Skip to content

Commit

Permalink
Implement log1p transformation for cell count prior to PCA data.
Browse files Browse the repository at this point in the history
Goal is to deal with extreme variance in cell count data via a log(x+1) transformation.

Updated similarity metrics of all umap to "correlation" to better address data type found results. Also tested cosine similarity.
  • Loading branch information
mginda committed Aug 23, 2024
1 parent 614e0b8 commit 96f31ec
Show file tree
Hide file tree
Showing 5 changed files with 74 additions and 60 deletions.
Binary file modified validations/output/umap/UMAP_Azimuth-PCA-Kmeans.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file modified validations/output/umap/UMAP_CellTypist-PCA-Kmeans.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file modified validations/output/umap/UMAP_PopV-PCA-Kmeans.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.

Large diffs are not rendered by default.

67 changes: 37 additions & 30 deletions validations/umap/HRA_UMAP_DatasetOrganCellType.ipynb

Large diffs are not rendered by default.

0 comments on commit 96f31ec

Please sign in to comment.