Version Compatibility

Reference examples tested with: MAGeCK 0.5+, matplotlib 3.8+, numpy 1.26+, pandas 2.2+, scikit-learn 1.4+, seaborn 0.13+

Before using code patterns, verify installed versions match. If versions differ:

• Python: pip show <package> then help(module.function) to check signatures

If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying.

CRISPR Screen Quality Control

"Check the quality of my CRISPR screen" → Assess screen quality through library representation, Gini index, replicate correlation, and essential gene recovery metrics before hit calling.

• Python: pandas + matplotlib for QC metrics and diagnostic plots

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