Py-resample

Jul 20, 2023

Resampling-based inference in Python

resample is a resampling-based inference in Python based on data resampling and permutation.

Features

  • Bootstrap resampling ordinary or balanced with optional stratification
  • Extended bootstrap resampling also varies sample size
  • Parametric resampling Gaussian, Poisson, gamma, etc.
  • Jackknife estimates of bias and variance of any estimator
  • Compute bootstrap confidence intervals percentile or BCa for any estimator
  • Permutation-based variants of traditional statistical tests USP test of independence and others
  • Tools for working with empirical distributions CDF, quantile, etc.
  • Depends only on numpy and scipy


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