From 84e8469545402740ec5f89dc1b9dd925f955210a Mon Sep 17 00:00:00 2001
From: Patricia Wollstadt <patricia.wollstadt@gmx.de>
Date: Thu, 31 Jan 2019 19:07:58 +0100
Subject: [PATCH] Update documentation

---
 dev/classes_idtxl.png                         | Bin 741771 -> 747179 bytes
 docs/doctrees/environment.pickle              | Bin 683700 -> 689038 bytes
 docs/doctrees/idtxl.doctree                   | Bin 1365214 -> 1380912 bytes
 docs/doctrees/idtxl_data_class.doctree        | Bin 153102 -> 155586 bytes
 docs/doctrees/idtxl_estimators.doctree        | Bin 376460 -> 377650 bytes
 docs/doctrees/idtxl_results_class.doctree     | Bin 100164 -> 101072 bytes
 .../idtxl/active_information_storage.html     |   3 +-
 docs/html/_modules/idtxl/bivariate_mi.html    |   5 +-
 docs/html/_modules/idtxl/bivariate_te.html    |   5 +-
 docs/html/_modules/idtxl/data.html            |  21 +-
 docs/html/_modules/idtxl/estimator.html       |   3 +-
 docs/html/_modules/idtxl/estimators_jidt.html |   3 +-
 .../_modules/idtxl/estimators_opencl.html     |   7 +-
 docs/html/_modules/idtxl/estimators_pid.html  |  16 +-
 .../html/_modules/idtxl/idtxl_exceptions.html |   3 +-
 docs/html/_modules/idtxl/idtxl_io.html        |  24 +--
 docs/html/_modules/idtxl/idtxl_utils.html     |   3 +-
 docs/html/_modules/idtxl/multivariate_mi.html |   3 +-
 docs/html/_modules/idtxl/multivariate_te.html |   3 +-
 .../html/_modules/idtxl/network_analysis.html |   6 +-
 .../_modules/idtxl/network_comparison.html    |   7 +-
 .../_modules/idtxl/network_inference.html     |  19 +-
 .../partial_information_decomposition.html    |   3 +-
 docs/html/_modules/idtxl/results.html         | 191 ++++++++++++------
 .../idtxl/single_process_analysis.html        |   3 +-
 docs/html/_modules/idtxl/stats.html           |   3 +-
 docs/html/_modules/idtxl/synergy_tartu.html   |   6 +-
 docs/html/_modules/idtxl/visualise_graph.html |  38 ++--
 docs/html/_modules/index.html                 |   3 +-
 docs/html/genindex.html                       |  27 ++-
 docs/html/idtxl.html                          |  99 +++++++--
 docs/html/idtxl_data_class.html               |  19 +-
 docs/html/idtxl_estimators.html               |  15 +-
 docs/html/idtxl_helper.html                   |   3 +-
 docs/html/idtxl_network_comparison.html       |   3 +-
 docs/html/idtxl_network_inference.html        |   3 +-
 docs/html/idtxl_process_analysis.html         |   3 +-
 docs/html/idtxl_results_class.html            |   7 +-
 docs/html/index.html                          |   3 +-
 docs/html/objects.inv                         | Bin 2068 -> 2103 bytes
 docs/html/py-modindex.html                    |   3 +-
 docs/html/search.html                         |   3 +-
 docs/html/searchindex.js                      |   2 +-
 43 files changed, 366 insertions(+), 202 deletions(-)

diff --git a/dev/classes_idtxl.png b/dev/classes_idtxl.png
index a17adede0d90be31e1d3af12641a8ebe8a5ebbe6..8200e100769ea0bbe3c3c528eb9846aeb7c7471a 100644
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diff --git a/docs/doctrees/environment.pickle b/docs/doctrees/environment.pickle
index de5ac3f815364aeb5c1f1694ef5c51457a2c8517..299d9755f7c49a91dd3ec1c8226684bec8ce2aa3 100644
GIT binary patch
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diff --git a/docs/doctrees/idtxl.doctree b/docs/doctrees/idtxl.doctree
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diff --git a/docs/doctrees/idtxl_estimators.doctree b/docs/doctrees/idtxl_estimators.doctree
index ab40de08c92f9ea8c011465ee32b81aaa078dc19..fa56c64a3c5a76b5e68a9760a1b80f5420813a0c 100644
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diff --git a/docs/doctrees/idtxl_results_class.doctree b/docs/doctrees/idtxl_results_class.doctree
index 393896ed512f20895d4c3a587949b814fed0e0d4..552ddf5672d31d2d386afdd99decc9c35944da79 100644
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diff --git a/docs/html/_modules/idtxl/active_information_storage.html b/docs/html/_modules/idtxl/active_information_storage.html
index f7384a2c..fd3e7029 100644
--- a/docs/html/_modules/idtxl/active_information_storage.html
+++ b/docs/html/_modules/idtxl/active_information_storage.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -679,7 +678,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/bivariate_mi.html b/docs/html/_modules/idtxl/bivariate_mi.html
index 78b2a098..1739d369 100644
--- a/docs/html/_modules/idtxl/bivariate_mi.html
+++ b/docs/html/_modules/idtxl/bivariate_mi.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -316,7 +315,7 @@ <h1>Source code for idtxl.bivariate_mi</h1><div class="highlight"><pre>
         <span class="c1"># Main algorithm.</span>
         <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">---------------------------- (1) include source candidates&#39;</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_include_source_candidates</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
-        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">---------------------------- (2) prune cadidates&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">---------------------------- (2) prune candidates&#39;</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_prune_candidates</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
         <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">---------------------------- (3) final statistics&#39;</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_test_final_conditional</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
@@ -389,7 +388,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/bivariate_te.html b/docs/html/_modules/idtxl/bivariate_te.html
index 95813ff7..f12fa53d 100644
--- a/docs/html/_modules/idtxl/bivariate_te.html
+++ b/docs/html/_modules/idtxl/bivariate_te.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -321,7 +320,7 @@ <h1>Source code for idtxl.bivariate_te</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">_include_target_candidates</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
         <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">---------------------------- (2) include source candidates&#39;</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_include_source_candidates</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
-        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">---------------------------- (3) prune cadidates&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">---------------------------- (3) prune candidates&#39;</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_prune_candidates</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
         <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">---------------------------- (4) final statistics&#39;</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_test_final_conditional</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
@@ -393,7 +392,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/data.html b/docs/html/_modules/idtxl/data.html
index c6675941..908ec465 100644
--- a/docs/html/_modules/idtxl/data.html
+++ b/docs/html/_modules/idtxl/data.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -80,7 +79,7 @@ <h1>Source code for idtxl.data</h1><div class="highlight"><pre>
 <span class="sd">        &gt;&gt;&gt; data_2.set_data(data_new, &#39;s&#39;)</span>
 
 <span class="sd">    Note:</span>
-<span class="sd">        Realisations are stored as attribute &#39;data&#39;. This can only be set via </span>
+<span class="sd">        Realisations are stored as attribute &#39;data&#39;. This can only be set via</span>
 <span class="sd">        the &#39;set_data()&#39; method.</span>
 
 <span class="sd">    Args:</span>
@@ -874,9 +873,9 @@ <h1>Source code for idtxl.data</h1><div class="highlight"><pre>
 
 <span class="sd">        Generate example data and overwrite the instance&#39;s current data. The</span>
 <span class="sd">        network is used as an example the paper on the MuTE toolbox (Montalto,</span>
-<span class="sd">        PLOS ONE, 2014, eq. 14). The network consists of five autoregressive</span>
-<span class="sd">        (AR) processes with model orders 2 and the following (non-linear)</span>
-<span class="sd">        couplings:</span>
+<span class="sd">        PLOS ONE, 2014, eq. 14) and was orginially proposed by Baccala &amp;</span>
+<span class="sd">        Sameshima (2001). The network consists of five autoregressive (AR)</span>
+<span class="sd">        processes with model orders 2 and the following (non-linear) couplings:</span>
 
 <span class="sd">        0 -&gt; 1, u = 2 (non-linear)</span>
 <span class="sd">        0 -&gt; 2, u = 3</span>
@@ -884,6 +883,16 @@ <h1>Source code for idtxl.data</h1><div class="highlight"><pre>
 <span class="sd">        3 -&gt; 4, u = 1</span>
 <span class="sd">        4 -&gt; 3, u = 1</span>
 
+<span class="sd">        References:</span>
+
+<span class="sd">        - Montalto, A., Faes, L., &amp; Marinazzo, D. (2014) MuTE: A MATLAB toolbox</span>
+<span class="sd">          to compare established and novel estimators of the multivariate</span>
+<span class="sd">          transfer entropy. PLoS ONE 9(10): e109462.</span>
+<span class="sd">          https://doi.org/10.1371/journal.pone.0109462</span>
+<span class="sd">        - Baccala, L.A. &amp; Sameshima, K. (2001). Partial directed coherence: a</span>
+<span class="sd">          new concept in neural structure determination. Biol Cybern 84:</span>
+<span class="sd">          463–474. https://doi.org/10.1007/PL00007990</span>
+
 <span class="sd">        Args:</span>
 <span class="sd">            n_samples : int</span>
 <span class="sd">                number of samples simulated for each process and replication</span>
@@ -1115,7 +1124,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/estimator.html b/docs/html/_modules/idtxl/estimator.html
index 3ab7bd6c..8023a685 100644
--- a/docs/html/_modules/idtxl/estimator.html
+++ b/docs/html/_modules/idtxl/estimator.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -416,7 +415,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/estimators_jidt.html b/docs/html/_modules/idtxl/estimators_jidt.html
index b7696e70..122d105b 100644
--- a/docs/html/_modules/idtxl/estimators_jidt.html
+++ b/docs/html/_modules/idtxl/estimators_jidt.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -1851,7 +1850,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/estimators_opencl.html b/docs/html/_modules/idtxl/estimators_opencl.html
index 1b7a3f29..2e76e0f5 100644
--- a/docs/html/_modules/idtxl/estimators_opencl.html
+++ b/docs/html/_modules/idtxl/estimators_opencl.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -149,6 +148,10 @@ <h1>Source code for idtxl.estimators_opencl</h1><div class="highlight"><pre>
             <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;No OpenCL GPU device found.&#39;</span><span class="p">)</span>
         <span class="n">my_gpu_devices</span> <span class="o">=</span> <span class="n">platform</span><span class="o">.</span><span class="n">get_devices</span><span class="p">(</span><span class="n">device_type</span><span class="o">=</span><span class="n">cl</span><span class="o">.</span><span class="n">device_type</span><span class="o">.</span><span class="n">GPU</span><span class="p">)</span>
         <span class="n">context</span> <span class="o">=</span> <span class="n">cl</span><span class="o">.</span><span class="n">Context</span><span class="p">(</span><span class="n">devices</span><span class="o">=</span><span class="n">my_gpu_devices</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">gpuid</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">my_gpu_devices</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span>
+                <span class="s1">&#39;No device with gpuid </span><span class="si">{0}</span><span class="s1"> (available device IDs: </span><span class="si">{1}</span><span class="s1">).&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="n">gpuid</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">my_gpu_devices</span><span class="p">))))</span>
         <span class="n">queue</span> <span class="o">=</span> <span class="n">cl</span><span class="o">.</span><span class="n">CommandQueue</span><span class="p">(</span><span class="n">context</span><span class="p">,</span> <span class="n">my_gpu_devices</span><span class="p">[</span><span class="n">gpuid</span><span class="p">])</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;debug&#39;</span><span class="p">]:</span>
             <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Selected Device: &quot;</span><span class="p">,</span> <span class="n">my_gpu_devices</span><span class="p">[</span><span class="n">gpuid</span><span class="p">]</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
@@ -814,7 +817,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/estimators_pid.html b/docs/html/_modules/idtxl/estimators_pid.html
index 1c638115..d54cd7d4 100644
--- a/docs/html/_modules/idtxl/estimators_pid.html
+++ b/docs/html/_modules/idtxl/estimators_pid.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -51,7 +50,6 @@ <h1>Source code for idtxl.estimators_pid</h1><div class="highlight"><pre>
 
