From 002809739358eaab84f9323ceb9f42a9219e3b6a Mon Sep 17 00:00:00 2001
From: Eoghan O'Connell <eoclives@hotmail.com>
Date: Mon, 2 Nov 2020 12:18:37 +0100
Subject: [PATCH] added cite to doc website

---
 doc/_build/doctrees/environment.pickle      | Bin 1724760 -> 1725144 bytes
 doc/_build/doctrees/index.doctree           | Bin 21693 -> 23644 bytes
 doc/_build/html/_sources/index.rst.txt      |  14 ++
 doc/_build/html/_static/pygments.css        |   7 +-
 doc/_build/html/api_doc.html                | 144 ++++++++++----------
 doc/_build/html/dg_visualiser_tutorial.html |   2 +-
 doc/_build/html/index.html                  |  12 +-
 doc/_build/html/objects.inv                 | Bin 2461 -> 2458 bytes
 doc/_build/html/searchindex.js              |   2 +-
 doc/index.rst                               |  14 ++
 10 files changed, 118 insertions(+), 77 deletions(-)

diff --git a/doc/_build/doctrees/environment.pickle b/doc/_build/doctrees/environment.pickle
index c4bad002f13d24b52b7399a99732bfa4e8b8d171..81c221eb3eed64e8a70bee248108aa078b621cd2 100644
GIT binary patch
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diff --git a/doc/_build/html/_sources/index.rst.txt b/doc/_build/html/_sources/index.rst.txt
index 125b2bb..65fd1a7 100644
--- a/doc/_build/html/_sources/index.rst.txt
+++ b/doc/_build/html/_sources/index.rst.txt
@@ -59,6 +59,20 @@ Code Documentation
 See the :ref:`api_doc` for examples and a full list of modules and functions.
 
 
+Cite
+----
+
+To cite the latest TEMUL Toolkit version, use the following DOI:
+
+.. image:: https://www.zenodo.org/badge/203785298.svg
+   :target: https://www.zenodo.org/badge/latestdoi/203785298
+
+For example: Eoghan O'Connell, Michael Hennessy, & Eoin Moynihan. (2020, November 2). PinkShnack/TEMUL: Initial Temul-Toolkit Release (Version 0.1.1). Zenodo. http://doi.org/10.5281/zenodo.4185974
+
+If you wish to cite an older release of the TEMUL Toolkit, click on the above
+badge to find the relevant version.
+
+
 Contribute
 ----------
 
diff --git a/doc/_build/html/_static/pygments.css b/doc/_build/html/_static/pygments.css
index 1da7f1c..c2b693b 100644
--- a/doc/_build/html/_static/pygments.css
+++ b/doc/_build/html/_static/pygments.css
@@ -1,5 +1,10 @@
+pre { line-height: 125%; margin: 0; }
+td.linenos pre { color: #000000; background-color: #f0f0f0; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: #000000; background-color: #f0f0f0; padding-left: 5px; padding-right: 5px; }
+td.linenos pre.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
 .highlight .hll { background-color: #ffffcc }
-.highlight  { background: #f8f8f8; }
+.highlight { background: #f8f8f8; }
 .highlight .c { color: #408080; font-style: italic } /* Comment */
 .highlight .err { border: 1px solid #FF0000 } /* Error */
 .highlight .k { color: #008000; font-weight: bold } /* Keyword */
diff --git a/doc/_build/html/api_doc.html b/doc/_build/html/api_doc.html
index 095743b..cc2a6a8 100644
--- a/doc/_build/html/api_doc.html
+++ b/doc/_build/html/api_doc.html
@@ -314,7 +314,7 @@ <h3>Model Refiner<a class="headerlink" href="#model-refiner" title="Permalink to
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_refiner</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_refiner</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">get_model_refiner_with_12_vacancies_refined</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">refiner</span> <span class="o">=</span> <span class="n">get_model_refiner_with_12_vacancies_refined</span><span class="p">(</span>
 <span class="gp">... </span>    <span class="n">image_noise</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
@@ -365,7 +365,7 @@ <h3>Model Refiner<a class="headerlink" href="#model-refiner" title="Permalink to
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_refiner</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_refiner</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">get_model_refiner_one_sublattice_3_vacancies</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">refiner</span> <span class="o">=</span> <span class="n">get_model_refiner_one_sublattice_3_vacancies</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">refiner</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
@@ -540,7 +540,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="p">(</span><span class="n">atom_deviation_from_straight_line_fit</span><span class="p">,</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="p">(</span><span class="n">atom_deviation_from_straight_line_fit</span><span class="p">,</span>
 <span class="gp">... </span>                                <span class="n">plot_polarisation_vectors</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
@@ -584,9 +584,9 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Example</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">atomap.dummy_data</span> <span class="k">import</span> <span class="n">get_distorted_cubic_sublattice</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">atomap.dummy_data</span> <span class="kn">import</span> <span class="n">get_distorted_cubic_sublattice</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">atom_to_atom_distance_grouped_mean</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">atom_to_atom_distance_grouped_mean</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">get_distorted_cubic_sublattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span><span class="o">.</span><span class="n">construct_zone_axes</span><span class="p">(</span><span class="n">atom_plane_tolerance</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
@@ -638,7 +638,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="p">(</span><span class="n">plot_polarisation_vectors</span><span class="p">,</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="p">(</span><span class="n">plot_polarisation_vectors</span><span class="p">,</span>
 <span class="gp">... </span>    <span class="n">combine_atom_deviations_from_zone_axes</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
@@ -688,7 +688,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">delete_atom_planes_from_sublattice</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">delete_atom_planes_from_sublattice</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.dummy_data</span> <span class="k">as</span> <span class="nn">dd</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">dd</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
