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        "author": "Neal Dawson-Elli",
        "author_email": "nealde@uw.edu",
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        "classifiers": [
            "License :: OSI Approved :: MIT License",
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            "Programming Language :: Cython",
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            "Topic :: Scientific/Engineering :: Mathematics"
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        "description": "<!--\n[![Build Status](https://travis-ci.org/ECSHackWeek/impedance.py.svg?branch=master)](https://travis-ci.org/ECSHackWeek/impedance.py)\n\n[![Coverage Status](https://coveralls.io/repos/github/ECSHackWeek/impedance.py/badge.svg?branch=master)](https://coveralls.io/github/ECSHackWeek/impedance.py?branch=master)\n\n[![Documentation Status](https://readthedocs.org/projects/impedancepy/badge/?version=latest)](https://impedancepy.readthedocs.io/en/latest/?badge=latest)\n-->\n\n\nAmpere - Advanced Model Package for ElectRochemical Experiments\n------------\n\n`Ampere` is a Python module for working with battery models.\n\nUsing a [scikit-learn-like API](https://arxiv.org/abs/1309.0238), we hope to make visualizing, fitting, and analyzing impedance spectra more intuitive and reproducible.\n\n<i>Ampere is currently in the alpha phase and new features are rapidly being added.</i>\nIf you have a feature request or find a bug, please feel free to [file an issue](https://github.com/nealde/Ampere/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 electrochemical community can improve and use!\n\nimpedance.py currently provides:\n- a simple API for fitting, predicting, and plotting impedance\n- equivalent circuit fitting with customizable models\n- convenient Nyquist plots including confidence interval estimation for fit circuits\n\nseveral features are currently being improved upon:\n- implementation of measurement models as a data validation method\n- interactive plotting with altair\n- adding more impedance elements\n- physics-based impedance models for lithium-ion batteries\n\n### Installation\n#### Dependencies\n\nbattery.py requires:\n\n- Python (>=3.5)\n- SciPy (>=1.0)\n- NumPy (>=1.14)\n- Matplotlib (>=2.0)\n- Cython\n\n\nSeveral example notebooks are provided in the examples/ directory. Opening these will require Jupyter notebook or Jupyter lab.\n\n#### User Installation\n\nThe easiest way to install Ampere is using pip:\n\n`pip install ampere`\n\n#### Examples and Documentation\n\nSeveral examples can be found in the `examples/` directory (the [fitting_tutorial.ipynb](https://github.com/ECSHackWeek/impedance.py/blob/master/examples/fitting_tutorial.ipynb) is a great place to start) and the documentation can be found at [impedancepy.readthedocs.io](https://impedancepy.readthedocs.io/en/latest/).",
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