 <span class="sd">Bertschinger, N., Rauh, J., Olbrich, E., Jost, J., &amp; Ay, N. (2014). Quantifying</span>
 <span class="sd">Unique Information. Entropy, 16(4), 2161–2183. http://doi.org/10.3390/e16042161</span>
-
 <span class="sd">&quot;&quot;&quot;</span>
 <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">.</span> <span class="k">import</span> <span class="n">synergy_tartu</span>
@@ -63,9 +61,9 @@ <h1>Source code for idtxl.estimators_pid</h1><div class="highlight"><pre>
 <div class="viewcode-block" id="SydneyPID"><a class="viewcode-back" href="../../idtxl_estimators.html#idtxl.estimators_pid.SydneyPID">[docs]</a><span class="k">class</span> <span class="nc">SydneyPID</span><span class="p">(</span><span class="n">Estimator</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;Estimate partial information decomposition of discrete variables.</span>
 
-<span class="sd">    Fast implementation of the partial information decomposition (PID)</span>
-<span class="sd">    estimator for discrete data. The estimator does not require JAVA or GPU</span>
-<span class="sd">    modules to run.</span>
+<span class="sd">    Fast implementation of the BROJA partial information decomposition (PID)</span>
+<span class="sd">    estimator for discrete data (Bertschinger, 2014). The estimator does not</span>
+<span class="sd">    require JAVA or GPU modules to run.</span>
 
 <span class="sd">    The estimator finds shared information, unique information and</span>
 <span class="sd">    synergistic information between the two inputs s1 and s2 with respect to</span>
@@ -80,6 +78,12 @@ <h1>Source code for idtxl.estimators_pid</h1><div class="highlight"><pre>
 <span class="sd">    CMI decreases; and an outer loop which decreases the size of the</span>
 <span class="sd">    probability mass increment the virtualised swapping utilises.</span>
 
+<span class="sd">    References</span>
+
+<span class="sd">    - Bertschinger, N., Rauh, J., Olbrich, E., Jost, J., &amp; Ay, N. (2014).</span>
+<span class="sd">      Quantifying unique information. Entropy, 16(4), 2161–2183.</span>
+<span class="sd">      http://doi.org/10.3390/e16042161</span>
+
 <span class="sd">    Args:</span>
 <span class="sd">        settings : dict</span>
 <span class="sd">            estimation parameters</span>
@@ -701,7 +705,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/idtxl_exceptions.html b/docs/html/_modules/idtxl/idtxl_exceptions.html
index f153ab9d..26f76dbb 100644
--- a/docs/html/_modules/idtxl/idtxl_exceptions.html
+++ b/docs/html/_modules/idtxl/idtxl_exceptions.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -121,7 +120,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/idtxl_io.html b/docs/html/_modules/idtxl/idtxl_io.html
index a536042a..47573b92 100644
--- a/docs/html/_modules/idtxl/idtxl_io.html
+++ b/docs/html/_modules/idtxl/idtxl_io.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -52,6 +51,7 @@ <h1>Source code for idtxl.idtxl_io</h1><div class="highlight"><pre>
 <span class="c1"># import json</span>
 <span class="kn">import</span> <span class="nn">pickle</span>
 <span class="kn">import</span> <span class="nn">h5py</span>
+<span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</span>
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">import</span> <span class="nn">copy</span> <span class="k">as</span> <span class="nn">cp</span>
 <span class="kn">import</span> <span class="nn">itertools</span> <span class="k">as</span> <span class="nn">it</span>
@@ -421,7 +421,7 @@ <h1>Source code for idtxl.idtxl_io</h1><div class="highlight"><pre>
 <span class="sd">    available (see documentation of method get_adjacency_matrix for details).</span>
 
 <span class="sd">    Args:</span>
-<span class="sd">        adjacency_matrix : 2D numpy array</span>
+<span class="sd">        adjacency_matrix : AdjacencyMatrix instances</span>
 <span class="sd">            adjacency matrix to be exported, returned by get_adjacency_matrix()</span>
 <span class="sd">            method of Results() class</span>
 <span class="sd">        weights : str</span>
@@ -435,9 +435,9 @@ <h1>Source code for idtxl.idtxl_io</h1><div class="highlight"><pre>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="c1"># use &#39;weights&#39; parameter (string) as networkx edge property name and use</span>
     <span class="c1"># adjacency matrix entries as edge property values</span>
-    <span class="n">custom_type</span> <span class="o">=</span> <span class="p">[(</span><span class="n">weights</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">adjacency_matrix</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]))]</span>
-    <span class="n">custom_npmatrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">matrix</span><span class="p">(</span><span class="n">adjacency_matrix</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">custom_type</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">nx</span><span class="o">.</span><span class="n">from_numpy_matrix</span><span class="p">(</span><span class="n">custom_npmatrix</span><span class="p">,</span> <span class="n">create_using</span><span class="o">=</span><span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">())</span></div>
+    <span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
+    <span class="n">G</span><span class="o">.</span><span class="n">add_weighted_edges_from</span><span class="p">(</span><span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">get_edge_list</span><span class="p">(),</span> <span class="n">weights</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">G</span></div>
 
 
 <div class="viewcode-block" id="export_networkx_source_graph"><a class="viewcode-back" href="../../idtxl.html#idtxl.idtxl_io.export_networkx_source_graph">[docs]</a><span class="k">def</span> <span class="nf">export_networkx_source_graph</span><span class="p">(</span><span class="n">results</span><span class="p">,</span> <span class="n">target</span><span class="p">,</span> <span class="n">sign_sources</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">fdr</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
@@ -456,7 +456,7 @@ <h1>Source code for idtxl.idtxl_io</h1><div class="highlight"><pre>
 <span class="sd">        target : int</span>
 <span class="sd">            target index</span>
 <span class="sd">        sign_sources : bool [optional]</span>
-<span class="sd">            add only sources with significant information contribution</span>
+<span class="sd">            add sources with significant information contribution only</span>
 <span class="sd">            (default=True)</span>
 <span class="sd">        fdr : bool [optional]</span>
 <span class="sd">            return FDR-corrected results (default=True)</span>
@@ -540,7 +540,7 @@ <h1>Source code for idtxl.idtxl_io</h1><div class="highlight"><pre>
 <span class="sd">      https://doi.org/10.1371/journal.pone.0068910</span>
 
 <span class="sd">    Args:</span>
-<span class="sd">        adjacency_matrix : 2D numpy array</span>
+<span class="sd">        adjacency_matrix : AdjacencyMatrix instance</span>
 <span class="sd">            adjacency matrix to be exported, returned by get_adjacency_matrix()</span>
 <span class="sd">            method of Results() class</span>
 <span class="sd">        mni_coord : numpy array</span>
@@ -562,15 +562,13 @@ <h1>Source code for idtxl.idtxl_io</h1><div class="highlight"><pre>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="c1"># Check input and get default settings for plotting. The default for</span>
     <span class="c1"># node labels is a list of &#39;-&#39; (no labels).</span>
-    <span class="n">n_nodes</span> <span class="o">=</span> <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-    <span class="n">n_edges</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">adjacency_matrix</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)</span>
+    <span class="n">n_nodes</span> <span class="o">=</span> <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">()</span>
+    <span class="n">n_edges</span> <span class="o">=</span> <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">n_edges</span><span class="p">()</span>
     <span class="n">labels</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;labels&#39;</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;-&#39;</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_nodes</span><span class="p">)])</span>
     <span class="n">node_color</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;node_color&#39;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">n_nodes</span><span class="p">))</span>
     <span class="n">node_size</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;node_size&#39;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">n_nodes</span><span class="p">))</span>
     <span class="k">if</span> <span class="n">n_edges</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
         <span class="ne">Warning</span><span class="p">(</span><span class="s1">&#39;No edges in results file. Nothing to plot.&#39;</span><span class="p">)</span>
-    <span class="k">assert</span> <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="p">(</span>
-        <span class="s1">&#39;Adjacency matrix must be quadratic.&#39;</span><span class="p">)</span>
     <span class="k">assert</span> <span class="n">mni_coord</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">n_nodes</span> <span class="ow">and</span> <span class="n">mni_coord</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="mi">3</span><span class="p">,</span> <span class="p">(</span>
         <span class="s1">&#39;MNI coordinates must have shape [n_nodes, 3].&#39;</span><span class="p">)</span>
     <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span> <span class="o">==</span> <span class="n">n_nodes</span><span class="p">,</span> <span class="p">(</span>
@@ -597,7 +595,7 @@ <h1>Source code for idtxl.idtxl_io</h1><div class="highlight"><pre>
     <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{0}</span><span class="s1">.edge&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">file_name</span><span class="p">),</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">text_file</span><span class="p">:</span>
         <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_nodes</span><span class="p">):</span>
             <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_nodes</span><span class="p">):</span>
-                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{0}</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]),</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{0}</span><span class="se">\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">_edge_matrix</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]),</span>
                       <span class="n">file</span><span class="o">=</span><span class="n">text_file</span><span class="p">,</span> <span class="n">end</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
             <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">file</span><span class="o">=</span><span class="n">text_file</span><span class="p">)</span></div>
 </pre></div>
@@ -638,7 +636,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/idtxl_utils.html b/docs/html/_modules/idtxl/idtxl_utils.html
index bbfbf5f7..528e42e8 100644
--- a/docs/html/_modules/idtxl/idtxl_utils.html
+++ b/docs/html/_modules/idtxl/idtxl_utils.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -399,7 +398,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/multivariate_mi.html b/docs/html/_modules/idtxl/multivariate_mi.html
index fcdb30ad..3029dfdd 100644
--- a/docs/html/_modules/idtxl/multivariate_mi.html
+++ b/docs/html/_modules/idtxl/multivariate_mi.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -387,7 +386,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/multivariate_te.html b/docs/html/_modules/idtxl/multivariate_te.html
index 82aabf1b..4094d2b7 100644
--- a/docs/html/_modules/idtxl/multivariate_te.html
+++ b/docs/html/_modules/idtxl/multivariate_te.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -392,7 +391,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/network_analysis.html b/docs/html/_modules/idtxl/network_analysis.html
index 90050068..4d054693 100644
--- a/docs/html/_modules/idtxl/network_analysis.html
+++ b/docs/html/_modules/idtxl/network_analysis.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -349,7 +348,8 @@ <h1>Source code for idtxl.network_analysis</h1><div class="highlight"><pre>
             <span class="n">cond</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;add_conditionals&#39;</span><span class="p">]</span>
             <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">cond</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">tuple</span><span class="p">:</span>  <span class="c1"># easily add single variable</span>
                 <span class="n">cond</span> <span class="o">=</span> <span class="p">[</span><span class="n">cond</span><span class="p">]</span>
-            <span class="n">candidate_set</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">candidate_set</span><span class="p">)</span><span class="o">.</span><span class="n">difference</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">cond</span><span class="p">)))</span>
+            <span class="n">cond_idx</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lag_to_idx</span><span class="p">(</span><span class="n">cond</span><span class="p">)</span>            
+            <span class="n">candidate_set</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">candidate_set</span><span class="p">)</span><span class="o">.</span><span class="n">difference</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">cond_idx</span><span class="p">)))</span>
         <span class="k">return</span> <span class="n">candidate_set</span>
 
