefano JSON file does not seem to exist at </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="n">options</span><span class="p">[</span><span class="s2">&quot;file&quot;</span><span class="p">]</span>
+                    <span class="p">),</span>
+                    <span class="n">verbosity</span><span class="p">,</span>
+                    <span class="mi">1</span><span class="p">,</span>
+                <span class="p">)</span>
+
+                <span class="k">raise</span> <span class="ne">ValueError</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">options</span><span class="p">[</span><span class="s2">&quot;file&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s2">&quot;.json&quot;</span><span class="p">):</span>
+                <span class="n">verbose_print</span><span class="p">(</span>
+                    <span class="s2">&quot;Provided filename is not a json file&quot;</span><span class="p">,</span>
+                    <span class="n">verbosity</span><span class="p">,</span>
+                    <span class="mi">1</span><span class="p">,</span>
+                <span class="p">)</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="c1"># Read input data and Clean up the data if there are white spaces around the keys</span>
+                <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">options</span><span class="p">[</span><span class="s2">&quot;file&quot;</span><span class="p">],</span> <span class="s2">&quot;r&quot;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">data_filehandle</span><span class="p">:</span>
+                    <span class="n">datafile_data</span> <span class="o">=</span> <span class="n">data_filehandle</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
+                    <span class="n">datafile_data</span> <span class="o">=</span> <span class="n">datafile_data</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;&quot; &#39;</span><span class="p">,</span> <span class="s1">&#39;&quot;&#39;</span><span class="p">)</span>
+                    <span class="n">datafile_data</span> <span class="o">=</span> <span class="n">datafile_data</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; &quot;&#39;</span><span class="p">,</span> <span class="s1">&#39;&quot;&#39;</span><span class="p">)</span>
+                    <span class="n">datafile_data</span> <span class="o">=</span> <span class="n">datafile_data</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; &quot;&#39;</span><span class="p">,</span> <span class="s1">&#39;&quot;&#39;</span><span class="p">)</span>
+                    <span class="n">json_data</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">datafile_data</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">json_data</span><span class="p">:</span>
+            <span class="c1"># no JSON data or filename given, use the default 2017 dataset</span>
+            <span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;Using the default Moe and de Stefano 2017 datafile&quot;</span><span class="p">,</span>
+                <span class="n">verbosity</span><span class="p">,</span>
+                <span class="mi">1</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="n">json_data</span> <span class="o">=</span> <span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">moe_di_stefano_2017_data</span><span class="o">.</span><span class="n">moe_di_stefano_2017_data</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">json_data</span></div>
+
+<div class="viewcode-block" id="Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options"><a class="viewcode-back" href="../../../../population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options">[docs]</a>    <span class="k">def</span> <span class="nf">get_Moe_di_Stefano_2017_default_options</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function that returns the default options for the Moe &amp; diStefano grid options</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="p">{</span>
+            <span class="c1"># place holder for the JSON data to be used if a file</span>
+            <span class="c1"># isn&#39;t specified</span>
+            <span class="s2">&quot;JSON&quot;</span><span class="p">:</span> <span class="kc">None</span><span class="p">,</span>
+            <span class="c1"># resolution data</span>
+            <span class="s2">&quot;resolutions&quot;</span><span class="p">:</span> <span class="p">{</span>
+                <span class="s2">&quot;M&quot;</span><span class="p">:</span> <span class="p">[</span>
+                    <span class="mi">20</span><span class="p">,</span>  <span class="c1"># M1</span>
+                    <span class="mi">20</span><span class="p">,</span>  <span class="c1"># M2 (i.e. q)</span>
+                    <span class="mi">0</span><span class="p">,</span>  <span class="c1"># M3 currently unused</span>
+                    <span class="mi">0</span><span class="p">,</span>  <span class="c1"># M4 currently unused</span>
+                <span class="p">],</span>
+                <span class="s2">&quot;logP&quot;</span><span class="p">:</span> <span class="p">[</span>
+                    <span class="mi">20</span><span class="p">,</span>  <span class="c1"># P2 (binary period)</span>
+                    <span class="mi">0</span><span class="p">,</span>  <span class="c1"># P3 (triple period) currently unused</span>
+                    <span class="mi">0</span><span class="p">,</span>  <span class="c1"># P4 (quadruple period) currently unused</span>
+                <span class="p">],</span>
+                <span class="s2">&quot;ecc&quot;</span><span class="p">:</span> <span class="p">[</span>
+                    <span class="mi">10</span><span class="p">,</span>  <span class="c1"># e (binary eccentricity)</span>
+                    <span class="mi">0</span><span class="p">,</span>  <span class="c1"># e2 (triple eccentricity) currently unused</span>
+                    <span class="mi">0</span><span class="p">,</span>  <span class="c1"># e3 (quadruple eccentricity) currently unused</span>
+                <span class="p">],</span>
+            <span class="p">},</span>
+            <span class="s2">&quot;samplerfuncs&quot;</span><span class="p">:</span> <span class="p">{</span>
+                <span class="s2">&quot;M&quot;</span><span class="p">:</span> <span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">],</span>
+                <span class="s2">&quot;logP&quot;</span><span class="p">:</span> <span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">],</span>
+                <span class="s2">&quot;ecc&quot;</span><span class="p">:</span> <span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">],</span>
+            <span class="p">},</span>
+            <span class="s2">&quot;ranges&quot;</span><span class="p">:</span> <span class="p">{</span>
+                <span class="c1"># stellar masses (Msun)</span>
+                <span class="s2">&quot;M&quot;</span><span class="p">:</span> <span class="p">[</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">minimum_stellar_mass</span><span class="p">()</span>
+                    <span class="o">*</span> <span class="mf">1.05</span><span class="p">,</span>  <span class="c1"># 0.08 is a tad bit above the minimum mass. Don&#39;t sample at 0.07, otherwise the first row of q values will have a phasevol of 0. Anything higher is fine.</span>
+                    <span class="mf">80.0</span><span class="p">,</span>  <span class="c1"># (rather arbitrary) upper mass cutoff</span>
+                <span class="p">],</span>
+                <span class="s2">&quot;q&quot;</span><span class="p">:</span> <span class="p">[</span>
+                    <span class="kc">None</span><span class="p">,</span>  <span class="c1"># artificial qmin : set to None to use default</span>
+                    <span class="kc">None</span><span class="p">,</span>  <span class="c1"># artificial qmax : set to None to use default</span>
+                <span class="p">],</span>
+                <span class="s2">&quot;logP&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">8.0</span><span class="p">],</span>  <span class="c1"># 0 = log10(1 day)  # 8 = log10(10^8 days)</span>
+                <span class="s2">&quot;ecc&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">0.99</span><span class="p">],</span>
+            <span class="p">},</span>
+            <span class="c1"># minimum stellar mass</span>
+            <span class="s2">&quot;Mmin&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">minimum_stellar_mass</span><span class="p">(),</span>  <span class="c1"># We take the value that binary_c has set as the default</span>
+            <span class="c1"># multiplicity model (as a function of log10M1)</span>
+            <span class="c1">#</span>
+            <span class="c1"># You can use &#39;Poisson&#39; which uses the system multiplicity</span>
+            <span class="c1"># given by Moe and maps this to single/binary/triple/quad</span>
+            <span class="c1"># fractions.</span>
+            <span class="c1">#</span>
+            <span class="c1"># Alternatively, &#39;data&#39; takes the fractions directly</span>
+            <span class="c1"># from the data, but then triples and quadruples are</span>
+            <span class="c1"># combined (and there are NO quadruples).</span>
+            <span class="s2">&quot;multiplicity_model&quot;</span><span class="p">:</span> <span class="s2">&quot;Poisson&quot;</span><span class="p">,</span>
+            <span class="c1"># multiplicity modulator:</span>
+            <span class="c1"># [single, binary, triple, quadruple]</span>
+            <span class="c1">#</span>
+            <span class="c1"># e.g. [1,0,0,0] for single stars only</span>
+            <span class="c1">#      [0,1,0,0] for binary stars only</span>
+            <span class="c1">#</span>
+            <span class="c1"># defaults to [1,1,0,0] i.e. all types</span>
+            <span class="c1">#</span>
+            <span class="s2">&quot;multiplicity_modulator&quot;</span><span class="p">:</span> <span class="p">[</span>
+                <span class="mi">1</span><span class="p">,</span>  <span class="c1"># single</span>
+                <span class="mi">1</span><span class="p">,</span>  <span class="c1"># binary</span>
+                <span class="mi">0</span><span class="p">,</span>  <span class="c1"># triple</span>
+                <span class="mi">0</span><span class="p">,</span>  <span class="c1"># quadruple</span>
+            <span class="p">],</span>
+            <span class="c1"># given a mix of multiplicities, you can either (noting that</span>
+            <span class="c1"># here (S,B,T,Q) = appropriate modulator * model(S,B,T,Q) )</span>
+            <span class="c1">#</span>
+            <span class="c1"># &#39;norm&#39;  : normalise so the whole population is 1.0</span>
+            <span class="c1">#           after implementing the appropriate fractions</span>
+            <span class="c1">#           S/(S+B+T+Q), B/(S+B+T+Q), T/(S+B+T+Q), Q/(S+B+T+Q)</span>
+            <span class="c1">#</span>
+            <span class="c1"># &#39;raw&#39;   : stick to what is predicted, i.e.</span>
+            <span class="c1">#           S/(S+B+T+Q), B/(S+B+T+Q), T/(S+B+T+Q), Q/(S+B+T+Q)</span>
+            <span class="c1">#           without normalisation</span>
+            <span class="c1">#           (in which case the total probability &lt; 1.0 unless</span>
+            <span class="c1">#            all you use single, binary, triple and quadruple)</span>
+            <span class="c1">#</span>
+            <span class="c1"># &#39;merge&#39; : e.g. if you only have single and binary,</span>
+            <span class="c1">#           add the triples and quadruples to the binaries, so</span>
+            <span class="c1">#           binaries represent all multiple systems</span>
+            <span class="c1">#           ...</span>
+            <span class="c1">#           *** this is canonical binary population synthesis ***</span>
+            <span class="c1">#</span>
+            <span class="c1">#           Note: if multiplicity_modulator == [1,1,1,1] this</span>
+            <span class="c1">#                 option does nothing (equivalent to &#39;raw&#39;).</span>
+            <span class="c1">#</span>
+            <span class="c1">#</span>
+            <span class="c1"># note: if you only set one multiplicity_modulator</span>
+            <span class="c1"># to 1, and all the others to 0, then normalising</span>
+            <span class="c1"># will mean that you effectively have the same number</span>
+            <span class="c1"># of stars as single, binary, triple or quad (whichever</span>
+            <span class="c1"># is non-zero) i.e. the multiplicity fraction is ignored.</span>
+            <span class="c1"># This is probably not useful except for</span>
+            <span class="c1"># testing purposes or comparing to old grids.</span>
+            <span class="s2">&quot;normalize_multiplicities&quot;</span><span class="p">:</span> <span class="s2">&quot;merge&quot;</span><span class="p">,</span>
+            <span class="c1"># q extrapolation (below 0.15 and above 0.9) method. We can choose from [&#39;flat&#39;, &#39;linear&#39;, &#39;plaw2&#39;, &#39;nolowq&#39;]</span>
+            <span class="s2">&quot;q_low_extrapolation_method&quot;</span><span class="p">:</span> <span class="s2">&quot;linear&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;q_high_extrapolation_method&quot;</span><span class="p">:</span> <span class="s2">&quot;linear&quot;</span><span class="p">,</span>
+        <span class="p">}</span></div>
+
+<div class="viewcode-block" id="Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options_description"><a class="viewcode-back" href="../../../../population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options_description">[docs]</a>    <span class="k">def</span> <span class="nf">get_Moe_di_Stefano_2017_default_options_description</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to return the descriptions for all the Moe &amp; diStefano grid options</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="p">{</span>
+            <span class="s2">&quot;resolutions&quot;</span><span class="p">:</span> <span class="s2">&quot;&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;ranges&quot;</span><span class="p">:</span> <span class="s2">&quot;&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;Mmin&quot;</span><span class="p">:</span> <span class="s2">&quot;Minimum stellar mass&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;multiplicity_model&quot;</span><span class="p">:</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">        multiplicity model (as a function of log10M1)</span>
+
+<span class="s2">        You can use &#39;Poisson&#39; which uses the system multiplicity</span>
+<span class="s2">        given by Moe and maps this to single/binary/triple/quad</span>
+<span class="s2">        fractions.</span>
+
+<span class="s2">        Alternatively, &#39;data&#39; takes the fractions directly</span>
+<span class="s2">        from the data, but then triples and quadruples are</span>
+<span class="s2">        combined (and there are NO quadruples).</span>
+<span class="s2">        &quot;&quot;&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;multiplicity_modulator&quot;</span><span class="p">:</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">        [single, binary, triple, quadruple]</span>
+
+<span class="s2">        e.g. [1,0,0,0] for single stars only</span>
+<span class="s2">             [0,1,0,0] for binary stars only</span>
+
+<span class="s2">        defaults to [1,1,0,0] i.e. singles and binaries</span>
+<span class="s2">        &quot;&quot;&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;normalize_multiplicities&quot;</span><span class="p">:</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">        &#39;norm&#39;: normalise so the whole population is 1.0</span>
+<span class="s2">                after implementing the appropriate fractions</span>
+<span class="s2">                S/(S+B+T+Q), B/(S+B+T+Q), T/(S+B+T+Q), Q/(S+B+T+Q)</span>
+<span class="s2">                given a mix of multiplicities, you can either (noting that</span>
+<span class="s2">                here (S,B,T,Q) = appropriate modulator * model(S,B,T,Q) )</span>
+<span class="s2">                note: if you only set one multiplicity_modulator</span>
+<span class="s2">                to 1, and all the others to 0, then normalising</span>
+<span class="s2">                will mean that you effectively have the same number</span>
+<span class="s2">                of stars as single, binary, triple or quad (whichever</span>
+<span class="s2">                is non-zero) i.e. the multiplicity fraction is ignored.</span>
+<span class="s2">                This is probably not useful except for</span>
+<span class="s2">                testing purposes or comparing to old grids.</span>
+
+<span class="s2">        &#39;raw&#39;   : stick to what is predicted, i.e.</span>
+<span class="s2">                  S/(S+B+T+Q), B/(S+B+T+Q), T/(S+B+T+Q), Q/(S+B+T+Q)</span>
+<span class="s2">                  without normalisation</span>
+<span class="s2">                  (in which case the total probability &lt; 1.0 unless</span>
+<span class="s2">                  all you use single, binary, triple and quadruple)</span>
+
+<span class="s2">        &#39;merge&#39; : e.g. if you only have single and binary,</span>
+<span class="s2">                  add the triples and quadruples to the binaries, so</span>
+<span class="s2">                  binaries represent all multiple systems</span>
+<span class="s2">                  ...</span>
+<span class="s2">                  *** this is canonical binary population synthesis ***</span>
+
+<span class="s2">                  It only takes the maximum multiplicity into account,</span>
+<span class="s2">                  i.e. it doesn&#39;t multiply the resulting array by the multiplicity modulator again.</span>
+<span class="s2">                  This prevents the resulting array to always be 1 if only 1 multiplicity modulator element is nonzero</span>
+
+<span class="s2">                  Note: if multiplicity_modulator == [1,1,1,1]. this option does nothing (equivalent to &#39;raw&#39;).</span>
+<span class="s2">        &quot;&quot;&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;q_low_extrapolation_method&quot;</span><span class="p">:</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">        q extrapolation (below 0.15) method</span>
+<span class="s2">            none</span>
+<span class="s2">            flat</span>
+<span class="s2">            linear2</span>
+<span class="s2">            plaw2</span>
+<span class="s2">            nolowq</span>
+<span class="s2">        &quot;&quot;&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;q_high_extrapolation_method&quot;</span><span class="p">:</span> <span class="s2">&quot;Same as q_low_extrapolation_method&quot;</span><span class="p">,</span>
+        <span class="p">}</span></div></div>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2021, David Hendriks, Robert Izzard.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+  
+<br><br>
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+<br><br>
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+
+
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/analytics.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/analytics.html
index 667ea3f2125f61133f7ede10d4efdd337b83cdbd..07fde3935367047c5562eb1b1b11b2dac5a36334 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/analytics.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/analytics.html
@@ -205,9 +205,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/cache.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/cache.html
index 318af416785b0cb04831546fd28b31aab54e7716..a20d532fc6c70051d49644ee9e0d3d855f65187c 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/cache.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/cache.html
@@ -451,9 +451,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/condor.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/condor.html
index 16424c76a1bb36162577457cbe4185bbf98a563e..8970b049da65d7b5680d04f0925058320d747d93 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/condor.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/condor.html
@@ -641,9 +641,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/dataIO.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/dataIO.html
index 9de9ab8fa616856b7c5b17bc20dcf6db3575c341..6dbd86538e2b46a4c6606ba032849c59db7fa88b 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/dataIO.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/dataIO.html
@@ -881,9 +881,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/distribution_functions.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/distribution_functions.html
index 32ba8589471e599fe978dd69abe2076dba5db66a..5fe79eed4c445d54d30640cdbc49d0a50258b27e 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/distribution_functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/distribution_functions.html
@@ -482,17 +482,19 @@
         <span class="bp">self</span><span class="p">,</span> <span class="n">m</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">newopts</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span>
     <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
         <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Probability distribution function for Kroupa 2001 IMF,</span>
-<span class="sd">        where the default values to the three_part_powerlaw are:</span>
-<span class="sd">        default = {</span>
-<span class="sd">           &quot;m0&quot;: 0.1,</span>
-<span class="sd">           &quot;m1&quot;: 0.5,</span>
-<span class="sd">           &quot;m2&quot;: 1,</span>
-<span class="sd">           &quot;mmax&quot;: 100,</span>
-<span class="sd">           &quot;p1&quot;: -1.3,</span>
-<span class="sd">           &quot;p2&quot;: -2.3,</span>
-<span class="sd">           &quot;p3&quot;: -2.3</span>
-<span class="sd">        }</span>
+<span class="sd">        Probability distribution function for Kroupa 2001 IMF.</span>
+
+<span class="sd">        The (default) values for this is::</span>
+
+<span class="sd">            default = {</span>
+<span class="sd">               &quot;m0&quot;: 0.1,</span>
+<span class="sd">               &quot;m1&quot;: 0.5,</span>
+<span class="sd">               &quot;m2&quot;: 1,</span>
+<span class="sd">               &quot;mmax&quot;: 100,</span>
+<span class="sd">               &quot;p1&quot;: -1.3,</span>
+<span class="sd">               &quot;p2&quot;: -2.3,</span>
+<span class="sd">               &quot;p3&quot;: -2.3</span>
+<span class="sd">            }</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            m: mass to evaluate the distribution at</span>
@@ -2398,9 +2400,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/grid_logging.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/grid_logging.html
new file mode 100644
index 0000000000000000000000000000000000000000..6d77b3bececaf8d7e4f3bd7fdb56fc261953310f
--- /dev/null
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/grid_logging.html
@@ -0,0 +1,573 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>binarycpython.utils.population_extensions.grid_logging &mdash; binary_c-python  documentation</title>
+      <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
+        <script src="../../../../_static/jquery.js"></script>
+        <script src="../../../../_static/underscore.js"></script>
