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"description": "| |PyPI| |bioconda| |Build Status| |Docs| \n| |coverage| |codacy|\n\n.. |PyPI| image:: https://img.shields.io/pypi/v/pypairs.svg\n :target: https://pypi.org/project/pypairs\n.. |Docs| image:: https://readthedocs.org/projects/pypairs/badge/?version=latest\n :target: https://pypairs.readthedocs.io\n.. |Build Status| image:: https://travis-ci.org/rfechtner/pypairs.svg?branch=master\n :target: https://travis-ci.org/rfechtner/pypairs\n.. |bioconda| image:: https://img.shields.io/badge/install%20with-bioconda-brightgreen.svg?style=flat-square\n :target: http://bioconda.github.io/recipes/pypairs/README.html\n.. |coverage| image:: https://codecov.io/gh/rfechtner/pypairs/branch/master/graph/badge.svg\n :target: https://codecov.io/gh/rfechtner/pypairs\n.. |codacy| image:: https://api.codacy.com/project/badge/Grade/5af00781e82d46e5a3f55a36f55728d7\n :target: https://www.codacy.com/app/rfechtner/pypairs\n\nPyPairs - A python scRNA-Seq classifier\n=======================================\n\nThis is a python-reimplementation of the Pairs algorithm as described by A. Scialdone et. al. (2015).\nOriginal Paper available under: https://doi.org/10.1016/j.ymeth.2015.06.021\n\nA supervised maschine learning algorithm aiming to classify single cells based on their transcriptomic signal.\nInitially created to predict cell cycle phase from scRNA-Seq data, this algorithm can be used for various applications.\n\nBuild to be fully compatible with `Scanpy `_. For more details see the\n`full documentation `_.\n\nGetting Started\n---------------\n\nNote: Version 3 still under development.\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n\n\nInstallation\n~~~~~~~~~~~~\n\nThis package is hosted at PyPi ( https://pypi.org/project/pypairs/ ) and can be installed on any system running\nPython3 via pip with::\n\n pip install pypairs\n\nAlternatively, pypairs can be installed using `Conda `_ (most easily obtained via the\n`Miniconda Python distribution `_::\n\n conda install -c bioconda pypairs\n\nMinimal Example\n~~~~~~~~~~~~~~~\n\nAssuming you have two scRNA count files (csv, columns = samples, rows = genes) and one annotation file (csv, no header,\ntwo rows: \"gene, class\") a minimal example would look like this\n\n.. code:: python\n\n from pypairs import pairs, datasets\n\n # Load samples from the oscope scRNA-Seq dataset with known cell cycle\n training_data = datasets.leng15(mode='sorted')\n\n # Run sandbag() to identify marker pairs\n marker_pairs = pairs.sandbag(training_data, fraction=0.6)\n\n # Load samples from the oscope scRNA-Seq dataset without known cell cycle\n testing_data = datasets.leng15(mode='unsorted')\n\n # Run cyclone() score and predict cell cycle classes\n result = pairs.cyclone(testing_data, marker_pairs)\n\n # Further downstream analysis\n print(result)\n\nCore Dependencies\n-----------------\n\n- `Numpy `_\n- `Numba `_\n- `Pandas `_\n- `AnnData `_\n\nAuthors\n-------\n\n* **Antonio Scialdone** - *original algorithm*\n* **Ron Fechtner** - *implementation and extension in Python*\n\nLicense\n-------\n\nThis project is licensed under the BSD 3-Clause License - see the `LICENSE `_ file for details",
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