{ "info": { "author": "Aaron Kramer, Pramit Choudhary, DataScience.com Team, and contributors", "author_email": "dstm@datascience.com", "bugtrack_url": null, "classifiers": [], "description": "Skater\n===========\nSkater is a python package for interpreting(via post-hoc evaluation/rule extraction) predictive models.\nWith Skater, you can unpack the internal mechanics of arbitrary models; as long\nas you can obtain inputs, and use a function to obtain outputs, you can use\nSkater to learn about the models internal decision policies.\n\n\nThe package was originally developed by Aaron Kramer, Pramit Choudhary and internal DataScience Team at DataScience.com\nto help enable practitioners explain and interpret predictive \"black boxes\" preferably in a human interpretable way.\n\n\ud83d\udcd6 Documentation\n================\n\n=================== ===\n`Overview`_ Introduction to the Skater library\n`Installing`_ How to install the Skater library\n`Tutorial`_ Steps to use Skater effectively.\n`API Reference`_ The detailed reference for Skater's API.\n`Contributing`_ Guide to contributing to the Skater project.\n=================== ===\n\n.. _Overview: https://datascienceinc.github.io/Skater/overview.html\n.. _Installing: https://datascienceinc.github.io/Skater/install.html\n.. _Tutorial: https://datascienceinc.github.io/Skater/tutorial.html\n.. _API Reference: https://datascienceinc.github.io/Skater/api.html\n.. _Contributing: https://github.com/datascienceinc/Skater/blob/readme/CONTRIBUTING.rst\n\n\ud83d\udcac Feedback/Questions\n==========================\n\n========================= ===\n**Feature Requests/Bugs** `GitHub issue tracker`_\n**Usage questions** `Gitter chat`_\n**General discussion** `Gitter chat`_\n========================= ===\n\n.. _GitHub issue tracker: https://github.com/datascienceinc/Skater/issues\n.. _Gitter chat: https://gitter.im/datascienceinc/skater\n\nInstall Skater\n================\n\nDependencies\n~~~~~~~~~~~~~~~~\nSkater relies on numpy, pandas, scikit-learn, and the DataScience.com fork of\nthe LIME package. Plotting functionality requires matplotlib, though it is not\nrequired to install the package. Currently we only distribute to pypi, though\nadding a conda distribution is on the roadmap.\n\npip\n~~~~~~~~~~~~~~~~\n\nWhen using pip, to ensure your system is not modified by an installation, it\nis recommended that you use a virtual environment (virtualenv, conda environment).\n\n::\n\n pip install -U Skater\n\n #For enabling Rule based interpretation\n follow the steps mentioned on the repo", "description_content_type": "", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/datascienceinc/skater/", "keywords": "", "license": "MIT", "maintainer": "", "maintainer_email": "", "name": "skater", "package_url": "https://pypi.org/project/skater/", "platform": "", "project_url": "https://pypi.org/project/skater/", "project_urls": { "Homepage": "https://github.com/datascienceinc/skater/" }, "release_url": "https://pypi.org/project/skater/1.1.2/", "requires_dist": null, "requires_python": "", "summary": "Model Interpretation Library", "version": "1.1.2" }, "last_serial": 4295171, "releases": { "1.0.0b10": [ { "comment_text": "", "digests": { "md5": "39c5c7b616badf6f84d437d7c56936ce", "sha256": "96c5b9ce7f32adc066703d5f6c30dfdd0d30dd990e8bc0538c3feb8d10e2c087" }, "downloads": -1, "filename": "skater-1.0.0b10.tar.gz", "has_sig": false, "md5_digest": "39c5c7b616badf6f84d437d7c56936ce", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 