arviz

Exploratory analysis of Bayesian models with Python

Build Status
Azure Build Status
Coverage Status
Code style: black
Gitter chat
DOI DOI

ArviZ

ArviZ (pronounced "AR-vees") is a Python package for exploratory analysis of Bayesian models.
Includes functions for posterior analysis, model checking, comparison and diagnostics.

ArviZ in other languages

ArviZ also has a Julia wrapper available ArviZ.jl.

Documentation

The ArviZ documentation can be found in the official docs.
First time users may find the quickstart
to be helpful. Additional guidance can be found in the
usage documentation.

Installation

Stable

ArviZ is available for installation from PyPI.
The latest stable version can be installed using pip:

pip install arviz

ArviZ is also available through conda-forge.

conda install -c conda-forge arviz

Development

The latest development version can be installed from the master branch using pip:

pip install git+git://github.com/arviz-devs/arviz.git

Another option is to clone the repository and install using git and setuptools:

git clone https://github.com/arviz-devs/arviz.git
cd arviz
python setup.py install

Gallery

Dependencies

ArviZ is tested on Python 3.5, 3.6 and 3.7, and depends on NumPy, SciPy, xarray, and Matplotlib.

Citation

If you use ArviZ and want to cite it please use DOI

Here is the citation in BibTeX format

@article{arviz_2019,
	title = {{ArviZ} a unified library for exploratory analysis of {Bayesian} models in {Python}},
	author = {Kumar, Ravin and Colin, Carroll and Hartikainen, Ari and Martin, Osvaldo A.},
	journal = {The Journal of Open Source Software},
	year = {2019},
	doi = {10.21105/joss.01143},
	url = {http://joss.theoj.org/papers/10.21105/joss.01143},
}

Contributions

ArviZ is a community project and welcomes contributions.
Additional information can be found in the Contributing Readme

Code of Conduct

ArviZ wishes to maintain a positive community. Additional details
can be found in the Code of Conduct

Sponsors

NumFOCUS

主要指標

概覽
名稱與所有者stride3d/stride
主編程語言C#
編程語言Python (語言數: 19)
平台
許可證MIT License
所有者活动
創建於2018-06-08 05:25:16
推送於2025-06-25 06:59:21
最后一次提交2025-06-21 13:41:07
發布數84
最新版本名稱releases/4.2.0.2381 (發布於 2025-03-08 16:09:21)
第一版名稱releases/3.0.0.1 (發布於 )
用户参与
星數7k
關注者數193
派生數1k
提交數3.7k
已啟用問題?
問題數1296
打開的問題數594
拉請求數980
打開的拉請求數86
關閉的拉請求數186
项目设置
已啟用Wiki?
已存檔?
是復刻?
已鎖定?
是鏡像?
是私有?