     <span class="k">def</span> <span class="nf">_append_selected_vars_idx</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">idx</span><span class="p">):</span>
@@ -583,7 +583,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/network_comparison.html b/docs/html/_modules/idtxl/network_comparison.html
index ba9bbecd..d10184a7 100644
--- a/docs/html/_modules/idtxl/network_comparison.html
+++ b/docs/html/_modules/idtxl/network_comparison.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -175,8 +174,8 @@ <h1>Source code for idtxl.network_comparison</h1><div class="highlight"><pre>
             <span class="n">settings</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">,</span>
             <span class="n">union_network</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">union</span><span class="p">,</span>
             <span class="n">results</span><span class="o">=</span><span class="p">{</span>
-                <span class="s1">&#39;cmi_diff_abs&#39;</span><span class="p">:</span> <span class="p">{</span><span class="n">link_a</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cmi_diff</span><span class="p">)],</span>
-                                 <span class="n">link_b</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cmi_diff</span><span class="p">)]},</span>
+                <span class="s1">&#39;cmi_diff_abs&#39;</span><span class="p">:</span> <span class="p">{</span><span class="n">link_a</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cmi_diff</span><span class="p">),</span>
+                                 <span class="n">link_b</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cmi_diff</span><span class="p">)},</span>
                 <span class="s1">&#39;a&gt;b&#39;</span><span class="p">:</span> <span class="p">{</span><span class="n">link_a</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="p">[</span><span class="n">te_a</span> <span class="o">&gt;</span> <span class="n">te_b</span><span class="p">],</span> <span class="n">link_b</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="p">[</span><span class="n">te_a</span> <span class="o">&gt;</span> <span class="n">te_b</span><span class="p">]},</span>
                 <span class="s1">&#39;pval&#39;</span><span class="p">:</span> <span class="p">{</span><span class="n">link_a</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="p">[</span><span class="n">pvalue</span><span class="p">],</span> <span class="n">link_b</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="p">[</span><span class="n">pvalue</span><span class="p">]},</span>
                 <span class="s1">&#39;cmi_surr&#39;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">cmi_surr</span><span class="p">,</span>
@@ -1063,7 +1062,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/network_inference.html b/docs/html/_modules/idtxl/network_inference.html
index e24fa783..0f8b1d93 100644
--- a/docs/html/_modules/idtxl/network_inference.html
+++ b/docs/html/_modules/idtxl/network_inference.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -279,8 +278,8 @@ <h1>Source code for idtxl.network_inference</h1><div class="highlight"><pre>
                 <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;max_lag_sources&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;max_lag_sources has to be an integer &gt;= 0.&#39;</span><span class="p">)</span>
         <span class="k">if</span> <span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;tau_sources&#39;</span><span class="p">])</span> <span class="ow">is</span> <span class="ow">not</span> <span class="nb">int</span> <span class="ow">or</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;tau_sources&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;tau_sources must be an integer &gt; 0.&#39;</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;tau_sources&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;tau_sources must be an integer &gt;= 0.&#39;</span><span class="p">)</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;min_lag_sources&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;max_lag_sources&#39;</span><span class="p">]:</span>
             <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;min_lag_sources (</span><span class="si">{0}</span><span class="s1">) must be smaller or equal&#39;</span>
                                <span class="s1">&#39; to max_lag_sources (</span><span class="si">{1}</span><span class="s1">).&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
@@ -378,7 +377,7 @@ <h1>Source code for idtxl.network_inference</h1><div class="highlight"><pre>
                                <span class="s1">&#39;(&#39;&#39;max_lag_sources&#39;&#39;) needs to be specified.&#39;</span><span class="p">)</span>
         <span class="k">if</span> <span class="s1">&#39;min_lag_sources&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">:</span>
             <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;The minimum lag for source embedding &#39;</span>
-                               <span class="s1">&#39;(&#39;&#39;max_lag_sources&#39;&#39;) needs to be specified.&#39;</span><span class="p">)</span>
+                               <span class="s1">&#39;(&#39;&#39;min_lag_sources&#39;&#39;) needs to be specified.&#39;</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="s1">&#39;max_lag_target&#39;</span><span class="p">,</span> <span class="n">settings</span><span class="p">[</span><span class="s1">&#39;max_lag_sources&#39;</span><span class="p">])</span>
 
         <span class="k">if</span> <span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;min_lag_sources&#39;</span><span class="p">])</span> <span class="ow">is</span> <span class="ow">not</span> <span class="nb">int</span> <span class="ow">or</span>
@@ -391,8 +390,8 @@ <h1>Source code for idtxl.network_inference</h1><div class="highlight"><pre>
                 <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;max_lag_target&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;max_lag_target must be an integer &gt; 0.&#39;</span><span class="p">)</span>
         <span class="k">if</span> <span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;tau_sources&#39;</span><span class="p">])</span> <span class="ow">is</span> <span class="ow">not</span> <span class="nb">int</span> <span class="ow">or</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;tau_sources&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;tau_sources must be an integer &gt; 0.&#39;</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;tau_sources&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;tau_sources must be an integer &gt;= 0.&#39;</span><span class="p">)</span>
         <span class="k">if</span> <span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;tau_target&#39;</span><span class="p">])</span> <span class="ow">is</span> <span class="ow">not</span> <span class="nb">int</span> <span class="ow">or</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">settings</span><span class="p">[</span><span class="s1">&#39;tau_target&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;tau_sources must be an integer &gt; 0.&#39;</span><span class="p">)</span>
@@ -572,7 +571,7 @@ <h1>Source code for idtxl.network_inference</h1><div class="highlight"><pre>
                     <span class="c1"># For now we don&#39;t need a stack trace:</span>
                     <span class="c1"># traceback.print_tb(aee.__traceback__)</span>
                     <span class="k">break</span>
-                    
+
                 <span class="c1"># Test max CMI for significance with maximum statistics.</span>
                 <span class="n">te_max_candidate</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">temp_te</span><span class="p">)</span>
                 <span class="n">max_candidate</span> <span class="o">=</span> <span class="n">candidate_set</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">temp_te</span><span class="p">)]</span>
@@ -720,7 +719,7 @@ <h1>Source code for idtxl.network_inference</h1><div class="highlight"><pre>
                     <span class="c1"># For now we don&#39;t need a stack trace:</span>
                     <span class="c1"># traceback.print_tb(aee.__traceback__)</span>
                     <span class="k">break</span>
-                
+
                 <span class="c1"># Find variable with minimum MI/TE. Test min TE/MI for</span>
                 <span class="c1"># significance with minimum statistics. Build conditioning set</span>
                 <span class="c1"># for minimum statistics by removing the minimum candidate.</span>
@@ -759,7 +758,7 @@ <h1>Source code for idtxl.network_inference</h1><div class="highlight"><pre>
                     <span class="c1"># For now we don&#39;t need a stack trace:</span>
                     <span class="c1"># traceback.print_tb(aee.__traceback__)</span>
                     <span class="k">break</span>
-                
+
                 <span class="c1"># Remove the minimum it is not significant and test the next</span>
                 <span class="c1"># min. candidate. If the minimum is significant, break. All</span>
                 <span class="c1"># other sources will be significant as well (b/c they have</span>
@@ -1105,7 +1104,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/partial_information_decomposition.html b/docs/html/_modules/idtxl/partial_information_decomposition.html
index ee39baf8..83ad622e 100644
--- a/docs/html/_modules/idtxl/partial_information_decomposition.html
+++ b/docs/html/_modules/idtxl/partial_information_decomposition.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -389,7 +388,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/results.html b/docs/html/_modules/idtxl/results.html
index 576c8d6c..9bae6705 100644
--- a/docs/html/_modules/idtxl/results.html
+++ b/docs/html/_modules/idtxl/results.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -45,10 +44,15 @@ <h3>Navigation</h3>
             
   <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
 <span></span><span class="sd">&quot;&quot;&quot;Provide results class for IDTxl network analysis.&quot;&quot;&quot;</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">warnings</span>
 <span class="kn">import</span> <span class="nn">copy</span> <span class="k">as</span> <span class="nn">cp</span>
 <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">.</span> <span class="k">import</span> <span class="n">idtxl_utils</span> <span class="k">as</span> <span class="n">utils</span>
 