+        <script src="../../../../_static/doctools.js"></script>
+        <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script src="../../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
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+    <input type="hidden" name="check_keywords" value="yes" />
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+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../readme_link.html">Python module for binary_c</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../modules.html">Binarycpython code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../example_notebooks.html">Example notebooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../binary_c_parameters.html">Binary_c parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../grid_options_descriptions.html">Population grid code options</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python">Visit the GitLab repo</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/issues/new">Submit an issue</a></li>
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+      <li><a href="../../../../index.html" class="icon icon-home"></a> &raquo;</li>
+          <li><a href="../../../index.html">Module code</a> &raquo;</li>
+      <li>binarycpython.utils.population_extensions.grid_logging</li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for binarycpython.utils.population_extensions.grid_logging</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">The class extension for the population object that contains logging functionality</span>
+<span class="sd">&quot;&quot;&quot;</span>
+
+<span class="c1"># pylint: disable=E1101</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">time</span>
+<span class="kn">import</span> <span class="nn">logging</span>
+<span class="kn">import</span> <span class="nn">strip_ansi</span>
+
+<span class="kn">import</span> <span class="nn">binarycpython.utils.functions</span>
+
+<span class="kn">from</span> <span class="nn">binarycpython.utils.functions</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">format_number</span><span class="p">,</span>
+    <span class="n">trem</span><span class="p">,</span>
+    <span class="n">remove_file</span><span class="p">,</span>
+    <span class="n">verbose_print</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">binarycpython.utils.population_extensions.grid_options_defaults</span> <span class="kn">import</span> <span class="n">secs_per_day</span>
+
+<span class="kn">from</span> <span class="nn">binarycpython.utils.custom_logging_functions</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">binary_c_log_code</span><span class="p">,</span>
+    <span class="n">create_and_load_logging_function</span><span class="p">,</span>
+    <span class="n">autogen_C_logging_code</span>
+
+<span class="p">)</span>
+
+
+<div class="viewcode-block" id="grid_logging"><a class="viewcode-back" href="../../../../population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging">[docs]</a><span class="k">class</span> <span class="nc">grid_logging</span><span class="p">:</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The class extension for the population object that contains logging functionality</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Init function for the grid_logging class</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span>
+
+    <span class="k">def</span> <span class="nf">_set_custom_logging</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function/routine to set all the custom logging so that the function memory pointer</span>
+<span class="sd">        is known to the grid.</span>
+
+<span class="sd">        When the memory adress is loaded and the library file is set we&#39;ll skip rebuilding the library</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Only if the values are the &#39;default&#39; unset values</span>
+        <span class="k">if</span> <span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;custom_logging_func_memaddr&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span>
+            <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_custom_logging_shared_library_file&quot;</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span>
+        <span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;Creating and loading custom logging functionality&quot;</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">1</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="c1"># C_logging_code gets priority of C_autogen_code</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;C_logging_code&quot;</span><span class="p">]:</span>
+                <span class="c1"># Generate entire shared lib code around logging lines</span>
+                <span class="n">custom_logging_code</span> <span class="o">=</span> <span class="n">binary_c_log_code</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;C_logging_code&quot;</span><span class="p">],</span>
+                    <span class="n">verbosity</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">]</span>
+                    <span class="o">-</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_CUSTOM_LOGGING_VERBOSITY_LEVEL</span> <span class="o">-</span> <span class="mi">1</span><span class="p">),</span>
+                <span class="p">)</span>
+
+                <span class="c1"># Load memory address</span>
+                <span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;custom_logging_func_memaddr&quot;</span><span class="p">],</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_custom_logging_shared_library_file&quot;</span><span class="p">],</span>
+                <span class="p">)</span> <span class="o">=</span> <span class="n">create_and_load_logging_function</span><span class="p">(</span>
+                    <span class="n">custom_logging_code</span><span class="p">,</span>
+                    <span class="n">verbosity</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">]</span>
+                    <span class="o">-</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_CUSTOM_LOGGING_VERBOSITY_LEVEL</span> <span class="o">-</span> <span class="mi">1</span><span class="p">),</span>
+                    <span class="n">custom_tmp_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span>
+                <span class="p">)</span>
+
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;C_auto_logging&quot;</span><span class="p">]:</span>
+                <span class="c1"># Generate real logging code</span>
+                <span class="n">logging_line</span> <span class="o">=</span> <span class="n">autogen_C_logging_code</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;C_auto_logging&quot;</span><span class="p">],</span>
+                    <span class="n">verbosity</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">]</span>
+                    <span class="o">-</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_CUSTOM_LOGGING_VERBOSITY_LEVEL</span> <span class="o">-</span> <span class="mi">1</span><span class="p">),</span>
+                <span class="p">)</span>
+
+                <span class="c1"># Generate entire shared lib code around logging lines</span>
+                <span class="n">custom_logging_code</span> <span class="o">=</span> <span class="n">binary_c_log_code</span><span class="p">(</span>
+                    <span class="n">logging_line</span><span class="p">,</span>
+                    <span class="n">verbosity</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">]</span>
+                    <span class="o">-</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_CUSTOM_LOGGING_VERBOSITY_LEVEL</span> <span class="o">-</span> <span class="mi">1</span><span class="p">),</span>
+                <span class="p">)</span>
+
+                <span class="c1"># Load memory address</span>
+                <span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;custom_logging_func_memaddr&quot;</span><span class="p">],</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_custom_logging_shared_library_file&quot;</span><span class="p">],</span>
+                <span class="p">)</span> <span class="o">=</span> <span class="n">create_and_load_logging_function</span><span class="p">(</span>
+                    <span class="n">custom_logging_code</span><span class="p">,</span>
+                    <span class="n">verbosity</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">]</span>
+                    <span class="o">-</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_CUSTOM_LOGGING_VERBOSITY_LEVEL</span> <span class="o">-</span> <span class="mi">1</span><span class="p">),</span>
+                    <span class="n">custom_tmp_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;tmp_dir&quot;</span><span class="p">],</span>
+                <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;Custom logging library already loaded. Not setting them again.&quot;</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">1</span><span class="p">,</span>
+            <span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_print_info</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">run_number</span><span class="p">,</span> <span class="n">total_systems</span><span class="p">,</span> <span class="n">full_system_dict</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to print info about the current system and the progress of the grid.</span>
+
+<span class="sd">        # color info tricks from https://ozzmaker.com/add-colour-to-text-in-python/</span>
+<span class="sd">        https://stackoverflow.com/questions/287871/how-to-print-colored-text-in-terminal-in-python</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Define frequency</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">print_freq</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">print_freq</span> <span class="o">=</span> <span class="mi">10</span>
+
+        <span class="k">if</span> <span class="n">run_number</span> <span class="o">%</span> <span class="n">print_freq</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">binary_cmdline_string</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_return_argline</span><span class="p">(</span><span class="n">full_system_dict</span><span class="p">)</span>
+            <span class="n">info_string</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{color_part_1}</span><span class="s2"> </span><span class="se">\</span>
+<span class="s2">            </span><span class="si">{text_part_1}{end_part_1}{color_part_2}</span><span class="s2"> </span><span class="se">\</span>
+<span class="s2">            </span><span class="si">{text_part_2}{end_part_2}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">color_part_1</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[1;32;41m&quot;</span><span class="p">,</span>
+                <span class="n">text_part_1</span><span class="o">=</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">/</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">run_number</span><span class="p">,</span> <span class="n">total_systems</span><span class="p">),</span>
+                <span class="n">end_part_1</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[0m&quot;</span><span class="p">,</span>
+                <span class="n">color_part_2</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[1;32;42m&quot;</span><span class="p">,</span>
+                <span class="n">text_part_2</span><span class="o">=</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">binary_cmdline_string</span><span class="p">),</span>
+                <span class="n">end_part_2</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[0m&quot;</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">info_string</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_set_loggers</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to set the loggers for the execution of the grid</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Set log file</span>
+        <span class="n">binary_c_logfile</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;log_file&quot;</span><span class="p">]</span>
+
+        <span class="c1"># Create directory</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">binary_c_logfile</span><span class="p">),</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+        <span class="c1"># Set up logger</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="s2">&quot;binary_c_python_logger&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">setLevel</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">])</span>
+
+        <span class="c1"># Reset handlers</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">handlers</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="c1"># Set formatting of output</span>
+        <span class="n">log_formatter</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">Formatter</span><span class="p">(</span>
+            <span class="s2">&quot;</span><span class="si">%(asctime)s</span><span class="s2"> - </span><span class="si">%(name)s</span><span class="s2"> - </span><span class="si">%(levelname)s</span><span class="s2"> - </span><span class="si">%(message)s</span><span class="s2">&quot;</span>
+        <span class="p">)</span>
+
+        <span class="c1"># Make and add file handlers</span>
+        <span class="c1"># make handler for output to file</span>
+        <span class="n">handler_file</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">FileHandler</span><span class="p">(</span><span class="n">filename</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">binary_c_logfile</span><span class="p">))</span>
+        <span class="n">handler_file</span><span class="o">.</span><span class="n">setFormatter</span><span class="p">(</span><span class="n">log_formatter</span><span class="p">)</span>
+        <span class="n">handler_file</span><span class="o">.</span><span class="n">setLevel</span><span class="p">(</span><span class="n">logging</span><span class="o">.</span><span class="n">INFO</span><span class="p">)</span>
+
+        <span class="c1"># Make handler for output to stdout</span>
+        <span class="n">handler_stdout</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">StreamHandler</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">stdout</span><span class="p">)</span>
+        <span class="n">handler_stdout</span><span class="o">.</span><span class="n">setFormatter</span><span class="p">(</span><span class="n">log_formatter</span><span class="p">)</span>
+        <span class="n">handler_stdout</span><span class="o">.</span><span class="n">setLevel</span><span class="p">(</span><span class="n">logging</span><span class="o">.</span><span class="n">INFO</span><span class="p">)</span>
+
+        <span class="c1"># Add the loggers</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">addHandler</span><span class="p">(</span><span class="n">handler_file</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">addHandler</span><span class="p">(</span><span class="n">handler_stdout</span><span class="p">)</span>
+
+    <span class="c1">######################</span>
+    <span class="c1"># Status logging</span>
+
+<div class="viewcode-block" id="grid_logging.vb1print"><a class="viewcode-back" href="../../../../population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging.vb1print">[docs]</a>    <span class="k">def</span> <span class="nf">vb1print</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ID</span><span class="p">,</span> <span class="n">now</span><span class="p">,</span> <span class="n">system_number</span><span class="p">,</span> <span class="n">system_dict</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Verbosity-level 1 printing, to keep an eye on a grid.</span>
+
+<span class="sd">        Input:</span>
+<span class="sd">            ID: thread ID for debugging (int): TODO fix this</span>
+<span class="sd">            now: the time now as a UNIX-style epoch in seconds (float)</span>
+<span class="sd">            system_number: the system number</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># calculate estimated time of arrive (eta and eta_secs), time per run (tpr)</span>
+        <span class="n">localtime</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">localtime</span><span class="p">(</span><span class="n">now</span><span class="p">)</span>
+
+        <span class="c1"># calculate stats</span>
+        <span class="n">n</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">shared_memory</span><span class="p">[</span><span class="s2">&quot;n_saved_log_stats&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value</span>
+        <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="c1"># simple 1-system calculation: inaccurate</span>
+            <span class="c1"># but best for small n</span>
+            <span class="n">dt</span> <span class="o">=</span> <span class="n">now</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">shared_memory</span><span class="p">[</span><span class="s2">&quot;prev_log_time&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">dn</span> <span class="o">=</span> <span class="n">system_number</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">shared_memory</span><span class="p">[</span><span class="s2">&quot;prev_log_system_number&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="c1"># average over n_saved_log_stats</span>
+            <span class="n">dt</span> <span class="o">=</span> <span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">shared_memory</span><span class="p">[</span><span class="s2">&quot;prev_log_time&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">shared_memory</span><span class="p">[</span><span class="s2">&quot;prev_log_time&quot;</span><span class="p">][</span><span class="n">n</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="p">)</span>
+            <span class="n">dn</span> <span class="o">=</span> <span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">shared_memory</span><span class="p">[</span><span class="s2">&quot;prev_log_system_number&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">shared_memory</span><span class="p">[</span><span class="s2">&quot;prev_log_system_number&quot;</span><span class="p">][</span><span class="n">n</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="p">)</span>
+
+        <span class="n">eta</span><span class="p">,</span> <span class="n">units</span><span class="p">,</span> <span class="n">tpr</span><span class="p">,</span> <span class="n">eta_secs</span> <span class="o">=</span> <span class="n">trem</span><span class="p">(</span>
+            <span class="n">dt</span><span class="p">,</span> <span class="n">system_number</span><span class="p">,</span> <span class="n">dn</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_total_starcount&quot;</span><span class="p">]</span>
+        <span class="p">)</span>
+
+        <span class="c1"># compensate for multithreading and modulo</span>
+        <span class="n">tpr</span> <span class="o">*=</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;num_processes&quot;</span><span class="p">]</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;modulo&quot;</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">eta_secs</span> <span class="o">&lt;</span> <span class="n">secs_per_day</span><span class="p">:</span>
+            <span class="n">fintime</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">localtime</span><span class="p">(</span><span class="n">now</span> <span class="o">+</span> <span class="n">eta_secs</span><span class="p">)</span>
+            <span class="n">etf</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{hours:02d}</span><span class="s2">:</span><span class="si">{minutes:02d}</span><span class="s2">:</span><span class="si">{seconds:02d}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">hours</span><span class="o">=</span><span class="n">fintime</span><span class="o">.</span><span class="n">tm_hour</span><span class="p">,</span> <span class="n">minutes</span><span class="o">=</span><span class="n">fintime</span><span class="o">.</span><span class="n">tm_min</span><span class="p">,</span> <span class="n">seconds</span><span class="o">=</span><span class="n">fintime</span><span class="o">.</span><span class="n">tm_sec</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">d</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">eta_secs</span> <span class="o">/</span> <span class="n">secs_per_day</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">d</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">etf</span> <span class="o">=</span> <span class="s2">&quot;Tomorrow&quot;</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">etf</span> <span class="o">=</span> <span class="s2">&quot;In </span><span class="si">{}</span><span class="s2"> days&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
+
+        <span class="c1"># modulo information</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;modulo&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">modulo</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>  <span class="c1"># usual case</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">modulo</span> <span class="o">=</span> <span class="s2">&quot;%&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;modulo&quot;</span><span class="p">])</span>
+
+        <span class="c1"># add up memory use from each thread</span>
+        <span class="n">total_mem_use</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">shared_memory</span><span class="p">[</span><span class="s2">&quot;memory_use_per_thread&quot;</span><span class="p">])</span>
+
+        <span class="c1"># make a string to describe the system e.g. M1, M2, etc.</span>
+        <span class="n">system_string</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+
+        <span class="c1"># use the multiplicity if given</span>
+        <span class="k">if</span> <span class="s2">&quot;multiplicity&quot;</span> <span class="ow">in</span> <span class="n">system_dict</span><span class="p">:</span>
+            <span class="n">nmult</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">nmult</span> <span class="o">=</span> <span class="mi">4</span>
+
+        <span class="c1"># masses</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nmult</span><span class="p">):</span>
+            <span class="n">i1</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="s2">&quot;M_&quot;</span> <span class="o">+</span> <span class="n">i1</span> <span class="ow">in</span> <span class="n">system_dict</span><span class="p">:</span>
+                <span class="n">system_string</span> <span class="o">+=</span> <span class="p">(</span>
+                    <span class="s2">&quot;M</span><span class="si">{}</span><span class="s2">=&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i1</span><span class="p">)</span> <span class="o">+</span> <span class="n">format_number</span><span class="p">(</span><span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;M_&quot;</span> <span class="o">+</span> <span class="n">i1</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span>
+                <span class="p">)</span>
+
+        <span class="c1"># separation and orbital period</span>
+        <span class="k">if</span> <span class="s2">&quot;separation&quot;</span> <span class="ow">in</span> <span class="n">system_dict</span><span class="p">:</span>
+            <span class="n">system_string</span> <span class="o">+=</span> <span class="s2">&quot;a=&quot;</span> <span class="o">+</span> <span class="n">format_number</span><span class="p">(</span><span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;separation&quot;</span><span class="p">])</span>
