diff --git a/.travis.yml b/.travis.yml
index 8ae9d8e..a33780b 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -20,7 +20,7 @@ deploy:
   provider: pypi
   user: mayou36
   password:
-    secure: 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
+    secure: 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
   distributions: sdist bdist_wheel
   on:
     branch: master
diff --git a/docs/_build/doctrees/environment.pickle b/docs/_build/doctrees/environment.pickle
index 6ec0d69..7673a9e 100644
Binary files a/docs/_build/doctrees/environment.pickle and b/docs/_build/doctrees/environment.pickle differ
diff --git a/docs/_build/doctrees/raredecay.run_config.config.doctree b/docs/_build/doctrees/raredecay.run_config.config.doctree
index 252cac5..94dab06 100644
Binary files a/docs/_build/doctrees/raredecay.run_config.config.doctree and b/docs/_build/doctrees/raredecay.run_config.config.doctree differ
diff --git a/docs/_build/doctrees/raredecay.tools.metrics.doctree b/docs/_build/doctrees/raredecay.tools.metrics.doctree
index 74ddb55..597aacb 100644
Binary files a/docs/_build/doctrees/raredecay.tools.metrics.doctree and b/docs/_build/doctrees/raredecay.tools.metrics.doctree differ
diff --git a/docs/_build/doctrees/subst.doctree b/docs/_build/doctrees/subst.doctree
index 072f7ba..aa4190f 100644
Binary files a/docs/_build/doctrees/subst.doctree and b/docs/_build/doctrees/subst.doctree differ
diff --git a/docs/_build/html/.buildinfo b/docs/_build/html/.buildinfo
index 1b27ad6..d15d8b5 100644
--- a/docs/_build/html/.buildinfo
+++ b/docs/_build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: e7408981b5d1b4bf10ba92bed3402737
+config: 1a24990a35119564e99ddc66f6942a47
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html
index a8d0b2e..0b50904 100644
--- a/docs/_build/html/_modules/index.html
+++ b/docs/_build/html/_modules/index.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Overview: module code &mdash; raredecay 1.1.0 documentation</title>
+  <title>Overview: module code &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../genindex.html"/>
         <link rel="search" title="Search" href="../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../index.html"/> 
 