+<span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="n">action</span><span class="o">=</span><span class="s1">&#39;ignore&#39;</span><span class="p">,</span> <span class="n">category</span><span class="o">=</span><span class="ne">FutureWarning</span><span class="p">)</span>
+<span class="n">MIN_INT</span> <span class="o">=</span> <span class="o">-</span><span class="n">sys</span><span class="o">.</span><span class="n">maxsize</span> <span class="o">-</span> <span class="mi">1</span>  <span class="c1"># minimum integer for initializing adj. matrix</span>
+
 
 <div class="viewcode-block" id="DotDict"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.DotDict">[docs]</a><span class="k">class</span> <span class="nc">DotDict</span><span class="p">(</span><span class="nb">dict</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;Dictionary with dot-notation access to values.</span>
@@ -95,6 +99,70 @@ <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
         <span class="c1"># self.__dict__ = self</span>
 
 
+<div class="viewcode-block" id="AdjacencyMatrix"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.AdjacencyMatrix">[docs]</a><span class="k">class</span> <span class="nc">AdjacencyMatrix</span><span class="p">():</span>
+    <span class="sd">&quot;&quot;&quot;Adjacency matrix representing inferred networks.&quot;&quot;&quot;</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">n_nodes</span><span class="p">,</span> <span class="n">weight_type</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_edge_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">n_nodes</span><span class="p">,</span> <span class="n">n_nodes</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">bool</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_weight_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">n_nodes</span><span class="p">,</span> <span class="n">n_nodes</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">weight_type</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">weight_type</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">integer</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_weight_type</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">integer</span>
+        <span class="k">elif</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">weight_type</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">float</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_weight_type</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">float</span>
+        <span class="k">elif</span> <span class="n">weight_type</span> <span class="ow">is</span> <span class="nb">bool</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_weight_type</span> <span class="o">=</span> <span class="n">weight_type</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;Unknown weight data type </span><span class="si">{0}</span><span class="s1">.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">weight_type</span><span class="p">))</span>
+
+<div class="viewcode-block" id="AdjacencyMatrix.n_nodes"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.AdjacencyMatrix.n_nodes">[docs]</a>    <span class="k">def</span> <span class="nf">n_nodes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;Return number of nodes.&quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_edge_matrix</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span></div>
+
+<div class="viewcode-block" id="AdjacencyMatrix.n_edges"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.AdjacencyMatrix.n_edges">[docs]</a>    <span class="k">def</span> <span class="nf">n_edges</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_edge_matrix</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span></div>
+
+<div class="viewcode-block" id="AdjacencyMatrix.add_edge"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.AdjacencyMatrix.add_edge">[docs]</a>    <span class="k">def</span> <span class="nf">add_edge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">weight</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;Add weighted edge (i, j) to adjacency matrix.&quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">weight</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weight_type</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
+                <span class="s1">&#39;Can not add weight of type </span><span class="si">{0}</span><span class="s1"> to adjacency matrix of type &#39;</span>
+                <span class="s1">&#39;</span><span class="si">{1}</span><span class="s1">.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">weight</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weight_type</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_edge_matrix</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_weight_matrix</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">weight</span></div>
+
+<div class="viewcode-block" id="AdjacencyMatrix.add_edge_list"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.AdjacencyMatrix.add_edge_list">[docs]</a>    <span class="k">def</span> <span class="nf">add_edge_list</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i_list</span><span class="p">,</span> <span class="n">j_list</span><span class="p">,</span> <span class="n">weights</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;Add multiple weighted edges (i, j) to adjacency matrix.&quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i_list</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">j_list</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span>
+                <span class="s1">&#39;Lists with edge indices must be of same length.&#39;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i_list</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">weights</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span>
+                <span class="s1">&#39;Edge weights must have same length as edge indices.&#39;</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">weight</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">i_list</span><span class="p">,</span> <span class="n">j_list</span><span class="p">,</span> <span class="n">weights</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">weight</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="AdjacencyMatrix.print_matrix"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.AdjacencyMatrix.print_matrix">[docs]</a>    <span class="k">def</span> <span class="nf">print_matrix</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;Print weight and edge matrix.&quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_edge_matrix</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_weight_matrix</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="AdjacencyMatrix.get_edge_list"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.AdjacencyMatrix.get_edge_list">[docs]</a>    <span class="k">def</span> <span class="nf">get_edge_list</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;Return list of weighted edges.</span>
+
+<span class="sd">        Returns</span>
+<span class="sd">            list of tuples</span>
+<span class="sd">                each entry represents one edge in the graph: (i, j, weight)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">edge_list</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n_edges</span><span class="p">(),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">)</span>  <span class="c1"># list of tuples</span>
+        <span class="n">ind</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">()):</span>
+            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">()):</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_edge_matrix</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]:</span>
+                    <span class="n">edge_list</span><span class="p">[</span><span class="n">ind</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_weight_matrix</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">])</span>
+                    <span class="n">ind</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">edge_list</span></div></div>
+
+
 <div class="viewcode-block" id="Results"><a class="viewcode-back" href="../../idtxl.html#idtxl.results.Results">[docs]</a><span class="k">class</span> <span class="nc">Results</span><span class="p">():</span>
     <span class="sd">&quot;&quot;&quot;Parent class for results of network analysis algorithms.</span>
 
@@ -127,19 +195,15 @@ <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
 
     <span class="k">def</span> <span class="nf">_print_edge_list</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">adjacency_matrix</span><span class="p">,</span> <span class="n">weights</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;Print edge list to console.&quot;&quot;&quot;</span>
-        <span class="n">link_found</span> <span class="o">=</span> <span class="kc">False</span>
-        <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">):</span>
-            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">]:</span>
-                    <span class="n">link_found</span> <span class="o">=</span> <span class="kc">True</span>
-                    <span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;binary&#39;</span><span class="p">:</span>
-                        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{0}</span><span class="s1"> -&gt; </span><span class="si">{1}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                            <span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">weights</span><span class="p">,</span> <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">]))</span>
-                    <span class="k">else</span><span class="p">:</span>
-                        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{0}</span><span class="s1"> -&gt; </span><span class="si">{1}</span><span class="s1">, </span><span class="si">{2}</span><span class="s1">: </span><span class="si">{3}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                            <span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">weights</span><span class="p">,</span> <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">]))</span>
-
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">link_found</span><span class="p">:</span>
+        <span class="n">edge_list</span> <span class="o">=</span> <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">get_edge_list</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">edge_list</span><span class="o">.</span><span class="n">size</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">edge_list</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;binary&#39;</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{0}</span><span class="s1"> -&gt; </span><span class="si">{1}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">e</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="si">{0}</span><span class="s1"> -&gt; </span><span class="si">{1}</span><span class="s1">, </span><span class="si">{2}</span><span class="s1">: </span><span class="si">{3}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">e</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">weights</span><span class="p">,</span> <span class="n">e</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span>
+        <span class="k">else</span><span class="p">:</span>
             <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;No significant links found in the network.&#39;</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">_check_result</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">process</span><span class="p">,</span> <span class="n">settings</span><span class="p">):</span>
@@ -229,12 +293,12 @@ <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
 <span class="sd">    e.g., estimation of active information storage.</span>
 
 <span class="sd">    Note that for convenience all dictionaries in this class can additionally</span>
-<span class="sd">    be accessed using dot-notation: </span>
+<span class="sd">    be accessed using dot-notation:</span>
 
 <span class="sd">    &gt;&gt;&gt; res_network.settings.cmi_estimator</span>
-<span class="sd">    </span>
-<span class="sd">    or </span>
-<span class="sd">    </span>
+
+<span class="sd">    or</span>
+
 <span class="sd">    &gt;&gt;&gt; res_network.settings[&#39;cmi_estimator&#39;].</span>
 
 <span class="sd">    Attributes:</span>
@@ -482,11 +546,11 @@ <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
 <span class="sd">    MultivariateTE or Bivariate TE.</span>
 
 <span class="sd">    Note that for convenience all dictionaries in this class can additionally</span>
-<span class="sd">    be accessed using dot-notation: </span>
-<span class="sd">    </span>
+<span class="sd">    be accessed using dot-notation:</span>
+
 <span class="sd">    &gt;&gt;&gt; res_network.settings.cmi_estimator</span>
-<span class="sd">    </span>
-<span class="sd">    or </span>
+
+<span class="sd">    or</span>
 
 <span class="sd">    &gt;&gt;&gt; res_network.settings[&#39;cmi_estimator&#39;].</span>
 
@@ -618,10 +682,11 @@ <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
 
 <span class="sd">            fdr : bool [optional]</span>
 <span class="sd">                return FDR-corrected results (default=True)</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            AdjacencyMatrix instance</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
-            <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">),</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
+        <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">AdjacencyMatrix</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="nb">int</span><span class="p">)</span>
 
         <span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;max_te_lag&#39;</span><span class="p">:</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets_analysed</span><span class="p">:</span>
@@ -629,26 +694,38 @@ <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
                 <span class="n">delays</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_target_delays</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="n">t</span><span class="p">,</span>
                                                 <span class="n">criterion</span><span class="o">=</span><span class="s1">&#39;max_te&#39;</span><span class="p">,</span>
                                                 <span class="n">fdr</span><span class="o">=</span><span class="n">fdr</span><span class="p">)</span>
-                <span class="k">if</span> <span class="n">sources</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
-                    <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">sources</span><span class="p">,</span> <span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="n">delays</span>
+                <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">add_edge_list</span><span class="p">(</span>
+                    <span class="n">sources</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sources</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span> <span class="o">*</span> <span class="n">t</span><span class="p">,</span> <span class="n">delays</span><span class="p">)</span>
         <span class="k">elif</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;max_p_lag&#39;</span><span class="p">:</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets_analysed</span><span class="p">:</span>
                 <span class="n">sources</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_target_sources</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="n">t</span><span class="p">,</span> <span class="n">fdr</span><span class="o">=</span><span class="n">fdr</span><span class="p">)</span>
                 <span class="n">delays</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_target_delays</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="n">t</span><span class="p">,</span>
                                                 <span class="n">criterion</span><span class="o">=</span><span class="s1">&#39;max_p&#39;</span><span class="p">,</span>
                                                 <span class="n">fdr</span><span class="o">=</span><span class="n">fdr</span><span class="p">)</span>
-                <span class="k">if</span> <span class="n">sources</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
-                    <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">sources</span><span class="p">,</span> <span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="n">delays</span>
+                <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">add_edge_list</span><span class="p">(</span>
+                    <span class="n">sources</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sources</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span> <span class="o">*</span> <span class="n">t</span><span class="p">,</span> <span class="n">delays</span><span class="p">)</span>
         <span class="k">elif</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;vars_count&#39;</span><span class="p">:</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets_analysed</span><span class="p">:</span>
                 <span class="n">single_result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_single_target</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="n">t</span><span class="p">,</span> <span class="n">fdr</span><span class="o">=</span><span class="n">fdr</span><span class="p">)</span>
-                <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">single_result</span><span class="o">.</span><span class="n">selected_vars_sources</span><span class="p">:</span>
-                    <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">t</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">sources</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">selected_vars_sources</span><span class="p">))</span>
+                <span class="n">weights</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">selected_vars_sources</span><span class="p">))</span>
+                <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">selected_vars_sources</span><span class="p">):</span>
+                    <span class="n">sources</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">weights</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">add_edge_list</span><span class="p">(</span>
+                    <span class="n">sources</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sources</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span> <span class="o">*</span> <span class="n">t</span><span class="p">,</span> <span class="n">weights</span><span class="p">)</span>
         <span class="k">elif</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;binary&#39;</span><span class="p">:</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets_analysed</span><span class="p">:</span>
                 <span class="n">single_result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_single_target</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="n">t</span><span class="p">,</span> <span class="n">fdr</span><span class="o">=</span><span class="n">fdr</span><span class="p">)</span>
-                <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">single_result</span><span class="o">.</span><span class="n">selected_vars_sources</span><span class="p">:</span>
-                    <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="n">sources</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
+                    <span class="nb">len</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">selected_vars_sources</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
+                <span class="n">weights</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
+                    <span class="nb">len</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">selected_vars_sources</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">single_result</span><span class="o">.</span><span class="n">selected_vars_sources</span><span class="p">):</span>
+                    <span class="n">sources</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">weights</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">add_edge_list</span><span class="p">(</span>
+                    <span class="n">sources</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sources</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span> <span class="o">*</span> <span class="n">t</span><span class="p">,</span> <span class="n">weights</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;Invalid weights value&#39;</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">adjacency_matrix</span></div>
@@ -688,12 +765,12 @@ <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
 <span class="sd">    algorithms.</span>
 