+        <span class="k">if</span> <span class="s2">&quot;orbital_period&quot;</span> <span class="ow">in</span> <span class="n">system_dict</span><span class="p">:</span>
+            <span class="n">system_string</span> <span class="o">+=</span> <span class="s2">&quot;P=&quot;</span> <span class="o">+</span> <span class="n">format_number</span><span class="p">(</span><span class="n">system_dict</span><span class="p">[</span><span class="s2">&quot;orbital_period&quot;</span><span class="p">])</span>
+
+        <span class="c1"># do the print</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_total_starcount&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;</span><span class="si">{opening_colour}{system_number}</span><span class="s2">/</span><span class="si">{total_starcount}{modulo}</span><span class="s2"> </span><span class="si">{pc_colour}{pc_complete:5.1f}% c</span><span class="s2">omplete </span><span class="si">{time_colour}{hours:02d}</span><span class="s2">:</span><span class="si">{minutes:02d}</span><span class="s2">:</span><span class="si">{seconds:02d}</span><span class="s2"> </span><span class="si">{ETA_colour}</span><span class="s2">ETA=</span><span class="si">{ETA:7.1f}{units}</span><span class="s2"> tpr=</span><span class="si">{tpr:2.2e}</span><span class="s2"> </span><span class="si">{ETF_colour}</span><span class="s2">ETF=</span><span class="si">{ETF}</span><span class="s2"> </span><span class="si">{mem_use_colour}</span><span class="s2">mem:</span><span class="si">{mem_use:.1f}</span><span class="s2">MB </span><span class="si">{system_string_colour}{system_string}{closing_colour}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="n">opening_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;reset&quot;</span><span class="p">]</span>
+                    <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;yellow on black&quot;</span><span class="p">],</span>
+                    <span class="n">system_number</span><span class="o">=</span><span class="n">system_number</span><span class="p">,</span>
+                    <span class="n">total_starcount</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_total_starcount&quot;</span><span class="p">],</span>
+                    <span class="n">modulo</span><span class="o">=</span><span class="n">modulo</span><span class="p">,</span>
+                    <span class="n">pc_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;blue on black&quot;</span><span class="p">],</span>
+                    <span class="n">pc_complete</span><span class="o">=</span><span class="p">(</span><span class="mf">100.0</span> <span class="o">*</span> <span class="n">system_number</span><span class="p">)</span>
+                    <span class="o">/</span> <span class="p">(</span><span class="mf">1.0</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_total_starcount&quot;</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_total_starcount&quot;</span><span class="p">]</span>
+                    <span class="k">else</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span>
+                    <span class="n">time_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;green on black&quot;</span><span class="p">],</span>
+                    <span class="n">hours</span><span class="o">=</span><span class="n">localtime</span><span class="o">.</span><span class="n">tm_hour</span><span class="p">,</span>
+                    <span class="n">minutes</span><span class="o">=</span><span class="n">localtime</span><span class="o">.</span><span class="n">tm_min</span><span class="p">,</span>
+                    <span class="n">seconds</span><span class="o">=</span><span class="n">localtime</span><span class="o">.</span><span class="n">tm_sec</span><span class="p">,</span>
+                    <span class="n">ETA_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;red on black&quot;</span><span class="p">],</span>
+                    <span class="n">ETA</span><span class="o">=</span><span class="n">eta</span><span class="p">,</span>
+                    <span class="n">units</span><span class="o">=</span><span class="n">units</span><span class="p">,</span>
+                    <span class="n">tpr</span><span class="o">=</span><span class="n">tpr</span><span class="p">,</span>
+                    <span class="n">ETF_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;blue&quot;</span><span class="p">],</span>
+                    <span class="n">ETF</span><span class="o">=</span><span class="n">etf</span><span class="p">,</span>
+                    <span class="n">mem_use_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;magenta&quot;</span><span class="p">],</span>
+                    <span class="n">mem_use</span><span class="o">=</span><span class="n">total_mem_use</span><span class="p">,</span>
+                    <span class="n">system_string_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;yellow&quot;</span><span class="p">],</span>
+                    <span class="n">system_string</span><span class="o">=</span><span class="n">system_string</span><span class="p">,</span>
+                    <span class="n">closing_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;reset&quot;</span><span class="p">],</span>
+                <span class="p">),</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">1</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;</span><span class="si">{opening_colour}{system_number}{modulo}</span><span class="s2"> </span><span class="si">{time_colour}{hours:02d}</span><span class="s2">:</span><span class="si">{minutes:02d}</span><span class="s2">:</span><span class="si">{seconds:02d}</span><span class="s2"> tpr=</span><span class="si">{tpr:2.2e}</span><span class="s2"> </span><span class="si">{mem_use_colour}</span><span class="s2">mem:</span><span class="si">{mem_use:.1f}</span><span class="s2">MB </span><span class="si">{system_string_colour}{system_string}{closing_colour}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="n">opening_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;reset&quot;</span><span class="p">]</span>
+                    <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;yellow on black&quot;</span><span class="p">],</span>
+                    <span class="n">system_number</span><span class="o">=</span><span class="n">system_number</span><span class="p">,</span>
+                    <span class="n">modulo</span><span class="o">=</span><span class="n">modulo</span><span class="p">,</span>
+                    <span class="n">time_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;green on black&quot;</span><span class="p">],</span>
+                    <span class="n">hours</span><span class="o">=</span><span class="n">localtime</span><span class="o">.</span><span class="n">tm_hour</span><span class="p">,</span>
+                    <span class="n">minutes</span><span class="o">=</span><span class="n">localtime</span><span class="o">.</span><span class="n">tm_min</span><span class="p">,</span>
+                    <span class="n">seconds</span><span class="o">=</span><span class="n">localtime</span><span class="o">.</span><span class="n">tm_sec</span><span class="p">,</span>
+                    <span class="n">tpr</span><span class="o">=</span><span class="n">tpr</span><span class="p">,</span>
+                    <span class="n">mem_use_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;magenta&quot;</span><span class="p">],</span>
+                    <span class="n">mem_use</span><span class="o">=</span><span class="n">total_mem_use</span><span class="p">,</span>
+                    <span class="n">system_string_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;yellow&quot;</span><span class="p">],</span>
+                    <span class="n">system_string</span><span class="o">=</span><span class="n">system_string</span><span class="p">,</span>
+                    <span class="n">closing_colour</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;reset&quot;</span><span class="p">],</span>
+                <span class="p">),</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">1</span><span class="p">,</span>
+            <span class="p">)</span></div>
+
+<div class="viewcode-block" id="grid_logging.vb2print"><a class="viewcode-back" href="../../../../population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging.vb2print">[docs]</a>    <span class="k">def</span> <span class="nf">vb2print</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">system_dict</span><span class="p">,</span> <span class="n">cmdline_string</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Extra function for verbose printing</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="nb">print</span><span class="p">(</span>
+            <span class="s2">&quot;Running this system now on thread </span><span class="si">{ID}</span><span class="se">\n</span><span class="si">{blue}{cmdline}{reset}</span><span class="s2">:</span><span class="se">\n\t</span><span class="si">{system_dict}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">ID</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">process_ID</span><span class="p">,</span>
+                <span class="n">blue</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;blue&quot;</span><span class="p">],</span>
+                <span class="n">cmdline</span><span class="o">=</span><span class="n">cmdline_string</span><span class="p">,</span>
+                <span class="n">reset</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;reset&quot;</span><span class="p">],</span>
+                <span class="n">system_dict</span><span class="o">=</span><span class="n">system_dict</span>
+            <span class="p">)</span>
+        <span class="p">)</span></div>
+
+<div class="viewcode-block" id="grid_logging.verbose_print"><a class="viewcode-back" href="../../../../population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging.verbose_print">[docs]</a>    <span class="k">def</span> <span class="nf">verbose_print</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Wrapper method for the verbose print that calls the verbose print with the correct newline</span>
+
+<span class="sd">        TODO: consider merging the two</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># wrapper for functions.verbose_print to use the correct newline</span>
+        <span class="n">newline</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;newline&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;log_newline&quot;</span><span class="p">])</span>
+        <span class="k">if</span> <span class="n">newline</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">newline</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+        <span class="n">kwargs</span><span class="p">[</span><span class="s2">&quot;newline&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">newline</span>
+
+        <span class="c1"># Pass the rest to the original verbose print</span>
+        <span class="n">verbose_print</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
+
+    <span class="k">def</span> <span class="nf">_boxed</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">stringlist</span><span class="p">,</span> <span class="n">colour</span><span class="o">=</span><span class="s2">&quot;yellow on black&quot;</span><span class="p">,</span> <span class="n">boxchar</span><span class="o">=</span><span class="s2">&quot;*&quot;</span><span class="p">,</span> <span class="n">separator</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to output a list of strings in a single box.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            list = a list of strings to be output. If these contain the separator</span>
+<span class="sd">                   (see below) these strings are split by it.</span>
+<span class="sd">            separator = strings are split on this, default &quot;\n&quot;</span>
+<span class="sd">            colour = the colour to be used, usually this is &#39;yellow on black&#39;</span>
+<span class="sd">                     as set in the ANSI_colours dict</span>
+<span class="sd">            boxchar = the character used to make the box, &#39;*&#39; by default</span>
+
+<span class="sd">        Note: handles tabs (\t) badly, do not use them!</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">strlen</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">strings</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">lengths</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="c1"># make a list of strings</span>
+        <span class="k">if</span> <span class="n">separator</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="n">stringlist</span><span class="p">:</span>
+                <span class="n">strings</span> <span class="o">+=</span> <span class="n">l</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">sep</span><span class="o">=</span><span class="n">separator</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">strings</span> <span class="o">=</span> <span class="n">stringlist</span>
+
+        <span class="c1"># get lengths without ANSI codes</span>
+        <span class="k">for</span> <span class="n">string</span> <span class="ow">in</span> <span class="n">strings</span><span class="p">:</span>
+            <span class="n">lengths</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">strip_ansi</span><span class="o">.</span><span class="n">strip_ansi</span><span class="p">(</span><span class="n">string</span><span class="p">)))</span>
+
+        <span class="c1"># hence the max length</span>
+        <span class="n">strlen</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">lengths</span><span class="p">)</span>
+        <span class="n">strlen</span> <span class="o">+=</span> <span class="n">strlen</span> <span class="o">%</span> <span class="mi">2</span>
+        <span class="n">header</span> <span class="o">=</span> <span class="n">boxchar</span> <span class="o">*</span> <span class="p">(</span><span class="mi">4</span> <span class="o">+</span> <span class="n">strlen</span><span class="p">)</span>
+
+        <span class="c1"># start output</span>
+        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="n">colour</span><span class="p">]</span> <span class="o">+</span> <span class="n">header</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+
+        <span class="c1"># loop over strings to output, padding as required</span>
+        <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">string</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">strings</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">lengths</span><span class="p">[</span><span class="n">n</span><span class="p">]</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">string</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">string</span>
+            <span class="n">pad</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span> <span class="o">*</span> <span class="nb">int</span><span class="p">((</span><span class="n">strlen</span> <span class="o">-</span> <span class="n">lengths</span><span class="p">[</span><span class="n">n</span><span class="p">])</span> <span class="o">/</span> <span class="mi">2</span><span class="p">)</span>
+            <span class="n">out</span> <span class="o">=</span> <span class="n">out</span> <span class="o">+</span> <span class="n">boxchar</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">pad</span> <span class="o">+</span> <span class="n">string</span> <span class="o">+</span> <span class="n">pad</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">boxchar</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+
+        <span class="c1"># close output and return</span>
+        <span class="n">out</span> <span class="o">=</span> <span class="n">out</span> <span class="o">+</span> <span class="n">header</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">ANSI_colours</span><span class="p">[</span><span class="s2">&quot;reset&quot;</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">out</span>
+
+    <span class="k">def</span> <span class="nf">_get_stream_logger</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">level</span><span class="o">=</span><span class="n">logging</span><span class="o">.</span><span class="n">DEBUG</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to set up the streamlogger</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Format</span>
+        <span class="n">fmt</span> <span class="o">=</span> <span class="s2">&quot;[</span><span class="si">%(asctime)s</span><span class="s2"> </span><span class="si">%(levelname)-8s</span><span class="s2"> </span><span class="si">%(processName)s</span><span class="s2">] --- </span><span class="si">%(message)s</span><span class="s2">&quot;</span>
+        <span class="n">formatter</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">Formatter</span><span class="p">(</span><span class="n">fmt</span><span class="p">)</span>
+
+        <span class="c1"># Streamhandle</span>
+        <span class="n">sh</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">StreamHandler</span><span class="p">(</span><span class="n">stream</span><span class="o">=</span><span class="n">sys</span><span class="o">.</span><span class="n">stdout</span><span class="p">)</span>
+        <span class="n">sh</span><span class="o">.</span><span class="n">setLevel</span><span class="p">(</span><span class="n">level</span><span class="p">)</span>
+        <span class="n">sh</span><span class="o">.</span><span class="n">setFormatter</span><span class="p">(</span><span class="n">formatter</span><span class="p">)</span>
+
+        <span class="c1"># Logger itself</span>
+        <span class="n">stream_logger</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="s2">&quot;stream_logger&quot;</span><span class="p">)</span>
+        <span class="n">stream_logger</span><span class="o">.</span><span class="n">handlers</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">stream_logger</span><span class="o">.</span><span class="n">setLevel</span><span class="p">(</span><span class="n">level</span><span class="p">)</span>
+        <span class="n">stream_logger</span><span class="o">.</span><span class="n">addHandler</span><span class="p">(</span><span class="n">sh</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">stream_logger</span>
+
+    <span class="k">def</span> <span class="nf">_clean_up_custom_logging</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">evol_type</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Function to clean up the custom logging.</span>
+<span class="sd">        Has two types:</span>
+<span class="sd">            &#39;single&#39;:</span>
+<span class="sd">                - removes the compiled shared library</span>
+<span class="sd">                    (which name is stored in grid_options[&#39;_custom_logging_shared_library_file&#39;])</span>
+<span class="sd">                - TODO: unloads/frees the memory allocated to that shared library</span>
+<span class="sd">                    (which is stored in grid_options[&#39;custom_logging_func_memaddr&#39;])</span>
+<span class="sd">                - sets both to None</span>
+<span class="sd">            &#39;multiple&#39;:</span>
+<span class="sd">                - TODO: make this and design this</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">evol_type</span> <span class="o">==</span> <span class="s2">&quot;single&quot;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;Cleaning up the custom logging stuff. type: single&quot;</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">1</span><span class="p">,</span>
+            <span class="p">)</span>
+
+            <span class="c1"># TODO: Explicitly unload the library</span>
+
+            <span class="c1"># Reset the memory adress location</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;custom_logging_func_memaddr&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+
+            <span class="c1"># remove shared library files</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_custom_logging_shared_library_file&quot;</span><span class="p">]:</span>
+                <span class="n">remove_file</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_custom_logging_shared_library_file&quot;</span><span class="p">],</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_custom_logging_shared_library_file&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="k">if</span> <span class="n">evol_type</span> <span class="o">==</span> <span class="s2">&quot;population&quot;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">verbose_print</span><span class="p">(</span>
+                <span class="s2">&quot;Cleaning up the custom logging stuffs. type: population&quot;</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;verbosity&quot;</span><span class="p">],</span>
+                <span class="mi">1</span><span class="p">,</span>
+            <span class="p">)</span>
+
+            <span class="c1"># TODO: make sure that these also work. not fully sure if necessary tho.</span>
+            <span class="c1">#   whether its a single file, or a dict of files/mem addresses</span>
+
+        <span class="k">if</span> <span class="n">evol_type</span> <span class="o">==</span> <span class="s2">&quot;MC&quot;</span><span class="p">:</span>
+            <span class="k">pass</span></div>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2021, David Hendriks, Robert Izzard.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+  
+<br><br>
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+<br><br>
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+
+
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/grid_options_defaults.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/grid_options_defaults.html
index 96ffba6451feb667acdfd12da9aab24059450ca6..73ac8b0584e044d885863c4e46f12c23bdd6d017 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/grid_options_defaults.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/grid_options_defaults.html
@@ -713,9 +713,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/gridcode.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/gridcode.html
index b39bdc444c29b7aec246d56c1ea4cea5f8ad6c92..343be0bbe4d41d9f40eab9f27ad1205ff676a3d0 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/gridcode.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/gridcode.html
@@ -1219,9 +1219,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/metadata.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/metadata.html
index 1e63576f8020571cf2020eab85de27a2f037462a..1c4e6ca6bc3c949fac1f9e69e419a1b3f8f7abce 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/metadata.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/metadata.html
@@ -234,9 +234,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/slurm.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/slurm.html
index 8ebc6bda39305d29ee3cd9b633aaba953f3f64e7..94663a6bd05cb9d26e60cb6c19f1ad1f4b1cb405 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/slurm.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/slurm.html
@@ -535,9 +535,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/spacing_functions.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/spacing_functions.html
index 4fa006f026068a81bfd76003749d8291580d377c..faec36a4ae4e72786c770bb4d3fe344c0cd167b9 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/spacing_functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/spacing_functions.html
@@ -164,13 +164,13 @@
 