   
   <script src="../_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -172,7 +172,7 @@ <h1>All modules for which code is available</h1>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/analysis/ml_analysis.html b/docs/_build/html/_modules/raredecay/analysis/ml_analysis.html
index 04e9118..57eb92b 100644
--- a/docs/_build/html/_modules/raredecay/analysis/ml_analysis.html
+++ b/docs/_build/html/_modules/raredecay/analysis/ml_analysis.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.analysis.ml_analysis &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.analysis.ml_analysis &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -562,7 +562,12 @@ <h1>Source code for raredecay.analysis.ml_analysis</h1><div class="highlight"><p
         <span class="n">max_auc</span> <span class="o">=</span> <span class="n">report</span><span class="o">.</span><span class="n">compute_metric</span><span class="p">(</span><span class="n">metrics</span><span class="o">.</span><span class="n">RocAuc</span><span class="p">())</span><span class="o">.</span><span class="n">values</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
         <span class="n">roc_auc</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">({</span><span class="s1">&#39;all features&#39;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="n">max_auc</span><span class="p">,</span> <span class="mi">4</span><span class="p">)})</span>
         <span class="n">out</span><span class="o">.</span><span class="n">save_fig</span><span class="p">(</span><span class="n">figure</span><span class="o">=</span><span class="s2">&quot;feature importance &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">clf_name</span><span class="p">),</span> <span class="n">importance</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="o">**</span><span class="n">save_fig_cfg</span><span class="p">)</span>
-        <span class="n">report</span><span class="o">.</span><span class="n">feature_importance_shuffling</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
+        <span class="c1"># HACK: temp_plotter1 is used to set the plot.new_plot to False,</span>
+        <span class="c1"># which is set to True (unfortunately) in the init of GridPlot</span>
+        <span class="n">temp_plotter1</span> <span class="o">=</span> <span class="n">report</span><span class="o">.</span><span class="n">feature_importance_shuffling</span><span class="p">()</span>
+        <span class="n">temp_plotter1</span><span class="o">.</span><span class="n">new_plot</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="n">temp_plotter1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;Feature importance shuffling of &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">clf_name</span><span class="p">))</span>
+        <span class="c1"># HACK END</span>
         <span class="n">out</span><span class="o">.</span><span class="n">save_fig</span><span class="p">(</span><span class="n">figure</span><span class="o">=</span><span class="s2">&quot;feature correlation &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">clf_name</span><span class="p">),</span> <span class="n">importance</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="o">**</span><span class="n">save_fig_cfg</span><span class="p">)</span>
         <span class="n">report</span><span class="o">.</span><span class="n">features_correlation_matrix</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
         <span class="n">out</span><span class="o">.</span><span class="n">save_fig</span><span class="p">(</span><span class="n">figure</span><span class="o">=</span><span class="s2">&quot;ROC curve &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">clf_name</span><span class="p">),</span> <span class="n">importance</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="o">**</span><span class="n">save_fig_cfg</span><span class="p">)</span>
@@ -1604,7 +1609,7 @@ <h1>Source code for raredecay.analysis.ml_analysis</h1><div class="highlight"><p
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/analysis/physical_analysis.html b/docs/_build/html/_modules/raredecay/analysis/physical_analysis.html
index 5b3a2bd..958642c 100644
--- a/docs/_build/html/_modules/raredecay/analysis/physical_analysis.html
+++ b/docs/_build/html/_modules/raredecay/analysis/physical_analysis.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.analysis.physical_analysis &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.analysis.physical_analysis &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -1060,7 +1060,7 @@ <h1>Source code for raredecay.analysis.physical_analysis</h1><div class="highlig
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/analysis/statistics.html b/docs/_build/html/_modules/raredecay/analysis/statistics.html
index 5a0c624..bb87192 100644
--- a/docs/_build/html/_modules/raredecay/analysis/statistics.html
+++ b/docs/_build/html/_modules/raredecay/analysis/statistics.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.analysis.statistics &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.analysis.statistics &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -303,7 +303,7 @@ <h1>Source code for raredecay.analysis.statistics</h1><div class="highlight"><pr
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/globals_.html b/docs/_build/html/_modules/raredecay/globals_.html
index 8633d51..590a502 100644
--- a/docs/_build/html/_modules/raredecay/globals_.html
+++ b/docs/_build/html/_modules/raredecay/globals_.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.globals_ &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.globals_ &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../genindex.html"/>
         <link rel="search" title="Search" href="../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../index.html"/>
         <link rel="up" title="Module code" href="../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -252,7 +252,7 @@ <h1>Source code for raredecay.globals_</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/meta_config.html b/docs/_build/html/_modules/raredecay/meta_config.html
index 6f5dab5..cf93391 100644
--- a/docs/_build/html/_modules/raredecay/meta_config.html
+++ b/docs/_build/html/_modules/raredecay/meta_config.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.meta_config &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.meta_config &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../genindex.html"/>
         <link rel="search" title="Search" href="../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../index.html"/>
         <link rel="up" title="Module code" href="../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -557,7 +557,7 @@ <h1>Source code for raredecay.meta_config</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/settings.html b/docs/_build/html/_modules/raredecay/settings.html
index e8d1d1d..f7186dc 100644
--- a/docs/_build/html/_modules/raredecay/settings.html
+++ b/docs/_build/html/_modules/raredecay/settings.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.settings &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.settings &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../genindex.html"/>
         <link rel="search" title="Search" href="../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../index.html"/>
         <link rel="up" title="Module code" href="../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -427,7 +427,7 @@ <h1>Source code for raredecay.settings</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/tools/data_storage.html b/docs/_build/html/_modules/raredecay/tools/data_storage.html
index 582e7a3..07dbe15 100644
--- a/docs/_build/html/_modules/raredecay/tools/data_storage.html
+++ b/docs/_build/html/_modules/raredecay/tools/data_storage.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.tools.data_storage &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.tools.data_storage &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -1419,7 +1419,7 @@ <h1>Source code for raredecay.tools.data_storage</h1><div class="highlight"><pre
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/tools/data_tools.html b/docs/_build/html/_modules/raredecay/tools/data_tools.html
index 801c924..b5235ff 100644
--- a/docs/_build/html/_modules/raredecay/tools/data_tools.html
+++ b/docs/_build/html/_modules/raredecay/tools/data_tools.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.tools.data_tools &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.tools.data_tools &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -562,7 +562,7 @@ <h1>Source code for raredecay.tools.data_tools</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/tools/dev_tool.html b/docs/_build/html/_modules/raredecay/tools/dev_tool.html
index 885f8b2..8bd17c8 100644
--- a/docs/_build/html/_modules/raredecay/tools/dev_tool.html
+++ b/docs/_build/html/_modules/raredecay/tools/dev_tool.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.tools.dev_tool &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.tools.dev_tool &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -411,7 +411,7 @@ <h1>Source code for raredecay.tools.dev_tool</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/tools/estimator.html b/docs/_build/html/_modules/raredecay/tools/estimator.html
index a0d2231..626dee6 100644
--- a/docs/_build/html/_modules/raredecay/tools/estimator.html
+++ b/docs/_build/html/_modules/raredecay/tools/estimator.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.tools.estimator &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.tools.estimator &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -658,7 +658,7 @@ <h1>Source code for raredecay.tools.estimator</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/tools/metrics.html b/docs/_build/html/_modules/raredecay/tools/metrics.html
index 3ca79fe..c94cd2b 100644
--- a/docs/_build/html/_modules/raredecay/tools/metrics.html
+++ b/docs/_build/html/_modules/raredecay/tools/metrics.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.tools.metrics &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.tools.metrics &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -142,13 +142,13 @@ <h1>Source code for raredecay.tools.metrics</h1><div class="highlight"><pre>
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 
 <span class="kn">from</span> <span class="nn">raredecay.tools</span> <span class="k">import</span> <span class="n">data_storage</span><span class="p">,</span> <span class="n">dev_tool</span>
-<span class="kn">import</span> <span class="nn">raredecay.analysis.ml_analysis</span> <span class="k">as</span> <span class="nn">ml_ana</span>
-<span class="kn">from</span> <span class="nn">raredecay.globals_</span> <span class="k">import</span> <span class="n">out</span>
 