@@ -726,7 +726,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">find_polarisation_vectors</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">find_polarisation_vectors</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">pos_A</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">2</span><span class="p">]]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">pos_B</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="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">2</span><span class="p">],</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="mi">6</span><span class="p">,</span><span class="mi">2</span><span class="p">]]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">u</span><span class="p">,</span> <span class="n">v</span> <span class="o">=</span> <span class="n">find_polarisation_vectors</span><span class="p">(</span><span class="n">pos_A</span><span class="p">,</span> <span class="n">pos_B</span><span class="p">,</span> <span class="n">save</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
@@ -799,7 +799,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="p">(</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>   <span class="n">combine_atom_deviations_from_zone_axes</span><span class="p">,</span>
 <span class="gp">... </span>   <span class="n">plot_polarisation_vectors</span><span class="p">,</span> <span class="n">get_average_polarisation_in_regions</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
@@ -859,7 +859,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="p">(</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">combine_atom_deviations_from_zone_axes</span><span class="p">,</span> <span class="n">plot_polarisation_vectors</span><span class="p">,</span>
 <span class="gp">... </span>    <span class="n">get_average_polarisation_in_regions_square</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
@@ -921,8 +921,8 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">get_divide_into</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">atomap.dummy_data</span> <span class="k">import</span> <span class="n">get_simple_cubic_sublattice</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">get_divide_into</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">atomap.dummy_data</span> <span class="kn">import</span> <span class="n">get_simple_cubic_sublattice</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span><span class="o">.</span><span class="n">construct_zone_axes</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">cell_info</span> <span class="o">=</span> <span class="n">get_divide_into</span><span class="p">(</span><span class="n">sublattice</span><span class="p">,</span> <span class="n">averaging_by</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">sampling</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span>
@@ -970,7 +970,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">get_strain_map</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">get_strain_map</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span><span class="o">.</span><span class="n">find_nearest_neighbors</span><span class="p">()</span>
@@ -1006,7 +1006,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">get_vector_magnitudes</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">get_vector_magnitudes</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">u</span><span class="p">,</span> <span class="n">v</span> <span class="o">=</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">],</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span> <span class="c1"># list input</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">vector_mags</span> <span class="o">=</span> <span class="n">get_vector_magnitudes</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">v</span><span class="p">)</span>
@@ -1037,7 +1037,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">plot_atom_deviation_from_all_zone_axes</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">plot_atom_deviation_from_all_zone_axes</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span><span class="o">.</span><span class="n">find_nearest_neighbors</span><span class="p">()</span>
@@ -1111,8 +1111,8 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">plot_polarisation_vectors</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_polarisation_dummy_dataset</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">plot_polarisation_vectors</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_polarisation_dummy_dataset</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">get_polarisation_dummy_dataset</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeB</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
@@ -1221,7 +1221,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </div>
 <p>Plot a contourf for quadrant visualisation using a custom matplotlib cmap:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.signal_plotting</span> <span class="k">as</span> <span class="nn">tmlplot</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">matplotlib.colors</span> <span class="k">import</span> <span class="n">from_levels_and_colors</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">matplotlib.colors</span> <span class="kn">import</span> <span class="n">from_levels_and_colors</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">zest</span> <span class="o">=</span> <span class="n">tmlplot</span><span class="o">.</span><span class="n">hex_to_rgb</span><span class="p">(</span><span class="n">tmlplot</span><span class="o">.</span><span class="n">color_palettes</span><span class="p">(</span><span class="s1">&#39;zesty&#39;</span><span class="p">))</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">zest</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">zest</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>  <span class="c1"># make the -180 and 180 degree colour the same</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">expanded_zest</span> <span class="o">=</span> <span class="n">tmlplot</span><span class="o">.</span><span class="n">expand_palette</span><span class="p">(</span><span class="n">zest</span><span class="p">,</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">])</span>
@@ -1275,7 +1275,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">ratio_of_lattice_spacings</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">ratio_of_lattice_spacings</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span><span class="o">.</span><span class="n">find_nearest_neighbors</span><span class="p">()</span>
