PyBalance Utilities

Usage

Simply follow Installation instructions to get started and then have a look at the Demos.

Getting Started

• Introduction
  • Problem Statement
• Installation instructions
  • Install from PIP
  • Install from source
  • Use with docker
• Demos
  • Matching Data
    • Initializing MatchingData
    • Exploring MatchingData
    • Visualizing MatchingData
  • Balance Calculators
    • Fit Balance Calculator
    • Balance between pool and target
    • Balance between subset of pool and target
    • Balance between several subsets simultaneously
    • Basic Genetic Optimizer
  • Propensity Score Matcher
    • Optimize Beta (Mean Absolute SMD)
    • Improve upon PropensityScoreMatcher solution with ConstraintSatisfactionMatcher
  • Genetic Matcher
    • Optimize Beta (Mean Absolute SMD)
    • Optimize Beta^2
    • Optimize Gamma (Area Between CDFs)
  • Constraint Satisfaction Matcher
    • Optimize Beta (Mean Absolute SMD)
    • Optimize Beta With Cross Terms Added
    • Optimize Gamma (Area Between CDFs)
  • Cardinality matching
    • Optimize pool size with balance constraint
    • Optimize balance with size and balance constraints
    • Optimize balance without balance constraint

API

• API documentation
  • Core Utilities
  • Matchers
  • Visualization
  • Simulation

License & Help

• License
• Help

Indices and tables

• Index

• Module Index

• Search Page