 
 <div class="viewcode-block" id="mayou_score"><a class="viewcode-back" href="../../../raredecay.tools.metrics.html#raredecay.tools.metrics.mayou_score">[docs]</a><span class="k">def</span> <span class="nf">mayou_score</span><span class="p">(</span><span class="n">mc_data</span><span class="p">,</span> <span class="n">real_data</span><span class="p">,</span> <span class="n">features</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">old_mc_weights</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
                 <span class="n">clf</span><span class="o">=</span><span class="s1">&#39;xgb&#39;</span><span class="p">,</span> <span class="n">splits</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">n_folds</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;An experimental score using a &quot;loss&quot; function for data-similarity&quot;&quot;&quot;</span>
+    <span class="kn">import</span> <span class="nn">raredecay.analysis.ml_analysis</span> <span class="k">as</span> <span class="nn">ml_ana</span>
+    <span class="kn">from</span> <span class="nn">raredecay.globals_</span> <span class="k">import</span> <span class="n">out</span>
 
     <span class="c1"># initialize variables</span>
     <span class="n">output</span> <span class="o">=</span> <span class="p">{}</span>
@@ -295,6 +295,8 @@ <h1>Source code for raredecay.tools.metrics</h1><div class="highlight"><pre>
 <span class="sd">        A dictionary conaining the different scores. Description see above.</span>
 