 <span class="sd">        Example:</span>
 <span class="sd">            The following allocates 10 stars between 0.1 and 0.65, 20 stars between 0.65</span>
-<span class="sd">            and 0.85, and 10 stars between 0.85 and 10.0 Msun.</span>
+<span class="sd">            and 0.85, and 10 stars between 0.85 and 10.0 Msun::</span>
 
-<span class="sd">            samplerfunc=&quot;const_ranges((({},{},{}),({},{},{}),({},{},{})))&quot;.format(</span>
-<span class="sd">                0.1,0.65,10,</span>
-<span class="sd">                0.65,0.85,20,</span>
-<span class="sd">                0.85,10.0,10</span>
-<span class="sd">            ),</span>
+<span class="sd">                samplerfunc=&quot;const_ranges((({},{},{}),({},{},{}),({},{},{})))&quot;.format(</span>
+<span class="sd">                    0.1, 0.65, 10,</span>
+<span class="sd">                    0.65, 0.85, 20,</span>
+<span class="sd">                    0.85, 10.0, 10</span>
+<span class="sd">                )</span>
 
 <span class="sd">        &quot;&quot;&quot;</span>
 
@@ -282,14 +282,13 @@
 <span class="sd">            Array of masses.</span>
 
 <span class="sd">        Example:</span>
-<span class="sd">        # these are lines set as options to Population.add_grid_value(...)</span>
+<span class="sd">            these are lines set as options to Population.add_grid_value(...)::</span>
 
-<span class="sd">        # linear time bins of 1Gyr</span>
-<span class="sd">        samplerfunc=&quot;self.const_dt(self,dt=1000,nres=100,mmin=0.07,mmax=2.0,showtable=True)&quot;</span>
+<span class="sd">                # linear time bins of 1Gyr</span>
+<span class="sd">                samplerfunc=&quot;self.const_dt(self,dt=1000,nres=100,mmin=0.07,mmax=2.0,showtable=True)&quot;</span>
 
-<span class="sd">        # logarithmic spacing in time, generally suitable for Galactic</span>
-<span class="sd">        # chemical evolution yield grids.</span>
-<span class="sd">        samplerfunc=&quot;self.const_dt(self,dlogt=0.1,nres=100,mmin=0.07,mmax=80.0,maxdm=((0.07,1.0,0.1),(1.0,10.0,1.0),(10.0,80.0,2.0)),showtable=True,logspacing=True,fsample=1.0/4.0)&quot;</span>
+<span class="sd">                # logarithmic spacing in time, generally suitable for Galactic chemical evolution yield grids.</span>
+<span class="sd">                samplerfunc=&quot;self.const_dt(self,dlogt=0.1,nres=100,mmin=0.07,mmax=80.0,maxdm=((0.07,1.0,0.1),(1.0,10.0,1.0),(10.0,80.0,2.0)),showtable=True,logspacing=True,fsample=1.0/4.0)&quot;</span>
 
 <span class="sd">        &quot;&quot;&quot;</span>
 
@@ -774,9 +773,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/population_extensions/version_info.html b/docs/build/html/_modules/binarycpython/utils/population_extensions/version_info.html
index 13fd66d5458d797025a716ed24dda5a3b0bc8421..f2690c76f643d9fa547f20860a1cd8f1da21bcbc 100644
--- a/docs/build/html/_modules/binarycpython/utils/population_extensions/version_info.html
+++ b/docs/build/html/_modules/binarycpython/utils/population_extensions/version_info.html
@@ -521,9 +521,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/run_system_wrapper.html b/docs/build/html/_modules/binarycpython/utils/run_system_wrapper.html
index 027bd014ac749068878b99bc9016cdacbc01e1b3..33a425fed5dd013034ed563a81d46c492d46fd97 100644
--- a/docs/build/html/_modules/binarycpython/utils/run_system_wrapper.html
+++ b/docs/build/html/_modules/binarycpython/utils/run_system_wrapper.html
@@ -205,9 +205,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/useful_funcs.html b/docs/build/html/_modules/binarycpython/utils/useful_funcs.html
index d428d16c018d37329d7b6f5b0100f992fb1a6063..77508d21faae326c66f3a2c6283d4318cfe08fee 100644
--- a/docs/build/html/_modules/binarycpython/utils/useful_funcs.html
+++ b/docs/build/html/_modules/binarycpython/utils/useful_funcs.html
@@ -471,9 +471,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/index.html b/docs/build/html/_modules/index.html
index 38d101db19488b02bf92847f4367375a97943e2b..d5f56e16150e8d54ada3722958564ee9aaaaa14f 100644
--- a/docs/build/html/_modules/index.html
+++ b/docs/build/html/_modules/index.html
@@ -77,11 +77,13 @@
 <li><a href="binarycpython/utils/grid.html">binarycpython.utils.grid</a></li>
 <li><a href="binarycpython/utils/plot_functions.html">binarycpython.utils.plot_functions</a></li>
 <li><a href="binarycpython/utils/population_extensions/HPC.html">binarycpython.utils.population_extensions.HPC</a></li>
+<li><a href="binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html">binarycpython.utils.population_extensions.Moe_di_Stefano_2017</a></li>
 <li><a href="binarycpython/utils/population_extensions/analytics.html">binarycpython.utils.population_extensions.analytics</a></li>
 <li><a href="binarycpython/utils/population_extensions/cache.html">binarycpython.utils.population_extensions.cache</a></li>
 <li><a href="binarycpython/utils/population_extensions/condor.html">binarycpython.utils.population_extensions.condor</a></li>
 <li><a href="binarycpython/utils/population_extensions/dataIO.html">binarycpython.utils.population_extensions.dataIO</a></li>
 <li><a href="binarycpython/utils/population_extensions/distribution_functions.html">binarycpython.utils.population_extensions.distribution_functions</a></li>
+<li><a href="binarycpython/utils/population_extensions/grid_logging.html">binarycpython.utils.population_extensions.grid_logging</a></li>
 <li><a href="binarycpython/utils/population_extensions/grid_options_defaults.html">binarycpython.utils.population_extensions.grid_options_defaults</a></li>
 <li><a href="binarycpython/utils/population_extensions/gridcode.html">binarycpython.utils.population_extensions.gridcode</a></li>
 <li><a href="binarycpython/utils/population_extensions/metadata.html">binarycpython.utils.population_extensions.metadata</a></li>
@@ -107,9 +109,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_sources/binary_c_parameters.rst.txt b/docs/build/html/_sources/binary_c_parameters.rst.txt
index 8d359425fb5358bca38285a1f3ca6bd325823005..2ecbfde0569eb0d26f1bfb5fc07bec01dce55d53 100644
--- a/docs/build/html/_sources/binary_c_parameters.rst.txt
+++ b/docs/build/html/_sources/binary_c_parameters.rst.txt
@@ -4,7 +4,7 @@ The following chapter contains all the parameters that the current version of bi
 
 
 This information was obtained by the following binary_c build:
-	**binary_c git branch**: branch_david	**binary_c git revision**: 5834:20211216:a3146490e	**Built on**: Dec 20 2021 20:33:01
+	**binary_c git branch**: branch_david	**binary_c git revision**: 5845:20220107:201620bd7	**Built on**: Jan  7 2022 12:15:12
 
 
 Section: stars
@@ -1991,7 +1991,7 @@ Section: binary
 | **Default value**: 1e-06
 
 | **Parameter**: cbdisc_minimum_fRing
-| **Description**: Circumbinary disc minimum fRing. If the disc becomes a ring, and fRing = |Rout/Rin-1| < this value (and this value is non-zero), the disc is evaporated instantly. Requires DISCS.
+| **Description**: Circumbinary disc minimum fRing. If the disc becomes a ring, and fRing = abs(Rout/Rin-1) < this value (and this value is non-zero), the disc is evaporated instantly. Requires DISCS.
 | **Parameter input type**: Float
 | **Default value**: 0.2
 
diff --git a/docs/build/html/_sources/examples/old/basic_example.ipynb.txt b/docs/build/html/_sources/examples/old/basic_example.ipynb.txt
index 9078cfcb5fdcd35336ee3675accb3f810c21e5fe..7146b97671caad9e82ce7454511dcad2aa416a78 100644
--- a/docs/build/html/_sources/examples/old/basic_example.ipynb.txt
+++ b/docs/build/html/_sources/examples/old/basic_example.ipynb.txt
@@ -1,5 +1,14 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c09b9f85-5250-4fd2-8142-bb8097d138b5",
+   "metadata": {},
+   "source": [
+    "# Basic example\n",
+    "Running a single system"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -106,7 +115,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -120,7 +129,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.9.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/build/html/_sources/examples/old/workshop_example_notebook.ipynb.txt b/docs/build/html/_sources/examples/old/workshop_example_notebook.ipynb.txt
index 4eca5879779a9fec40521c733bda59768c8c4140..78d0860ad1dfc12104b4bb639055957d527c01e7 100644
--- a/docs/build/html/_sources/examples/old/workshop_example_notebook.ipynb.txt
+++ b/docs/build/html/_sources/examples/old/workshop_example_notebook.ipynb.txt
@@ -619,7 +619,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -633,7 +633,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.9.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/build/html/_sources/grid.rst.txt b/docs/build/html/_sources/grid.rst.txt
index 43afcb03cb41abbb52f3c7855a78094ac8930c93..5122d6740bfbbf5649a1837271d3f987bcfe3fd4 100644
--- a/docs/build/html/_sources/grid.rst.txt
+++ b/docs/build/html/_sources/grid.rst.txt
@@ -1,5 +1,5 @@
-Population\_class module
-========================
+Population class module
+=======================
 
 .. automodule:: binarycpython.utils.grid
    :members:
diff --git a/docs/build/html/_sources/population_extensions/Moe_di_Stefano_2017.rst.txt b/docs/build/html/_sources/population_extensions/Moe_di_Stefano_2017.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..703e951622f427c9261d7cdf7d07d6ba276e145f
--- /dev/null
+++ b/docs/build/html/_sources/population_extensions/Moe_di_Stefano_2017.rst.txt
@@ -0,0 +1,7 @@
+Population class extension: Moe\_di\_Stefano\_2017 module
+=========================================================
+
+.. automodule:: binarycpython.utils.population_extensions.Moe_di_Stefano_2017
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/build/html/_sources/population_extensions/grid_logging.rst.txt b/docs/build/html/_sources/population_extensions/grid_logging.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dc607c6ea5031ec2f80de51ec131753e32fcc6e6
--- /dev/null
+++ b/docs/build/html/_sources/population_extensions/grid_logging.rst.txt
@@ -0,0 +1,7 @@
+Population class extension: grid\_logging module
+================================================
+
+.. automodule:: binarycpython.utils.population_extensions.grid_logging
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/build/html/binary_c_parameters.html b/docs/build/html/binary_c_parameters.html
index 465e8f6d22ff8bb541b3ff780e6191ff84537cb2..298481c7ce13f6cd21767a2e0f229d923da625f6 100644
--- a/docs/build/html/binary_c_parameters.html
+++ b/docs/build/html/binary_c_parameters.html
@@ -111,7 +111,7 @@
 <h1>Binary_c parameters<a class="headerlink" href="#binary-c-parameters" title="Permalink to this headline"></a></h1>
 <p>The following chapter contains all the parameters that the current version of binary_c can handle, along with their descriptions and other properties.</p>
 <dl class="simple">
-<dt>This information was obtained by the following binary_c build:</dt><dd><p><strong>binary_c git branch</strong>: branch_david   <strong>binary_c git revision</strong>: 5834:20211216:a3146490e      <strong>Built on</strong>: Dec 20 2021 20:33:01</p>
+<dt>This information was obtained by the following binary_c build:</dt><dd><p><strong>binary_c git branch</strong>: branch_david   <strong>binary_c git revision</strong>: 5845:20220107:201620bd7      <strong>Built on</strong>: Jan  7 2022 12:15:12</p>
 </dd>
 </dl>
 <section id="section-stars">
@@ -2469,7 +2469,7 @@
 </div>
 <div class="line-block">
 <div class="line"><strong>Parameter</strong>: cbdisc_minimum_fRing</div>
-<div class="line"><strong>Description</strong>: Circumbinary disc minimum fRing. If the disc becomes a ring, and fRing = <a href="#id1"><span class="problematic" id="id2">|Rout/Rin-1|</span></a> &lt; this value (and this value is non-zero), the disc is evaporated instantly. Requires DISCS.</div>
+<div class="line"><strong>Description</strong>: Circumbinary disc minimum fRing. If the disc becomes a ring, and fRing = abs(Rout/Rin-1) &lt; this value (and this value is non-zero), the disc is evaporated instantly. Requires DISCS.</div>
 <div class="line"><strong>Parameter input type</strong>: Float</div>
 <div class="line"><strong>Default value</strong>: 0.2</div>
 </div>
@@ -3506,9 +3506,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/custom_logging_functions.html b/docs/build/html/custom_logging_functions.html
index a3b0c4d2e7a9ef8fb7c3e6034161b6dced408001..e58b9b8292ee29741571a0ec23a676e4ed06fd5e 100644
--- a/docs/build/html/custom_logging_functions.html
+++ b/docs/build/html/custom_logging_functions.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -327,9 +329,9 @@ I recommend using this in function in combination with a function that generates
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/dicts.html b/docs/build/html/dicts.html
index 74ca6ee1e5c38fa1ef4a0189801c43fbad7ed210..5ea93988de5997f2e4930b718372eb3566d30ba3 100644
--- a/docs/build/html/dicts.html
+++ b/docs/build/html/dicts.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2 current"><a class="current reference internal" href="#">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -460,9 +462,9 @@ If that results in an empty dict, the dict will be removed too.</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/ensemble.html b/docs/build/html/ensemble.html
index df7f576580f3c033c6ea95031a28aebc66ad05ed..30b2815a5f6283277f95cceed563d41a40cede5b 100644
--- a/docs/build/html/ensemble.html
+++ b/docs/build/html/ensemble.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -273,9 +275,9 @@ and return its contents to as a Python dictionary.</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/example_notebooks.html b/docs/build/html/example_notebooks.html
index 0ab38526ed29c57471603c46446b968b6a78e2a0..935a840fed0c3b1b70a2cde28af42acbe6c128eb 100644
--- a/docs/build/html/example_notebooks.html
+++ b/docs/build/html/example_notebooks.html
@@ -215,9 +215,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_BHBH.html b/docs/build/html/examples/notebook_BHBH.html
index 1dd8f24f16ac7ab68d04addb1525e286dfa6903c..feed4128c777bd967d5ae0fc18ac106163683e73 100644
--- a/docs/build/html/examples/notebook_BHBH.html
+++ b/docs/build/html/examples/notebook_BHBH.html
@@ -5574,9 +5574,9 @@ system 2 / 100
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_HRD.html b/docs/build/html/examples/notebook_HRD.html
index 09e948847a4416063ef267b79be094f50feefcd4..688ee40a717dd057d3ec7276a70895225f7213cb 100644
--- a/docs/build/html/examples/notebook_HRD.html
+++ b/docs/build/html/examples/notebook_HRD.html
@@ -1366,9 +1366,9 @@ very start.</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_api_functionality.html b/docs/build/html/examples/notebook_api_functionality.html
index 8f82fc9659841bfdc9b88a881439a7beb3f93a15..7307f9af1b474dfb018024bc6fe3b6fc6bc018b1 100644
--- a/docs/build/html/examples/notebook_api_functionality.html
+++ b/docs/build/html/examples/notebook_api_functionality.html
@@ -1291,9 +1291,9 @@ MAXIMUM MASS RATIO 0.0141
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_common_envelope_evolution.html b/docs/build/html/examples/notebook_common_envelope_evolution.html
index bdf4cf3c325d524de5b8e8157ee10f5e32d6fce3..142415890e465e9571ddaf75e81fad836cee5134 100644
--- a/docs/build/html/examples/notebook_common_envelope_evolution.html
+++ b/docs/build/html/examples/notebook_common_envelope_evolution.html
@@ -1131,9 +1131,9 @@ Text(0, 0.5, &#39;Number of stars&#39;)
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_custom_logging.html b/docs/build/html/examples/notebook_custom_logging.html
index b606a0253f178550733f30f51c0940a4d6ce5a19..699682ba6672741f3541458e0f7ab383b8e3892f 100644
--- a/docs/build/html/examples/notebook_custom_logging.html
+++ b/docs/build/html/examples/notebook_custom_logging.html
@@ -785,9 +785,9 @@ EXAMPLE_SN             1.050651207308e+01 1.59452 9.34213 20 12 13 5 1 6.55458 4
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_extra_features.html b/docs/build/html/examples/notebook_extra_features.html
index db74e51f7478230ddcfa21763565a64f8d88dabc..1ce21a28578af7460035f54137af6fff367feeba 100644
--- a/docs/build/html/examples/notebook_extra_features.html
+++ b/docs/build/html/examples/notebook_extra_features.html
@@ -537,9 +537,9 @@ dict_keys([&#39;networks&#39;, &#39;isotopes&#39;, &#39;argpairs&#39;, &#39;ense
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_individual_systems.html b/docs/build/html/examples/notebook_individual_systems.html
index a8bf79c04612a68fa274f9c4853940e711f6065f..316e2c1db814d9ebf48cdbef6204b46828c76289 100644
--- a/docs/build/html/examples/notebook_individual_systems.html
+++ b/docs/build/html/examples/notebook_individual_systems.html
@@ -839,9 +839,9 @@ SINGLE_STAR_LIFETIME 15 14.9927
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_luminosity_function_binaries.html b/docs/build/html/examples/notebook_luminosity_function_binaries.html
index 997b0a4e027fad9e9c0a85d458a47da5ed8b9785..249370faf3f5dd1f8283dedd90ffee7018bcac84 100644
--- a/docs/build/html/examples/notebook_luminosity_function_binaries.html
+++ b/docs/build/html/examples/notebook_luminosity_function_binaries.html
@@ -1198,9 +1198,9 @@ Done population run!
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_luminosity_function_single.html b/docs/build/html/examples/notebook_luminosity_function_single.html
index a519cd54799c72c593c15d0e0a8a7a0139151a5b..400e843f116e94ea10692e828df085073371b271 100644
--- a/docs/build/html/examples/notebook_luminosity_function_single.html
+++ b/docs/build/html/examples/notebook_luminosity_function_single.html
@@ -855,9 +855,9 @@ works perfectly well.</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_massive_remnants.html b/docs/build/html/examples/notebook_massive_remnants.html
index a75e2efaa6fa46c7aefb3edfd2cce5888027df96..d845063bc3d2b37bcab24d717999d1f167097896 100644
--- a/docs/build/html/examples/notebook_massive_remnants.html
+++ b/docs/build/html/examples/notebook_massive_remnants.html
@@ -960,9 +960,9 @@ There were no errors found in this run.
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_population.html b/docs/build/html/examples/notebook_population.html
index c018de499ba1eeb463f2e593ca0ecb41b9c0e951..f88d03f8e79fac7cd2b99ed8ebf92a3d725e1fe1 100644
--- a/docs/build/html/examples/notebook_population.html
+++ b/docs/build/html/examples/notebook_population.html
@@ -1414,9 +1414,9 @@ time mass_1 zams_mass_1 mass_2 zams_mass_2 stellar_type_1 prev_stellar_type_1 st
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/notebook_solar_system.html b/docs/build/html/examples/notebook_solar_system.html
index 16bacc273a5f7556139559e3f88752eb1195972a..e5ebc0445b7270aabeb4a1b0f385cdc4cc7e07be 100644
--- a/docs/build/html/examples/notebook_solar_system.html
+++ b/docs/build/html/examples/notebook_solar_system.html
@@ -614,9 +614,9 @@ div.rendered_html tbody tr:hover {
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/old/basic_example.html b/docs/build/html/examples/old/basic_example.html
index 73a0d5c2df381e850522eef28f032a3004c2e835..7084f41446ccc993351f7011fa89fc0be3f88ac8 100644
--- a/docs/build/html/examples/old/basic_example.html
+++ b/docs/build/html/examples/old/basic_example.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>&lt;no title&gt; &mdash; binary_c-python  documentation</title>
+  <title>Basic example &mdash; binary_c-python  documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -63,7 +63,7 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../index.html" class="icon icon-home"></a> &raquo;</li>
-      <li>&lt;no title&gt;</li>
+      <li>Basic example</li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../_sources/examples/old/basic_example.ipynb.txt" rel="nofollow"> View page source</a>
       </li>
@@ -343,6 +343,9 @@ div.rendered_html tbody tr:hover {
     text-align: unset;
 }
 </style>
+<section id="Basic-example">
+<h1>Basic example<a class="headerlink" href="#Basic-example" title="Permalink to this headline"></a></h1>
+<p>Running a single system</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:
 </pre></div>
@@ -395,7 +398,7 @@ div.rendered_html tbody tr:hover {
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area docutils container">
-<img alt="../../_images/examples_old_basic_example_1_1.png" src="../../_images/examples_old_basic_example_1_1.png" />
+<img alt="../../_images/examples_old_basic_example_2_1.png" src="../../_images/examples_old_basic_example_2_1.png" />
 </div>
 </div>
 <div class="nbinput docutils container">
@@ -420,7 +423,7 @@ div.rendered_html tbody tr:hover {
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area docutils container">
-<img alt="../../_images/examples_old_basic_example_2_1.png" src="../../_images/examples_old_basic_example_2_1.png" />
+<img alt="../../_images/examples_old_basic_example_3_1.png" src="../../_images/examples_old_basic_example_3_1.png" />
 </div>
 </div>
 <div class="nbinput nblast docutils container">
@@ -432,6 +435,7 @@ div.rendered_html tbody tr:hover {
 </pre></div>
 </div>
 </div>
+</section>
 
