skimpy-ext 0.1.0

No project description provided

Skimpy Extended

A light weight tool for creating summary statistics from dataframes.

This is a replica of the original Skimpy package, but for polars!

skimpy is a light weight tool that provides summary statistics about variables in data frames within the console or your interactive Python window. Think of it as a super-charged version of df.describe(). You can find the documentation here.

MVP TODOs

• Info tables
• Support for numerical data
• Support for categorical data
• Support for timeseries data
• Support for boolean data
• Remove zero-variance columns
• Identifies rare categories and groups
• Find outliers based on Inter Quartile Range
• Detects possibly mixed data types columns
• Detects high cardinality features
• Detects high correlated features
• Detects duplicated rows (may be an option to pass when call the Skimpy class)
• Indicate skewed ditributions
• Detects imbalanced classes
• Detects feature leakage