 <span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">import</span> <span class="nn">raredecay.analysis.ml_analysis</span> <span class="k">as</span> <span class="nn">ml_ana</span>
+    <span class="kn">from</span> <span class="nn">raredecay.globals_</span> <span class="k">import</span> <span class="n">out</span>
     <span class="c1"># initialize variables</span>
     <span class="k">assert</span> <span class="mi">1</span> <span class="o">&lt;=</span> <span class="n">n_checks</span> <span class="o">&lt;=</span> <span class="n">n_folds</span> <span class="ow">and</span> <span class="n">n_folds</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;wrong n_checks/n_folds. Check the docs&quot;</span>
     <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mc_data</span><span class="p">,</span> <span class="n">data_storage</span><span class="o">.</span><span class="n">HEPDataStorage</span><span class="p">),</span> \
@@ -514,7 +516,7 @@ <h1>Source code for raredecay.tools.metrics</h1><div class="highlight"><pre>
 <span class="sd">        Number of background observed as signal (= fpr; false positiv rate)</span>
 <span class="sd">    n_sigma : int or float</span>
 
-<span class="sd">    &quot;&quot;&quot;</span> <span class="c1"># pylint:disable=anomalous-backslash-in-string</span>
+<span class="sd">    &quot;&quot;&quot;</span>  <span class="c1"># pylint:disable=anomalous-backslash-in-string</span>
 <span class="c1">#     not necessary below??</span>
     <span class="n">length</span> <span class="o">=</span> <span class="mi">1</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">n_signal</span><span class="p">,</span> <span class="s2">&quot;__len__&quot;</span><span class="p">)</span> <span class="k">else</span> <span class="nb">len</span><span class="p">(</span><span class="n">n_signal</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">length</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
@@ -570,7 +572,7 @@ <h1>Source code for raredecay.tools.metrics</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/_modules/raredecay/tools/output.html b/docs/_build/html/_modules/raredecay/tools/output.html
index 8ed4d38..0ad9c00 100644
--- a/docs/_build/html/_modules/raredecay/tools/output.html
+++ b/docs/_build/html/_modules/raredecay/tools/output.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.tools.output &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.tools.output &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="../../../genindex.html"/>
         <link rel="search" title="Search" href="../../../search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="../../../index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -749,7 +749,7 @@ <h1>Source code for raredecay.tools.output</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html
index 154ffb5..141ec33 100644
--- a/docs/_build/html/genindex.html
+++ b/docs/_build/html/genindex.html
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Index &mdash; raredecay 1.1.0 documentation</title>
+  <title>Index &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -34,7 +34,7 @@
         <link rel="index" title="Index"
               href="#"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -551,7 +551,7 @@ <h2 id="W">W</h2>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/index.html b/docs/_build/html/index.html
index a406cee..c43ae12 100644
--- a/docs/_build/html/index.html
+++ b/docs/_build/html/index.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Welcome to raredecay’s documentation! &mdash; raredecay 1.1.0 documentation</title>
+  <title>Welcome to raredecay’s documentation! &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="#"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="#"/>
         <link rel="next" title="Raredecay Analysis Package" href="raredecay.html"/> 
 
   
@@ -62,7 +62,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -203,7 +203,7 @@ <h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Pe
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/modules.html b/docs/_build/html/modules.html
index f3514c2..a5a3112 100644
--- a/docs/_build/html/modules.html
+++ b/docs/_build/html/modules.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -186,7 +186,7 @@ <h1>raredecay<a class="headerlink" href="#raredecay" title="Permalink to this he
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/objects.inv b/docs/_build/html/objects.inv
index 5e42763..c6d7fa5 100644
Binary files a/docs/_build/html/objects.inv and b/docs/_build/html/objects.inv differ
diff --git a/docs/_build/html/py-modindex.html b/docs/_build/html/py-modindex.html
index 1f3a6f2..00405c0 100644
--- a/docs/_build/html/py-modindex.html
+++ b/docs/_build/html/py-modindex.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Python Module Index &mdash; raredecay 1.1.0 documentation</title>
+  <title>Python Module Index &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
  