@@ -1329,7 +1329,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">rotation_of_atom_planes</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">rotation_of_atom_planes</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_polarization_film_atom_lattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span><span class="o">.</span><span class="n">find_nearest_neighbors</span><span class="p">()</span>
@@ -1380,7 +1380,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.element_tools</span> <span class="k">import</span> <span class="n">atomic_radii_in_pixels</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.element_tools</span> <span class="kn">import</span> <span class="n">atomic_radii_in_pixels</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">image</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_signal</span><span class="p">()</span>
 </pre></div>
 </div>
@@ -1423,7 +1423,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.element_tools</span> <span class="k">import</span> <span class="n">get_and_return_element</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.element_tools</span> <span class="kn">import</span> <span class="n">get_and_return_element</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">Moly</span> <span class="o">=</span> <span class="n">get_and_return_element</span><span class="p">(</span><span class="n">element_symbol</span><span class="o">=</span><span class="s1">&#39;Mo&#39;</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">Moly</span><span class="o">.</span><span class="n">symbol</span><span class="p">)</span>
 <span class="go">Mo</span>
@@ -1503,7 +1503,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.element_tools</span> <span class="k">import</span> <span class="n">split_and_sort_element</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.element_tools</span> <span class="kn">import</span> <span class="n">split_and_sort_element</span>
 </pre></div>
 </div>
 <p>simple atomic column</p>
@@ -1545,7 +1545,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.intensity_tools</span> <span class="k">import</span> <span class="n">get_pixel_count_from_image_slice</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.intensity_tools</span> <span class="kn">import</span> <span class="n">get_pixel_count_from_image_slice</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span><span class="o">.</span><span class="n">find_nearest_neighbors</span><span class="p">()</span>
@@ -1597,7 +1597,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.intensity_tools</span> <span class="k">import</span> <span class="n">get_sublattice_intensity</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.intensity_tools</span> <span class="kn">import</span> <span class="n">get_sublattice_intensity</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span><span class="o">.</span><span class="n">find_nearest_neighbors</span><span class="p">()</span>
@@ -1666,7 +1666,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.intensity_tools</span> <span class="k">import</span> <span class="n">remove_average_background</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.intensity_tools</span> <span class="kn">import</span> <span class="n">remove_average_background</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="c1"># import atomap.dummy_data as dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
@@ -1713,7 +1713,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.intensity_tools</span> <span class="k">import</span> <span class="n">remove_local_background</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.intensity_tools</span> <span class="kn">import</span> <span class="n">remove_local_background</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span><span class="o">.</span><span class="n">find_nearest_neighbors</span><span class="p">()</span>
@@ -1801,7 +1801,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="n">change_sublattice_atoms_via_intensity</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="n">change_sublattice_atoms_via_intensity</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="c1"># import atomap.dummy_data as dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
@@ -1840,8 +1840,8 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="n">change_sublattice_pseudo_inplace</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.external.atomap_devel_012.api</span> <span class="k">import</span> <span class="n">Sublattice</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="n">change_sublattice_pseudo_inplace</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.external.atomap_devel_012.api</span> <span class="kn">import</span> <span class="n">Sublattice</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_positions</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">5</span><span class="p">],</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">]]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">image_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">7</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
@@ -1902,7 +1902,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">count_atoms_in_sublattice_list</span><span class="p">,</span>
 <span class="gp">... </span>    <span class="n">compare_count_atoms_in_sublattice_list</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
@@ -1983,7 +1983,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="n">count_all_individual_elements</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="n">count_all_individual_elements</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">header</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Se_1&#39;</span><span class="p">,</span> <span class="s1">&#39;Mo_1&#39;</span><span class="p">]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">9</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">6</span><span class="p">]]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">counts</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">header</span><span class="p">)</span>
@@ -2017,7 +2017,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="n">count_atoms_in_sublattice_list</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="n">count_atoms_in_sublattice_list</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="c1"># import atomap.dummy_data as dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_atom_lattice_two_sublattices</span><span class="p">()</span>
