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        "description": "[![Build Status](https://travis-ci.org/kmedian/thermoencoder.svg?branch=master)](https://travis-ci.org/kmedian/thermoencoder)\n[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/kmedian/thermoencoder/master?urlpath=lab)\n\n# thermoencoder\n\n\n## Table of Contents\n* [Installation](#installation)\n* [Usage](#usage)\n* [Commands](#commands)\n* [Support](#support)\n* [Contributing](#contributing)\n\n\n## Installation\nThe `thermoencoder` [git repo](http://github.com/kmedian/thermoencoder) is available as [PyPi package](https://pypi.org/project/thermoencoder)\n\n```\npip install thermoencoder\n```\n\n\n## Usage\nCheck the [examples](http://github.com/kmedian/thermoencoder/examples) folder for notebooks.\n\n\n```\nX = [[0, 0], [1, 1], [3, 5]]  # two ordinal features with 3 samples\nfrom thermoencoder import ThermoEncoder\nenc = ThermoEncoder()\nZ = enc.fit_transform(X)  # encode\nX_back = enc.inverse_transform(Z)  # decode\n```\n\n\n## Commands\n* Check syntax: `flake8 --ignore=F401`\n* Run Unit Tests: `python -W ignore -m unittest discover`\n* Remove `.pyc` files: `find . -type f -name \"*.pyc\" | xargs rm`\n* Remove `__pycache__` folders: `find . -type d -name \"__pycache__\" | xargs rm -rf`\n* Upload to PyPi: `python setup.py sdist upload -r pypi`\n* Upload to PyPi with twine: `python setup.py sdist && twine upload -r pypi dist/*`\n\n\n## Debugging\n* Notebooks to profile python code are in the [profile](profile) folder\n\n\n## Support\nPlease [open an issue](https://github.com/kmedian/thermoencoder/issues/new) for support.\n\n\n## Contributing\nPlease contribute using [Github Flow](https://guides.github.com/introduction/flow/). Create a branch, add commits, and [open a pull request](https://github.com/kmedian/thermoencoder/compare/).",
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