 
 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -250,7 +250,7 @@ <h1>Python Module Index</h1>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.analysis.html b/docs/_build/html/raredecay.analysis.html
index 27562d6..93efcd8 100644
--- a/docs/_build/html/raredecay.analysis.html
+++ b/docs/_build/html/raredecay.analysis.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Analysis &mdash; raredecay 1.1.0 documentation</title>
+  <title>Analysis &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Raredecay Analysis Package" href="raredecay.html"/>
         <link rel="next" title="Machine Learning" href="raredecay.analysis.ml_analysis.html"/>
         <link rel="prev" title="Raredecay Analysis Package" href="raredecay.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -195,7 +195,7 @@ <h1>Analysis<a class="headerlink" href="#analysis" title="Permalink to this head
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.analysis.ml_analysis.html b/docs/_build/html/raredecay.analysis.ml_analysis.html
index bab9d56..76afceb 100644
--- a/docs/_build/html/raredecay.analysis.ml_analysis.html
+++ b/docs/_build/html/raredecay.analysis.ml_analysis.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Machine Learning &mdash; raredecay 1.1.0 documentation</title>
+  <title>Machine Learning &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Analysis" href="raredecay.analysis.html"/>
         <link rel="next" title="Physical Analysis with ML" href="raredecay.analysis.physical_analysis.html"/>
         <link rel="prev" title="Analysis" href="raredecay.analysis.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -750,7 +750,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.analysis.physical_analysis.html b/docs/_build/html/raredecay.analysis.physical_analysis.html
index 5b0f666..34de214 100644
--- a/docs/_build/html/raredecay.analysis.physical_analysis.html
+++ b/docs/_build/html/raredecay.analysis.physical_analysis.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Physical Analysis with ML &mdash; raredecay 1.1.0 documentation</title>
+  <title>Physical Analysis with ML &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Analysis" href="raredecay.analysis.html"/>
         <link rel="next" title="Statistics" href="raredecay.analysis.statistics.html"/>
         <link rel="prev" title="Machine Learning" href="raredecay.analysis.ml_analysis.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -468,7 +468,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.analysis.statistics.html b/docs/_build/html/raredecay.analysis.statistics.html
index fa15daa..417664d 100644
--- a/docs/_build/html/raredecay.analysis.statistics.html
+++ b/docs/_build/html/raredecay.analysis.statistics.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Statistics &mdash; raredecay 1.1.0 documentation</title>
+  <title>Statistics &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Analysis" href="raredecay.analysis.html"/>
         <link rel="next" title="Tools" href="raredecay.tools.html"/>
         <link rel="prev" title="Physical Analysis with ML" href="raredecay.analysis.physical_analysis.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -199,7 +199,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.globals_.html b/docs/_build/html/raredecay.globals_.html
index 7e52b87..aff5875 100644
--- a/docs/_build/html/raredecay.globals_.html
+++ b/docs/_build/html/raredecay.globals_.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.globals_ module &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.globals_ module &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -223,7 +223,7 @@ <h2>Variables:<a class="headerlink" href="#variables" title="Permalink to this h
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.html b/docs/_build/html/raredecay.html
index 96b3412..07c58d6 100644
--- a/docs/_build/html/raredecay.html
+++ b/docs/_build/html/raredecay.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Raredecay Analysis Package &mdash; raredecay 1.1.0 documentation</title>
+  <title>Raredecay Analysis Package &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="next" title="Analysis" href="raredecay.analysis.html"/>
         <link rel="prev" title="Welcome to raredecay’s documentation!" href="index.html"/> 
 
