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index 31c5458..aee9800 100644
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diff --git a/docs/pages/html/Abstract.html b/docs/pages/html/Abstract.html
index a6cde00..48ef056 100644
--- a/docs/pages/html/Abstract.html
+++ b/docs/pages/html/Abstract.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Abstract &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
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+
+  
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   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
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   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Coding quality.html b/docs/pages/html/Coding quality.html
index b678c3d..27cb29b 100644
--- a/docs/pages/html/Coding quality.html	
+++ b/docs/pages/html/Coding quality.html	
@@ -1,13 +1,15 @@
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-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Coding quality &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
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     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Discrete.html b/docs/pages/html/Discrete.html
index b15b25d..7e89eee 100644
--- a/docs/pages/html/Discrete.html
+++ b/docs/pages/html/Discrete.html
@@ -1,13 +1,15 @@
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-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
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   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Discrete &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
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     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Documentation.html b/docs/pages/html/Documentation.html
index c737836..7a3b6f8 100644
--- a/docs/pages/html/Documentation.html
+++ b/docs/pages/html/Documentation.html
@@ -1,13 +1,15 @@
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-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
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   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Sponsor &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Examples.html b/docs/pages/html/Examples.html
index 55bf0f3..040edcf 100644
--- a/docs/pages/html/Examples.html
+++ b/docs/pages/html/Examples.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Quick start to find best fitting distribution &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
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+
+  
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     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -110,6 +112,7 @@
 <li class="toctree-l2"><a class="reference internal" href="#output">Output</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
@@ -504,6 +507,32 @@ <h2>Output<a class="headerlink" href="#output" title="Link to this heading"><
 </tr>
 </tbody>
 </table>
+</section>
+</section>
+<section id="parallel-computing">
+<h1>Parallel Computing<a class="headerlink" href="#parallel-computing" title="Link to this heading"></a></h1>
+<p><code class="docutils literal notranslate"><span class="pre">Distfit</span></code>  supports parallel computing where it performs parallelizing into two parts for maximum efficiency: over the fitting of distributions and separately over the bootstrap approach.
+The chart below shows how effective parallelization is over these two parts. In general it can be seen that parallelizing is very effective! Time to compute is reduced from ~210sec to ~48sec.
+The <code class="docutils literal notranslate"><span class="pre">n_jobs_dist</span></code> describes the general loop, while <code class="docutils literal notranslate"><span class="pre">n_jobs</span></code> pertains to the bootstrap part.
+When the cores are somehow divided between the two tasks, there is no performance gain. In other words, when bootstrapping is enabled, it is best to allocate most of the cores to it.
+Core allocation is automatically managed during initialization, so you only need to set <code class="docutils literal notranslate"><span class="pre">n_jobs</span></code>.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="c1"># Initialization</span>
+<span class="n">dfit</span> <span class="o">=</span> <span class="n">distfit</span><span class="p">(</span><span class="n">distr</span><span class="o">=</span><span class="s1">&#39;popular&#39;</span><span class="p">,</span> <span class="n">n_boots</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="s1">&#39;info&#39;</span><span class="p">)</span>
+<span class="c1"># Fit</span>
+<span class="n">dfit</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
+<span class="c1"># Compute time</span>
+<span class="n">elapsed_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start_time</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">elapsed_time</span><span class="p">)</span>
+</pre></div>
+</div>
+<table class="docutils align-center" id="id5">
+<caption><span class="caption-text">Parallel Computing</span><a class="headerlink" href="#id5" title="Link to this table"></a></caption>
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="_images/performance_parralel_jobs.png"><img alt="fig_parallel_computing" src="_images/performance_parralel_jobs.png" style="width: 612.0px; height: 388.0px;" /></a></p></td>
+</tr>
+</tbody>
+</table>
 <hr>
 <center>
         <script async src="https://media.ethicalads.io/media/client/ethicalads.min.js"></script>
@@ -512,7 +541,6 @@ <h2>Output<a class="headerlink" href="#output" title="Link to this heading"><
         <div data-ea-publisher="erdogantgithubio" data-ea-type="image" data-ea-style="stickybox"></div>
 </center>
 <hr></section>
-</section>
 
