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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 53ef9498296470d83c49b34ba5c8df1e
+config: 592af5c3e32f0ec823a47e0abd75e30d
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/_downloads/4481fca80fcd36eb6fde9d9cb4e3134c/plot_entropies.py b/_downloads/4481fca80fcd36eb6fde9d9cb4e3134c/plot_entropies.py
@@ -1,6 +1,6 @@
 """
-Comparison of entropy estimators
-================================
+Comparison of entropy estimators for various distributions
+==========================================================
 
 In this example, we are going to compare entropy estimators. In particular,
 some distributions, such as normal, uniform or exponential distributions lead

diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/_downloads/a1ef8dbbc19c785bec2a5cc12335798e/plot_entropies.ipynb b/_downloads/a1ef8dbbc19c785bec2a5cc12335798e/plot_entropies.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# Comparison of entropy estimators\n\nIn this example, we are going to compare entropy estimators. In particular,\nsome distributions, such as normal, uniform or exponential distributions lead\nto specific values of entropies. In this this tutorial we are going to :\n\n1. Simulate data following either a normal, uniform or exponential\n   distributions\n2. Define several estimators of entropy\n3. Compute the entropy for a varying number of samples\n4. See if the computed entropies converge toward the theoretical value\n"
+        "\n# Comparison of entropy estimators for various distributions\n\nIn this example, we are going to compare entropy estimators. In particular,\nsome distributions, such as normal, uniform or exponential distributions lead\nto specific values of entropies. In this this tutorial we are going to :\n\n1. Simulate data following either a normal, uniform or exponential\n   distributions\n2. Define several estimators of entropy\n3. Compute the entropy for a varying number of samples\n4. See if the computed entropies converge toward the theoretical value\n"
       ]
     },
     {

diff --git a/_modules/hoi/core/combinatory.html b/_modules/hoi/core/combinatory.html
@@ -494,22 +494,11 @@ <h1>Source code for hoi.core.combinatory</h1><div class="highlight"><pre>
 
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@@ -536,10 +525,11 @@ <h1>Source code for hoi.core.combinatory</h1><div class="highlight"><pre>
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diff --git a/_modules/hoi/core/entropies.html b/_modules/hoi/core/entropies.html
@@ -799,22 +799,11 @@ <h1>Source code for hoi.core.entropies</h1><div class="highlight"><pre>
 
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@@ -841,10 +830,11 @@ <h1>Source code for hoi.core.entropies</h1><div class="highlight"><pre>
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diff --git a/_modules/hoi/core/mi.html b/_modules/hoi/core/mi.html
@@ -697,22 +697,11 @@ <h1>Source code for hoi.core.mi</h1><div class="highlight"><pre>
 
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@@ -739,10 +728,11 @@ <h1>Source code for hoi.core.mi</h1><div class="highlight"><pre>
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diff --git a/_modules/hoi/metrics/dtc.html b/_modules/hoi/metrics/dtc.html
@@ -566,22 +566,11 @@ <h1>Source code for hoi.metrics.dtc</h1><div class="highlight"><pre>
 
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@@ -608,10 +597,11 @@ <h1>Source code for hoi.metrics.dtc</h1><div class="highlight"><pre>
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             <img src="https://developers.google.com/open-source/gsoc/resources/downloads/GSoC-Vertical.png" alt="Gsoc" height="80">
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diff --git a/_modules/hoi/metrics/gradient_oinfo.html b/_modules/hoi/metrics/gradient_oinfo.html
@@ -510,22 +510,11 @@ <h1>Source code for hoi.metrics.gradient_oinfo</h1><div class="highlight"><pre>
 
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@@ -552,10 +541,11 @@ <h1>Source code for hoi.metrics.gradient_oinfo</h1><div class="highlight"><pre>
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+            <img src="https://www.univ-amu.fr/system/files/2021-05/AMU%20logo.png" alt=" Aix-Marseille university" height="80">
             <img src="https://developers.google.com/open-source/gsoc/resources/downloads/GSoC-Vertical.png" alt="Gsoc" height="80">
+            <img src="https://enlight-eu.org/images/logos/Logo_Gent.png" alt="Ghent" height="80">
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diff --git a/_modules/hoi/metrics/info_tot.html b/_modules/hoi/metrics/info_tot.html
@@ -530,22 +530,11 @@ <h1>Source code for hoi.metrics.info_tot</h1><div class="highlight"><pre>
 
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@@ -572,10 +561,11 @@ <h1>Source code for hoi.metrics.info_tot</h1><div class="highlight"><pre>
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+            <img src="https://www.univ-amu.fr/system/files/2021-05/AMU%20logo.png" alt=" Aix-Marseille university" height="80">
             <img src="https://developers.google.com/open-source/gsoc/resources/downloads/GSoC-Vertical.png" alt="Gsoc" height="80">
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diff --git a/_modules/hoi/metrics/infotopo.html b/_modules/hoi/metrics/infotopo.html
@@ -563,22 +563,11 @@ <h1>Source code for hoi.metrics.infotopo</h1><div class="highlight"><pre>
 
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@@ -605,10 +594,11 @@ <h1>Source code for hoi.metrics.infotopo</h1><div class="highlight"><pre>
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+            <img src="https://www.univ-amu.fr/system/files/2021-05/AMU%20logo.png" alt=" Aix-Marseille university" height="80">
             <img src="https://developers.google.com/open-source/gsoc/resources/downloads/GSoC-Vertical.png" alt="Gsoc" height="80">
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diff --git a/_modules/hoi/metrics/oinfo.html b/_modules/hoi/metrics/oinfo.html
@@ -571,22 +571,11 @@ <h1>Source code for hoi.metrics.oinfo</h1><div class="highlight"><pre>
 
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@@ -613,10 +602,11 @@ <h1>Source code for hoi.metrics.oinfo</h1><div class="highlight"><pre>
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-            <img src="https://www.engagement.fr/wp-content/uploads/2013/02/Aix-Marseille-Universit%C3%A9.png" alt=" Aix-Marseille university" height="80">
+            <img src="https://www.univ-amu.fr/system/files/2021-05/AMU%20logo.png" alt=" Aix-Marseille university" height="80">
             <img src="https://developers.google.com/open-source/gsoc/resources/downloads/GSoC-Vertical.png" alt="Gsoc" height="80">
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diff --git a/_modules/hoi/metrics/phiid_red.html b/_modules/hoi/metrics/phiid_red.html
@@ -577,22 +577,11 @@ <h1>Source code for hoi.metrics.phiid_red</h1><div class="highlight"><pre>
 
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@@ -619,10 +608,11 @@ <h1>Source code for hoi.metrics.phiid_red</h1><div class="highlight"><pre>
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+            <img src="https://www.univ-amu.fr/system/files/2021-05/AMU%20logo.png" alt=" Aix-Marseille university" height="80">
             <img src="https://developers.google.com/open-source/gsoc/resources/downloads/GSoC-Vertical.png" alt="Gsoc" height="80">
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diff --git a/_modules/hoi/metrics/phiid_syn.html b/_modules/hoi/metrics/phiid_syn.html
@@ -587,22 +587,11 @@ <h1>Source code for hoi.metrics.phiid_syn</h1><div class="highlight"><pre>
 
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@@ -629,10 +618,11 @@ <h1>Source code for hoi.metrics.phiid_syn</h1><div class="highlight"><pre>
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+            <img src="https://www.univ-amu.fr/system/files/2021-05/AMU%20logo.png" alt=" Aix-Marseille university" height="80">
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