@@ -63,7 +63,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -199,7 +199,7 @@ <h1>Raredecay Analysis Package<a class="headerlink" href="#raredecay-analysis-pa
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.meta_config.html b/docs/_build/html/raredecay.meta_config.html
index 1efa2b7..c77cd4c 100644
--- a/docs/_build/html/raredecay.meta_config.html
+++ b/docs/_build/html/raredecay.meta_config.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.meta_config module &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.meta_config module &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -246,7 +246,7 @@ <h2>Variables:<a class="headerlink" href="#variables" title="Permalink to this h
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.run_config.config.html b/docs/_build/html/raredecay.run_config.config.html
index 35f6427..6c3bc45 100644
--- a/docs/_build/html/raredecay.run_config.config.html
+++ b/docs/_build/html/raredecay.run_config.config.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.run_config.config module &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.run_config.config module &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -167,7 +167,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.run_config.html b/docs/_build/html/raredecay.run_config.html
index a0aae8a..9c646cb 100644
--- a/docs/_build/html/raredecay.run_config.html
+++ b/docs/_build/html/raredecay.run_config.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.run_config package &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.run_config package &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -175,7 +175,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.settings.html b/docs/_build/html/raredecay.settings.html
index 7eb862f..307b66c 100644
--- a/docs/_build/html/raredecay.settings.html
+++ b/docs/_build/html/raredecay.settings.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Run Settings &mdash; raredecay 1.1.0 documentation</title>
+  <title>Run Settings &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Raredecay Analysis Package" href="raredecay.html"/>
         <link rel="prev" title="Output Handler" href="raredecay.tools.output.html"/> 
 
@@ -63,7 +63,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -334,7 +334,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.tools.data_storage.html b/docs/_build/html/raredecay.tools.data_storage.html
index f9c6b11..7ff38f6 100644
--- a/docs/_build/html/raredecay.tools.data_storage.html
+++ b/docs/_build/html/raredecay.tools.data_storage.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Data Storage &mdash; raredecay 1.1.0 documentation</title>
+  <title>Data Storage &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Tools" href="raredecay.tools.html"/>
         <link rel="next" title="Data Tools" href="raredecay.tools.data_tools.html"/>
         <link rel="prev" title="Tools" href="raredecay.tools.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -733,7 +733,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.tools.data_tools.html b/docs/_build/html/raredecay.tools.data_tools.html
index efc7acd..cf6c5dc 100644
--- a/docs/_build/html/raredecay.tools.data_tools.html
+++ b/docs/_build/html/raredecay.tools.data_tools.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Data Tools &mdash; raredecay 1.1.0 documentation</title>
+  <title>Data Tools &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Tools" href="raredecay.tools.html"/>
         <link rel="next" title="Developer Tools" href="raredecay.tools.dev_tool.html"/>
         <link rel="prev" title="Data Storage" href="raredecay.tools.data_storage.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -373,7 +373,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.tools.dev_tool.html b/docs/_build/html/raredecay.tools.dev_tool.html
index 4ef96bc..3a32790 100644
--- a/docs/_build/html/raredecay.tools.dev_tool.html
+++ b/docs/_build/html/raredecay.tools.dev_tool.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Developer Tools &mdash; raredecay 1.1.0 documentation</title>
+  <title>Developer Tools &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Tools" href="raredecay.tools.html"/>
         <link rel="next" title="Metrics" href="raredecay.tools.metrics.html"/>
         <link rel="prev" title="Data Tools" href="raredecay.tools.data_tools.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -290,7 +290,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.tools.estimator.html b/docs/_build/html/raredecay.tools.estimator.html
index 86f8e2d..4a88702 100644
--- a/docs/_build/html/raredecay.tools.estimator.html
+++ b/docs/_build/html/raredecay.tools.estimator.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>raredecay.tools.estimator module &mdash; raredecay 1.1.0 documentation</title>
+  <title>raredecay.tools.estimator module &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -247,7 +247,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.tools.html b/docs/_build/html/raredecay.tools.html
index be06817..4e997e5 100644
--- a/docs/_build/html/raredecay.tools.html
+++ b/docs/_build/html/raredecay.tools.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Tools &mdash; raredecay 1.1.0 documentation</title>
+  <title>Tools &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Raredecay Analysis Package" href="raredecay.html"/>
         <link rel="next" title="Data Storage" href="raredecay.tools.data_storage.html"/>
         <link rel="prev" title="Statistics" href="raredecay.analysis.statistics.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -199,7 +199,7 @@ <h1>Tools<a class="headerlink" href="#tools" title="Permalink to this headline">
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.tools.metrics.html b/docs/_build/html/raredecay.tools.metrics.html
index 5f47cd9..6f38291 100644
--- a/docs/_build/html/raredecay.tools.metrics.html
+++ b/docs/_build/html/raredecay.tools.metrics.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Metrics &mdash; raredecay 1.1.0 documentation</title>
+  <title>Metrics &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Tools" href="raredecay.tools.html"/>
         <link rel="next" title="Output Handler" href="raredecay.tools.output.html"/>
         <link rel="prev" title="Developer Tools" href="raredecay.tools.dev_tool.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -326,7 +326,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/raredecay.tools.output.html b/docs/_build/html/raredecay.tools.output.html
index 1248083..3a85e73 100644
--- a/docs/_build/html/raredecay.tools.output.html
+++ b/docs/_build/html/raredecay.tools.output.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Output Handler &mdash; raredecay 1.1.0 documentation</title>
+  <title>Output Handler &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/>
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/>
         <link rel="up" title="Tools" href="raredecay.tools.html"/>
         <link rel="next" title="Run Settings" href="raredecay.settings.html"/>
         <link rel="prev" title="Metrics" href="raredecay.tools.metrics.html"/> 
@@ -64,7 +64,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -409,7 +409,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/search.html b/docs/_build/html/search.html
index 45ef4e9..d890d85 100644
--- a/docs/_build/html/search.html
+++ b/docs/_build/html/search.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Search &mdash; raredecay 1.1.0 documentation</title>
+  <title>Search &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="#"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -169,7 +169,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/_build/html/subst.html b/docs/_build/html/subst.html
index 0af1f58..fab3382 100644
--- a/docs/_build/html/subst.html
+++ b/docs/_build/html/subst.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>&lt;no title&gt; &mdash; raredecay 1.1.0 documentation</title>
+  <title>&lt;no title&gt; &mdash; raredecay 1.2.0 documentation</title>
   