@@ -2066,7 +2066,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="n">count_element_in_pandas_df</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="n">count_element_in_pandas_df</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">header</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Se_1&#39;</span><span class="p">,</span> <span class="s1">&#39;Mo_1&#39;</span><span class="p">,</span> <span class="s1">&#39;S_2&#39;</span><span class="p">]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">9</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">2</span><span class="p">]]</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">counts</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">header</span><span class="p">)</span>
@@ -2136,7 +2136,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="n">get_most_common_sublattice_element</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="n">get_most_common_sublattice_element</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="c1"># import atomap.dummy_data as dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
@@ -2273,7 +2273,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="p">(</span><span class="n">image_difference_position</span><span class="p">,</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="p">(</span><span class="n">image_difference_position</span><span class="p">,</span>
 <span class="gp">... </span>                                  <span class="n">change_sublattice_pseudo_inplace</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_with_vacancies_sublattice</span><span class="p">(</span>
@@ -2347,7 +2347,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="n">image_difference_position</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="n">image_difference_position</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="c1"># import atomap.dummy_data as dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_with_vacancies_sublattice</span><span class="p">(</span>
@@ -2509,7 +2509,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="k">import</span> <span class="n">image_difference_position</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.model_creation</span> <span class="kn">import</span> <span class="n">image_difference_position</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.external.atomap_devel_012.dummy_data</span> <span class="k">as</span> <span class="nn">dummy_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_with_vacancies_sublattice</span><span class="p">(</span>
 <span class="gp">... </span>                                            <span class="n">image_noise</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
@@ -2683,7 +2683,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.simulations</span> <span class="k">import</span> <span class="n">simulate_with_prismatic</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.simulations</span> <span class="kn">import</span> <span class="n">simulate_with_prismatic</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.example_data</span> <span class="k">as</span> <span class="nn">example_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">file_path</span> <span class="o">=</span> <span class="n">path_to_example_data_MoS2_hex_prismatic</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">simulate_with_prismatic</span><span class="p">(</span>
@@ -2740,8 +2740,8 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_simple_cubic_signal</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span><span class="n">choose_points_on_image</span><span class="p">,</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_simple_cubic_signal</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span><span class="n">choose_points_on_image</span><span class="p">,</span>
 <span class="gp">... </span>            <span class="n">calibrate_intensity_distance_with_sublattice_roi</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">image</span> <span class="o">=</span> <span class="n">get_simple_cubic_signal</span><span class="p">()</span>
@@ -2820,10 +2820,10 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">scipy.ndimage.filters</span> <span class="k">import</span> <span class="n">gaussian_filter</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">scipy.ndimage.filters</span> <span class="kn">import</span> <span class="n">gaussian_filter</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.example_data</span> <span class="k">as</span> <span class="nn">example_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">compare_two_image_and_create_filtered_image</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">experiment</span> <span class="o">=</span> <span class="n">example_data</span><span class="o">.</span><span class="n">load_Se_implanted_MoS2_data</span><span class="p">()</span> <span class="c1"># example</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">experiment</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="n">gaussian_filter</span><span class="p">(</span><span class="n">experiment</span><span class="o">.</span><span class="n">data</span><span class="p">,</span> <span class="n">sigma</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
@@ -2866,8 +2866,8 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_simple_cubic_signal</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_simple_cubic_signal</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">choose_points_on_image</span><span class="p">,</span> <span class="n">crop_image_hs</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">image</span> <span class="o">=</span> <span class="n">get_simple_cubic_signal</span><span class="p">()</span>
@@ -2907,7 +2907,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.signal_processing</span> <span class="k">as</span> <span class="nn">tmlsig</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.example_data</span> <span class="k">import</span> <span class="n">load_Se_implanted_MoS2_data</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.example_data</span> <span class="kn">import</span> <span class="n">load_Se_implanted_MoS2_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">image</span> <span class="o">=</span> <span class="n">load_Se_implanted_MoS2_data</span><span class="p">()</span>
 </pre></div>
 </div>