35757, "upload_time": "2017-05-23T18:16:48", "url": "https://files.pythonhosted.org/packages/cd/e9/67bccaf21d5590f222df4a477d07d9c706c92e3137be25aad2487d20dd68/skater-1.0.0b10.tar.gz" } ], "1.0.0b11": [ { "comment_text": "", "digests": { "md5": "75cc446a7db10f94b687680299f76993", "sha256": "fd49c8caaf98733989023c0d733f87012ca466a66a006edb893510316f4c5f73" }, "downloads": -1, "filename": "skater-1.0.0b11.tar.gz", "has_sig": false, "md5_digest": "75cc446a7db10f94b687680299f76993", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 35599, "upload_time": "2017-06-08T23:57:07", "url": "https://files.pythonhosted.org/packages/5e/35/3ab772ad89d522b6c4852e7bbdba76a91d0912cb33fba3caa96c3cf7fccf/skater-1.0.0b11.tar.gz" } ], "1.0.1": [ { "comment_text": "", "digests": { "md5": "0493aab8bf8d3fbe7b5cf97124baf6aa", "sha256": "37aaefde59bcc97be628049a1f674444a8f1a004b807650f4837d19ae0a960eb" }, "downloads": -1, "filename": "skater-1.0.1.tar.gz", "has_sig": false, "md5_digest": "0493aab8bf8d3fbe7b5cf97124baf6aa", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 36896, "upload_time": "2017-06-15T19:39:28", "url": "https://files.pythonhosted.org/packages/ba/d8/cee8063973b3806cfc98bfe3d4604ad7a850220e5c0c421cfb96adc5b2d4/skater-1.0.1.tar.gz" } ], "1.0.2": [ { "comment_text": "", "digests": { "md5": "f04ff0049ea5ea755fd4507f9c3d71ae", "sha256": "736ec805ebd0aabe635fe7f6c1b87e3ec4f30006fecba742aede651cb4a76e6f" }, "downloads": -1, "filename": "skater-1.0.2.tar.gz", "has_sig": false, "md5_digest": "f04ff0049ea5ea755fd4507f9c3d71ae", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 37771, "upload_time": "2017-07-05T18:30:03", "url": "https://files.pythonhosted.org/packages/17/61/9b15b3d119cb389a1cd1baf14153a85a64b243892277442551db7acd9e1c/skater-1.0.2.tar.gz" } ], "1.0.3": [ { "comment_text": "", "digests": { "md5": "7b97dbde6d15f8882e6a3bf62e696112", "sha256": "e38abbf7b98062266a3f16627864ee38f2c6cc4b694d0fd1f916b3f6992cce6d" }, "downloads": -1, "filename": "skater-1.0.3-py2.7.egg", "has_sig": false, "md5_digest": "7b97dbde6d15f8882e6a3bf62e696112", "packagetype": "bdist_egg", "python_version": "2.7", "requires_python": null, "size": 126508, "upload_time": "2017-11-24T08:43:58", "url": "https://files.pythonhosted.org/packages/5a/a0/35aece12299403a1083f100d802d9c20f0ed29cff87c848d232b4df8ae98/skater-1.0.3-py2.7.egg" }, { "comment_text": "", "digests": { "md5": "9e3c0f174b3c1eab37c37b154d13ab4e", "sha256": "02536f85a1c8b9ceb23d095ddbb623e41bcde860622ae11908520f19998d57cd" }, "downloads": -1, "filename": "skater-1.0.3-py2-none-any.whl", "has_sig": false, "md5_digest": "9e3c0f174b3c1eab37c37b154d13ab4e", "packagetype": "bdist_wheel", "python_version": "py2", "requires_python": null, "size": 60633, "upload_time": "2017-11-24T08:43:55", "url": "https://files.pythonhosted.org/packages/ea/38/f7cdf440b61f65a5df630e93eba04891999cbd473621dc0ec480016a7e8b/skater-1.0.3-py2-none-any.whl" } ], "1.0.4": [ { "comment_text": "", "digests": { "md5": "e3caf74af1ea800e7f8906ccc93a0ec7", "sha256": "7a6eba99810300aa7c2d8d471e739bc55bfc6b8750f23098038c479327934d3e" }, "downloads": -1, "filename": "skater-1.0.4.tar.gz", "has_sig": false, "md5_digest": "e3caf74af1ea800e7f8906ccc93a0ec7", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 