Sensitivity Analysis Python Packages

salib

Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and other methods.

582K 987 261

diff-diff

Difference-in-Differences causal inference in Python. Callaway-Sant'Anna, Synthetic DiD, Honest DiD, event studies. sklearn-like API, validated against R.

64K 167 25

emukit

A Python-based toolbox of various methods in decision making, uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, etc.

51K 655 132

biosteam

The Biorefinery Simulation and Techno-Economic Analysis Modules

17K 248 56

amici

High-performance sensitivity analysis for large ordinary differential equation models

6K 137 33

csnlp

Nonlinear Progamming with CasADi

3K 30 2

monaco

Quantify uncertainty and sensitivities in your computer models with an industry-grade Monte Carlo library.

3K 151 10

monte-carlo-sensitivity

Monte-Carlo Sensitivity Analysis

2K 2 3

calisim

A toolbox for the calibration and evaluation of simulation models.

2K 20 3

sundials4py

Official Python bindings for the SUNDIALS suite of nonlinear and differential/algebraic equation solvers.

2K 648 167

hapi-nile

Hapi is a Python library for building Conceptual Distributed Model using HBV96 lumped model & Muskingum routing method

2K 42 19

pytolemaic

Toolbox for analysis of model's quality and model's description. For further details see

2K 10 3

uqtestfuns

A Python3 library of test functions from the uncertainty quantification community with a common interface for benchmarking purpose.

2K 9 1

deeplift

Public facing deeplift repo

1K 872 169

pyeee

A Python library providing parameter screening of computational models using the extension of Morris' method of Elementary Effects called Efficient or Sequential Elementary Effects by Cuntz, Mai et al. (Water Res Research, 2015).

1K 4 1

terraflow-agro

Reproducible, uncertainty-aware geospatial suitability pipeline for agriculture — Ordinary Kriging + LOOCV variogram selection, Monte-Carlo score CIs, Sobol/Morris sensitivity, spatial block CV, deterministic run fingerprints

1K 2 2

autoemulate

Emulate simulations easily

878 115 40

pyswatplus

pySWATPlus is a Python library tailored for seamless interaction with the Soil and Water Assessment Tool Plus (SWAT+), empowering users to efficiently manage input and output files within Python environments.

818 51 22