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Sensitivity Analysis Python Packages

Python packages with the GitHub topic sensitivity-analysis. Sorted by relevance, with stars and monthly downloads.
SALib
salib

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

593K 989 261
igerber
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
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
BioSTEAMDevelopmentGroup
biosteam

The Biorefinery Simulation and Techno-Economic Analysis Modules

23K 251 56
AMICI-dev
amici

High-performance sensitivity analysis for large ordinary differential equation models

7K 139 33
FilippoAiraldi
csnlp

Nonlinear Progamming with CasADi

4K 30 2
JPL-Evapotranspiration-Algorithms
monte-carlo-sensitivity

Monte Carlo Sensitivity Analysis

3K 2 3
scottshambaugh
monaco

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

2K 151 10
MAfarrag
hapi-nile

Distributed hydrological-model

2K 42 19
alan-turing-institute
autoemulate

Emulate simulations easily

2K 114 41
damar-wicaksono
uqtestfuns

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

1K 10 1
broundal
pytolemaic

Package for ML model analysis

1K 10 3
kundajelab
deeplift

DeepLIFT (Deep Learning Important FeaTures)

980 872 169
Plant-Food-Research-Open
calisim

A toolbox for the calibration and evaluation of simulation models.

900 20 3
gmarupilla
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
mcuntz
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
swat-model
pyswatplus

A Python interface for interacting with the SWAT+ hydrological model

603 51 22
LLNL
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
jyou2025
irapy

Impact Range Assessment (IRA): An Interpretable Sensitivity Measure for Regression Modeling

547 0 0
energyinpython
pyrepo-mcda

Python library for Multi-Criteria Decision Analysis.

510 12 7
mathLab
athena-mathlab

ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis

314 55 29
Simulation-Decomposition
simdec

Sensitivity analysis using simulation decomposition

307 31 2
vars-tool
varstool

VARS-TOOL Sensitivity and Uncertainty Analysis Package

281 30 9
fancompute
angler

Frequency-domain photonic simulation and inverse design optimization for linear and nonlinear devices

275 191 52
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