41361, "upload_time": "2018-04-29T03:14:18", "url": "https://files.pythonhosted.org/packages/52/ec/5f5e49157bd154ea0e53868f8cd9416cf73d00825802432d11cce74d83e1/skater-1.0.4.tar.gz" } ], "1.1.0": [ { "comment_text": "", "digests": { "md5": "c9e21104e53563a5b124c208881136cf", "sha256": "19f96f09d6134e189088ee63c3a839f34f67a808521f737e3dc34647b99850d3" }, "downloads": -1, "filename": "skater-1.1.0.tar.gz", "has_sig": false, "md5_digest": "c9e21104e53563a5b124c208881136cf", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 52497, "upload_time": "2018-05-11T21:31:20", "url": "https://files.pythonhosted.org/packages/6e/87/6317b3a8b571c3cc3fa911dfaa4624740ecddfc2219cecb8935cb586d9d6/skater-1.1.0.tar.gz" } ], "1.1.0b1": [ { "comment_text": "", "digests": { "md5": "b94dcf2fc4f37efa4511fb74d59f6b42", "sha256": "c9bcdf6bc25f62dae03a1ee3cea244375c504ff3688bc1f2412a535516410640" }, "downloads": -1, "filename": "skater-1.1.0b1.tar.gz", "has_sig": false, "md5_digest": "b94dcf2fc4f37efa4511fb74d59f6b42", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 52467, "upload_time": "2018-03-15T00:47:44", "url": "https://files.pythonhosted.org/packages/e2/45/05c2fe701b9c9dbab2a4cf29316c2741522aae92f085120a072ddf85bf88/skater-1.1.0b1.tar.gz" } ], "1.1.1b2": [ { "comment_text": "", "digests": { "md5": "78dada3ceabe6dea63f7ceb177776097", "sha256": "4c9bba45e5fab8b50df73dcbb4717c79ac7f8dee8583ea190be8030d93fe7145" }, "downloads": -1, "filename": "skater-1.1.1b2.tar.gz", "has_sig": false, "md5_digest": "78dada3ceabe6dea63f7ceb177776097", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 82170, "upload_time": "2018-05-17T20:55:13", "url": "https://files.pythonhosted.org/packages/0a/0a/c47eb0721ea3114a2c8e7d829da4f801bcd2258ee8d5470349bdab3e7480/skater-1.1.1b2.tar.gz" } ], "1.1.1b3": [ { "comment_text": "", "digests": { "md5": "f7333c7957236f86751a792ba76a128b", "sha256": "f06715b6142052443c5b4031b5ee13a5f58b595fd76e36a61ae40307151ea721" }, "downloads": -1, "filename": "skater-1.1.1b3.tar.gz", "has_sig": false, "md5_digest": "f7333c7957236f86751a792ba76a128b", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 85542, "upload_time": "2018-07-24T22:31:24", "url": "https://files.pythonhosted.org/packages/7a/73/1fb6cd74ca0d47604212686e9f86bbf5d59736c1feacf3d9f6f29f804459/skater-1.1.1b3.tar.gz" } ], "1.1.2": [ { "comment_text": "", "digests": { "md5": "c739708b4255259f68caa141779298d6", "sha256": "825609b4f354511caf9e1fb315a3b8e288ca4826e896f121e16aeca25c3e4013" }, "downloads": -1, "filename": "skater-1.1.2.tar.gz", "has_sig": false, "md5_digest": "c739708b4255259f68caa141779298d6", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 96741, "upload_time": "2018-09-21T07:03:32", "url": "https://files.pythonhosted.org/packages/5a/99/aa0b52e709a621dfae9fbf8359c9f1ee6d2272e7f53cd2815284e088ec74/skater-1.1.2.tar.gz" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "c739708b4255259f68caa141779298d6", "sha256": "825609b4f354511caf9e1fb315a3b8e288ca4826e896f121e16aeca25c3e4013" }, "downloads": -1, "filename": "skater-1.1.2.tar.gz", "has_sig": false, "md5_digest": "c739708b4255259f68caa141779298d6", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 96741, "upload_time": "2018-09-21T07:03:32", "url": "https://files.pythonhosted.org/packages/5a/99/aa0b52e709a621dfae9fbf8359c9f1ee6d2272e7f53cd2815284e088ec74/skater-1.1.2.tar.gz" } ] }