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        "description": "[![Build Status](https://travis-ci.org/kmedian/potpourri.svg?branch=master)](https://travis-ci.org/kmedian/potpourri)\n[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/kmedian/potpourri/master?urlpath=lab)\n\n# potpourri\n\n## Table of Contents\n* [Project Requirements](#project-requirements)\n* [Folder Structure](#folder-structure)\n* [Installation](#installation) \n* [Usage](#usage)\n* [Commands](#commands)\n* [Support](#support)\n* [Contributing](#contributing)\n\n\n## Project Requirements\n* apply different algorithms to a dataset as a batch script\n* store *evalutations* (results, run times) in a database\n\n\n## Folder Structure\n* `potpourri` -- different model implementations as python module. Each module contains three objects: \n    * `model` -- a sklearn Pipeline to fit and predict\n    * `hyper` -- dictionary with hyperparameters for sklearn's `RandomizedSearchCV`,\n    * `meta` --  a python `dict` with further information\n* `verto` -- Feature Engineering. Each module contain two objects\n    * `trans` -- a sklearn pipeline to transform data\n    * `meta` --  a python `dict` with further information\n* `seasalt` -- contains different utility, glue, etc. functions and classes\n* `nbs` -- notebooks to try, check, profile, etc. each model\n* `datasets` -- demo datasets\n\n\n## Installation\nThe `potpourri` [git repo](http://github.com/kmedian/potpourri) is available as [PyPi package](https://pypi.org/project/potpourri)\n\n```\npip install potpourri\n```\n\n\n## Usage\nCheck the [nbs](http://github.com/kmedian/potpourri/nbs) folder for notebooks.\n\n\n## Commands\n* Check syntax: `flake8 --ignore=F401,E251`\n* Remove `.pyc` files: `find . -type f -name \"*.pyc\" | xargs rm`\n* Remove `__pycache__` folders: `find . -type d -name \"__pycache__\" | xargs rm -rf`\n* Remove Jupyter checkpoints: `find . -type d -name \".ipynb_checkpoints\" | xargs rm -rf`\n* Upload to PyPi with twine: `python setup.py sdist && twine upload -r pypi dist/*`\n\nOthe helpful commands\n\n* Find package folders: `python -c 'from setuptools import find_packages; print(find_packages())' `\n\n## Support\nPlease [open an issue](https://github.com/kmedian/potpourri/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/potpourri/compare/).",
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