 
            </div>
@@ -449,9 +453,9 @@ div.rendered_html tbody tr:hover {
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/old/basic_example.ipynb b/docs/build/html/examples/old/basic_example.ipynb
index 9078cfcb5fdcd35336ee3675accb3f810c21e5fe..7146b97671caad9e82ce7454511dcad2aa416a78 100644
--- a/docs/build/html/examples/old/basic_example.ipynb
+++ b/docs/build/html/examples/old/basic_example.ipynb
@@ -1,5 +1,14 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c09b9f85-5250-4fd2-8142-bb8097d138b5",
+   "metadata": {},
+   "source": [
+    "# Basic example\n",
+    "Running a single system"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -106,7 +115,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -120,7 +129,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.9.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/build/html/examples/old/workshop_example_notebook.html b/docs/build/html/examples/old/workshop_example_notebook.html
index 000800a8d5488e9c69679133ba2a38ccae1c80de..8bf4593357b901cec7702c1d5253b0c0a6248521 100644
--- a/docs/build/html/examples/old/workshop_example_notebook.html
+++ b/docs/build/html/examples/old/workshop_example_notebook.html
@@ -892,9 +892,9 @@ Took 14.214274644851685s
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/examples/old/workshop_example_notebook.ipynb b/docs/build/html/examples/old/workshop_example_notebook.ipynb
index 4eca5879779a9fec40521c733bda59768c8c4140..78d0860ad1dfc12104b4bb639055957d527c01e7 100644
--- a/docs/build/html/examples/old/workshop_example_notebook.ipynb
+++ b/docs/build/html/examples/old/workshop_example_notebook.ipynb
@@ -619,7 +619,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -633,7 +633,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.9.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/build/html/functions.html b/docs/build/html/functions.html
index 8323298fb974ed9597e43dc5e81bff504ec472cd..c474e20e911985cb0a6975234c93678f7b75240b 100644
--- a/docs/build/html/functions.html
+++ b/docs/build/html/functions.html
@@ -19,7 +19,7 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Population_class module" href="grid.html" />
+    <link rel="next" title="Population class module" href="grid.html" />
     <link rel="prev" title="ensemble module" href="ensemble.html" /> 
 </head>
 
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -154,26 +156,33 @@ useful functions for the user</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.bin_data">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">bin_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">binwidth</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#bin_data"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.bin_data" title="Permalink to this definition"></a></dt>
-<dd><p>Function that bins the data</p>
-<p>Uses the absolute value of binwidth</p>
+<dd><p>Function that bins the data using the absolute value of binwidth using the following formula:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">((</span><span class="mf">0.5</span> <span class="k">if</span> <span class="n">value</span> <span class="o">&gt;</span> <span class="mf">0.0</span> <span class="k">else</span> <span class="o">-</span><span class="mf">0.5</span><span class="p">)</span> <span class="o">+</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span> <span class="o">/</span> <span class="nb">abs</span><span class="p">(</span><span class="n">binwidth</span><span class="p">)))</span> <span class="o">*</span> <span class="nb">abs</span><span class="p">(</span><span class="n">binwidth</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>value</strong> – value that we want to bin</p></li>
+<li><p><strong>binwidth</strong> – width of the binning</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>binned value</p>
+</dd>
+</dl>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.call_binary_c_config">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">call_binary_c_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">argument</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#call_binary_c_config"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.call_binary_c_config" title="Permalink to this definition"></a></dt>
 <dd><p>Function to interface with the binary_c config file</p>
-<dl class="simple">
-<dt>input:</dt><dd><ul class="simple">
-<li><p>argument: argument for the binary_c config</p></li>
-</ul>
-</dd>
-</dl>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p><ul class="simple">
-<li><p>raw output of binary_c-config</p></li>
-</ul>
-</p>
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><p><strong>argument</strong> – argument for the binary_c config</p>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>raw output of binary_c-config</p>
 </dd>
 </dl>
 </dd></dl>
@@ -271,10 +280,19 @@ This string is missing the ‘binary_c ‘ at the start.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.datalinedict">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">datalinedict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">line</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#datalinedict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.datalinedict" title="Permalink to this definition"></a></dt>
-<dd><p>Convert a line of data to a more convenient dictionary.
-:param line = a line of data as a string:
-:param parameters = a list of the parameter names:</p>
-<p>Note: if the parameter is a floating point number, it will be converted to Python’s float type.</p>
+<dd><p>Convert a line of data to a more convenient dictionary.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>string</strong> (<em>line = a line of data as a</em>) – </p></li>
+<li><p><strong>names</strong> (<em>parameters = a list of the parameter</em>) – </p></li>
+</ul>
+</dd>
+</dl>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>If the parameter is a floating point number, it will be converted to Python’s float type.</p>
+</div>
 </dd></dl>
 
 <dl class="py function">
@@ -382,7 +400,7 @@ we call get_defaults())</p>
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">get_help</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">print_help</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fail_silently</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#get_help"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.get_help" title="Permalink to this definition"></a></dt>
 <dd><p>Function that returns the help info for a given parameter, by interfacing with binary_c</p>
 <p>Will check whether it is a valid parameter.</p>
-<p>Binary_c will output things in the following order;
+<p>Binary_c will output things in the following order:
 - Did you mean?
 - binary_c help for variable
 - default
@@ -402,8 +420,8 @@ valid parameter name</p></li>
 <dd class="field-even"><p><code class="xref py py-data docutils literal notranslate"><span class="pre">Optional</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">dict</span></code>]</p>
 </dd>
 <dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p>Dictionary containing the help info. This dictionary contains ‘parameter_name’,
-‘parameter_value_input_type’, ‘description’, optionally ‘macros’</p>
+<dd class="field-odd"><p>Dictionary containing the help info. This dictionary contains <cite>parameter_name</cite>,
+<cite>parameter_value_input_type</cite>, <cite>description</cite>, optionally <cite>macros</cite></p>
 </dd>
 </dl>
 </dd></dl>
@@ -474,13 +492,23 @@ the help function to get as much information as possible.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.isfloat">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">isfloat</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#isfloat"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.isfloat" title="Permalink to this definition"></a></dt>
-<dd><p>Return True if the “number” x, which could be a string, is a float, otherwise return False.</p>
+<dd><p>Function to return <cite>True</cite> if the “number” x, which could be a string, is an float, otherwise return <cite>False</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><p><strong>x</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Union</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">float</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">int</span></code>]) – string float or int that we will attempt to convert to an <cite>float</cite> value.</p>
+</dd>
+</dl>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.isint">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">isint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#isint"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.isint" title="Permalink to this definition"></a></dt>
-<dd><p>Return True if the “number” x, which could be a string, is an int, otherwise return False.</p>
+<dd><p>Function to return <cite>True</cite> if the “number” x, which could be a string, is an int, otherwise return <cite>False</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><p><strong>x</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Union</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">float</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">int</span></code>]) – string float or int that we will attempt to convert to an <cite>int</cite> value.</p>
+</dd>
+</dl>
 </dd></dl>
 
 <dl class="py function">
@@ -524,20 +552,19 @@ the help function to get as much information as possible.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.mem_use">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">mem_use</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#mem_use"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.mem_use" title="Permalink to this definition"></a></dt>
-<dd><p>Return current process memory use in MB. (Takes no arguments) Note: this is per-thread only.</p>
+<dd><p>Return current process memory use in MB. (Takes no arguments)</p>
+<p>Note: this is per-thread only.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.now">
-<span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">now</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">now_object</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">style</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">specifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#now"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.now" title="Permalink to this definition"></a></dt>
-<dd><p>convenience function to return a string of the current time,
-using the format “%m/%d/%Y %H:%M:%S”</p>
+<span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">now</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">now_object</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">style</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">custom_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#now"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.now" title="Permalink to this definition"></a></dt>
+<dd><p>convenience function to return a string of the current time, using the format <code class="docutils literal notranslate"><span class="pre">%m/%d/%Y</span> <span class="pre">%H:%M:%S</span></code></p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>style</strong> – if “nospace” then return the date/time with the format</p></li>
-<li><p><strong>&quot;%Y%m%d_%H%M%S&quot;</strong> – </p></li>
-<li><p><strong>specifier</strong> – if set, uses this as a specifier rather than whatever is set by default or in the style variable</p></li>
+<li><p><strong>style</strong> – if “nospace” then return the date/time with the format <code class="docutils literal notranslate"><span class="pre">%Y%m%d_%H%M%S</span></code>, else use format <code class="docutils literal notranslate"><span class="pre">%m/%d/%Y</span> <span class="pre">%H:%M:%S</span></code></p></li>
+<li><p><strong>custom_format</strong> – if set, uses this as a format rather than whatever is set by default or in the style variable</p></li>
 </ul>
 </dd>
 </dl>
@@ -564,6 +591,14 @@ using the format “%m/%d/%Y %H:%M:%S”</p>
 <dt class="sig sig-object py" id="binarycpython.utils.functions.pad_output_distribution">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">pad_output_distribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dist</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">binwidth</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#pad_output_distribution"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.pad_output_distribution" title="Permalink to this definition"></a></dt>
 <dd><p>Given a distribution, dist (a dictionary), which should be binned every binwidth (float), fill the distribution with zeros when there is no data. Note: this changes the data in place.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>dist</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">dict</span></code>) – dictionary containing the distribution data.</p></li>
+<li><p><strong>binwidth</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">float</span></code>) – binwidth that is used to fill the distribution with 0 in places where there is no value/key.</p></li>
+</ul>
+</dd>
+</dl>
 </dd></dl>
 
 <dl class="py function">
@@ -588,12 +623,12 @@ using the format “%m/%d/%Y %H:%M:%S”</p>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.temp_dir">
-<span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">temp_dir</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#temp_dir"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.temp_dir" title="Permalink to this definition"></a></dt>
-<dd><p>Function to create directory within the TMP directory of the file system</p>
+<span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">temp_dir</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">child_dirs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#temp_dir"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.temp_dir" title="Permalink to this definition"></a></dt>
+<dd><p>Function to create directory within the TMP directory of the file system, starting with <cite>/&lt;TMP&gt;/binary_c_python-&lt;username&gt;</cite></p>
 <p>Makes use of os.makedirs exist_ok which requires python 3.2+</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><p><strong>arguments</strong> (<em>function</em>) – str input where each next input will be a child of the previous full_path. e.g. temp_dir(‘tests’, ‘grid’) will become ‘/tmp/binary_c_python/tests/grid’</p>
+<dd class="field-odd"><p><strong>*child_dirs</strong> – str input where each next input will be a child of the previous full_path. e.g. <code class="docutils literal notranslate"><span class="pre">temp_dir('tests',</span> <span class="pre">'grid')</span></code> will become <code class="docutils literal notranslate"><span class="pre">'/tmp/binary_c_python-&lt;username&gt;/tests/grid'</span></code></p>
 </dd>
 <dt class="field-even">Return type</dt>
 <dd class="field-even"><p><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></p>
@@ -614,29 +649,35 @@ human-readable output.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.trem">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">trem</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dt</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dn</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#trem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.trem" title="Permalink to this definition"></a></dt>
-<dd><p>Estimate time remaining (seconds) given a differential time and count (i.e. progress = $count/$n). $dt is the time since the last call, $count is the current progress count, $dn is the number run since the last call, and $n is the total number required.</p>
+<dd><p>Estimate time remaining (seconds) given a differential time and count (i.e. <code class="docutils literal notranslate"><span class="pre">progress</span> <span class="pre">=</span> <span class="pre">count/n</span></code>).</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>dt</strong> – is the time since the last call.</p></li>
+<li><p><strong>count</strong> – is the current progress count.</p></li>
+<li><p><strong>dn</strong> – is the number run since the last call.</p></li>
+<li><p><strong>n</strong> – is the total number required.</p></li>
+</ul>
+</dd>
+</dl>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="binarycpython.utils.functions.verbose_print">
 <span class="sig-prename descclassname"><span class="pre">binarycpython.utils.functions.</span></span><span class="sig-name descname"><span class="pre">verbose_print</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">message</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">minimal_verbosity</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">newline</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'\\n'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#verbose_print"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.functions.verbose_print" title="Permalink to this definition"></a></dt>
-<dd><blockquote>
-<div><p>Function that decides whether to print a message based on the current verbosity
-and its minimum verbosity</p>
-<p>if verbosity is equal or higher than the minimum, then we print</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>message: message to print
-verbosity: current verbosity level
-minimal_verbosity: threshold verbosity above which to print
-newline: newline character (or set of characters), defaults to “</p>
-</dd>
-</dl>
-</div></blockquote>
-<p>” but ”
-” (carriage return) might be useful.</p>
+<dd><p>Function that decides whether to print a message based on the current verbosity
+and its minimum verbosity. If verbosity is equal or higher than the minimum, then we print.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code></p>
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>message</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>) – message to print.</p></li>
+<li><p><strong>verbosity</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">int</span></code>) – current verbosity level.</p></li>
+<li><p><strong>minimal_verbosity</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">int</span></code>) – threshold verbosity above which to print.</p></li>
+<li><p><strong>newline</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>) – newline character (or set of characters), defaults to <code class="docutils literal notranslate"><span class="pre">\n</span></code> but <code class="docutils literal notranslate"><span class="pre">\x0d</span></code> (carriage return) might be useful.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code></p>
 </dd>
 </dl>
 </dd></dl>
@@ -665,7 +706,7 @@ of all the binary_c parameters.</p>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="ensemble.html" class="btn btn-neutral float-left" title="ensemble module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="grid.html" class="btn btn-neutral float-right" title="Population_class module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="grid.html" class="btn btn-neutral float-right" title="Population class module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
@@ -679,9 +720,9 @@ of all the binary_c parameters.</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index 39f33c49b1dcc61fc551f95a12fa93fde05c9886..51d368078dc080dff296c58ae0cda97e1c013570 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -231,8 +231,6 @@
         <li><a href="population_extensions/condor.html#module-binarycpython.utils.population_extensions.condor">module</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     binarycpython.utils.population_extensions.dataIO
 
