Set shape basis method

.readthedocs.yaml

@@ -15,7 +15,7 @@ build:
       - gem install html-proofer -v ">= 5.0.9"  # Ensure version >= 5.0.9
     post_build:
       # Check everything except 403s and a jneurosci, which returns 404 but the link works when clicking.
-      - htmlproofer $READTHEDOCS_OUTPUT/html  --checks Links,Scripts,Images --ignore-urls "https://fonts.gstatic.com,https://celltypes.brain-map.org/experiment/electrophysiology/478498617,https://www.jneurosci.org/content/25/47/11003" --assume-extension --check-external-hash --ignore-status-codes 403,0 --ignore-files "/.+\/_static\/.+/","/.+\/stubs\/.+/","/.+\/tutorials/plot_02_head_direction.+/"
+      - htmlproofer $READTHEDOCS_OUTPUT/html  --checks Links,Scripts,Images --ignore-urls "https://fonts.gstatic.com,https://celltypes.brain-map.org/experiment/electrophysiology/478498617,https://www.jneurosci.org/content/25/47/11003,https://www.nature.com/articles/s41467-017-01908-3,https://doi.org/10.1038/s41467-017-01908-3" --assume-extension --check-external-hash --ignore-status-codes 403,0 --ignore-files "/.+\/_static\/.+/","/.+\/stubs\/.+/","/.+\/tutorials/plot_02_head_direction.+/"
       # The auto-generated animation doesn't have a alt or src/srcset; I am able to ignore missing alt, but I cannot work around a missing src/srcset
       # therefore for this file I am not checking the figures.
       - htmlproofer $READTHEDOCS_OUTPUT/html/tutorials/plot_02_head_direction.html  --checks Links,Scripts --ignore-urls "https://www.jneurosci.org/content/25/47/11003"

docs/how_to_guide/README.md

@@ -14,7 +14,7 @@ pip install nemos[examples]
 :::
 
 
-::::{grid} 1 2 3 3
+::::{grid} 1 2 3 4
 
 :::{grid-item-card}
 
@@ -58,27 +58,42 @@ plot_04_batch_glm.md
 :::{grid-item-card}
 
 <figure>
-<img src="../_static/thumbnails/how_to_guide/plot_05_sklearn_pipeline_cv_demo.svg" style="height: 100px", alt="Pipelining and cross-validation."/>
+<img src="../_static/nemos_sklearn.svg" style="height: 100px", alt="NeMoS vs sklearn."/>
 </figure>
 
 ```{toctree}
 :maxdepth: 2
 
-plot_05_sklearn_pipeline_cv_demo.md
+plot_05_transformer_basis.md
 ```
 :::
 
 :::{grid-item-card}
 
 <figure>
-<img src="../_static/thumbnails/how_to_guide/plot_06_glm_pytree.svg" style="height: 100px", alt="PyTrees."/>
+<img src="../_static/thumbnails/how_to_guide/plot_06_sklearn_pipeline_cv_demo.svg" style="height: 100px", alt="PyTrees."/>
 </figure>
 
 ```{toctree}
 :maxdepth: 2
 
-plot_06_glm_pytree.md
+plot_06_sklearn_pipeline_cv_demo.md
 ```
+
+:::
+
+:::{grid-item-card}
+
+<figure>
+<img src="../_static/thumbnails/how_to_guide/plot_07_glm_pytree.svg" style="height: 100px", alt="PyTrees."/>
+</figure>
+
+```{toctree}
+:maxdepth: 2
+
+plot_07_glm_pytree.md
+```
+
 :::
 
 ::::