@@ -2964,7 +2964,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.example_data</span> <span class="k">as</span> <span class="nn">example_data</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">double_gaussian_fft_filter</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">experiment</span> <span class="o">=</span> <span class="n">example_data</span><span class="o">.</span><span class="n">load_Se_implanted_MoS2_data</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">experiment</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
@@ -3000,7 +3000,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">get_xydata_from_list_of_intensities</span><span class="p">,</span>
 <span class="gp">... </span>    <span class="n">fit_1D_gaussian_to_data</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">amp</span><span class="p">,</span> <span class="n">mu</span><span class="p">,</span> <span class="n">sigma</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mf">0.5</span>
@@ -3040,9 +3040,9 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">get_simple_cubic_sublattice_positions_on_vac</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="n">get_cell_image</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="n">get_cell_image</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">get_simple_cubic_sublattice_positions_on_vac</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">cell_image</span> <span class="o">=</span> <span class="n">get_cell_image</span><span class="p">(</span><span class="n">sublattice</span><span class="o">.</span><span class="n">image</span><span class="p">,</span> <span class="n">sublattice</span><span class="o">.</span><span class="n">x_position</span><span class="p">,</span>
 <span class="gp">... </span>    <span class="n">sublattice</span><span class="o">.</span><span class="n">y_position</span><span class="p">)</span>
@@ -3103,8 +3103,8 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_simple_cubic_signal</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_simple_cubic_signal</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">choose_mask_coordinates</span><span class="p">,</span> <span class="n">get_masked_ifft</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">image</span> <span class="o">=</span> <span class="n">get_simple_cubic_signal</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">mask_coords</span> <span class="o">=</span> <span class="n">choose_mask_coordinates</span><span class="p">(</span><span class="n">image</span><span class="p">)</span> <span class="c1"># use this on the image!</span>
@@ -3164,7 +3164,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="n">get_xydata_from_list_of_intensities</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="n">get_xydata_from_list_of_intensities</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">amp</span><span class="p">,</span> <span class="n">mu</span><span class="p">,</span> <span class="n">sigma</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mf">0.5</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sub1_inten</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">mu</span><span class="p">,</span> <span class="n">sigma</span><span class="p">,</span> <span class="mi">1000</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">xdata</span><span class="p">,</span> <span class="n">ydata</span> <span class="o">=</span> <span class="n">get_xydata_from_list_of_intensities</span><span class="p">(</span><span class="n">sub1_inten</span><span class="p">,</span>
@@ -3224,7 +3224,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="n">make_gaussian</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="n">make_gaussian</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">array</span> <span class="o">=</span> <span class="n">make_gaussian</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">im</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">array</span><span class="p">)</span>
@@ -3268,8 +3268,8 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_simple_cubic_sublattice</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_simple_cubic_sublattice</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">mean_and_std_nearest_neighbour_distances</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">mean</span><span class="p">,</span> <span class="n">std</span> <span class="o">=</span> <span class="n">mean_and_std_nearest_neighbour_distances</span><span class="p">(</span><span class="n">sublattice</span><span class="p">)</span>
@@ -3303,7 +3303,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_simple_cubic_signal</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_simple_cubic_signal</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">imageA</span> <span class="o">=</span> <span class="n">get_simple_cubic_signal</span><span class="p">()</span><span class="o">.</span><span class="n">data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">imageB</span> <span class="o">=</span> <span class="n">get_simple_cubic_signal</span><span class="p">(</span><span class="n">image_noise</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">mse_number</span><span class="p">,</span> <span class="n">ssm_number</span> <span class="o">=</span> <span class="n">measure_image_errors</span><span class="p">(</span><span class="n">imageA</span><span class="p">,</span> <span class="n">imageB</span><span class="p">)</span>
@@ -3339,7 +3339,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 <dl class="function">
 <dt id="temul.signal_processing.plot_gaussian_fit">
 <code class="descclassname">temul.signal_processing.</code><code class="descname">plot_gaussian_fit</code><span class="sig-paren">(</span><em>xdata</em>, <em>ydata</em>, <em>function</em>, <em>amp</em>, <em>mu</em>, <em>sigma</em>, <em>gauss_art='r--'</em>, <em>gauss_label='Gauss Fit'</em>, <em>plot_data=True</em>, <em>data_art='ko'</em>, <em>data_label='Data Points'</em>, <em>plot_fill=False</em>, <em>facecolor='r'</em>, <em>alpha=0.5</em><span class="sig-paren">)</span><a class="headerlink" href="#temul.signal_processing.plot_gaussian_fit" title="Permalink to this definition">¶</a></dt>
-<dd><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span><span class="n">fit_1D_gaussian_to_data</span><span class="p">,</span>
+<dd><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span><span class="n">fit_1D_gaussian_to_data</span><span class="p">,</span>
 <span class="gp">... </span>                                <span class="n">plot_gaussian_fit</span><span class="p">,</span>
