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BULLKpy 0.1.0 documentation
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Installation
API reference
Notebooks
GitHub
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bullkpy
Input Output
Read counts
Add metadata
Pre-processing
Batch correction with Combat
Filter genes
Filter samples
Find bad Obs columns
Highly variable genes
log1p
Make Obs .h5ad safe
Normalize cpm
QC metrics
Sanitize metadata
Set raw counts
Is integerish
Tools
Adjusted rand index
Association
Categorical association
Clustering
Cluster metrics
Differential expression
Negative binomial GLM differential expression
Gene-Category association
Gene-gene correlations
GSEA preranked
Leiden resolution scan
List enrichr libraries
Neighbors
Obs-Category association
Obs-Obs correlation matrix
Pairwise posthoc
Partial correlations
Principal Component Analysis
PCA loadings
Plot Correlation heatmap
Plot Correlation scatter
Posthoc per gene
Rank genes categorical
Rank genes groups
Score genes
Score cell cycle genes
Score genes from a dictionary of genes
Top gene-gene correlations
Top Gene-Obs correlations
Top Obs-Obs correlations
UMAP embedding
UMAP graph
Plotting
ARI resolution heatmap
Association heatmap
Boxplot with statistics
Categorical confusion
Correlation heatmap
Correlation plot
Dotplot
Dotplot association
Gene Association
Gene Association Volcano
Gene Plot
Genes vs. mitochondrial fraction
GSEA bubbleplot
GSEA Leading edge heatmap
Heatmap association
Heatmap Differential Expression
Leading edge Jaccard heatmap
Leading edge overlap matrix
Library size versus genes
MA plot
Mitochondrial fraction vs. counts
oncoprint
PCA loadings bar plot
PCA loadings heatmap
PCA scatter plot
PCA variance ratio
QC by group
QC metrics
QC pairplot
QC scatter panel
Rankplot
Rankplot association
Rank genes groups
Rank genes groups dotplot
Sample distances
UMAP plots
Violin plots
Volcano plot
Volcano for categorial comparisons
API reference
Input Output
Input Output
#
Read counts
Data types
Output
Notes
Add metadata