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I’d classify the kinds of selections we make into
- recipe/algorithm/statistical test/…
- backend/implementation package/…
Of course there’s overlap, but I think that’s broadly it.
Currently, we have the following.
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flavorsc.pp.highly_variable_genes: choose algorithm/recipe (seurat, seurat_v3, cell_ranger)sc.tl.louvain: choose implementation package (vtraag’s louvain package, igraph, rapids)
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method-
sc.pp.neighbors: choose algorithm to calculate connectivity (gauss or umap). kNN impl istransformer -
sc.tl.umap: choose implementation package (umap or rapids)Note
should probably be changed -
sc.tl.rank_genes_groups: choose differential expression test (t-test, wilcoxon test, …) (also hascorr_methodfor p-value correction) -
sc.tl.marker_gene_overlap: choose how to determine overlap (overlap_count, overlap_coef, jaccard)
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backend: nowhere -
algorithm: nowhere
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Area – APIAPI designAPI design