 
            </div>
diff --git a/docs/pages/html/Functions.html b/docs/pages/html/Functions.html
index 3aa172f..60e9c8a 100644
--- a/docs/pages/html/Functions.html
+++ b/docs/pages/html/Functions.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Initialization &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul class="current">
diff --git a/docs/pages/html/Generate.html b/docs/pages/html/Generate.html
index b7bf7c9..d401fa8 100644
--- a/docs/pages/html/Generate.html
+++ b/docs/pages/html/Generate.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Generate samples &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Installation.html b/docs/pages/html/Installation.html
index ffe785b..471c936 100644
--- a/docs/pages/html/Installation.html
+++ b/docs/pages/html/Installation.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Quickstart &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Parametric.html b/docs/pages/html/Parametric.html
index 25f48c3..e1c37f6 100644
--- a/docs/pages/html/Parametric.html
+++ b/docs/pages/html/Parametric.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Parametric &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -105,6 +107,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Percentile.html b/docs/pages/html/Percentile.html
index 5ff8585..b82737e 100644
--- a/docs/pages/html/Percentile.html
+++ b/docs/pages/html/Percentile.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Percentiles &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Performance.html b/docs/pages/html/Performance.html
index 03bea07..089a237 100644
--- a/docs/pages/html/Performance.html
+++ b/docs/pages/html/Performance.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Parameter fitting &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Plots.html b/docs/pages/html/Plots.html
index 39f3bba..7ae3419 100644
--- a/docs/pages/html/Plots.html
+++ b/docs/pages/html/Plots.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Basic plot &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Quantile.html b/docs/pages/html/Quantile.html
index eac4f5d..4792338 100644
--- a/docs/pages/html/Quantile.html
+++ b/docs/pages/html/Quantile.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Quantiles &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/Save and Load.html b/docs/pages/html/Save and Load.html
index 1418326..f23a87d 100644
--- a/docs/pages/html/Save and Load.html	
+++ b/docs/pages/html/Save and Load.html	
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Saving &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -36,7 +38,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -97,6 +99,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/_images/performance_parralel_jobs.png b/docs/pages/html/_images/performance_parralel_jobs.png
new file mode 100644
index 0000000..82feae1
Binary files /dev/null and b/docs/pages/html/_images/performance_parralel_jobs.png differ
diff --git a/docs/pages/html/_sources/Examples.rst.txt b/docs/pages/html/_sources/Examples.rst.txt
index b3053d7..39107a2 100644
--- a/docs/pages/html/_sources/Examples.rst.txt
+++ b/docs/pages/html/_sources/Examples.rst.txt
@@ -300,7 +300,38 @@ Note that dataframe ``df`` is included when using the todf=True paramter.
 +----+-----+------------+----------+------------+
 
 
+Parallel Computing
+######################
+
+``Distfit``  supports parallel computing where it performs parallelizing into two parts for maximum efficiency: over the fitting of distributions and separately over the bootstrap approach.
+The chart below shows how effective parallelization is over these two parts. In general it can be seen that parallelizing is very effective! Time to compute is reduced from ~210sec to ~48sec.
+The ``n_jobs_dist`` describes the general loop, while ``n_jobs`` pertains to the bootstrap part.
+When the cores are somehow divided between the two tasks, there is no performance gain. In other words, when bootstrapping is enabled, it is best to allocate most of the cores to it.
+Core allocation is automatically managed during initialization, so you only need to set ``n_jobs``.
+
+
+
+.. code:: python
+
+    start_time = time.time()
+    # Initialization
+    dfit = distfit(distr='popular', n_boots=50, n_jobs=8, verbose='info')
+    # Fit
+    dfit.fit_transform(X)
+    # Compute time
+    elapsed_time = time.time() - start_time
+    print(elapsed_time)
+
+
+.. |fig_parallel_computing| image:: ../figs/performance_parralel_jobs.png
+    :scale: 100%
+
+.. table:: Parallel Computing
+   :align: center
 
