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diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/notebooks/0.1-Theory.doctree b/.doctrees/notebooks/0.1-Theory.doctree
diff --git a/.doctrees/notebooks/0.2-Creating_networks.doctree b/.doctrees/notebooks/0.2-Creating_networks.doctree
diff --git a/.doctrees/notebooks/0.3-Generalised_filtering.doctree b/.doctrees/notebooks/0.3-Generalised_filtering.doctree
diff --git a/.doctrees/notebooks/1.1-Binary_HGF.doctree b/.doctrees/notebooks/1.1-Binary_HGF.doctree
diff --git a/.doctrees/notebooks/1.2-Categorical_HGF.doctree b/.doctrees/notebooks/1.2-Categorical_HGF.doctree
diff --git a/.doctrees/notebooks/1.3-Continuous_HGF.doctree b/.doctrees/notebooks/1.3-Continuous_HGF.doctree
diff --git a/.doctrees/notebooks/2-Using_custom_response_functions.doctree b/.doctrees/notebooks/2-Using_custom_response_functions.doctree
diff --git a/.doctrees/notebooks/3-Multilevel_HGF.doctree b/.doctrees/notebooks/3-Multilevel_HGF.doctree
diff --git a/.doctrees/notebooks/4-Parameter_recovery.doctree b/.doctrees/notebooks/4-Parameter_recovery.doctree
diff --git a/.doctrees/notebooks/Example_1_Heart_rate_variability.doctree b/.doctrees/notebooks/Example_1_Heart_rate_variability.doctree
diff --git a/.doctrees/notebooks/Example_2_Input_node_volatility_coupling.doctree b/.doctrees/notebooks/Example_2_Input_node_volatility_coupling.doctree
diff --git a/.doctrees/notebooks/Example_3_Multi_armed_bandit.doctree b/.doctrees/notebooks/Example_3_Multi_armed_bandit.doctree
diff --git a/.doctrees/notebooks/Exercise_1_Using_the_HGF.doctree b/.doctrees/notebooks/Exercise_1_Using_the_HGF.doctree
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diff --git a/notebooks/0.1-Theory.html b/notebooks/0.1-Theory.html
@@ -919,8 +919,8 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 
 matplotlib: 3.9.0
 seaborn   : 0.13.2
-sys       : 3.12.3 (main, May  9 2024, 14:51:07) [GCC 11.4.0]
 numpy     : 1.26.0
+sys       : 3.12.3 (main, May  9 2024, 14:51:07) [GCC 11.4.0]
 
 Watermark: 2.4.3
 </pre></div>

diff --git a/notebooks/0.2-Creating_networks.html b/notebooks/0.2-Creating_networks.html
@@ -740,7 +740,7 @@ <h5>Continuous value coupling<a class="headerlink" href="#continuous-value-coupl
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/7dbb00280e12d8825adaf543a544498e76619eaacd758a16ec91c8a6f287642c.png" src="../_images/7dbb00280e12d8825adaf543a544498e76619eaacd758a16ec91c8a6f287642c.png" />
+<img alt="../_images/141d171d77b12efbf5cf9137f2aaff377374b787435f9ce5cec552b4fbe7d456.png" src="../_images/141d171d77b12efbf5cf9137f2aaff377374b787435f9ce5cec552b4fbe7d456.png" />
 </div>
 </div>
 <div class="admonition note">
@@ -1080,10 +1080,10 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jax   : 0.4.29
 jaxlib: 0.4.29
 
-matplotlib: 3.9.0
 sys       : 3.12.3 (main, May  9 2024, 14:51:07) [GCC 11.4.0]
-seaborn   : 0.13.2
 numpy     : 1.26.0
+matplotlib: 3.9.0
+seaborn   : 0.13.2
 
 Watermark: 2.4.3
 </pre></div>

diff --git a/notebooks/0.3-Generalised_filtering.html b/notebooks/0.3-Generalised_filtering.html
@@ -970,10 +970,10 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jax   : 0.4.29
 jaxlib: 0.4.29
 
+seaborn   : 0.13.2
 numpy     : 1.26.0
 matplotlib: 3.9.0
 jax       : 0.4.29
-seaborn   : 0.13.2
 
 Watermark: 2.4.3
 </pre></div>