Permutation Test Python Packages

resample

Randomization-based inference in Python

mlstatkit

MLstatkit is a comprehensive Python library designed to seamlessly integrate established statistical methods into machine learning projects.

tokio-ai

Is your backtest real? Deflated Sharpe Ratio, backtest-overfitting (PBO) and lookahead checks with measured false-positive rates. Works with vectorbt, backtesting.py and TradingView.

fusepoint

FUSE -- verdict-first tipping-point cards over the sigma_c v6 disciplined-reader kernel. Find where your system breaks, and get told whether the reading can be trusted.

nsevt

Calibrated GPD tail inference in Python: continuous and grouped fits, profile intervals, permutation trends, Monte Carlo calibration, and multi-source robustness.

mlconfound

Tools for analyzing and quantifying effects of confounder variables on machine learning model predictions.

permutations-stats

Statistical package for fast exact tests and simulations