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Storage","sub_category":"Battery","monthly_downloads":4193,"total_dependent_repos":5,"total_dependent_packages":6,"readme":"[![DOI](https://zenodo.org/badge/136110609.svg)](https://zenodo.org/badge/latestdoi/136110609)  ![GitHub release](https://img.shields.io/github/release/ECSHackWeek/impedance.py)\n\n![PyPI - Downloads](https://img.shields.io/pypi/dm/impedance?style=flat-square)  [![All Contributors](https://img.shields.io/badge/all_contributors-11-orange.svg?style=flat-square)](#contributors)\n\n[![Build Status](https://github.com/ECSHackWeek/impedance.py/actions/workflows/ci.yml/badge.svg)](https://github.com/ECSHackWeek/impedance.py/actions)  [![Documentation Status](https://readthedocs.org/projects/impedancepy/badge/?version=latest\u0026kill_cache=1)](https://impedancepy.readthedocs.io/en/latest/?badge=latest) [![Coverage Status](https://coveralls.io/repos/github/ECSHackWeek/impedance.py/badge.svg?branch=master\u0026kill_cache=1)](https://coveralls.io/github/ECSHackWeek/impedance.py?branch=master)\n\nimpedance.py\n------------\n\n`impedance.py` is a Python package for making electrochemical impedance spectroscopy (EIS) analysis reproducible and easy-to-use.\n\nAiming to create a consistent, [scikit-learn-like API](https://arxiv.org/abs/1309.0238) for impedance analysis, impedance.py contains modules for data preprocessing, validation, model fitting, and visualization.\n\nFor a little more in-depth discussion of the package background and capabilities, check out our [Journal of Open Source Software paper](https://joss.theoj.org/papers/10.21105/joss.02349).\n\nIf you have a feature request or find a bug, please [file an issue](https://github.com/ECSHackWeek/impedance.py/issues) or, better yet, make the code improvements and [submit a pull request](https://help.github.com/articles/creating-a-pull-request-from-a-fork/)! The goal is to build an open-source tool that the entire impedance community can improve and use!\n\n### Installation\n\nThe easiest way to install impedance.py is from [PyPI](https://pypi.org/project/impedance/) using pip.\n\n```bash\npip install impedance\n```\n\nSee [Getting started with impedance.py](https://impedancepy.readthedocs.io/en/latest/getting-started.html) for instructions on getting started from scratch.\n\n#### Dependencies\n\nimpedance.py requires:\n\n-   Python (\u003e=3.7)\n-   SciPy (\u003e=1.0)\n-   NumPy (\u003e=1.22.4)\n-   Matplotlib (\u003e=3.0)\n-   Altair (\u003e=3.0)\n-   Pandas\n\nSeveral example notebooks are provided in the `docs/source/examples/` directory. Opening these will require Jupyter notebook or Jupyter lab.\n\n#### Examples and Documentation\n\nSeveral examples can be found in the `docs/source/examples/` directory (the [Fitting impedance spectra notebook](https://impedancepy.readthedocs.io/en/latest/examples/fitting_example.html) is a great place to start) and the documentation can be found at [impedancepy.readthedocs.io](https://impedancepy.readthedocs.io/en/latest/).\n\n## Citing impedance.py\n\n[![DOI](https://joss.theoj.org/papers/10.21105/joss.02349/status.svg)](https://doi.org/10.21105/joss.02349)\n\nIf you use impedance.py in published work, please consider citing https://joss.theoj.org/papers/10.21105/joss.02349 as\n\n```bash\n@article{Murbach2020,\n  doi = {10.21105/joss.02349},\n  url = {https://doi.org/10.21105/joss.02349},\n  year = {2020},\n  publisher = {The Open Journal},\n  volume = {5},\n  number = {52},\n  pages = {2349},\n  author = {Matthew D. Murbach and Brian Gerwe and Neal Dawson-Elli and Lok-kun Tsui},\n  title = {impedance.py: A Python package for electrochemical impedance analysis},\n  journal = {Journal of Open Source Software}\n}\n```\n\n## Contributors ✨\n\nThis project started at the [2018 Electrochemical Society (ECS) Hack Week in Seattle](https://www.electrochem.org/233/hack-week) and has benefited from a community of users and contributors since. Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --\u003e\n\u003c!-- prettier-ignore-start --\u003e\n\u003c!-- markdownlint-disable --\u003e\n\u003ctable\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/lktsui\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/22246069?v=4?s=100\" width=\"100px;\" alt=\"Lok-kun Tsui\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eLok-kun Tsui\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=lktsui\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=lktsui\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=lktsui\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/BGerwe\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/38819321?v=4?s=100\" width=\"100px;\" alt=\"Brian Gerwe\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eBrian Gerwe\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=BGerwe\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=BGerwe\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=BGerwe\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/pulls?q=is%3Apr+reviewed-by%3ABGerwe\" title=\"Reviewed Pull Requests\"\u003e👀\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/nealde\"\u003e\u003cimg