 
   
@@ -33,7 +33,7 @@
         <link rel="index" title="Index"
               href="genindex.html"/>
         <link rel="search" title="Search" href="search.html"/>
-    <link rel="top" title="raredecay 1.1.0 documentation" href="index.html"/> 
+    <link rel="top" title="raredecay 1.2.0 documentation" href="index.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -61,7 +61,7 @@
             
             
               <div class="version">
-                1.1.0
+                1.2.0
               </div>
             
           
@@ -166,7 +166,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'1.1.0',
+            VERSION:'1.2.0',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
             HAS_SOURCE:  true
diff --git a/docs/conf.py b/docs/conf.py
index 96ac553..668ca2d 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -68,7 +68,7 @@
 # built documents.
 #
 # The short X.Y version.
-version = u'1.1.1'
+version = u'1.2.0'
 # The full version, including alpha/beta/rc tags.
 release = version
 
diff --git a/raredecay/__init__.py b/raredecay/__init__.py
index 386c477..f4999dd 100644
--- a/raredecay/__init__.py
+++ b/raredecay/__init__.py
@@ -3,4 +3,4 @@
 from __future__ import division, absolute_import
 
 __author__ = "Jonas Eschle 'Mayou36'"
-__version__ = '1.1.1'
+__version__ = '1.2.0'
diff --git a/raredecay/globals_.pyc b/raredecay/globals_.pyc
index 85e9596..57c3775 100644
Binary files a/raredecay/globals_.pyc and b/raredecay/globals_.pyc differ
diff --git a/raredecay/tools/__init__.pyc b/raredecay/tools/__init__.pyc
index 0d9bf85..267c320 100644
Binary files a/raredecay/tools/__init__.pyc and b/raredecay/tools/__init__.pyc differ
diff --git a/raredecay/tools/dev_tool.pyc b/raredecay/tools/dev_tool.pyc
index 2cafb15..da72b02 100644
Binary files a/raredecay/tools/dev_tool.pyc and b/raredecay/tools/dev_tool.pyc differ
diff --git a/setup.py b/setup.py
index 265b289..b4d70ca 100644
--- a/setup.py
+++ b/setup.py
@@ -28,7 +28,7 @@ def readme():
 #    git_version = str(git_version[0])
 #except:
 #    git_version = '1.0.2'
-git_version = '1.1.1'
+git_version = '1.2.0'
 
 
 setup(name='raredecay',