+   +--------------------------+
+   | |fig_parallel_computing| |
+   +--------------------------+
 
 
 .. include:: add_bottom.add
\ No newline at end of file
diff --git a/docs/pages/html/distfit.distfit.html b/docs/pages/html/distfit.distfit.html
index 8a5633d..68f76f1 100644
--- a/docs/pages/html/distfit.distfit.html
+++ b/docs/pages/html/distfit.distfit.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>API References &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -35,7 +37,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -96,6 +98,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
@@ -216,7 +219,7 @@
 
 <dl class="py class">
 <dt class="sig sig-object py" id="distfit.distfit.distfit">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">distfit.distfit.</span></span><span class="sig-name descname"><span class="pre">distfit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method='parametric'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distr:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'popular'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stats:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'RSS'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bins:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bound:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'both'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_boots:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">smooth:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_perm:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">10000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">todf:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weighted:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">f:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mhist:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'numpy'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'Set1'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_state:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">&lt;class</span> <span class="pre">'int'&gt;]</span> <span class="pre">=</span> <span class="pre">'info'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multtest=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_jobs=1</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#distfit.distfit.distfit" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">distfit.distfit.</span></span><span class="sig-name descname"><span class="pre">distfit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method='parametric'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distr:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'popular'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stats:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'RSS'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bins:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bound:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'both'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_boots:</span> <span class="pre">int</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">smooth:</span> <span class="pre">int</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_perm:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">10000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">todf:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weighted:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">f:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mhist:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'numpy'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'Set1'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_state:</span> <span class="pre">int</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose:</span> <span class="pre">[&lt;class</span> <span class="pre">'str'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">&lt;class</span> <span class="pre">'int'&gt;]</span> <span class="pre">=</span> <span class="pre">'info'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multtest=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_jobs:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#distfit.distfit.distfit" title="Link to this definition"></a></dt>
 <dd><p>Probability density function.</p>
 <p>distfit is a python package for probability density fitting of univariate distributions for random variables.
 With the random variable as an input, distfit can find the best fit for parametric, non-parametric, and discrete distributions.</p>
diff --git a/docs/pages/html/genindex.html b/docs/pages/html/genindex.html
index 153397b..0a30323 100644
--- a/docs/pages/html/genindex.html
+++ b/docs/pages/html/genindex.html
@@ -1,12 +1,14 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Index &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -33,7 +35,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
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 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/pages/html/search.html b/docs/pages/html/search.html
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-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
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 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
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"distfit.distfit.distfit.plot_summary": [[5, "module-distfit.distfit.distfit.plot_summary"]], "distfit.distfit.distfit.predict": [[5, "module-distfit.distfit.distfit.predict"]], "distfit.distfit.distfit.qqplot": [[5, "module-distfit.distfit.distfit.qqplot"]], "distfit.distfit.distfit.save": [[5, "module-distfit.distfit.distfit.save"]], "module": [[5, "module-distfit.distfit.distfit"], [5, "module-distfit.distfit.distfit.bootstrap"], [5, "module-distfit.distfit.distfit.density"], [5, "module-distfit.distfit.distfit.fit_transform"], [5, "module-distfit.distfit.distfit.generate"], [5, "module-distfit.distfit.distfit.get_distributions"], [5, "module-distfit.distfit.distfit.load"], [5, "module-distfit.distfit.distfit.plot"], [5, "module-distfit.distfit.distfit.plot_summary"], [5, "module-distfit.distfit.distfit.predict"], [5, "module-distfit.distfit.distfit.qqplot"], [5, "module-distfit.distfit.distfit.save"], [14, "module-distfit.distfit"]], "binompmf (class in distfit.distfit)": [[14, "distfit.distfit.BinomPMF"]], "bootstrap() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.bootstrap"]], "check_version() (in module distfit.distfit)": [[14, "distfit.distfit.check_version"]], "compute_cii() (in module distfit.distfit)": [[14, "distfit.distfit.compute_cii"]], "density() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.density"]], "distfit (class in distfit.distfit)": [[14, "distfit.distfit.distfit"]], "distfit.distfit": [[14, "module-distfit.distfit"]], "fit() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.fit"]], "fit() (distfit.distfit.k_distribution method)": [[14, "distfit.distfit.k_distribution.fit"]], "fit_binom() (in module distfit.distfit)": [[14, "distfit.distfit.fit_binom"]], "fit_transform() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.fit_transform"]], "fit_transform_binom() (in module distfit.distfit)": [[14, "distfit.distfit.fit_transform_binom"]], "generate() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.generate"]], "get_distributions() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.get_distributions"]], "get_logger() (in module distfit.distfit)": [[14, "distfit.distfit.get_logger"]], "get_ppf() (in module distfit.distfit)": [[14, "distfit.distfit.get_ppf"]], "import_example() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.import_example"]], "k_distribution (class in distfit.distfit)": [[14, "distfit.distfit.k_distribution"]], "lineplot() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.lineplot"]], "load() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.load"]], "name() (distfit.distfit.k_distribution method)": [[14, "distfit.distfit.k_distribution.name"]], "pdf() (distfit.distfit.k_distribution method)": [[14, "distfit.distfit.k_distribution.pdf"]], "plot() (distfit.distfit.distfit method)": [[14, "distfit.distfit.distfit.plot"]], "plot_binom() 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"distfit.distfit.distfit.transform"]], "transform_binom() (in module distfit.distfit)": [[14, "distfit.distfit.transform_binom"]]}})
\ No newline at end of file
diff --git a/docs/pages/html/sponsor.html b/docs/pages/html/sponsor.html
index c607d14..6fcec62 100644
--- a/docs/pages/html/sponsor.html
+++ b/docs/pages/html/sponsor.html
@@ -1,13 +1,15 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en" data-content_root="./">
 <head>
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>&lt;no title&gt; &mdash; distfit distfit documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=e0179649" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -34,7 +36,7 @@
             distfit
           </a>
               <div class="version">
-                1.7.3
+                1.8.0
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -95,6 +97,7 @@
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-one-specific-distribution">Fit for one specific distribution</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#fit-for-multiple-distributions">Fit for multiple distributions</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Examples.html#make-predictions">Make predictions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Examples.html#parallel-computing">Parallel Computing</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Functions</span></p>
 <ul>
diff --git a/docs/source/Examples.rst b/docs/source/Examples.rst
index 4020f21..39107a2 100644
--- a/docs/source/Examples.rst
+++ b/docs/source/Examples.rst
@@ -301,14 +301,13 @@ Note that dataframe ``df`` is included when using the todf=True paramter.
 