 <span class="sd">    Note that for convenience all dictionaries in this class can additionally</span>
-<span class="sd">    be accessed using dot-notation: </span>
-<span class="sd">    </span>
+<span class="sd">    be accessed using dot-notation:</span>
+
 <span class="sd">    &gt;&gt;&gt; res_pid._single_target[2].source_1</span>
-<span class="sd">    </span>
-<span class="sd">    or </span>
-<span class="sd">    </span>
+
+<span class="sd">    or</span>
+
 <span class="sd">    &gt;&gt;&gt; res_pid._single_target[2].[&#39;source_1&#39;].</span>
 
 <span class="sd">    Attributes:</span>
@@ -833,43 +910,43 @@ <h1>Source code for idtxl.results</h1><div class="highlight"><pre>
 <span class="sd">                   connectivity for significant links</span>
 <span class="sd">                - &#39;diff_abs&#39;: absolute difference</span>
 
+<span class="sd">        Returns:</span>
+<span class="sd">            AdjacencyMatrix instance</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="c1"># Note: right now, the network comparison work on the uncorrected</span>
         <span class="c1"># networks only. This may have to change in the future, in which case</span>
         <span class="c1"># the value for &#39;fdr&#39; when accessing single target results or adjacency</span>
         <span class="c1"># matrices has to be taken from the analysis settings.</span>
         <span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;comparison&#39;</span><span class="p">:</span>
-            <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
-                <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">),</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="nb">bool</span><span class="p">)</span>
+            <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">AdjacencyMatrix</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="nb">int</span><span class="p">)</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets_analysed</span><span class="p">:</span>
                 <span class="n">sources</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_target_sources</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
-                <span class="k">for</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">s</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sources</span><span class="p">):</span>
-                        <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">ab</span><span class="p">[</span><span class="n">t</span><span class="p">][</span><span class="n">i</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sources</span><span class="p">):</span>
+                    <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ab</span><span class="p">[</span><span class="n">t</span><span class="p">][</span><span class="n">i</span><span class="p">]))</span>
         <span class="k">elif</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;union&#39;</span><span class="p">:</span>
-            <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
-                <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">),</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
+            <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">AdjacencyMatrix</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="nb">int</span><span class="p">)</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets_analysed</span><span class="p">:</span>
                 <span class="n">sources</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_target_sources</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
-                <span class="k">if</span> <span class="n">sources</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
-                    <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">sources</span><span class="p">,</span> <span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+                <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">add_edge_list</span><span class="p">(</span>
+                    <span class="n">sources</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sources</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span> <span class="o">*</span> <span class="n">t</span><span class="p">,</span>
+                    <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sources</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">))</span>
         <span class="k">elif</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;diff_abs&#39;</span><span class="p">:</span>
-            <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
-                <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">),</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+            <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">AdjacencyMatrix</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="nb">float</span><span class="p">)</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets_analysed</span><span class="p">:</span>
                 <span class="n">sources</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_target_sources</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
                 <span class="k">for</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">s</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sources</span><span class="p">):</span>
-                    <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cmi_diff_abs</span><span class="p">[</span><span class="n">t</span><span class="p">][</span><span class="n">i</span><span class="p">]</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cmi_diff_abs</span><span class="p">)</span>
+                    <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">cmi_diff_abs</span><span class="p">[</span><span class="n">t</span><span class="p">][</span><span class="n">i</span><span class="p">])</span>
         <span class="k">elif</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;pvalue&#39;</span><span class="p">:</span>
-            <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span>
-                <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">),</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+            <span class="n">adjacency_matrix</span> <span class="o">=</span> <span class="n">AdjacencyMatrix</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">data_properties</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">,</span> <span class="nb">float</span><span class="p">)</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets_analysed</span><span class="p">:</span>
                 <span class="n">sources</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_target_sources</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
                 <span class="k">for</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">s</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sources</span><span class="p">):</span>
-                    <span class="n">adjacency_matrix</span><span class="p">[</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pval</span><span class="p">[</span><span class="n">t</span><span class="p">][</span><span class="n">i</span><span class="p">]</span>
+                    <span class="n">adjacency_matrix</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">pval</span><span class="p">[</span><span class="n">t</span><span class="p">][</span><span class="n">i</span><span class="p">])</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">&#39;Invalid weights value&#39;</span><span class="p">)</span>
 
@@ -973,7 +1050,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/single_process_analysis.html b/docs/html/_modules/idtxl/single_process_analysis.html
index 162f6655..5fb7a0d4 100644
--- a/docs/html/_modules/idtxl/single_process_analysis.html
+++ b/docs/html/_modules/idtxl/single_process_analysis.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -89,7 +88,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/stats.html b/docs/html/_modules/idtxl/stats.html
index d4a9f826..952839a6 100644
--- a/docs/html/_modules/idtxl/stats.html
+++ b/docs/html/_modules/idtxl/stats.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -1660,7 +1659,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/synergy_tartu.html b/docs/html/_modules/idtxl/synergy_tartu.html
index d9e9fcb0..0cfefc85 100644
--- a/docs/html/_modules/idtxl/synergy_tartu.html
+++ b/docs/html/_modules/idtxl/synergy_tartu.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -93,9 +92,6 @@ <h1>Source code for idtxl.synergy_tartu</h1><div class="highlight"><pre>
 <div class="viewcode-block" id="q_vidx"><a class="viewcode-back" href="../../idtxl.html#idtxl.synergy_tartu.q_vidx">[docs]</a><span class="k">def</span> <span class="nf">q_vidx</span><span class="p">(</span><span class="n">i</span><span class="p">):</span>
     <span class="k">return</span> <span class="mi">3</span><span class="o">*</span><span class="n">i</span><span class="o">+</span><span class="mi">2</span></div>
 
-<div class="viewcode-block" id="BROJA_2PID_Exception"><a class="viewcode-back" href="../../idtxl.html#idtxl.synergy_tartu.BROJA_2PID_Exception">[docs]</a><span class="k">class</span> <span class="nc">BROJA_2PID_Exception</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
-    <span class="k">pass</span></div>
-
 
 <div class="viewcode-block" id="Solve_w_ECOS"><a class="viewcode-back" href="../../idtxl.html#idtxl.synergy_tartu.Solve_w_ECOS">[docs]</a><span class="k">class</span> <span class="nc">Solve_w_ECOS</span><span class="p">:</span>
     <span class="c1"># (c) Abdullah Makkeh, Dirk Oliver Theis</span>
@@ -630,7 +626,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/idtxl/visualise_graph.html b/docs/html/_modules/idtxl/visualise_graph.html
index bf7d3dc7..beb3eea4 100644
--- a/docs/html/_modules/idtxl/visualise_graph.html
+++ b/docs/html/_modules/idtxl/visualise_graph.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../../_static/jquery.js"></script>
     <script type="text/javascript" src="../../_static/underscore.js"></script>
     <script type="text/javascript" src="../../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -132,7 +131,7 @@ <h1>Source code for idtxl.visualise_graph</h1><div class="highlight"><pre>
 <span class="sd">        target : int</span>
 <span class="sd">            index of target process</span>
 <span class="sd">        sign_sources : bool [optional]</span>
-<span class="sd">            add only sources significant information contribution</span>
+<span class="sd">            plot sources with significant information contribution only</span>
 <span class="sd">            (default=True)</span>
 <span class="sd">        display_edge_labels : bool [optional]</span>
 <span class="sd">            display TE value on edge lables (default=False)</span>
@@ -213,13 +212,16 @@ <h1>Source code for idtxl.visualise_graph</h1><div class="highlight"><pre>
     <span class="c1"># https://stackoverflow.com/questions/25500541/</span>
     <span class="c1"># matplotlib-bwr-colormap-always-centered-on-zero</span>
     <span class="k">if</span> <span class="n">diverging</span><span class="p">:</span>
-        <span class="n">max_val</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="nb">abs</span><span class="p">(</span><span class="n">adj_matrix</span><span class="p">))</span>
+        <span class="n">max_val</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="nb">abs</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">_weight_matrix</span><span class="p">))</span>
         <span class="n">min_val</span> <span class="o">=</span> <span class="o">-</span><span class="n">max_val</span>
     <span class="k">else</span><span class="p">:</span>
-        <span class="n">max_val</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">adj_matrix</span><span class="p">)</span>
-        <span class="n">min_val</span> <span class="o">=</span> <span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">adj_matrix</span><span class="p">)</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">adj_matrix</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">mat_color</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">,</span>
-               <span class="n">vmin</span><span class="o">=</span><span class="n">min_val</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="n">max_val</span><span class="p">)</span>
+        <span class="n">max_val</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">_weight_matrix</span><span class="p">)</span>
+        <span class="n">min_val</span> <span class="o">=</span> <span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">_weight_matrix</span><span class="p">)</span>
+
+    <span class="n">adj_matrix_masked</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ma</span><span class="o">.</span><span class="n">masked_where</span><span class="p">(</span>
+        <span class="n">np</span><span class="o">.</span><span class="n">invert</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">_edge_matrix</span><span class="p">),</span> <span class="n">adj_matrix</span><span class="o">.</span><span class="n">_weight_matrix</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">adj_matrix_masked</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">mat_color</span><span class="p">,</span>
+               <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=</span><span class="n">min_val</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="n">max_val</span><span class="p">)</span>
 