@@ -240,11 +238,20 @@
         <li><a href="population_extensions/dataIO.html#module-binarycpython.utils.population_extensions.dataIO">module</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     binarycpython.utils.population_extensions.distribution_functions
 
       <ul>
         <li><a href="population_extensions/distribution_functions.html#module-binarycpython.utils.population_extensions.distribution_functions">module</a>
+</li>
+      </ul></li>
+      <li>
+    binarycpython.utils.population_extensions.grid_logging
+
+      <ul>
+        <li><a href="population_extensions/grid_logging.html#module-binarycpython.utils.population_extensions.grid_logging">module</a>
 </li>
       </ul></li>
       <li>
@@ -273,6 +280,13 @@
 
       <ul>
         <li><a href="population_extensions/metadata.html#module-binarycpython.utils.population_extensions.metadata">module</a>
+</li>
+      </ul></li>
+      <li>
+    binarycpython.utils.population_extensions.Moe_di_Stefano_2017
+
+      <ul>
+        <li><a href="population_extensions/Moe_di_Stefano_2017.html#module-binarycpython.utils.population_extensions.Moe_di_Stefano_2017">module</a>
 </li>
       </ul></li>
       <li>
@@ -519,21 +533,29 @@
 </li>
       <li><a href="functions.html#binarycpython.utils.functions.get_help">get_help() (in module binarycpython.utils.functions)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="functions.html#binarycpython.utils.functions.get_help_all">get_help_all() (in module binarycpython.utils.functions)</a>
 </li>
       <li><a href="functions.html#binarycpython.utils.functions.get_help_super">get_help_super() (in module binarycpython.utils.functions)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="population_extensions/distribution_functions.html#binarycpython.utils.population_extensions.distribution_functions.distribution_functions.get_integration_constant_q">get_integration_constant_q() (binarycpython.utils.population_extensions.distribution_functions.distribution_functions method)</a>
 </li>
       <li><a href="population_extensions/distribution_functions.html#binarycpython.utils.population_extensions.distribution_functions.distribution_functions.get_max_multiplicity">get_max_multiplicity() (binarycpython.utils.population_extensions.distribution_functions.distribution_functions method)</a>
+</li>
+      <li><a href="population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options">get_Moe_di_Stefano_2017_default_options() (binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017 method)</a>
+</li>
+      <li><a href="population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options_description">get_Moe_di_Stefano_2017_default_options_description() (binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017 method)</a>
+</li>
+      <li><a href="population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_moe_di_stefano_dataset">get_moe_di_stefano_dataset() (binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017 method)</a>
 </li>
       <li><a href="functions.html#binarycpython.utils.functions.get_size">get_size() (in module binarycpython.utils.functions)</a>
 </li>
       <li><a href="population_extensions/slurm.html#binarycpython.utils.population_extensions.slurm.slurm.get_slurm_status">get_slurm_status() (binarycpython.utils.population_extensions.slurm.slurm method)</a>
 </li>
       <li><a href="functions.html#binarycpython.utils.functions.get_username">get_username() (in module binarycpython.utils.functions)</a>
+</li>
+      <li><a href="population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging">grid_logging (class in binarycpython.utils.population_extensions.grid_logging)</a>
 </li>
       <li><a href="population_extensions/grid_options_defaults.html#binarycpython.utils.population_extensions.grid_options_defaults.grid_options_defaults">grid_options_defaults (class in binarycpython.utils.population_extensions.grid_options_defaults)</a>
 </li>
@@ -742,6 +764,8 @@
         <li><a href="population_extensions/dataIO.html#module-binarycpython.utils.population_extensions.dataIO">binarycpython.utils.population_extensions.dataIO</a>
 </li>
         <li><a href="population_extensions/distribution_functions.html#module-binarycpython.utils.population_extensions.distribution_functions">binarycpython.utils.population_extensions.distribution_functions</a>
+</li>
+        <li><a href="population_extensions/grid_logging.html#module-binarycpython.utils.population_extensions.grid_logging">binarycpython.utils.population_extensions.grid_logging</a>
 </li>
         <li><a href="population_extensions/grid_options_defaults.html#module-binarycpython.utils.population_extensions.grid_options_defaults">binarycpython.utils.population_extensions.grid_options_defaults</a>
 </li>
@@ -750,6 +774,8 @@
         <li><a href="population_extensions/HPC.html#module-binarycpython.utils.population_extensions.HPC">binarycpython.utils.population_extensions.HPC</a>
 </li>
         <li><a href="population_extensions/metadata.html#module-binarycpython.utils.population_extensions.metadata">binarycpython.utils.population_extensions.metadata</a>
+</li>
+        <li><a href="population_extensions/Moe_di_Stefano_2017.html#module-binarycpython.utils.population_extensions.Moe_di_Stefano_2017">binarycpython.utils.population_extensions.Moe_di_Stefano_2017</a>
 </li>
         <li><a href="population_extensions/slurm.html#module-binarycpython.utils.population_extensions.slurm">binarycpython.utils.population_extensions.slurm</a>
 </li>
@@ -766,6 +792,10 @@
       </ul></li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017">Moe_di_Stefano_2017 (class in binarycpython.utils.population_extensions.Moe_di_Stefano_2017)</a>
+</li>
+      <li><a href="population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.Moe_di_Stefano_2017">Moe_di_Stefano_2017() (binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017 method)</a>
+</li>
       <li><a href="population_extensions/distribution_functions.html#binarycpython.utils.population_extensions.distribution_functions.distribution_functions.Moe_di_Stefano_2017_multiplicity_fractions">Moe_di_Stefano_2017_multiplicity_fractions() (binarycpython.utils.population_extensions.distribution_functions.distribution_functions method)</a>
 </li>
       <li><a href="population_extensions/distribution_functions.html#binarycpython.utils.population_extensions.distribution_functions.distribution_functions.Moe_di_Stefano_2017_pdf">Moe_di_Stefano_2017_pdf() (binarycpython.utils.population_extensions.distribution_functions.distribution_functions method)</a>
@@ -905,6 +935,8 @@
       <li><a href="grid.html#binarycpython.utils.grid.Population.set">set() (binarycpython.utils.grid.Population method)</a>
 </li>
       <li><a href="population_extensions/condor.html#binarycpython.utils.population_extensions.condor.condor.set_condor_status">set_condor_status() (binarycpython.utils.population_extensions.condor.condor method)</a>
+</li>
+      <li><a href="population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.set_moe_di_stefano_settings">set_moe_di_stefano_settings() (binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017 method)</a>
 </li>
       <li><a href="dicts.html#binarycpython.utils.dicts.set_opts">set_opts() (in module binarycpython.utils.dicts)</a>
 </li>
@@ -915,11 +947,11 @@
       <li><a href="population_extensions/analytics.html#binarycpython.utils.population_extensions.analytics.analytics.set_time">set_time() (binarycpython.utils.population_extensions.analytics.analytics method)</a>
 </li>
       <li><a href="population_extensions/cache.html#binarycpython.utils.population_extensions.cache.cache.setup_function_cache">setup_function_cache() (binarycpython.utils.population_extensions.cache.cache method)</a>
-</li>
-      <li><a href="population_extensions/slurm.html#binarycpython.utils.population_extensions.slurm.slurm">slurm (class in binarycpython.utils.population_extensions.slurm)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="population_extensions/slurm.html#binarycpython.utils.population_extensions.slurm.slurm">slurm (class in binarycpython.utils.population_extensions.slurm)</a>
+</li>
       <li><a href="population_extensions/slurm.html#binarycpython.utils.population_extensions.slurm.slurm.slurm_check_requirements">slurm_check_requirements() (binarycpython.utils.population_extensions.slurm.slurm method)</a>
 </li>
       <li><a href="population_extensions/slurm.html#binarycpython.utils.population_extensions.slurm.slurm.slurm_dirs">slurm_dirs() (binarycpython.utils.population_extensions.slurm.slurm method)</a>
@@ -980,10 +1012,18 @@
 <h2 id="V">V</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="functions.html#binarycpython.utils.functions.verbose_print">verbose_print() (in module binarycpython.utils.functions)</a>
+      <li><a href="population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging.vb1print">vb1print() (binarycpython.utils.population_extensions.grid_logging.grid_logging method)</a>
+</li>
+      <li><a href="population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging.vb2print">vb2print() (binarycpython.utils.population_extensions.grid_logging.grid_logging method)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging.verbose_print">verbose_print() (binarycpython.utils.population_extensions.grid_logging.grid_logging method)</a>
+
+      <ul>
+        <li><a href="functions.html#binarycpython.utils.functions.verbose_print">(in module binarycpython.utils.functions)</a>
+</li>
+      </ul></li>
       <li><a href="population_extensions/version_info.html#binarycpython.utils.population_extensions.version_info.version_info">version_info (class in binarycpython.utils.population_extensions.version_info)</a>
 </li>
   </ul></td>
@@ -1034,9 +1074,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/grid.html b/docs/build/html/grid.html
index ece651d2c4a84dda73683332c8a9feaf21f95d67..e71d962214216180b25ecf8bbfd0de05d4aaba17 100644
--- a/docs/build/html/grid.html
+++ b/docs/build/html/grid.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Population_class module &mdash; binary_c-python  documentation</title>
+  <title>Population class module &mdash; binary_c-python  documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2 current"><a class="current reference internal" href="#">Population_class module</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -87,7 +89,7 @@
   <ul class="wy-breadcrumbs">
       <li><a href="index.html" class="icon icon-home"></a> &raquo;</li>
           <li><a href="modules.html">Binarycpython code</a> &raquo;</li>
-      <li>Population_class module</li>
+      <li>Population class module</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/grid.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -122,7 +124,7 @@
 }
 </style>
 <section id="module-binarycpython.utils.grid">
-<span id="population-class-module"></span><h1>Population_class module<a class="headerlink" href="#module-binarycpython.utils.grid" title="Permalink to this headline"></a></h1>
+<span id="population-class-module"></span><h1>Population class module<a class="headerlink" href="#module-binarycpython.utils.grid" title="Permalink to this headline"></a></h1>
 <p>Module containing the Population grid class object.</p>
 <p>Here all the functionality of a Population object is defined.</p>
 <p>TODO: the save_snapshots and save_snapshot, are they actually distinct?</p>
@@ -147,7 +149,7 @@
 <dl class="py class">
 <dt class="sig sig-object py" id="binarycpython.utils.grid.Population">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">binarycpython.utils.grid.</span></span><span class="sig-name descname"><span class="pre">Population</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/grid.html#Population"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.grid.Population" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="population_extensions/analytics.html#binarycpython.utils.population_extensions.analytics.analytics" title="binarycpython.utils.population_extensions.analytics.analytics"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.analytics.analytics</span></code></a>, <a class="reference internal" href="population_extensions/cache.html#binarycpython.utils.population_extensions.cache.cache" title="binarycpython.utils.population_extensions.cache.cache"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.cache.cache</span></code></a>, <a class="reference internal" href="population_extensions/dataIO.html#binarycpython.utils.population_extensions.dataIO.dataIO" title="binarycpython.utils.population_extensions.dataIO.dataIO"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.dataIO.dataIO</span></code></a>, <a class="reference internal" href="population_extensions/distribution_functions.html#binarycpython.utils.population_extensions.distribution_functions.distribution_functions" title="binarycpython.utils.population_extensions.distribution_functions.distribution_functions"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.distribution_functions.distribution_functions</span></code></a>, <code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.grid_logging.grid_logging</span></code>, <a class="reference internal" href="population_extensions/grid_options_defaults.html#binarycpython.utils.population_extensions.grid_options_defaults.grid_options_defaults" title="binarycpython.utils.population_extensions.grid_options_defaults.grid_options_defaults"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.grid_options_defaults.grid_options_defaults</span></code></a>, <a class="reference internal" href="population_extensions/gridcode.html#binarycpython.utils.population_extensions.gridcode.gridcode" title="binarycpython.utils.population_extensions.gridcode.gridcode"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.gridcode.gridcode</span></code></a>, <a class="reference internal" href="population_extensions/HPC.html#binarycpython.utils.population_extensions.HPC.HPC" title="binarycpython.utils.population_extensions.HPC.HPC"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.HPC.HPC</span></code></a>, <a class="reference internal" href="population_extensions/metadata.html#binarycpython.utils.population_extensions.metadata.metadata" title="binarycpython.utils.population_extensions.metadata.metadata"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.metadata.metadata</span></code></a>, <code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017</span></code>, <a class="reference internal" href="population_extensions/spacing_functions.html#binarycpython.utils.population_extensions.spacing_functions.spacing_functions" title="binarycpython.utils.population_extensions.spacing_functions.spacing_functions"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.spacing_functions.spacing_functions</span></code></a>, <a class="reference internal" href="population_extensions/version_info.html#binarycpython.utils.population_extensions.version_info.version_info" title="binarycpython.utils.population_extensions.version_info.version_info"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.version_info.version_info</span></code></a></p>
+<dd><p>Bases: <a class="reference internal" href="population_extensions/analytics.html#binarycpython.utils.population_extensions.analytics.analytics" title="binarycpython.utils.population_extensions.analytics.analytics"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.analytics.analytics</span></code></a>, <a class="reference internal" href="population_extensions/cache.html#binarycpython.utils.population_extensions.cache.cache" title="binarycpython.utils.population_extensions.cache.cache"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.cache.cache</span></code></a>, <a class="reference internal" href="population_extensions/dataIO.html#binarycpython.utils.population_extensions.dataIO.dataIO" title="binarycpython.utils.population_extensions.dataIO.dataIO"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.dataIO.dataIO</span></code></a>, <a class="reference internal" href="population_extensions/distribution_functions.html#binarycpython.utils.population_extensions.distribution_functions.distribution_functions" title="binarycpython.utils.population_extensions.distribution_functions.distribution_functions"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.distribution_functions.distribution_functions</span></code></a>, <a class="reference internal" href="population_extensions/grid_logging.html#binarycpython.utils.population_extensions.grid_logging.grid_logging" title="binarycpython.utils.population_extensions.grid_logging.grid_logging"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.grid_logging.grid_logging</span></code></a>, <a class="reference internal" href="population_extensions/grid_options_defaults.html#binarycpython.utils.population_extensions.grid_options_defaults.grid_options_defaults" title="binarycpython.utils.population_extensions.grid_options_defaults.grid_options_defaults"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.grid_options_defaults.grid_options_defaults</span></code></a>, <a class="reference internal" href="population_extensions/gridcode.html#binarycpython.utils.population_extensions.gridcode.gridcode" title="binarycpython.utils.population_extensions.gridcode.gridcode"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.gridcode.gridcode</span></code></a>, <a class="reference internal" href="population_extensions/HPC.html#binarycpython.utils.population_extensions.HPC.HPC" title="binarycpython.utils.population_extensions.HPC.HPC"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.HPC.HPC</span></code></a>, <a class="reference internal" href="population_extensions/metadata.html#binarycpython.utils.population_extensions.metadata.metadata" title="binarycpython.utils.population_extensions.metadata.metadata"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.metadata.metadata</span></code></a>, <a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017" title="binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017</span></code></a>, <a class="reference internal" href="population_extensions/spacing_functions.html#binarycpython.utils.population_extensions.spacing_functions.spacing_functions" title="binarycpython.utils.population_extensions.spacing_functions.spacing_functions"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.spacing_functions.spacing_functions</span></code></a>, <a class="reference internal" href="population_extensions/version_info.html#binarycpython.utils.population_extensions.version_info.version_info" title="binarycpython.utils.population_extensions.version_info.version_info"><code class="xref py py-class docutils literal notranslate"><span class="pre">binarycpython.utils.population_extensions.version_info.version_info</span></code></a></p>
 <p>Population Object. Contains all the necessary functions to set up, run and process a
 population of systems</p>
 <dl class="py method">
@@ -374,9 +376,9 @@ in the self.grid_options</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/grid_options_descriptions.html b/docs/build/html/grid_options_descriptions.html
index fe7b9a954fe9b00d759375bddc8c3cc36c4724fa..8d1329af8ea1169790746f8b3c360c9ff13ca256 100644
--- a/docs/build/html/grid_options_descriptions.html
+++ b/docs/build/html/grid_options_descriptions.html
@@ -643,9 +643,9 @@ q extrapolation (below 0.15) method
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index c0836301a425fa7748fe443611733d8b5b1e491a..1b4bce902384a7ccb7a28e2f3417c07669c913a4 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -223,7 +223,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -231,9 +231,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -307,9 +309,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/modules.html b/docs/build/html/modules.html
index cd9cd315420fe2ec4c8e31839129ca121050859c..b669cf64ba63a787b15bd4f4a819f5aca391b74a 100644
--- a/docs/build/html/modules.html
+++ b/docs/build/html/modules.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -129,7 +131,7 @@
 <li class="toctree-l1"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l1"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l1"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -137,9 +139,11 @@
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l1"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l1"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -169,9 +173,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv
index 56bf06a102899d39f6e5280238f43d47075e555f..d80b701842d0e7e6a582b0b60fe767f7382d5833 100644
Binary files a/docs/build/html/objects.inv and b/docs/build/html/objects.inv differ
diff --git a/docs/build/html/plot_functions.html b/docs/build/html/plot_functions.html
index 1d6c8648d61a745b8a428d0b8933b24274b860ab..8fe41f1da568d7c20f0a8e09d5f7ab8a039d4ce3 100644
--- a/docs/build/html/plot_functions.html
+++ b/docs/build/html/plot_functions.html
@@ -20,7 +20,7 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Population class extension: analytics module" href="population_extensions/analytics.html" />
-    <link rel="prev" title="Population_class module" href="grid.html" /> 
+    <link rel="prev" title="Population class module" href="grid.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -360,7 +362,7 @@ This is not included in all the plotting routines.</p></li>
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="grid.html" class="btn btn-neutral float-left" title="Population_class module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="grid.html" class="btn btn-neutral float-left" title="Population class module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="population_extensions/analytics.html" class="btn btn-neutral float-right" title="Population class extension: analytics module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
@@ -375,9 +377,9 @@ This is not included in all the plotting routines.</p></li>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/HPC.html b/docs/build/html/population_extensions/HPC.html
index 24a6e6ac314fe10a105edd991b2d5d09bd9d4acb..4cb053932289d222d9f7182381278625f23ce2fd 100644
