effector 0.0.273

A Python library for global and regional effects

Effector

Documenation | Global Effect | Regional Effect | API | Tutorials

Effector is a python package for global and regional effect analysis.

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Installation

Effector is compatible with Python 3.7+. We recommend to first create a virtual environment with conda:

conda create -n effector python=3.11
conda activate effector

and then install Effector via pip:

pip install effector

If you want to also run the Tutorial notebooks, add some more dependencies to the environment:

pip install -r requirements-dev.txt

Methods and Publications

Methods

Effector implements the following methods:

Method	Global Effect	Regional Effect	Paper
PDP	PDP	RegionalPDP	PDP, ICE, GAGDET-PD
d-PDP	DerPDP	RegionalDerPDP	d-PDP, d-ICE
ALE	ALE	RegionalALE	ALE, GAGDET-ALE
RHALE	RHALE	RegionalRHALE	RHALE, DALE
SHAP-DP	ShapDP	RegionalShapDP	SHAP, GAGDET-DP