     <span class="c1"># Set the colorbar and make colorbar match the image in size using the</span>
     <span class="c1"># fraction and pad parameters (see https://stackoverflow.com/a/26720422).</span>
@@ -233,7 +235,8 @@ <h1>Source code for idtxl.visualise_graph</h1><div class="highlight"><pre>
     <span class="k">elif</span> <span class="n">cbar_label</span> <span class="o">==</span> <span class="s1">&#39;binary&#39;</span><span class="p">:</span>
         <span class="n">cbar_label</span> <span class="o">=</span> <span class="s1">&#39;Binary adjacency matrix&#39;</span>
     <span class="k">elif</span> <span class="n">cbar_label</span> <span class="o">==</span> <span class="s1">&#39;p-value&#39;</span><span class="p">:</span>
-        <span class="n">cbar_ticks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">1.001</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
+        <span class="c1"># cbar_ticks = np.arange(0, 1.001, 0.1)</span>
+        <span class="n">cbar_ticks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">max_val</span> <span class="o">*</span> <span class="mf">1.01</span><span class="p">,</span> <span class="n">max_val</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span>
     <span class="k">else</span><span class="p">:</span>
         <span class="n">cbar_ticks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">min_val</span><span class="p">,</span> <span class="n">max_val</span> <span class="o">+</span> <span class="mf">0.01</span> <span class="o">*</span> <span class="n">max_val</span><span class="p">,</span>
                                <span class="n">cbar_stepsize</span><span class="p">)</span>
@@ -241,8 +244,8 @@ <h1>Source code for idtxl.visualise_graph</h1><div class="highlight"><pre>
     <span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="n">cbar_label</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
 
     <span class="c1"># Set x- and y-ticks.</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">()))</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">()))</span>
     <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
     <span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">tick_top</span><span class="p">()</span>
     <span class="k">return</span> <span class="n">cbar</span>
@@ -326,19 +329,22 @@ <h1>Source code for idtxl.visualise_graph</h1><div class="highlight"><pre>
         <span class="n">cbar_label</span> <span class="o">=</span> <span class="s1">&#39;A != B&#39;</span>
     <span class="k">elif</span> <span class="n">results</span><span class="o">.</span><span class="n">settings</span><span class="o">.</span><span class="n">tail_comp</span> <span class="o">==</span> <span class="s1">&#39;one&#39;</span><span class="p">:</span>
         <span class="n">cbar_label</span> <span class="o">=</span> <span class="s1">&#39;A &gt; B&#39;</span>
-    <span class="n">_plot_adj_matrix</span><span class="p">(</span><span class="n">results</span><span class="o">.</span><span class="n">get_adjacency_matrix</span><span class="p">(</span><span class="s1">&#39;comparison&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">),</span>
+    <span class="n">adj_matrix_comparison</span> <span class="o">=</span> <span class="n">results</span><span class="o">.</span><span class="n">get_adjacency_matrix</span><span class="p">(</span><span class="s1">&#39;comparison&#39;</span><span class="p">)</span>
+    <span class="n">_plot_adj_matrix</span><span class="p">(</span><span class="n">adj_matrix_comparison</span><span class="p">,</span>
                      <span class="n">mat_color</span><span class="o">=</span><span class="s1">&#39;OrRd&#39;</span><span class="p">,</span> <span class="n">cbar_label</span><span class="o">=</span><span class="n">cbar_label</span><span class="p">,</span> <span class="n">cbar_stepsize</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
     <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Comparison </span><span class="si">{0}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">cbar_label</span><span class="p">),</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.1</span><span class="p">)</span>
 
     <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">235</span><span class="p">)</span>  <span class="c1"># plot abs. differences adjacency matrix</span>
-    <span class="n">_plot_adj_matrix</span><span class="p">(</span><span class="n">results</span><span class="o">.</span><span class="n">get_adjacency_matrix</span><span class="p">(</span><span class="s1">&#39;diff_abs&#39;</span><span class="p">),</span>
+    <span class="n">adj_matrix_diff</span> <span class="o">=</span> <span class="n">results</span><span class="o">.</span><span class="n">get_adjacency_matrix</span><span class="p">(</span><span class="s1">&#39;diff_abs&#39;</span><span class="p">)</span>
+    <span class="n">_plot_adj_matrix</span><span class="p">(</span><span class="n">adj_matrix_diff</span><span class="p">,</span>
                      <span class="n">mat_color</span><span class="o">=</span><span class="s1">&#39;BuGn&#39;</span><span class="p">,</span> <span class="n">cbar_label</span><span class="o">=</span><span class="s1">&#39;norm. CMI diff [a.u.]&#39;</span><span class="p">,</span>
                      <span class="n">cbar_stepsize</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
     <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;CMI diff abs (A - B)&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.1</span><span class="p">)</span>
 