--- a/docs/build/html/population_extensions/HPC.html
+++ b/docs/build/html/population_extensions/HPC.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -370,9 +372,9 @@ and (if given) the string passed in.</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/Moe_di_Stefano_2017.html b/docs/build/html/population_extensions/Moe_di_Stefano_2017.html
new file mode 100644
index 0000000000000000000000000000000000000000..95c32a0dc91d2357e361bd159d662f05d1002c4d
--- /dev/null
+++ b/docs/build/html/population_extensions/Moe_di_Stefano_2017.html
@@ -0,0 +1,213 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Population class extension: Moe_di_Stefano_2017 module &mdash; binary_c-python  documentation</title>
+      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+        <script src="../_static/jquery.js"></script>
+        <script src="../_static/underscore.js"></script>
+        <script src="../_static/doctools.js"></script>
+        <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script src="../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../genindex.html" />
+    <link rel="search" title="Search" href="../search.html" />
+    <link rel="next" title="Population class extension: slurm module" href="slurm.html" />
+    <link rel="prev" title="Population class extension: metadata module" href="metadata.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+            <a href="../index.html" class="icon icon-home"> binary_c-python
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../readme_link.html">Python module for binary_c</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../modules.html">Binarycpython code</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../custom_logging_functions.html">custom_logging_functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="condor.html">Population class extension: condor module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: Moe_di_Stefano_2017 module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../run_system_wrapper.html">run_system_wrapper module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../stellar_types.html">stellar_types module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../useful_funcs.html">useful_funcs module</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../example_notebooks.html">Example notebooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../binary_c_parameters.html">Binary_c parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../grid_options_descriptions.html">Population grid code options</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python">Visit the GitLab repo</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/issues/new">Submit an issue</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../index.html">binary_c-python</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+          <li><a href="../modules.html">Binarycpython code</a> &raquo;</li>
+      <li>Population class extension: Moe_di_Stefano_2017 module</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="../_sources/population_extensions/Moe_di_Stefano_2017.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  
+<style>
+/* CSS overrides for sphinx_rtd_theme */
+
+/* 24px margin */
+.nbinput.nblast.container,
+.nboutput.nblast.container {
+    margin-bottom: 19px;  /* padding has already 5px */
+}
+
+/* ... except between code cells! */
+.nblast.container + .nbinput.container {
+    margin-top: -19px;
+}
+
+.admonition > p:before {
+    margin-right: 4px;  /* make room for the exclamation icon */
+}
+
+/* Fix math alignment, see https://github.com/rtfd/sphinx_rtd_theme/pull/686 */
+.math {
+    text-align: unset;
+}
+</style>
+<section id="module-binarycpython.utils.population_extensions.Moe_di_Stefano_2017">
+<span id="population-class-extension-moe-di-stefano-2017-module"></span><h1>Population class extension: Moe_di_Stefano_2017 module<a class="headerlink" href="#module-binarycpython.utils.population_extensions.Moe_di_Stefano_2017" title="Permalink to this headline"></a></h1>
+<p>Module containing the functions to handle the Moe&amp;Distrefano data</p>
+<p>This class object is an extension to the population grid object</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">binarycpython.utils.population_extensions.Moe_di_Stefano_2017.</span></span><span class="sig-name descname"><span class="pre">Moe_di_Stefano_2017</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html#Moe_di_Stefano_2017"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Extension to the population grid object that contains functionality to handle handle the Moe &amp; distefano distributions</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.Moe_di_Stefano_2017">
+<span class="sig-name descname"><span class="pre">Moe_di_Stefano_2017</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html#Moe_di_Stefano_2017.Moe_di_Stefano_2017"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.Moe_di_Stefano_2017" title="Permalink to this definition"></a></dt>
+<dd><p>Function to handle setting the user input settings,
+set up the data and load that into interpolators and
+then set the distribution functions</p>
+<p>Takes a dictionary as its only argument</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options">
+<span class="sig-name descname"><span class="pre">get_Moe_di_Stefano_2017_default_options</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html#Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options" title="Permalink to this definition"></a></dt>
+<dd><p>Function that returns the default options for the Moe &amp; diStefano grid options</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options_description">
+<span class="sig-name descname"><span class="pre">get_Moe_di_Stefano_2017_default_options_description</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html#Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options_description"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_Moe_di_Stefano_2017_default_options_description" title="Permalink to this definition"></a></dt>
+<dd><p>Function to return the descriptions for all the Moe &amp; diStefano grid options</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_moe_di_stefano_dataset">
+<span class="sig-name descname"><span class="pre">get_moe_di_stefano_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">options</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html#Moe_di_Stefano_2017.get_moe_di_stefano_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.get_moe_di_stefano_dataset" title="Permalink to this definition"></a></dt>
+<dd><blockquote>
+<div><p>Function to get the default Moe and di Stefano dataset or accept a user input.</p>
+</div></blockquote>
+<p>Returns a dict containing the (JSON) data.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.set_moe_di_stefano_settings">
+<span class="sig-name descname"><span class="pre">set_moe_di_stefano_settings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/Moe_di_Stefano_2017.html#Moe_di_Stefano_2017.set_moe_di_stefano_settings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.Moe_di_Stefano_2017.Moe_di_Stefano_2017.set_moe_di_stefano_settings" title="Permalink to this definition"></a></dt>
+<dd><p>Function to set user input configurations for the Moe &amp; di Stefano methods</p>
+<p>If nothing is passed then we just use the default options</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="metadata.html" class="btn btn-neutral float-left" title="Population class extension: metadata module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="slurm.html" class="btn btn-neutral float-right" title="Population class extension: slurm module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2021, David Hendriks, Robert Izzard.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+  
+<br><br>
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+<br><br>
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+
+
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
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+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/population_extensions/analytics.html b/docs/build/html/population_extensions/analytics.html
index 4eee6410b3486ff307730aac9a42d6aa392a630b..325518df25e4c965122eb9bca94ab3b509a5b7ef 100644
--- a/docs/build/html/population_extensions/analytics.html
+++ b/docs/build/html/population_extensions/analytics.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -179,9 +181,9 @@ the time elapsed if otherwise or if force is True</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/cache.html b/docs/build/html/population_extensions/cache.html
index f4f8d2d4a67402beba0af12dac721ac59130fd1d..bfb34ca15c65107e058f9b67517e850553b3560d 100644
--- a/docs/build/html/population_extensions/cache.html
+++ b/docs/build/html/population_extensions/cache.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -213,9 +215,9 @@ given caches of size self.grid_options[‘function_cache_size’][func]</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/condor.html b/docs/build/html/population_extensions/condor.html
index 4637f6534709018581a19976fbea5304ca5e3bbb..a553a25e80772b1b4a090123a9f19b3750303831 100644
--- a/docs/build/html/population_extensions/condor.html
+++ b/docs/build/html/population_extensions/condor.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -230,9 +232,9 @@ if grid_options[‘condor’]==3, we are being called from the jobs to run the g
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/dataIO.html b/docs/build/html/population_extensions/dataIO.html
index 4dbec836fd28de5a7c262a6a93aa16415433e9bf..3079463d180d92b7efd8ff07c0927c36afa6b5cd 100644
--- a/docs/build/html/population_extensions/dataIO.html
+++ b/docs/build/html/population_extensions/dataIO.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -391,9 +393,9 @@ passed to json.dumps)</p></li>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/distribution_functions.html b/docs/build/html/population_extensions/distribution_functions.html
index d8f2b989b4407718c3f5fd404541e2d88229203a..a3a7b04cfb7afa063bacc57f93a7704e06dca2a0 100644
--- a/docs/build/html/population_extensions/distribution_functions.html
+++ b/docs/build/html/population_extensions/distribution_functions.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -203,19 +205,19 @@ and Sana’s power law (as a function of logP) at high mass</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="binarycpython.utils.population_extensions.distribution_functions.distribution_functions.Kroupa2001">
 <span class="sig-name descname"><span class="pre">Kroupa2001</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">m</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">newopts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/distribution_functions.html#distribution_functions.Kroupa2001"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.distribution_functions.distribution_functions.Kroupa2001" title="Permalink to this definition"></a></dt>
-<dd><p>Probability distribution function for Kroupa 2001 IMF,
-where the default values to the three_part_powerlaw are:
-default = {</p>
-<blockquote>
-<div><p>“m0”: 0.1,
-“m1”: 0.5,
-“m2”: 1,
-“mmax”: 100,
-“p1”: -1.3,
-“p2”: -2.3,
-“p3”: -2.3</p>
-</div></blockquote>
-<p>}</p>
+<dd><p>Probability distribution function for Kroupa 2001 IMF.</p>
+<p>The (default) values for this is:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">default</span> <span class="o">=</span> <span class="p">{</span>
+   <span class="s2">&quot;m0&quot;</span><span class="p">:</span> <span class="mf">0.1</span><span class="p">,</span>
+   <span class="s2">&quot;m1&quot;</span><span class="p">:</span> <span class="mf">0.5</span><span class="p">,</span>
+   <span class="s2">&quot;m2&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
+   <span class="s2">&quot;mmax&quot;</span><span class="p">:</span> <span class="mi">100</span><span class="p">,</span>
+   <span class="s2">&quot;p1&quot;</span><span class="p">:</span> <span class="o">-</span><span class="mf">1.3</span><span class="p">,</span>
+   <span class="s2">&quot;p2&quot;</span><span class="p">:</span> <span class="o">-</span><span class="mf">2.3</span><span class="p">,</span>
+   <span class="s2">&quot;p3&quot;</span><span class="p">:</span> <span class="o">-</span><span class="mf">2.3</span>
+<span class="p">}</span>
+</pre></div>
+</div>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
@@ -831,9 +833,9 @@ and is be given by dp/dlogP ~ (logP)^p for all other binary configurations (defa
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/grid_logging.html b/docs/build/html/population_extensions/grid_logging.html
new file mode 100644
index 0000000000000000000000000000000000000000..69871c029decca56b63c67767cb956420e8a5c97
--- /dev/null
+++ b/docs/build/html/population_extensions/grid_logging.html
@@ -0,0 +1,200 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Population class extension: grid_logging module &mdash; binary_c-python  documentation</title>
+      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+        <script src="../_static/jquery.js"></script>
+        <script src="../_static/underscore.js"></script>
+        <script src="../_static/doctools.js"></script>
+        <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script src="../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../genindex.html" />
+    <link rel="search" title="Search" href="../search.html" />
+    <link rel="next" title="Population class extension: grid_options_defaults module" href="grid_options_defaults.html" />
+    <link rel="prev" title="Population class extension: gridcode module" href="gridcode.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+            <a href="../index.html" class="icon icon-home"> binary_c-python
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../readme_link.html">Python module for binary_c</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../modules.html">Binarycpython code</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../custom_logging_functions.html">custom_logging_functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="condor.html">Population class extension: condor module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: grid_logging module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../run_system_wrapper.html">run_system_wrapper module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../stellar_types.html">stellar_types module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../useful_funcs.html">useful_funcs module</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../example_notebooks.html">Example notebooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../binary_c_parameters.html">Binary_c parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../grid_options_descriptions.html">Population grid code options</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python">Visit the GitLab repo</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/issues/new">Submit an issue</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../index.html">binary_c-python</a>
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+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+          <li><a href="../modules.html">Binarycpython code</a> &raquo;</li>
+      <li>Population class extension: grid_logging module</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="../_sources/population_extensions/grid_logging.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  
+<style>
+/* CSS overrides for sphinx_rtd_theme */
+
+/* 24px margin */
+.nbinput.nblast.container,
+.nboutput.nblast.container {
+    margin-bottom: 19px;  /* padding has already 5px */
+}
+
+/* ... except between code cells! */
+.nblast.container + .nbinput.container {
+    margin-top: -19px;
+}
+
+.admonition > p:before {
+    margin-right: 4px;  /* make room for the exclamation icon */
+}
+
+/* Fix math alignment, see https://github.com/rtfd/sphinx_rtd_theme/pull/686 */
+.math {
+    text-align: unset;
+}
+</style>
+<section id="module-binarycpython.utils.population_extensions.grid_logging">
+<span id="population-class-extension-grid-logging-module"></span><h1>Population class extension: grid_logging module<a class="headerlink" href="#module-binarycpython.utils.population_extensions.grid_logging" title="Permalink to this headline"></a></h1>
+<p>The class extension for the population object that contains logging functionality</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.grid_logging.grid_logging">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">binarycpython.utils.population_extensions.grid_logging.</span></span><span class="sig-name descname"><span class="pre">grid_logging</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/grid_logging.html#grid_logging"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.grid_logging.grid_logging" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>The class extension for the population object that contains logging functionality</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.grid_logging.grid_logging.vb1print">
+<span class="sig-name descname"><span class="pre">vb1print</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ID</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">now</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">system_number</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">system_dict</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/grid_logging.html#grid_logging.vb1print"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.grid_logging.grid_logging.vb1print" title="Permalink to this definition"></a></dt>
+<dd><p>Verbosity-level 1 printing, to keep an eye on a grid.</p>
+<dl class="simple">
+<dt>Input:</dt><dd><p>ID: thread ID for debugging (int): TODO fix this
+now: the time now as a UNIX-style epoch in seconds (float)
+system_number: the system number</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.grid_logging.grid_logging.vb2print">
+<span class="sig-name descname"><span class="pre">vb2print</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">system_dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmdline_string</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/grid_logging.html#grid_logging.vb2print"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.grid_logging.grid_logging.vb2print" title="Permalink to this definition"></a></dt>
+<dd><p>Extra function for verbose printing</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="binarycpython.utils.population_extensions.grid_logging.grid_logging.verbose_print">
+<span class="sig-name descname"><span class="pre">verbose_print</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/binarycpython/utils/population_extensions/grid_logging.html#grid_logging.verbose_print"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#binarycpython.utils.population_extensions.grid_logging.grid_logging.verbose_print" title="Permalink to this definition"></a></dt>
+<dd><p>Wrapper method for the verbose print that calls the verbose print with the correct newline</p>
+<p>TODO: consider merging the two</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="gridcode.html" class="btn btn-neutral float-left" title="Population class extension: gridcode module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="grid_options_defaults.html" class="btn btn-neutral float-right" title="Population class extension: grid_options_defaults module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2021, David Hendriks, Robert Izzard.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+  
+<br><br>
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+<br><br>
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+
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+        </div>
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+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
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+</html>
\ No newline at end of file
diff --git a/docs/build/html/population_extensions/grid_options_defaults.html b/docs/build/html/population_extensions/grid_options_defaults.html
index 72175e00706e4b92e7b91e49ecb954f01661beac..8415ff2fc3ec789911f4d92c49a76e81fd7e60ac 100644
--- a/docs/build/html/population_extensions/grid_options_defaults.html
+++ b/docs/build/html/population_extensions/grid_options_defaults.html
@@ -20,7 +20,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Population class extension: HPC module" href="HPC.html" />
-    <link rel="prev" title="Population class extension: gridcode module" href="gridcode.html" /> 
+    <link rel="prev" title="Population class extension: grid_logging module" href="grid_logging.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -225,7 +227,7 @@
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="gridcode.html" class="btn btn-neutral float-left" title="Population class extension: gridcode module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="grid_logging.html" class="btn btn-neutral float-left" title="Population class extension: grid_logging module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="HPC.html" class="btn btn-neutral float-right" title="Population class extension: HPC module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
@@ -240,9 +242,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/gridcode.html b/docs/build/html/population_extensions/gridcode.html
index 13c136f4b09dc182c2f0536154402e3eee69fd8a..e5faa63f45557278a75df89d5f1d98487200da93 100644
--- a/docs/build/html/population_extensions/gridcode.html
+++ b/docs/build/html/population_extensions/gridcode.html
@@ -19,7 +19,7 @@
     <script src="../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Population class extension: grid_options_defaults module" href="grid_options_defaults.html" />
+    <link rel="next" title="Population class extension: grid_logging module" href="grid_logging.html" />
     <link rel="prev" title="Population class extension: distribution_functions module" href="distribution_functions.html" /> 
 </head>
 
