Confidence Intervals Python Packages

mapie

A scikit-learn-compatible library for estimating prediction intervals and controlling risks, based on conformal predictions.

206K 2K 144

crepes

Python package for conformal prediction

22K 579 45

resample

Randomization-based inference in Python

4K 86 14

hypothesize

A Python package for comparing groups and measuring associations using robust statistics.

1K 68 4

pretest-did

Python implementation of the conditional extrapolation pre-test for difference-in-differences (Mikhaeil & Harshaw, 2026). Returns pass/fail decision, conditional confidence interval, and diagnostic scalars as a typed result object.

810 0 0

doubt

Bringing back uncertainty to machine learning.

805 55 3

xtbreak

Bai–Perron structural break detection and estimation for time series and panel data. Tests for breaks, estimates break dates with confidence intervals, and selects break counts via sequential testing or information criteria.

744 0 0

agentrial

Statistical evaluation framework for AI agents

704 17 2

kernel-quantile-regression

Kernel quantile regression

490 8 2

ci-methods-analyser

Analyse efficacy of your own confidence interval (CI) methods

439 0 0

binoculars

Confidence intervals for binomial proportions.

319 4 1

duvida

Calculating exact and approximate confidence and information metrics for differentiable functions.

293 0 0

confinterval

Simple confidence intervals for Python.

270 0 0

pyellipse

Python package for creating and analyzing confidence ellipses, including Hotelling's T-squared ellipses for multivariate statistical analysis and data visualization.

250 0 0