 <span class="gp">... </span>                                <span class="n">return_fitting_of_1D_gaussian</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">amp</span><span class="p">,</span> <span class="n">mu</span><span class="p">,</span> <span class="n">sigma</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mf">0.5</span>
@@ -3422,7 +3422,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 amp, mu, sigma : see fit_1D_gaussian_to_data() for more details</p>
 <p>optimised parameters (popt) and estimated covariance (pcov) of the
 fitted gaussian function.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">get_xydata_from_list_of_intensities</span><span class="p">,</span>
 <span class="gp">... </span>    <span class="n">return_fitting_of_1D_gaussian</span><span class="p">,</span>
 <span class="gp">... </span>    <span class="n">fit_1D_gaussian_to_data</span><span class="p">)</span>
@@ -3490,9 +3490,9 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="p">(</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">get_simple_cubic_sublattice_positions_on_vac</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="k">import</span> <span class="p">(</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_processing</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">toggle_atom_refine_position_automatically</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">get_simple_cubic_sublattice_positions_on_vac</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span><span class="o">.</span><span class="n">find_nearest_neighbors</span><span class="p">()</span>
@@ -3540,7 +3540,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.signal_processing</span> <span class="k">as</span> <span class="nn">tmlsig</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.example_data</span> <span class="k">import</span> <span class="n">load_Se_implanted_MoS2_data</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.example_data</span> <span class="kn">import</span> <span class="n">load_Se_implanted_MoS2_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">image</span> <span class="o">=</span> <span class="n">load_Se_implanted_MoS2_data</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">tmlsig</span><span class="o">.</span><span class="n">visualise_dg_filter</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
 </pre></div>
@@ -3675,7 +3675,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">atomap.api</span> <span class="k">as</span> <span class="nn">am</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_plotting</span> <span class="k">import</span> <span class="p">(</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.signal_plotting</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="gp">... </span>    <span class="n">compare_images_line_profile_two_images</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">imageA</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_signal</span><span class="p">(</span><span class="n">image_noise</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">imageB</span> <span class="o">=</span> <span class="n">am</span><span class="o">.</span><span class="n">dummy_data</span><span class="o">.</span><span class="n">get_simple_cubic_signal</span><span class="p">()</span>
@@ -3779,7 +3779,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </div>
 <p>Create a matplotlib cmap from a palette with the help of
 matplotlib.colors.from_levels_and_colors()</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">matplotlib.colors</span> <span class="k">import</span> <span class="n">from_levels_and_colors</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">matplotlib.colors</span> <span class="kn">import</span> <span class="n">from_levels_and_colors</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">zest</span> <span class="o">=</span> <span class="n">tmlplot</span><span class="o">.</span><span class="n">hex_to_rgb</span><span class="p">(</span><span class="n">tmlplot</span><span class="o">.</span><span class="n">color_palettes</span><span class="p">(</span><span class="s1">&#39;zesty&#39;</span><span class="p">))</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">zest</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">zest</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>  <span class="c1"># make the top and bottom colour the same</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">cmap</span><span class="p">,</span> <span class="n">norm</span> <span class="o">=</span> <span class="n">from_levels_and_colors</span><span class="p">(</span>
@@ -3906,7 +3906,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <p>See example_data for the vesta xyz file.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.io</span> <span class="k">import</span> <span class="n">convert_vesta_xyz_to_prismatic_xyz</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.io</span> <span class="kn">import</span> <span class="n">convert_vesta_xyz_to_prismatic_xyz</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">prismatic_xyz</span> <span class="o">=</span> <span class="n">convert_vesta_xyz_to_prismatic_xyz</span><span class="p">(</span>
 <span class="gp">... </span>    <span class="s1">&#39;temul/example_data/prismatic/example_MoS2_vesta_xyz.xyz&#39;</span><span class="p">,</span>
 <span class="gp">... </span>    <span class="s1">&#39;temul/example_data/prismatic/MoS2_hex_prismatic.xyz&#39;</span><span class="p">,</span>
@@ -4001,7 +4001,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.io</span> <span class="k">import</span> <span class="n">load_prismatic_mrc_with_hyperspy</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.io</span> <span class="kn">import</span> <span class="n">load_prismatic_mrc_with_hyperspy</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">load_prismatic_mrc_with_hyperspy</span><span class="p">(</span><span class="s2">&quot;temul/example_data/prismatic/&quot;</span>
 <span class="gp">... </span>        <span class="s2">&quot;prism_2Doutput_prismatic_simulation.mrc&quot;</span><span class="p">)</span>
 <span class="go">&lt;Signal2D, title: , dimensions: (|1182, 773)&gt;</span>
@@ -4078,7 +4078,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_distorted_cubic_signal_adjustable</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_distorted_cubic_signal_adjustable</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">s</span> <span class="o">=</span> <span class="n">get_distorted_cubic_signal_adjustable</span><span class="p">(</span><span class="n">y_offset</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">s</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
