diff --git a/README.rst b/README.rst
index f89c980..743732f 100644
--- a/README.rst
+++ b/README.rst
@@ -13,7 +13,7 @@
     | |   |___   ___  |___  |_____   ___ :|___/  ___   |___   ___   ___  |___ \
     | |   |   | /   \ |   \ |  |  | /   \:|     /   |  |   \ /     /   \ |   \/
     | |   |   | |___/ |     |  |  | |   |:|     |   |  |     \___  |___/ |    \_____
-    | |   |   | \___  |     |  |  | \___/:|     \___|_ |         \ \___  |    :3.0.0\
+    | |   |   | \___  |     |  |  | \___/:|     \___|_ |         \ \___  |    :3.1.2\
     |____________________________________:_______________________/____________:_____/
 
 
diff --git a/docs/.doctrees/environment.pickle b/docs/.doctrees/environment.pickle
index 2f86ba9..f8fd5a2 100644
Binary files a/docs/.doctrees/environment.pickle and b/docs/.doctrees/environment.pickle differ
diff --git a/docs/.doctrees/index.doctree b/docs/.doctrees/index.doctree
index ecc8e30..2afb578 100644
Binary files a/docs/.doctrees/index.doctree and b/docs/.doctrees/index.doctree differ
diff --git a/docs/index.html b/docs/index.html
index 5eedf35..96fefa0 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -85,7 +85,7 @@
 <span class="o">|</span> <span class="o">|</span>   <span class="o">|</span><span class="n">___</span>   <span class="n">___</span>  <span class="o">|</span><span class="n">___</span>  <span class="o">|</span><span class="n">_____</span>   <span class="n">___</span> <span class="p">:</span><span class="o">|</span><span class="n">___</span><span class="o">/</span>  <span class="n">___</span>   <span class="o">|</span><span class="n">___</span>   <span class="n">___</span>   <span class="n">___</span>  <span class="o">|</span><span class="n">___</span> \
 <span class="o">|</span> <span class="o">|</span>   <span class="o">|</span>   <span class="o">|</span> <span class="o">/</span>   \ <span class="o">|</span>   \ <span class="o">|</span>  <span class="o">|</span>  <span class="o">|</span> <span class="o">/</span>   \<span class="p">:</span><span class="o">|</span>     <span class="o">/</span>   <span class="o">|</span>  <span class="o">|</span>   \ <span class="o">/</span>     <span class="o">/</span>   \ <span class="o">|</span>   \<span class="o">/</span>
 <span class="o">|</span> <span class="o">|</span>   <span class="o">|</span>   <span class="o">|</span> <span class="o">|</span><span class="n">___</span><span class="o">/</span> <span class="o">|</span>     <span class="o">|</span>  <span class="o">|</span>  <span class="o">|</span> <span class="o">|</span>   <span class="o">|</span><span class="p">:</span><span class="o">|</span>     <span class="o">|</span>   <span class="o">|</span>  <span class="o">|</span>     \<span class="n">___</span>  <span class="o">|</span><span class="n">___</span><span class="o">/</span> <span class="o">|</span>    \<span class="n">_____</span>
-<span class="o">|</span> <span class="o">|</span>   <span class="o">|</span>   <span class="o">|</span> \<span class="n">___</span>  <span class="o">|</span>     <span class="o">|</span>  <span class="o">|</span>  <span class="o">|</span> \<span class="n">___</span><span class="o">/</span><span class="p">:</span><span class="o">|</span>     \<span class="n">___</span><span class="o">|</span><span class="n">_</span> <span class="o">|</span>         \ \<span class="n">___</span>  <span class="o">|</span>    <span class="p">:</span><span class="mf">3.0</span><span class="o">.</span><span class="mi">0</span>\
+<span class="o">|</span> <span class="o">|</span>   <span class="o">|</span>   <span class="o">|</span> \<span class="n">___</span>  <span class="o">|</span>     <span class="o">|</span>  <span class="o">|</span>  <span class="o">|</span> \<span class="n">___</span><span class="o">/</span><span class="p">:</span><span class="o">|</span>     \<span class="n">___</span><span class="o">|</span><span class="n">_</span> <span class="o">|</span>         \ \<span class="n">___</span>  <span class="o">|</span>    <span class="p">:</span><span class="mf">3.1</span><span class="o">.</span><span class="mi">2</span>\
 <span class="o">|</span><span class="n">____________________________________</span><span class="p">:</span><span class="n">_______________________</span><span class="o">/</span><span class="n">____________</span><span class="p">:</span><span class="n">_____</span><span class="o">/</span>
 </pre></div>
 </div>
diff --git a/setup.py b/setup.py
index ecd0329..b78a694 100644
--- a/setup.py
+++ b/setup.py
@@ -3,10 +3,10 @@
 __name__ =       'ThermoParser'
 __author__ =     'Kieran B. Spooner'
 __copyright__ =  'Copyright Scanlon Materials Theory Group (2024)'
-__version__ =    '3.0.0'
+__version__ =    '3.1.2'
 __maintainer__ = 'Kieran B. Spooner'
 __email__ =      'k.b.spooner@bham.ac.uk'
-__date__ =       'February 23rd 2024'
+__date__ =       'March 5th 2024'
 
 import os
 import setuptools