{ "info": { "author": "Matias Carrasco Kind", "author_email": "mcarras2@illinois.edu", "bugtrack_url": null, "classifiers": [], "description": "# iso_forest\n\nThis is a simple package implementation for the isolation forest method described (among other places) in this [paper](icdm08b.pdf) for detecting anomalies and outliers from a data point distribution.\n\n## Extended isolation forest\n\nFor an extended version of this algorithm that produces more precise scoring maps please visit this repository\n\n[https://github.com/sahandha/eif](https://github.com/sahandha/eif)/\n\n\n## Installation\n\n\n pip install iso_forest\n\n\nor directly from the Github repository\n\n\n pip install git+https://github.com/mgckind/iso_forest.git\n \n\nIt supports python2 and python3 \n\n## Requirements\n\n- numpy\n\nNo extra requirements are needed for the algorithm.\n\nIn addition, it also contains means to draw the trees created using the [igraph](http://igraph.org/) library.\n\n## Use Examples\n\nSee these 2 notebooks examples on how to use it\n\n- [basics](demo_iforest.ipynb)\n- [tree visualization and anomaly PDFs](demo_vis_pdf.ipynb)\n\n## Releases \n\n### v1.0.3\n\n- Initial Release\n\n", "description_content_type": "", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/mgckind/iso_forest", "keywords": "", "license": "License.txt", "maintainer": "", "maintainer_email": "", "name": "iso-forest", "package_url": "https://pypi.org/project/iso-forest/", "platform": "", "project_url": "https://pypi.org/project/iso-forest/", "project_urls": { "Homepage": "https://github.com/mgckind/iso_forest" }, "release_url": "https://pypi.org/project/iso-forest/1.0.3/", "requires_dist": null, "requires_python": "", "summary": "Isolation Forest for anomaly detection", "version": "1.0.3" }, "last_serial": 4063788, "releases": { "1.0.2": [ { "comment_text": "", "digests": { "md5": "094857dbcce5f534909489a9742f9cd6", "sha256": "5c2cba6dec691b3a05ae1867dc88a3581c5fef1b73cfb8a584233101c1d9c590" }, "downloads": -1, "filename": "iso_forest-1.0.2-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "094857dbcce5f534909489a9742f9cd6", "packagetype": "bdist_wheel", "python_version": "2.7", "requires_python": null, "size": 4786, "upload_time": "2018-07-15T20:44:49", "url": "https://files.pythonhosted.org/packages/41/90/548a14e27da4d803053566355d4822c947de25f4fc63af0a5f721fa37ff7/iso_forest-1.0.2-py2.py3-none-any.whl" }, { "comment_text": "", "digests": { "md5": "4109de656605b405b3c3df55acb51dbb", "sha256": "7c997aaf21b74bb35d6d20498b59237f9325076d6f7e7230298097ac5faa01d8" }, "downloads": -1, "filename": "iso_forest-1.0.2.tar.gz", "has_sig": false, "md5_digest": "4109de656605b405b3c3df55acb51dbb", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3226, "upload_time": "2018-07-15T20:44:39", "url": "https://files.pythonhosted.org/packages/bf/b3/ccf68cef05698babd8d19bbbb1fd006d4edc0f62e047cdeec4fc321f07ae/iso_forest-1.0.2.tar.gz" } ], "1.0.3": [ { "comment_text": "", "digests": { "md5": "a3e5cb46028c63dcdf74e6cbefd3253a", "sha256": "f5f93560418c2aa35c205d081847d69fa9b34a89f4627fe9ddb173d0d88d8772" }, "downloads": -1, "filename": "iso_forest-1.0.3-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "a3e5cb46028c63dcdf74e6cbefd3253a", "packagetype": "bdist_wheel", "python_version": "2.7", "requires_python": null, "size": 4910, "upload_time": "2018-07-15T21:00:20", "url": "https://files.pythonhosted.org/packages/2c/49/5aa67d6f8b49d46f64a5f27adb8ff9b4d764a7e705564799660c86e98179/iso_forest-1.0.3-py2.py3-none-any.whl" }, { "comment_text": "", "digests": { "md5": "829ab0b544d25cfc1071e0b580bbe717", "sha256": "0bfa7f8212d213b936118b70654bdcc7d12dfcc7aad665be4db4ef78bdd08e00" }, "downloads": -1, "filename": "iso_forest-1.0.3.tar.gz", "has_sig": false, "md5_digest": "829ab0b544d25cfc1071e0b580bbe717", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3371, "upload_time": "2018-07-15T21:00:12", "url": "https://files.pythonhosted.org/packages/41/69/c2b0686cfadca0707a47e70ba6d1b1762b6ea39a40637f7ed1e6702b8b5e/iso_forest-1.0.3.tar.gz" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "a3e5cb46028c63dcdf74e6cbefd3253a", "sha256": "f5f93560418c2aa35c205d081847d69fa9b34a89f4627fe9ddb173d0d88d8772" }, "downloads": -1, "filename": "iso_forest-1.0.3-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "a3e5cb46028c63dcdf74e6cbefd3253a", "packagetype": "bdist_wheel", "python_version": "2.7", "requires_python": null, "size": 4910, "upload_time": "2018-07-15T21:00:20", "url": "https://files.pythonhosted.org/packages/2c/49/5aa67d6f8b49d46f64a5f27adb8ff9b4d764a7e705564799660c86e98179/iso_forest-1.0.3-py2.py3-none-any.whl" }, { "comment_text": "", "digests": { "md5": "829ab0b544d25cfc1071e0b580bbe717", "sha256": "0bfa7f8212d213b936118b70654bdcc7d12dfcc7aad665be4db4ef78bdd08e00" }, "downloads": -1, "filename": "iso_forest-1.0.3.tar.gz", "has_sig": false, "md5_digest": "829ab0b544d25cfc1071e0b580bbe717", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3371, "upload_time": "2018-07-15T21:00:12", "url": "https://files.pythonhosted.org/packages/41/69/c2b0686cfadca0707a47e70ba6d1b1762b6ea39a40637f7ed1e6702b8b5e/iso_forest-1.0.3.tar.gz" } ] }