-    <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">236</span><span class="p">)</span> <span class="c1"># plot p-value adjacency matrix</span>
-    <span class="n">_plot_adj_matrix</span><span class="p">(</span><span class="n">results</span><span class="o">.</span><span class="n">get_adjacency_matrix</span><span class="p">(</span><span class="s1">&#39;pvalue&#39;</span><span class="p">),</span> <span class="n">mat_color</span><span class="o">=</span><span class="s1">&#39;gray&#39;</span><span class="p">,</span>
-                     <span class="n">cbar_label</span><span class="o">=</span><span class="s1">&#39;p-value&#39;</span><span class="p">,</span> <span class="n">cbar_stepsize</span><span class="o">=</span><span class="mf">0.05</span><span class="p">)</span>
+    <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">236</span><span class="p">)</span>  <span class="c1"># plot p-value adjacency matrix</span>
+    <span class="n">adj_matrix_pval</span> <span class="o">=</span> <span class="n">results</span><span class="o">.</span><span class="n">get_adjacency_matrix</span><span class="p">(</span><span class="s1">&#39;pvalue&#39;</span><span class="p">)</span>
+    <span class="n">_plot_adj_matrix</span><span class="p">(</span><span class="n">adj_matrix_pval</span><span class="p">,</span> <span class="n">mat_color</span><span class="o">=</span><span class="s1">&#39;Greys&#39;</span><span class="p">,</span>
+                     <span class="n">cbar_label</span><span class="o">=</span><span class="s1">&#39;p-value&#39;</span><span class="p">)</span>
     <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;p-value [%]&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.1</span><span class="p">)</span>
     <span class="k">return</span> <span class="n">graph_union</span><span class="p">,</span> <span class="n">fig</span></div>
 </pre></div>
@@ -379,7 +385,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/_modules/index.html b/docs/html/_modules/index.html
index 43109b78..b479aa95 100644
--- a/docs/html/_modules/index.html
+++ b/docs/html/_modules/index.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="../_static/jquery.js"></script>
     <script type="text/javascript" src="../_static/underscore.js"></script>
     <script type="text/javascript" src="../_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -102,7 +101,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/genindex.html b/docs/html/genindex.html
index 064aeaa2..2ac27951 100644
--- a/docs/html/genindex.html
+++ b/docs/html/genindex.html
@@ -14,7 +14,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="#" />
     <link rel="search" title="Search" href="search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -72,6 +71,12 @@ <h2 id="A">A</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="idtxl.html#idtxl.active_information_storage.ActiveInformationStorage">ActiveInformationStorage (class in idtxl.active_information_storage)</a>
+</li>
+      <li><a href="idtxl.html#idtxl.results.AdjacencyMatrix.add_edge">add_edge() (idtxl.results.AdjacencyMatrix method)</a>
+</li>
+      <li><a href="idtxl.html#idtxl.results.AdjacencyMatrix.add_edge_list">add_edge_list() (idtxl.results.AdjacencyMatrix method)</a>
+</li>
+      <li><a href="idtxl.html#idtxl.results.AdjacencyMatrix">AdjacencyMatrix (class in idtxl.results)</a>
 </li>
       <li><a href="idtxl.html#idtxl.stats.ais_fdr">ais_fdr() (in module idtxl.stats)</a>
 </li>
@@ -123,7 +128,7 @@ <h2 id="B">B</h2>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="idtxl.html#idtxl.bivariate_te.BivariateTE">BivariateTE (class in idtxl.bivariate_te)</a>
 </li>
-      <li><a href="idtxl.html#idtxl.idtxl_exceptions.BROJA_2PID_Exception">BROJA_2PID_Exception</a>, <a href="idtxl.html#idtxl.synergy_tartu.BROJA_2PID_Exception">[1]</a>
+      <li><a href="idtxl.html#idtxl.idtxl_exceptions.BROJA_2PID_Exception">BROJA_2PID_Exception</a>
 </li>
   </ul></td>
 </tr></table>
@@ -295,6 +300,8 @@ <h2 id="G">G</h2>
       </ul></li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="idtxl.html#idtxl.results.AdjacencyMatrix.get_edge_list">get_edge_list() (idtxl.results.AdjacencyMatrix method)</a>
+</li>
       <li><a href="idtxl.html#idtxl.data.Data.get_realisations">get_realisations() (idtxl.data.Data method)</a>
 </li>
       <li><a href="idtxl.html#idtxl.results.ResultsSingleProcessAnalysis.get_significant_processes">get_significant_processes() (idtxl.results.ResultsSingleProcessAnalysis method)</a>
@@ -495,6 +502,10 @@ <h2 id="M">M</h2>
 <h2 id="N">N</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="idtxl.html#idtxl.results.AdjacencyMatrix.n_edges">n_edges() (idtxl.results.AdjacencyMatrix method)</a>
+</li>
+      <li><a href="idtxl.html#idtxl.results.AdjacencyMatrix.n_nodes">n_nodes() (idtxl.results.AdjacencyMatrix method)</a>
+</li>
       <li><a href="idtxl.html#idtxl.data.Data.n_realisations">n_realisations() (idtxl.data.Data method)</a>
 </li>
       <li><a href="idtxl.html#idtxl.data.Data.n_realisations_repl">n_realisations_repl() (idtxl.data.Data method)</a>
@@ -502,11 +513,11 @@ <h2 id="N">N</h2>
       <li><a href="idtxl.html#idtxl.data.Data.n_realisations_samples">n_realisations_samples() (idtxl.data.Data method)</a>
 </li>
       <li><a href="idtxl.html#idtxl.stats.network_fdr">network_fdr() (in module idtxl.stats)</a>
-</li>
-      <li><a href="idtxl.html#idtxl.network_analysis.NetworkAnalysis">NetworkAnalysis (class in idtxl.network_analysis)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="idtxl.html#idtxl.network_analysis.NetworkAnalysis">NetworkAnalysis (class in idtxl.network_analysis)</a>
+</li>
       <li><a href="idtxl.html#idtxl.network_comparison.NetworkComparison">NetworkComparison (class in idtxl.network_comparison)</a>
 </li>
       <li><a href="idtxl.html#idtxl.network_inference.NetworkInference">NetworkInference (class in idtxl.network_inference)</a>
@@ -555,10 +566,10 @@ <h2 id="P">P</h2>
 </li>
       <li><a href="idtxl.html#idtxl.visualise_graph.plot_mute_graph">plot_mute_graph() (in module idtxl.visualise_graph)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="idtxl.html#idtxl.visualise_graph.plot_network">plot_network() (in module idtxl.visualise_graph)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="idtxl.html#idtxl.visualise_graph.plot_network_comparison">plot_network_comparison() (in module idtxl.visualise_graph)</a>
 </li>
       <li><a href="idtxl.html#idtxl.visualise_graph.plot_selected_vars">plot_selected_vars() (in module idtxl.visualise_graph)</a>
@@ -571,6 +582,8 @@ <h2 id="P">P</h2>
         <li><a href="idtxl.html#idtxl.results.ResultsNetworkInference.print_edge_list">(idtxl.results.ResultsNetworkInference method)</a>
 </li>
       </ul></li>
+      <li><a href="idtxl.html#idtxl.results.AdjacencyMatrix.print_matrix">print_matrix() (idtxl.results.AdjacencyMatrix method)</a>
+</li>
       <li><a href="idtxl.html#idtxl.results.ResultsSingleProcessAnalysis.processes_analysed">processes_analysed (idtxl.results.ResultsSingleProcessAnalysis attribute)</a>
 </li>
       <li><a href="idtxl.html#idtxl.synergy_tartu.Solve_w_ECOS.provide_marginals">provide_marginals() (idtxl.synergy_tartu.Solve_w_ECOS method)</a>
@@ -709,7 +722,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/idtxl.html b/docs/html/idtxl.html
index d776e29c..f34eed53 100644
--- a/docs/html/idtxl.html
+++ b/docs/html/idtxl.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="prev" title="Helper functions" href="idtxl_helper.html" />
@@ -831,14 +830,24 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 <dd><p>Generate example data for a 5-process network.</p>
 <p>Generate example data and overwrite the instance’s current data. The
 network is used as an example the paper on the MuTE toolbox (Montalto,
-PLOS ONE, 2014, eq. 14). The network consists of five autoregressive
-(AR) processes with model orders 2 and the following (non-linear)
-couplings:</p>
+PLOS ONE, 2014, eq. 14) and was orginially proposed by Baccala &amp;
+Sameshima (2001). The network consists of five autoregressive (AR)
+processes with model orders 2 and the following (non-linear) couplings:</p>
 <p>0 -&gt; 1, u = 2 (non-linear)
 0 -&gt; 2, u = 3
 0 -&gt; 3, u = 2 (non-linear)
 3 -&gt; 4, u = 1
 4 -&gt; 3, u = 1</p>
+<p>References:</p>
+<ul class="simple">
+<li>Montalto, A., Faes, L., &amp; Marinazzo, D. (2014) MuTE: A MATLAB toolbox
+to compare established and novel estimators of the multivariate
+transfer entropy. PLoS ONE 9(10): e109462.
+<a class="reference external" href="https://doi.org/10.1371/journal.pone.0109462">https://doi.org/10.1371/journal.pone.0109462</a></li>
+<li>Baccala, L.A. &amp; Sameshima, K. (2001). Partial directed coherence: a
+new concept in neural structure determination. Biol Cybern 84:
+463–474. <a class="reference external" href="https://doi.org/10.1007/PL00007990">https://doi.org/10.1007/PL00007990</a></li>
+</ul>
 <dl class="docutils">
 <dt>Args:</dt>
 <dd><dl class="first last docutils">
@@ -3331,9 +3340,9 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 <em class="property">class </em><code class="descclassname">idtxl.estimators_pid.</code><code class="descname">SydneyPID</code><span class="sig-paren">(</span><em>settings</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/estimators_pid.html#SydneyPID"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.estimators_pid.SydneyPID" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="#idtxl.estimator.Estimator" title="idtxl.estimator.Estimator"><code class="xref py py-class docutils literal notranslate"><span class="pre">idtxl.estimator.Estimator</span></code></a></p>
 <p>Estimate partial information decomposition of discrete variables.</p>
-<p>Fast implementation of the partial information decomposition (PID)
-estimator for discrete data. The estimator does not require JAVA or GPU
-modules to run.</p>
+<p>Fast implementation of the BROJA partial information decomposition (PID)
+estimator for discrete data (Bertschinger, 2014). The estimator does not
+require JAVA or GPU modules to run.</p>
 <p>The estimator finds shared information, unique information and
 synergistic information between the two inputs s1 and s2 with respect to
 the output t.</p>
@@ -3345,6 +3354,12 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 which actually does the virtualised swapping, keeping the changes if the
 CMI decreases; and an outer loop which decreases the size of the
 probability mass increment the virtualised swapping utilises.</p>
+<p>References</p>
+<ul class="simple">
+<li>Bertschinger, N., Rauh, J., Olbrich, E., Jost, J., &amp; Ay, N. (2014).
+Quantifying unique information. Entropy, 16(4), 2161–2183.
+<a class="reference external" href="http://doi.org/10.3390/e16042161">http://doi.org/10.3390/e16042161</a></li>
+</ul>
 <dl class="docutils">
 <dt>Args:</dt>
 <dd><dl class="first last docutils">
@@ -3584,7 +3599,7 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 <dl class="docutils">
 <dt>Args:</dt>
 <dd><dl class="first last docutils">
-<dt>adjacency_matrix <span class="classifier-delimiter">:</span> <span class="classifier">2D numpy array</span></dt>
+<dt>adjacency_matrix <span class="classifier-delimiter">:</span> <span class="classifier">AdjacencyMatrix instance</span></dt>
 <dd>adjacency matrix to be exported, returned by get_adjacency_matrix()
 method of Results() class</dd>
 <dt>mni_coord <span class="classifier-delimiter">:</span> <span class="classifier">numpy array</span></dt>
@@ -3619,7 +3634,7 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 <dl class="docutils">
 <dt>Args:</dt>
 <dd><dl class="first last docutils">
-<dt>adjacency_matrix <span class="classifier-delimiter">:</span> <span class="classifier">2D numpy array</span></dt>
+<dt>adjacency_matrix <span class="classifier-delimiter">:</span> <span class="classifier">AdjacencyMatrix instances</span></dt>
 <dd>adjacency matrix to be exported, returned by get_adjacency_matrix()
 method of Results() class</dd>
 <dt>weights <span class="classifier-delimiter">:</span> <span class="classifier">str</span></dt>
@@ -3652,7 +3667,7 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 <dt>target <span class="classifier-delimiter">:</span> <span class="classifier">int</span></dt>
 <dd>target index</dd>
 <dt>sign_sources <span class="classifier-delimiter">:</span> <span class="classifier">bool [optional]</span></dt>
-<dd>add only sources with significant information contribution
+<dd>add sources with significant information contribution only
 (default=True)</dd>
 <dt>fdr <span class="classifier-delimiter">:</span> <span class="classifier">bool [optional]</span></dt>
 <dd>return FDR-corrected results (default=True)</dd>
@@ -4997,6 +5012,56 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 <div class="section" id="module-idtxl.results">
 <span id="idtxl-results-module"></span><h2>idtxl.results module<a class="headerlink" href="#module-idtxl.results" title="Permalink to this headline">¶</a></h2>
 <p>Provide results class for IDTxl network analysis.</p>
+<dl class="class">
+<dt id="idtxl.results.AdjacencyMatrix">
+<em class="property">class </em><code class="descclassname">idtxl.results.</code><code class="descname">AdjacencyMatrix</code><span class="sig-paren">(</span><em>n_nodes</em>, <em>weight_type</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/results.html#AdjacencyMatrix"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.results.AdjacencyMatrix" title="Permalink to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Adjacency matrix representing inferred networks.</p>
+<dl class="method">
+<dt id="idtxl.results.AdjacencyMatrix.add_edge">
+<code class="descname">add_edge</code><span class="sig-paren">(</span><em>i</em>, <em>j</em>, <em>weight</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/results.html#AdjacencyMatrix.add_edge"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.results.AdjacencyMatrix.add_edge" title="Permalink to this definition">¶</a></dt>
+<dd><p>Add weighted edge (i, j) to adjacency matrix.</p>
+</dd></dl>
+
+<dl class="method">
+<dt id="idtxl.results.AdjacencyMatrix.add_edge_list">
+<code class="descname">add_edge_list</code><span class="sig-paren">(</span><em>i_list</em>, <em>j_list</em>, <em>weights</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/results.html#AdjacencyMatrix.add_edge_list"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.results.AdjacencyMatrix.add_edge_list" title="Permalink to this definition">¶</a></dt>
+<dd><p>Add multiple weighted edges (i, j) to adjacency matrix.</p>
+</dd></dl>
+
+<dl class="method">
+<dt id="idtxl.results.AdjacencyMatrix.get_edge_list">
+<code class="descname">get_edge_list</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/results.html#AdjacencyMatrix.get_edge_list"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.results.AdjacencyMatrix.get_edge_list" title="Permalink to this definition">¶</a></dt>
+<dd><p>Return list of weighted edges.</p>
+<dl class="docutils">
+<dt>Returns</dt>
+<dd><dl class="first last docutils">
+<dt>list of tuples</dt>
+<dd>each entry represents one edge in the graph: (i, j, weight)</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="method">
+<dt id="idtxl.results.AdjacencyMatrix.n_edges">
+<code class="descname">n_edges</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/results.html#AdjacencyMatrix.n_edges"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.results.AdjacencyMatrix.n_edges" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="method">
+<dt id="idtxl.results.AdjacencyMatrix.n_nodes">
+<code class="descname">n_nodes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/results.html#AdjacencyMatrix.n_nodes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.results.AdjacencyMatrix.n_nodes" title="Permalink to this definition">¶</a></dt>
+<dd><p>Return number of nodes.</p>
+</dd></dl>
+
+<dl class="method">
+<dt id="idtxl.results.AdjacencyMatrix.print_matrix">
+<code class="descname">print_matrix</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/results.html#AdjacencyMatrix.print_matrix"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.results.AdjacencyMatrix.print_matrix" title="Permalink to this definition">¶</a></dt>
+<dd><p>Print weight and edge matrix.</p>
+</dd></dl>
+
+</dd></dl>
+
 <dl class="class">
 <dt id="idtxl.results.DotDict">
 <em class="property">class </em><code class="descclassname">idtxl.results.</code><code class="descname">DotDict</code><a class="reference internal" href="_modules/idtxl/results.html#DotDict"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.results.DotDict" title="Permalink to this definition">¶</a></dt>
@@ -5239,6 +5304,8 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 </dd>
 </dl>
 </dd>
+<dt>Returns:</dt>
+<dd>AdjacencyMatrix instance</dd>
 </dl>
 </dd></dl>
 