 </pre></div>
@@ -4108,7 +4108,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_distorted_cubic_sublattice_adjustable</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_distorted_cubic_sublattice_adjustable</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">get_distorted_cubic_sublattice_adjustable</span><span class="p">(</span><span class="n">y_offset</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
 </pre></div>
@@ -4135,7 +4135,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_polarisation_dummy_dataset</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_polarisation_dummy_dataset</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span> <span class="o">=</span> <span class="n">get_polarisation_dummy_dataset</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">atom_lattice</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublatticeA</span> <span class="o">=</span> <span class="n">atom_lattice</span><span class="o">.</span><span class="n">sublattice_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
@@ -4152,7 +4152,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </pre></div>
 </div>
 <p>You can they use the plot_polarisation_vectors function to visualise:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="k">import</span> <span class="n">plot_polarisation_vectors</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.polarisation</span> <span class="kn">import</span> <span class="n">plot_polarisation_vectors</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">plot_polarisation_vectors</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">,</span> <span class="n">image</span><span class="o">=</span><span class="n">sublatticeA</span><span class="o">.</span><span class="n">image</span><span class="p">,</span>
 <span class="gp">... </span>                          <span class="n">unit_vector</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">plot_style</span><span class="o">=</span><span class="s2">&quot;vector&quot;</span><span class="p">,</span>
 <span class="gp">... </span>                          <span class="n">overlay</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span>
@@ -4224,7 +4224,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">get_simple_cubic_sublattice</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">get_simple_cubic_sublattice</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span> <span class="o">=</span> <span class="n">get_simple_cubic_sublattice</span><span class="p">()</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">sublattice</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
 </pre></div>
@@ -4264,7 +4264,7 @@ <h2>Modules<a class="headerlink" href="#modules" title="Permalink to this headli
 </tbody>
 </table>
 <p class="rubric">Examples</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="k">import</span> <span class="n">polarisation_colorwheel_test_dataset</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.dummy_data</span> <span class="kn">import</span> <span class="n">polarisation_colorwheel_test_dataset</span>
 </pre></div>
 </div>
 <p>Use a cyclic colormap for better understanding of vectors</p>
diff --git a/doc/_build/html/dg_visualiser_tutorial.html b/doc/_build/html/dg_visualiser_tutorial.html
index d963601..1764bd2 100644
--- a/doc/_build/html/dg_visualiser_tutorial.html
+++ b/doc/_build/html/dg_visualiser_tutorial.html
@@ -185,7 +185,7 @@
 <h2>Load the Experimental Image<a class="headerlink" href="#load-the-experimental-image" title="Permalink to this headline">¶</a></h2>
 <p>Here we load an example experimental atomic resolution image stored in the
 TEMUL package.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.signal_processing</span> <span class="kn">as</span> <span class="nn">tmlsig</span>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">temul.signal_processing</span> <span class="k">as</span> <span class="nn">tmlsig</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">temul.example_data</span> <span class="kn">import</span> <span class="n">load_Se_implanted_MoS2_data</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">image</span> <span class="o">=</span> <span class="n">load_Se_implanted_MoS2_data</span><span class="p">()</span>
 </pre></div>
diff --git a/doc/_build/html/index.html b/doc/_build/html/index.html
index 97b1220..0975215 100644
--- a/doc/_build/html/index.html
+++ b/doc/_build/html/index.html
@@ -223,14 +223,14 @@ <h1>Welcome to TEMUL Toolkit’s documentation!<a class="headerlink" href="#welc
 <p><code class="code bash docutils literal notranslate"><span class="pre">$</span> <span class="pre">pip</span> <span class="pre">install</span> <span class="pre">temul-toolkit</span></code></p>
 <p>Then, it can be imported with the name “temul”. For example, to import the
 <code class="code python docutils literal notranslate"><span class="name"><span class="pre">polarisation</span></span><span class="operator"><span class="pre">.</span></span><span class="name"><span class="pre">py</span></span></code> module, use:</p>
-<p><code class="code python docutils literal notranslate"><span class="keyword namespace"><span class="pre">import</span></span> <span class="name namespace"><span class="pre">temul.polarisation</span></span> <span class="keyword namespace"><span class="pre">as</span></span> <span class="name namespace"><span class="pre">tmlpol</span></span></code></p>
+<p><code class="code python docutils literal notranslate"><span class="keyword namespace"><span class="pre">import</span></span> <span class="name namespace"><span class="pre">temul.polarisation</span></span> <span class="keyword"><span class="pre">as</span></span> <span class="name namespace"><span class="pre">tmlpol</span></span></code></p>
 <p>Note 1: If you wish to use the <code class="code python docutils literal notranslate"><span class="name"><span class="pre">simulations</span></span><span class="operator"><span class="pre">.</span></span><span class="name"><span class="pre">py</span></span></code> or <code class="code python docutils literal notranslate"><span class="name"><span class="pre">model_refiner</span></span><span class="operator"><span class="pre">.</span></span><span class="name"><span class="pre">py</span></span></code>
 modules, you will need to install PyPrismatic.</p>
 <p>Note 2: If you’re using any of the functions or classes that require element quantification:</p>