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -266,7 +268,7 @@ of the self.grid_options[“_grid_variables”] dictionary.</p>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="distribution_functions.html" class="btn btn-neutral float-left" title="Population class extension: distribution_functions module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="grid_options_defaults.html" class="btn btn-neutral float-right" title="Population class extension: grid_options_defaults module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="grid_logging.html" class="btn btn-neutral float-right" title="Population class extension: grid_logging module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
@@ -280,9 +282,9 @@ of the self.grid_options[“_grid_variables”] dictionary.</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/metadata.html b/docs/build/html/population_extensions/metadata.html
index 1a55418141fd440ec5da41de6e27c1752aae35bf..7f2ed7af26e8247e9221182c7d76b3cc22cb25fe 100644
--- a/docs/build/html/population_extensions/metadata.html
+++ b/docs/build/html/population_extensions/metadata.html
@@ -19,7 +19,7 @@
     <script src="../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Population class extension: slurm module" href="slurm.html" />
+    <link rel="next" title="Population class extension: Moe_di_Stefano_2017 module" href="Moe_di_Stefano_2017.html" />
     <link rel="prev" title="Population class extension: HPC module" href="HPC.html" /> 
 </head>
 
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -151,7 +153,7 @@
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="HPC.html" class="btn btn-neutral float-left" title="Population class extension: HPC module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="slurm.html" class="btn btn-neutral float-right" title="Population class extension: slurm module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="Moe_di_Stefano_2017.html" class="btn btn-neutral float-right" title="Population class extension: Moe_di_Stefano_2017 module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
@@ -165,9 +167,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/slurm.html b/docs/build/html/population_extensions/slurm.html
index 7508d51820ccab7772359c6ba0dce374cba3bf34..8c6e0df9a52c19c96bdb7b18a3be2d63fb9ab0f3 100644
--- a/docs/build/html/population_extensions/slurm.html
+++ b/docs/build/html/population_extensions/slurm.html
@@ -20,7 +20,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Population class extension: spacing_functions module" href="spacing_functions.html" />
-    <link rel="prev" title="Population class extension: metadata module" href="metadata.html" /> 
+    <link rel="prev" title="Population class extension: Moe_di_Stefano_2017 module" href="Moe_di_Stefano_2017.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -216,7 +218,7 @@ if grid_options[‘slurm’]==3, we are being called from the jobs to run the gr
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="metadata.html" class="btn btn-neutral float-left" title="Population class extension: metadata module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="Moe_di_Stefano_2017.html" class="btn btn-neutral float-left" title="Population class extension: Moe_di_Stefano_2017 module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="spacing_functions.html" class="btn btn-neutral float-right" title="Population class extension: spacing_functions module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
@@ -231,9 +233,9 @@ if grid_options[‘slurm’]==3, we are being called from the jobs to run the gr
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/spacing_functions.html b/docs/build/html/population_extensions/spacing_functions.html
index 6a1e6ea6b9a744d032be484a0cb98ccb0ad04e90..8d415b46d51024a2ebcbdf0b4fd8e026066963a0 100644
--- a/docs/build/html/population_extensions/spacing_functions.html
+++ b/docs/build/html/population_extensions/spacing_functions.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="version_info.html">Population class extension: version_info module</a></li>
@@ -167,13 +169,15 @@
 <dd class="field-even"><p>Array of masses.</p>
 </dd>
 </dl>
-<p>Example:
-# these are lines set as options to Population.add_grid_value(…)</p>
-<p># linear time bins of 1Gyr
-samplerfunc=”self.const_dt(self,dt=1000,nres=100,mmin=0.07,mmax=2.0,showtable=True)”</p>
-<p># logarithmic spacing in time, generally suitable for Galactic
-# chemical evolution yield grids.
-samplerfunc=”self.const_dt(self,dlogt=0.1,nres=100,mmin=0.07,mmax=80.0,maxdm=((0.07,1.0,0.1),(1.0,10.0,1.0),(10.0,80.0,2.0)),showtable=True,logspacing=True,fsample=1.0/4.0)”</p>
+<p class="rubric">Example</p>
+<p>these are lines set as options to Population.add_grid_value(…):</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># linear time bins of 1Gyr</span>
+<span class="n">samplerfunc</span><span class="o">=</span><span class="s2">&quot;self.const_dt(self,dt=1000,nres=100,mmin=0.07,mmax=2.0,showtable=True)&quot;</span>
+
+<span class="c1"># logarithmic spacing in time, generally suitable for Galactic chemical evolution yield grids.</span>
+<span class="n">samplerfunc</span><span class="o">=</span><span class="s2">&quot;self.const_dt(self,dlogt=0.1,nres=100,mmin=0.07,mmax=80.0,maxdm=((0.07,1.0,0.1),(1.0,10.0,1.0),(10.0,80.0,2.0)),showtable=True,logspacing=True,fsample=1.0/4.0)&quot;</span>
+</pre></div>
+</div>
 </dd></dl>
 
 <dl class="py method">
@@ -237,14 +241,14 @@ samplerfunc=”self.const_dt(self,dlogt=0.1,nres=100,mmin=0.07,mmax=80.0,maxdm=(
 </dl>
 <p class="rubric">Example</p>
 <p>The following allocates 10 stars between 0.1 and 0.65, 20 stars between 0.65
-and 0.85, and 10 stars between 0.85 and 10.0 Msun.</p>
-<dl class="simple">
-<dt>samplerfunc=”const_ranges((({},{},{}),({},{},{}),({},{},{})))”.format(</dt><dd><p>0.1,0.65,10,
-0.65,0.85,20,
-0.85,10.0,10</p>
-</dd>
-</dl>
-<p>),</p>
+and 0.85, and 10 stars between 0.85 and 10.0 Msun:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">samplerfunc</span><span class="o">=</span><span class="s2">&quot;const_ranges(((</span><span class="si">{}</span><span class="s2">,</span><span class="si">{}</span><span class="s2">,</span><span class="si">{}</span><span class="s2">),(</span><span class="si">{}</span><span class="s2">,</span><span class="si">{}</span><span class="s2">,</span><span class="si">{}</span><span class="s2">),(</span><span class="si">{}</span><span class="s2">,</span><span class="si">{}</span><span class="s2">,</span><span class="si">{}</span><span class="s2">)))&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+    <span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.65</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span>
+    <span class="mf">0.65</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span>
+    <span class="mf">0.85</span><span class="p">,</span> <span class="mf">10.0</span><span class="p">,</span> <span class="mi">10</span>
+<span class="p">)</span>
+</pre></div>
+</div>
 </dd></dl>
 
 <dl class="py method">
@@ -318,9 +322,9 @@ not that the integral is 1.0</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/population_extensions/version_info.html b/docs/build/html/population_extensions/version_info.html
index a287320ab63458d6693b30edf8820b5bbf2ffc6c..536485a49e53c31bbcc211333010893f638fd2c4 100644
--- a/docs/build/html/population_extensions/version_info.html
+++ b/docs/build/html/population_extensions/version_info.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Population class extension: version_info module</a></li>
@@ -197,9 +199,9 @@ dictionary</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html
index fa56d2a07f85d4858d73473fb7b9693ac483b131..563cac0ad483168819d86f4c79660372c616d90d 100644
--- a/docs/build/html/py-modindex.html
+++ b/docs/build/html/py-modindex.html
@@ -144,6 +144,11 @@
        <td>&#160;&#160;&#160;
        <a href="population_extensions/distribution_functions.html#module-binarycpython.utils.population_extensions.distribution_functions"><code class="xref">binarycpython.utils.population_extensions.distribution_functions</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="population_extensions/grid_logging.html#module-binarycpython.utils.population_extensions.grid_logging"><code class="xref">binarycpython.utils.population_extensions.grid_logging</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
@@ -164,6 +169,11 @@
        <td>&#160;&#160;&#160;
        <a href="population_extensions/metadata.html#module-binarycpython.utils.population_extensions.metadata"><code class="xref">binarycpython.utils.population_extensions.metadata</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="population_extensions/Moe_di_Stefano_2017.html#module-binarycpython.utils.population_extensions.Moe_di_Stefano_2017"><code class="xref">binarycpython.utils.population_extensions.Moe_di_Stefano_2017</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
@@ -212,9 +222,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/readme_link.html b/docs/build/html/readme_link.html
index 793b50333f2a820f0bd9a4d412aa9bc88bfcc725..099bc23b3b951aa7e2d1afb7f208a82b651f9331 100644
--- a/docs/build/html/readme_link.html
+++ b/docs/build/html/readme_link.html
@@ -241,9 +241,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/run_system_wrapper.html b/docs/build/html/run_system_wrapper.html
index a5ed6a9f7ef8c929662eac98b032ec5cab0c082c..45d4cd866517d1fb22e8c2edd2e433bf33dacebc 100644
--- a/docs/build/html/run_system_wrapper.html
+++ b/docs/build/html/run_system_wrapper.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -191,9 +193,9 @@ and returns what the parse_function returns</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index ac7797c3834abb6924f8d2f98430fe7dfb287158..3698aa49b3de437e2455331829c3aa4e199958ea 100644
--- a/docs/build/html/search.html
+++ b/docs/build/html/search.html
@@ -100,9 +100,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index 9e7fe418d6a4e9e6ad10904ba0e01ffdad0da595..363752686afcea2d40793c75ecb255558066a7ad 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
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parameters","custom_logging_functions module","dicts module","ensemble module","Example notebooks","Example use case: Binary black hole systems","Example use case: Hertzsprung-Russell diagrams","Tutorial: Using the API functionality of binary_c-python","Example use case: Common-envelope evolution","Tutorial: Using custom logging routines with binary_c-python","Tutorial: Extra features and functionality of binary_c-python","Tutorial: Running individual systems with binary_c-python","Example use case: Zero-age stellar luminosity function in binaries","Example use case: Zero-age stellar luminosity function","Example use case: Massive star luminosity","Tutorial: Running populations with binary_c-python","Example use case: Solar system using the API functionality","&lt;no title&gt;","Binary_c and python example notebook","functions module","Population_class module","Population grid code options","Welcome to binary_c-python\u2019s documentation!","Binarycpython code","plot_functions 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parameters","custom_logging_functions module","dicts module","ensemble module","Example notebooks","Example use case: Binary black hole systems","Example use case: Hertzsprung-Russell diagrams","Tutorial: Using the API functionality of binary_c-python","Example use case: Common-envelope evolution","Tutorial: Using custom logging routines with binary_c-python","Tutorial: Extra features and functionality of binary_c-python","Tutorial: Running individual systems with binary_c-python","Example use case: Zero-age stellar luminosity function in binaries","Example use case: Zero-age stellar luminosity function","Example use case: Massive star luminosity","Tutorial: Running populations with binary_c-python","Example use case: Solar system using the API functionality","Basic example","Binary_c and python example notebook","functions module","Population class module","Population grid code options","Welcome to binary_c-python\u2019s documentation!","Binarycpython code","plot_functions 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\ No newline at end of file
diff --git a/docs/build/html/stellar_types.html b/docs/build/html/stellar_types.html
index 6b2e260214b4af7246e7802b8c375d40747868a4..91b01cd87d3942353641e79800d85787e8e726ec 100644
--- a/docs/build/html/stellar_types.html
+++ b/docs/build/html/stellar_types.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -151,9 +153,9 @@
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/useful_funcs.html b/docs/build/html/useful_funcs.html
index 48676bb4cd3a48e57d250c0c0e9e151e428f6b20..c483bfbeede299d1d4ab2ae472674ba6ce8f6b0e 100644
--- a/docs/build/html/useful_funcs.html
+++ b/docs/build/html/useful_funcs.html
@@ -46,7 +46,7 @@
 <li class="toctree-l2"><a class="reference internal" href="dicts.html">dicts module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="ensemble.html">ensemble module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="functions.html">functions module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grid.html">Population_class module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="grid.html">Population class module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="plot_functions.html">plot_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/analytics.html">Population class extension: analytics module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/cache.html">Population class extension: cache module</a></li>
@@ -54,9 +54,11 @@
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/dataIO.html">Population class extension: dataIO module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/distribution_functions.html">Population class extension: distribution_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/gridcode.html">Population class extension: gridcode module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_logging.html">Population class extension: grid_logging module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/grid_options_defaults.html">Population class extension: grid_options_defaults module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/HPC.html">Population class extension: HPC module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/metadata.html">Population class extension: metadata module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="population_extensions/Moe_di_Stefano_2017.html">Population class extension: Moe_di_Stefano_2017 module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/slurm.html">Population class extension: slurm module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/spacing_functions.html">Population class extension: spacing_functions module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="population_extensions/version_info.html">Population class extension: version_info module</a></li>
@@ -348,9 +350,9 @@ determine if two stars collide on the ZAMS</p>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
   
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/source/_templates/footer.html b/docs/source/_templates/footer.html
index a8c7eda10870979771d8f2526c51d19e7991d816..9f09b205492a19d58f410277d11d74651bba2d20 100644
--- a/docs/source/_templates/footer.html
+++ b/docs/source/_templates/footer.html
@@ -2,8 +2,8 @@
 
 {%- block extrafooter %}
 <br><br>
-Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 8f3ed88f14c91d76a1fccf71294de4f0e9a160fd url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
+Generated on binarycpython git branch: development_0.9.3/2.2.1 git revision 6c50cae388f9d9326bbb687ca0ecdc2df766f7f5 url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_0.9.3/2.2.1">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "5834:20211216:a3146490e" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "5845:20220107:201620bd7" url: <a href="https://gitlab.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 {% endblock %}
\ No newline at end of file
diff --git a/docs/source/binary_c_parameters.rst b/docs/source/binary_c_parameters.rst
index 8d359425fb5358bca38285a1f3ca6bd325823005..2ecbfde0569eb0d26f1bfb5fc07bec01dce55d53 100644
--- a/docs/source/binary_c_parameters.rst
+++ b/docs/source/binary_c_parameters.rst
@@ -4,7 +4,7 @@ The following chapter contains all the parameters that the current version of bi
 
 
 This information was obtained by the following binary_c build:
-	**binary_c git branch**: branch_david	**binary_c git revision**: 5834:20211216:a3146490e	**Built on**: Dec 20 2021 20:33:01
+	**binary_c git branch**: branch_david	**binary_c git revision**: 5845:20220107:201620bd7	**Built on**: Jan  7 2022 12:15:12
 
 
 Section: stars
@@ -1991,7 +1991,7 @@ Section: binary
 | **Default value**: 1e-06
 
 | **Parameter**: cbdisc_minimum_fRing
-| **Description**: Circumbinary disc minimum fRing. If the disc becomes a ring, and fRing = |Rout/Rin-1| < this value (and this value is non-zero), the disc is evaporated instantly. Requires DISCS.
+| **Description**: Circumbinary disc minimum fRing. If the disc becomes a ring, and fRing = abs(Rout/Rin-1) < this value (and this value is non-zero), the disc is evaporated instantly. Requires DISCS.
 | **Parameter input type**: Float
 | **Default value**: 0.2
 
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 9f57831e8339993c318f7519645dfeb6a6ca4d31..a8a47d898985e64ff8b71dcc7ae4991dd8c74be8 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -6,6 +6,9 @@ list see the documentation:
     https://www.sphinx-doc.org/en/master/usage/configuration.html
     https://brendanhasz.github.io/2019/01/05/sphinx.html
     https://www.sphinx-doc.org/en/1.5/ext/example_google.html
+
+
+https://stackoverflow.com/questions/22256995/restructuredtext-in-sphinx-and-docstrings-single-vs-double-back-quotes-or-back
 """
 
 # -- Path setup --------------------------------------------------------------
@@ -92,27 +95,6 @@ Using binary_c with bit branch {binary_c_git_branch}: git revision: {binary_c_gi
     with open("_templates/footer.html", "w") as outfile_filehandle:
         outfile_filehandle.write(formatted_text)
 
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
 #
 def patched_m2r2_setup(app):
     """
diff --git a/docs/source/examples/old/basic_example.ipynb b/docs/source/examples/old/basic_example.ipynb
index 9078cfcb5fdcd35336ee3675accb3f810c21e5fe..7146b97671caad9e82ce7454511dcad2aa416a78 100644
--- a/docs/source/examples/old/basic_example.ipynb
+++ b/docs/source/examples/old/basic_example.ipynb
@@ -1,5 +1,14 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c09b9f85-5250-4fd2-8142-bb8097d138b5",
+   "metadata": {},
+   "source": [
+    "# Basic example\n",
+    "Running a single system"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -106,7 +115,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -120,7 +129,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.9.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/source/examples/old/workshop_example_notebook.ipynb b/docs/source/examples/old/workshop_example_notebook.ipynb
index 4eca5879779a9fec40521c733bda59768c8c4140..78d0860ad1dfc12104b4bb639055957d527c01e7 100644
--- a/docs/source/examples/old/workshop_example_notebook.ipynb
+++ b/docs/source/examples/old/workshop_example_notebook.ipynb
@@ -619,7 +619,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -633,7 +633,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.9.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/source/population_extensions/Moe_di_Stefano_2017.rst b/docs/source/population_extensions/Moe_di_Stefano_2017.rst
new file mode 100644
index 0000000000000000000000000000000000000000..703e951622f427c9261d7cdf7d07d6ba276e145f
--- /dev/null
+++ b/docs/source/population_extensions/Moe_di_Stefano_2017.rst
@@ -0,0 +1,7 @@
+Population class extension: Moe\_di\_Stefano\_2017 module
+=========================================================
+
+.. automodule:: binarycpython.utils.population_extensions.Moe_di_Stefano_2017
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/population_extensions/grid_logging.rst b/docs/source/population_extensions/grid_logging.rst
new file mode 100644
index 0000000000000000000000000000000000000000..dc607c6ea5031ec2f80de51ec131753e32fcc6e6
--- /dev/null
+++ b/docs/source/population_extensions/grid_logging.rst
@@ -0,0 +1,7 @@
+Population class extension: grid\_logging module
+================================================
+
+.. automodule:: binarycpython.utils.population_extensions.grid_logging
+   :members:
+   :undoc-members:
+   :show-inheritance: