Welcome to pandas-lightning’s documentation!

pandas-lightning is an API designed for data preprocessing based on common patterns and idioms in pandas. You can expect the following:

• Reduce repeated code
• Make code more readable
• Manage sequences of operations
• Prototype features more quickly
• Access methods intuitively using convenience functions

Contents:

• Getting started
  • Install
  • Import
  • Use df.lambdas
  • Use df[col].scaler
  • Use df[col].pctg
  • Use df[col].ascii
  • Use df[col].map_numerical_binning
  • Use df[col].map_categorical_binning
• Design
• Examples
  • Titanic
• DataFrame accessors
  • Basic manipulation
  • Charts
  • Tests
  • Preparing for modelling
  • DataFrame.optimize
• Series accessors
  • Series.datetime
  • Series.scaler
  • Series.pctg
  • Series.tests
  • Series.asciiplot
  • Series.map_numerical_binning
  • Series.map_categorical_binning

Indices and tables

• Index
• Module Index
• Search Page