Sensitivity Analysis Python Packages

salib

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

593K 989 261

diff-diff

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

43K 237 37

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.

41K 655 132

biosteam

The Biorefinery Simulation and Techno-Economic Analysis Modules

23K 251 56

amici

High-performance sensitivity analysis for large ordinary differential equation models

7K 139 33

csnlp

Nonlinear Progamming with CasADi

4K 30 2

monte-carlo-sensitivity

Monte Carlo Sensitivity Analysis

3K 2 3

monaco

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

2K 151 10

hapi-nile

Distributed hydrological-model

2K 42 19

autoemulate

Emulate simulations easily

2K 114 41

uqtestfuns

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

1K 10 1

pytolemaic

Package for ML model analysis

1K 10 3

deeplift

DeepLIFT (Deep Learning Important FeaTures)

980 872 169

calisim

A toolbox for the calibration and evaluation of simulation models.

900 20 3

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

694 5 4

pyeee

pyeee: a library providing parameter screening of computational models using the Morris method of Elementary Effects or its extension of Efficient Elementary Effects by Cuntz, Mai et al. (Water Res Research, 2015).

667 4 1

pyswatplus

A Python interface for interacting with the SWAT+ hydrological model

603 51 22

sundials4py

Official development repository for SUNDIALS - a SUite of Nonlinear and DIfferential/ALgebraic equation Solvers. Pull requests are welcome for bug fixes and minor changes.

560 657 165