@@ -5403,6 +5470,8 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 <dd>return FDR-corrected results (default=True)</dd>
 </dl>
 </dd>
+<dt>Returns:</dt>
+<dd>AdjacencyMatrix instance</dd>
 </dl>
 </dd></dl>
 
@@ -6209,12 +6278,6 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 </div>
 <div class="section" id="module-idtxl.synergy_tartu">
 <span id="idtxl-synergy-tartu-module"></span><h2>idtxl.synergy_tartu module<a class="headerlink" href="#module-idtxl.synergy_tartu" title="Permalink to this headline">¶</a></h2>
-<dl class="exception">
-<dt id="idtxl.synergy_tartu.BROJA_2PID_Exception">
-<em class="property">exception </em><code class="descclassname">idtxl.synergy_tartu.</code><code class="descname">BROJA_2PID_Exception</code><a class="reference internal" href="_modules/idtxl/synergy_tartu.html#BROJA_2PID_Exception"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.synergy_tartu.BROJA_2PID_Exception" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
-</dd></dl>
-
 <dl class="function">
 <dt id="idtxl.synergy_tartu.I_X_Y">
 <code class="descclassname">idtxl.synergy_tartu.</code><code class="descname">I_X_Y</code><span class="sig-paren">(</span><em>p</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/synergy_tartu.html#I_X_Y"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#idtxl.synergy_tartu.I_X_Y" title="Permalink to this definition">¶</a></dt>
@@ -6466,7 +6529,7 @@ <h1>idtxl package<a class="headerlink" href="#idtxl-package" title="Permalink to
 <dt>target <span class="classifier-delimiter">:</span> <span class="classifier">int</span></dt>
 <dd>index of target process</dd>
 <dt>sign_sources <span class="classifier-delimiter">:</span> <span class="classifier">bool [optional]</span></dt>
-<dd>add only sources significant information contribution
+<dd>plot sources with significant information contribution only
 (default=True)</dd>
 <dt>display_edge_labels <span class="classifier-delimiter">:</span> <span class="classifier">bool [optional]</span></dt>
 <dd>display TE value on edge lables (default=False)</dd>
@@ -6598,7 +6661,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/idtxl_data_class.html b/docs/html/idtxl_data_class.html
index de68eedf..7890e057 100644
--- a/docs/html/idtxl_data_class.html
+++ b/docs/html/idtxl_data_class.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Algorithms for network inference" href="idtxl_network_inference.html" />
@@ -153,14 +152,24 @@ <h1>The Data Class<a class="headerlink" href="#the-data-class" title="Permalink
 <dd><p>Generate example data for a 5-process network.</p>
 <p>Generate example data and overwrite the instance’s current data. The
 network is used as an example the paper on the MuTE toolbox (Montalto,
-PLOS ONE, 2014, eq. 14). The network consists of five autoregressive
-(AR) processes with model orders 2 and the following (non-linear)
-couplings:</p>
+PLOS ONE, 2014, eq. 14) and was orginially proposed by Baccala &amp;
+Sameshima (2001). The network consists of five autoregressive (AR)
+processes with model orders 2 and the following (non-linear) couplings:</p>
 <p>0 -&gt; 1, u = 2 (non-linear)
 0 -&gt; 2, u = 3
 0 -&gt; 3, u = 2 (non-linear)
 3 -&gt; 4, u = 1
 4 -&gt; 3, u = 1</p>
+<p>References:</p>
+<ul class="simple">
+<li>Montalto, A., Faes, L., &amp; Marinazzo, D. (2014) MuTE: A MATLAB toolbox
+to compare established and novel estimators of the multivariate
+transfer entropy. PLoS ONE 9(10): e109462.
+<a class="reference external" href="https://doi.org/10.1371/journal.pone.0109462">https://doi.org/10.1371/journal.pone.0109462</a></li>
+<li>Baccala, L.A. &amp; Sameshima, K. (2001). Partial directed coherence: a
+new concept in neural structure determination. Biol Cybern 84:
+463–474. <a class="reference external" href="https://doi.org/10.1007/PL00007990">https://doi.org/10.1007/PL00007990</a></li>
+</ul>
 <dl class="docutils">
 <dt>Args:</dt>
 <dd><dl class="first last docutils">
@@ -953,7 +962,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/idtxl_estimators.html b/docs/html/idtxl_estimators.html
index 8e8df232..33207c3f 100644
--- a/docs/html/idtxl_estimators.html
+++ b/docs/html/idtxl_estimators.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Helper functions" href="idtxl_helper.html" />
@@ -1623,9 +1622,9 @@ <h2>PID Estimators<a class="headerlink" href="#pid-estimators" title="Permalink
 <dt>
 <em class="property">class </em><code class="descclassname">idtxl.estimators_pid.</code><code class="descname">SydneyPID</code><span class="sig-paren">(</span><em>settings</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/idtxl/estimators_pid.html#SydneyPID"><span class="viewcode-link">[source]</span></a></dt>
 <dd><p>Estimate partial information decomposition of discrete variables.</p>
-<p>Fast implementation of the partial information decomposition (PID)
-estimator for discrete data. The estimator does not require JAVA or GPU
-modules to run.</p>
+<p>Fast implementation of the BROJA partial information decomposition (PID)
+estimator for discrete data (Bertschinger, 2014). The estimator does not
+require JAVA or GPU modules to run.</p>
 <p>The estimator finds shared information, unique information and
 synergistic information between the two inputs s1 and s2 with respect to
 the output t.</p>
@@ -1637,6 +1636,12 @@ <h2>PID Estimators<a class="headerlink" href="#pid-estimators" title="Permalink
 which actually does the virtualised swapping, keeping the changes if the
 CMI decreases; and an outer loop which decreases the size of the
 probability mass increment the virtualised swapping utilises.</p>
+<p>References</p>
+<ul class="simple">
+<li>Bertschinger, N., Rauh, J., Olbrich, E., Jost, J., &amp; Ay, N. (2014).
+Quantifying unique information. Entropy, 16(4), 2161–2183.
+<a class="reference external" href="http://doi.org/10.3390/e16042161">http://doi.org/10.3390/e16042161</a></li>
+</ul>
 <dl class="docutils">
 <dt>Args:</dt>
 <dd><dl class="first last docutils">
@@ -1877,7 +1882,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/idtxl_helper.html b/docs/html/idtxl_helper.html
index 49198360..2d007d8f 100644
--- a/docs/html/idtxl_helper.html
+++ b/docs/html/idtxl_helper.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="idtxl package" href="idtxl.html" />
@@ -873,7 +872,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/idtxl_network_comparison.html b/docs/html/idtxl_network_comparison.html
index 219b6ed6..c36d7de3 100644
--- a/docs/html/idtxl_network_comparison.html
+++ b/docs/html/idtxl_network_comparison.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="The Results Class" href="idtxl_results_class.html" />
@@ -331,7 +330,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/idtxl_network_inference.html b/docs/html/idtxl_network_inference.html
index 2969c025..e5a1433e 100644
--- a/docs/html/idtxl_network_inference.html
+++ b/docs/html/idtxl_network_inference.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Algorithms for the analysis of node dynamics" href="idtxl_process_analysis.html" />
@@ -1060,7 +1059,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/idtxl_process_analysis.html b/docs/html/idtxl_process_analysis.html
index 44045245..5ce9d9e2 100644
--- a/docs/html/idtxl_process_analysis.html
+++ b/docs/html/idtxl_process_analysis.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Network comparison" href="idtxl_network_comparison.html" />
@@ -467,7 +466,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/idtxl_results_class.html b/docs/html/idtxl_results_class.html
index 8d9dedbc..3a2eb4d8 100644
--- a/docs/html/idtxl_results_class.html
+++ b/docs/html/idtxl_results_class.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Information theoretic estimators" href="idtxl_estimators.html" />
@@ -139,6 +138,8 @@ <h2>Results network inference<a class="headerlink" href="#results-network-infere
 <dd>return FDR-corrected results (default=True)</dd>
 </dl>
 </dd>
+<dt>Returns:</dt>
+<dd>AdjacencyMatrix instance</dd>
 </dl>
 </dd></dl>
 
@@ -295,6 +296,8 @@ <h2>Results network comparison<a class="headerlink" href="#results-network-compa
 </dd>
 </dl>
 </dd>
+<dt>Returns:</dt>
+<dd>AdjacencyMatrix instance</dd>
 </dl>
 </dd></dl>
 
@@ -647,7 +650,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
     </div>
   </body>
 </html>
\ No newline at end of file
diff --git a/docs/html/index.html b/docs/html/index.html
index 9c2789bb..7032df1f 100644
--- a/docs/html/index.html
+++ b/docs/html/index.html
@@ -13,7 +13,6 @@
     <script type="text/javascript" src="_static/jquery.js"></script>
     <script type="text/javascript" src="_static/underscore.js"></script>
     <script type="text/javascript" src="_static/doctools.js"></script>
-    <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="The Data Class" href="idtxl_data_class.html" />
@@ -191,7 +190,7 @@ <h3>Navigation</h3>
     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
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     </div>
     <div class="footer" role="contentinfo">
         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
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\ No newline at end of file
diff --git a/docs/html/search.html b/docs/html/search.html
index 2f45f03e..a850bb03 100644
--- a/docs/html/search.html
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         &#169; Copyright 2018, Patricia Wollstadt, Joseph T. Lizier, Raul Vicente, Conor Finn, Mario Martinez-Zarzuela, Pedro Mediano, Leonardo Novelli, Michael Wibral.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.1.
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.2.
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\ No newline at end of file
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