 
 Parallel Computing
-******************
+######################
 
-``Distfit``  supports parallel computing, parallelizing into two main parts for maximum efficiency: over the fitting of distributions and separately over the bootstrap approach.
-The chart below shows how effective parallelization is over these two parts.
+``Distfit``  supports parallel computing where it performs parallelizing into two parts for maximum efficiency: over the fitting of distributions and separately over the bootstrap approach.
+The chart below shows how effective parallelization is over these two parts. In general it can be seen that parallelizing is very effective! Time to compute is reduced from ~210sec to ~48sec.
 The ``n_jobs_dist`` describes the general loop, while ``n_jobs`` pertains to the bootstrap part.
-When the cores are divided between the two tasks, there is no performance gain. In other words, when bootstrapping is enabled, it is best to allocate most of the cores to it.
-Core allocation is automatically managed during initialization, so you only need to set ``n_jobs``
-
+When the cores are somehow divided between the two tasks, there is no performance gain. In other words, when bootstrapping is enabled, it is best to allocate most of the cores to it.
+Core allocation is automatically managed during initialization, so you only need to set ``n_jobs``.
 
 
 
@@ -325,7 +324,7 @@ Core allocation is automatically managed during initialization, so you only need
 
 
 .. |fig_parallel_computing| image:: ../figs/performance_parralel_jobs.png
-    :scale: 70%
+    :scale: 100%
 
 .. table:: Parallel Computing
    :align: center