 <blockquote>
 <div><ul class="simple">
 <li>navigate to the “temul/external” directory, copy the “atomap_devel_012” folder and paste that in your “site-packages” directory.</li>
-<li>Then, when using atomap to create sublattices and quantify elements call atomap like this: <code class="code python docutils literal notranslate"><span class="keyword namespace"><span class="pre">import</span></span> <span class="name namespace"><span class="pre">atomap_devel_012.api</span></span> <span class="keyword namespace"><span class="pre">as</span></span> <span class="name namespace"><span class="pre">am</span></span></code>.</li>
+<li>Then, when using atomap to create sublattices and quantify elements call atomap like this: <code class="code python docutils literal notranslate"><span class="keyword namespace"><span class="pre">import</span></span> <span class="name namespace"><span class="pre">atomap_devel_012.api</span></span> <span class="keyword"><span class="pre">as</span></span> <span class="name namespace"><span class="pre">am</span></span></code>.</li>
 <li>This development version is slowly being folded into the master branch here: <a class="reference external" href="https://gitlab.com/atomap/atomap/-/issues/93">https://gitlab.com/atomap/atomap/-/issues/93</a> and any help or tips on implementation are welcome!</li>
 </ul>
 </div></blockquote>
@@ -247,6 +247,14 @@ <h1>Welcome to TEMUL Toolkit’s documentation!<a class="headerlink" href="#welc
 <h2>Code Documentation<a class="headerlink" href="#code-documentation" title="Permalink to this headline">¶</a></h2>
 <p>See the <a class="reference internal" href="api_doc.html#api-doc"><span class="std std-ref">API documentation</span></a> for examples and a full list of modules and functions.</p>
 </div>
+<div class="section" id="cite">
+<h2>Cite<a class="headerlink" href="#cite" title="Permalink to this headline">¶</a></h2>
+<p>To cite the latest TEMUL Toolkit version, use the following DOI:</p>
+<a class="reference external image-reference" href="https://www.zenodo.org/badge/latestdoi/203785298"><img alt="https://www.zenodo.org/badge/203785298.svg" src="https://www.zenodo.org/badge/203785298.svg" /></a>
+<p>For example: Eoghan O’Connell, Michael Hennessy, &amp; Eoin Moynihan. (2020, November 2). PinkShnack/TEMUL: Initial Temul-Toolkit Release (Version 0.1.1). Zenodo. <a class="reference external" href="http://doi.org/10.5281/zenodo.4185974">http://doi.org/10.5281/zenodo.4185974</a></p>
+<p>If you wish to cite an older release of the TEMUL Toolkit, click on the above
+badge to find the relevant version.</p>
+</div>
 <div class="section" id="contribute">
 <h2>Contribute<a class="headerlink" href="#contribute" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
diff --git a/doc/_build/html/objects.inv b/doc/_build/html/objects.inv
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racker:4,transform:[1,7],translat:1,transpar:[1,8],transpos:1,tree:1,tricontour:9,tricontourf:[1,8],tupl:1,turn:1,tutori:[0,3,4,6,8,9,10],two:[1,3,4,9],type:1,typeerror:1,u_new:1,ufunc:1,under:4,understand:[1,7],unit:[0,1,6,8,9],unit_cell_s:1,unit_vector:[1,8],unmask:1,unrealist:1,updat:1,update_element_count_and_refinement_histori:1,update_element_count_histori:1,update_error_between_comparison_and_reference_imag:1,update_refinement_histori:1,update_sublattices_posit:1,upon:4,upper:1,usabl:1,use:[0,1,3,4,5,6,8,9,10],used:[0,1,3,6],useful:[1,6,7,8],user:1,user_guid:1,using:[0,1,4,5,6,7],usual:1,v_new:1,vac:1,vac_or_impl:1,vacanc:1,valu:[1,3,9],variabl:1,variat:[6,8],variou:[7,9],vector:[1,4],vector_list:[1,8],vector_mag:1,vector_rep:[1,8],venngag:1,verbos:1,veri:1,version:[1,4,5],vertic:1,vesta:1,vesta_xyz_filenam:1,via:1,view:[1,4,9,10],viridi:[1,8],visual:1,visualis:[1,4,8,9],visualise_dg_filt:[1,3],vmax:[0,1],vmin:[0,1],vol:0,voronoi:1,vortex:[1,8],wai:[1,8,9],wall:7,want:[0,1],warn:1,websit:9,welcom:5,well:[1,3],were:1,what:[1,9],when:[0,1,3,4,5,8,9],where:[0,1,4,10],whether:1,which:[0,1],whole:1,whose:1,widget:3,width:[1,3],window:3,wish:[1,4,5],with_vac:1,within:1,without:[0,1],word:1,work:1,would:1,write:1,write_cif_from_datafram:1,written:0,x_new:1,x_posit:1,x_size:1,xdata:1,xyz:1,xyz_filenam:1,xyz_list:1,xyz_siz:1,y_new:1,y_offset:1,y_posit:1,y_size:1,ydata:1,yellow:1,you:[0,1,4,5,6,7,8],your:[1,4,5,8],yourself:1,z_bond_length:1,z_coord:1,z_coordin:1,z_height:1,z_size:1,z_thick:1,za0:[1,8],za1:[1,8],zenodo:4,zero:1,zest:[1,8],zesti:[1,8],zone:[1,9],zone_axis_index:[1,9],zone_axis_index_a:1,zone_axis_index_b:1,zone_vec_list:1,zone_vector_index:0,zones_axis_average_dist:[1,8],zoom:8},titles:["Calculation of Atom Plane Curvature","API documentation","&lt;no title&gt;","Interactive Image Filtering","Welcome to TEMUL Toolkit\u2019s documentation!","Installation","Line Intensity Profile Comparisons","Masked FFT and iFFT","Plotting Polarisation and Movement Vectors","Plot Lattice Structure Maps","Getting started"],titleterms:{"class":1,"function":1,"import":0,"return":3,api:1,atom:[0,9],atomap:8,calcul:0,choos:7,cite:4,code:4,compar:6,comparison:6,contribut:4,coordin:[7,8],creation:1,curvatur:0,data:[0,1],dataset:[8,9],document:[1,4],dummi:[1,8,9],element:1,exampl:[1,6,7],experiment:3,fft:7,filter:3,find:8,get:[4,10],ifft:7,imag:[1,3,6,7],indic:4,input:1,instal:[4,5],intens:[1,6],interact:3,lattic:9,licens:4,line:6,load:[0,3,6,7],map:9,mask:7,model:1,modul:[0,1],movement:8,multipl:7,one:6,output:1,paramet:0,plane:0,plot:[1,7,8,9],polaris:[1,8],prepar:[8,9],process:1,profil:6,ratio:9,refin:1,rotat:9,run:7,set:0,signal:1,simul:1,start:[4,10],strain:9,structur:9,support:4,tabl:4,temul:4,tool:1,toolkit:4,two:6,using:8,vector:8,welcom:4}})
\ No newline at end of file
diff --git a/doc/index.rst b/doc/index.rst
index 125b2bb..65fd1a7 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -59,6 +59,20 @@ Code Documentation
 See the :ref:`api_doc` for examples and a full list of modules and functions.
 
 
+Cite
+----
+
+To cite the latest TEMUL Toolkit version, use the following DOI:
+
+.. image:: https://www.zenodo.org/badge/203785298.svg
+   :target: https://www.zenodo.org/badge/latestdoi/203785298
+
+For example: Eoghan O'Connell, Michael Hennessy, & Eoin Moynihan. (2020, November 2). PinkShnack/TEMUL: Initial Temul-Toolkit Release (Version 0.1.1). Zenodo. http://doi.org/10.5281/zenodo.4185974
+
+If you wish to cite an older release of the TEMUL Toolkit, click on the above
+badge to find the relevant version.
+
+
 Contribute
 ----------