src=\"https://avatars2.githubusercontent.com/u/25877868?v=4?s=100\" width=\"100px;\" alt=\"Neal\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eNeal\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/pulls?q=is%3Apr+reviewed-by%3Anealde\" title=\"Reviewed Pull Requests\"\u003e👀\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=nealde\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://mattmurbach.com\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/9369020?v=4?s=100\" width=\"100px;\" alt=\"Matt Murbach\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMatt Murbach\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=mdmurbach\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/pulls?q=is%3Apr+reviewed-by%3Amdmurbach\" title=\"Reviewed Pull Requests\"\u003e👀\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=mdmurbach\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=mdmurbach\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://kennyvh.com\"\u003e\u003cimg src=\"https://avatars2.githubusercontent.com/u/29909203?v=4?s=100\" width=\"100px;\" alt=\"Kenny Huynh\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eKenny Huynh\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/issues?q=author%3Ahkennyv\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=hkennyv\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/lawrencerenna\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/49174337?v=4?s=100\" width=\"100px;\" alt=\"lawrencerenna\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003elawrencerenna\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-lawrencerenna\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Rowin\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/1727478?v=4?s=100\" width=\"100px;\" alt=\"Rowin\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eRowin\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/issues?q=author%3ARowin\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=Rowin\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/michaelplews\"\u003e\u003cimg src=\"https://avatars2.githubusercontent.com/u/14098929?v=4?s=100\" width=\"100px;\" alt=\"Michael Plews\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMichael Plews\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-michaelplews\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Chebuskin\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/33787723?v=4?s=100\" width=\"100px;\" alt=\"Chebuskin\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eChebuskin\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/issues?q=author%3AChebuskin\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/environmat\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/9309353?v=4?s=100\" width=\"100px;\" alt=\"environmat\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eenvironmat\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/issues?q=author%3Aenvironmat\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" 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href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=aokomorowski\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://petermattia.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/29551858?v=4?s=100\" width=\"100px;\" alt=\"Peter Attia\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ePeter Attia\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=petermattia\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=petermattia\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=petermattia\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca 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href=\"https://github.com/ECSHackWeek/impedance.py/issues?q=author%3Amarkbouman\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=markbouman\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/oslopanda\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/33810430?v=4?s=100\" width=\"100px;\" alt=\"oslopanda\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eoslopanda\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/issues?q=author%3Aoslopanda\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/pililac\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/60116646?v=4?s=100\" width=\"100px;\" alt=\"pililac\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003epililac\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/issues?q=author%3Apililac\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/kevinsmia1939\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/11407922?v=4?s=100\" width=\"100px;\" alt=\"Kavin Teenakul\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eKavin Teenakul\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=kevinsmia1939\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/ECSHackWeek/impedance.py/commits?author=kevinsmia1939\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" 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href=\"https://github.com/ECSHackWeek/impedance.py/issues?q=author%3Ama-sadeghi\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\n\u003c!-- markdownlint-restore --\u003e\n\u003c!-- prettier-ignore-end --\u003e\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:END --\u003e\n\nThis project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. 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