# get_ipython().kernel.do_shutdown()
+get_ipython().kernel.do_shutdown(restart=True)
diff --git a/searchindex.js b/searchindex.js
index edae1c8..8529fbf 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["descriptions/Allen-CCF-2020", "descriptions/MERFISH-C57BL6J-638850", "descriptions/MERFISH-C57BL6J-638850-CCF", "descriptions/WHB-10X-clustering", "descriptions/WHB-10Xv3", "descriptions/WHB-taxonomy", "descriptions/WHB_dataset", "descriptions/WHB_notebooks", "descriptions/WMB-10X", "descriptions/WMB-10XMulti", "descriptions/WMB-10Xv2", "descriptions/WMB-10Xv3", "descriptions/WMB-neighborhoods", "descriptions/WMB-taxonomy", "descriptions/WMB_dataset", "descriptions/Zhuang-ABCA-1", "descriptions/Zhuang-ABCA-2", "descriptions/Zhuang-ABCA-3", "descriptions/Zhuang-ABCA-4", "descriptions/Zhuang_dataset", "descriptions/notebook_subtitle1", "descriptions/notebook_subtitle2", "descriptions/notebook_subtitle3", "descriptions/notebook_subtitle4", "docs/README", "docs/cluster_annotations/README", "docs/gene_lists/README", "docs/parcellation_annotations/README", "intro", "notebooks/10x_snRNASeq_tutorial_part_1", "notebooks/10x_snRNASeq_tutorial_part_2a", "notebooks/10x_snRNASeq_tutorial_part_2b", "notebooks/WHB-10x_snRNASeq_tutorial_part_1", "notebooks/WHB-10x_snRNASeq_tutorial_part_2", "notebooks/WHB_cluster_annotation_tutorial", "notebooks/ccf_and_parcellation_annotation_tutorial", "notebooks/cluster_annotation_tutorial", "notebooks/cluster_groups_and_embeddings_tutorial", "notebooks/cluster_neighborhood_gallery", "notebooks/general_accessing_10x_snRNASeq_tutorial", "notebooks/getting_started", "notebooks/merfish_ccf_registration_tutorial", "notebooks/merfish_tutorial_part_1", "notebooks/merfish_tutorial_part_2a", "notebooks/merfish_tutorial_part_2b", "notebooks/zhuang_merfish_tutorial"], "filenames": ["descriptions/Allen-CCF-2020.md", "descriptions/MERFISH-C57BL6J-638850.md", "descriptions/MERFISH-C57BL6J-638850-CCF.md", "descriptions/WHB-10X-clustering.md", "descriptions/WHB-10Xv3.md", "descriptions/WHB-taxonomy.md", "descriptions/WHB_dataset.md", "descriptions/WHB_notebooks.md", "descriptions/WMB-10X.md", "descriptions/WMB-10XMulti.md", "descriptions/WMB-10Xv2.md", "descriptions/WMB-10Xv3.md", "descriptions/WMB-neighborhoods.md", "descriptions/WMB-taxonomy.md", "descriptions/WMB_dataset.md", "descriptions/Zhuang-ABCA-1.md", "descriptions/Zhuang-ABCA-2.md", "descriptions/Zhuang-ABCA-3.md", "descriptions/Zhuang-ABCA-4.md", "descriptions/Zhuang_dataset.md", "descriptions/notebook_subtitle1.md", "descriptions/notebook_subtitle2.md", "descriptions/notebook_subtitle3.md", "descriptions/notebook_subtitle4.md", "docs/README.md", "docs/cluster_annotations/README.md", "docs/gene_lists/README.md", "docs/parcellation_annotations/README.md", "intro.md", "notebooks/10x_snRNASeq_tutorial_part_1.ipynb", "notebooks/10x_snRNASeq_tutorial_part_2a.ipynb", "notebooks/10x_snRNASeq_tutorial_part_2b.ipynb", "notebooks/WHB-10x_snRNASeq_tutorial_part_1.ipynb", "notebooks/WHB-10x_snRNASeq_tutorial_part_2.ipynb", "notebooks/WHB_cluster_annotation_tutorial.ipynb", 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