{
    "info": {
        "author": "Ando Saabas",
        "author_email": "",
        "bugtrack_url": null,
        "classifiers": [
            "License :: OSI Approved :: BSD License",
            "Natural Language :: English",
            "Programming Language :: Python"
        ],
        "description": "===============================\nTreeInterpreter\n===============================\n\nPackage for interpreting scikit-learn's decision tree and random forest predictions.\nAllows decomposing each prediction into bias and feature contribution components as described in http://blog.datadive.net/interpreting-random-forests/. For a dataset with ``n`` features, each prediction on the dataset is decomposed  as ``prediction = bias + feature_1_contribution + ... + feature_n_contribution``.\n\nIt works on scikit-learn's\n\n* DecisionTreeRegressor\n* DecisionTreeClassifier\n* ExtraTreeRegressor\n* ExtraTreeClassifier\n* RandomForestRegressor\n* RandomForestClassifier\n* ExtraTreesRegressor\n* ExtraTreesClassifier\n\nFree software: BSD license\n\nDependencies\n------------\n\n- scikit-learn 0.17+\n\n\nInstallation\n------------\nThe easiest way to install the package is via ``pip``::\n\n    $ pip install treeinterpreter\n\nUsage\n-----\n::\n\n from treeinterpreter import treeinterpreter as ti\n # fit a scikit-learn's regressor model\n rf = RandomForestRegressor()\n rf.fit(trainX, trainY)\n\n prediction, bias, contributions = ti.predict(rf, testX)\n\nPrediction is the sum of bias and feature contributions::\n\n assert(numpy.allclose(prediction, bias + np.sum(contributions, axis=1)))\n assert(numpy.allclose(rf.predict(testX), bias + np.sum(contributions, axis=1)))\n\n\nMore usage examples at http://blog.datadive.net/random-forest-interpretation-with-scikit-learn/.\n\n\n\n\n\n\nHistory\n-------\n\n0.1.0 (2015-07-22)\n---------------------\n\n* First release on PyPI.\n\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/andosa/treeinterpreter",
        "keywords": "treeinterpreter",
        "license": "BSD",
        "maintainer": "",
        "maintainer_email": "",
        "name": "treeinterpreter",
        "package_url": "https://pypi.org/project/treeinterpreter/",
        "platform": "",
        "project_url": "https://pypi.org/project/treeinterpreter/",
        "project_urls": {
            "Homepage": "https://github.com/andosa/treeinterpreter"
        },
        "release_url": "https://pypi.org/project/treeinterpreter/0.2.2/",
        "requires_dist": null,
        "requires_python": "",
        "summary": "Package for interpreting scikit-learn's decision tree and random forest predictions.",
        "version": "0.2.2"
    },
    "last_serial": 4604801,
    "releases": {
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "938dab16bbacbeb9969f164afe6dc058",
                    "sha256": "4e04c15fd33b9dec05feaac195a4b2df9924aa99fe89ead0e41f2d8e6ee209c4"
                },
                "downloads": -1,
                "filename": "treeinterpreter-0.1.0-py2.7.egg",
                "has_sig": false,
                "md5_digest": "938dab16bbacbeb9969f164afe6dc058",
                "packagetype": "bdist_egg",
                "python_version": "2.7",
                "requires_python": null,
                "size": 6273,
                "upload_time": "2015-08-11T21:33:58",
                "url": "https://files.pythonhosted.org/packages/29/e6/8b197a54a6e5498623eca21e20bb43cdb56f22d7503d42e58a5713b88d28/treeinterpreter-0.1.0-py2.7.egg"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "8fd0cc88e901290eb46edd930c0f285a",
                    "sha256": "2478637e881fb06235bf647c02cd90e39f21fad11cb67c54bb6244a3ab2ede87"
                },
                "downloads": -1,
                "filename": "treeinterpreter-0.1.0.zip",
                "has_sig": false,
                "md5_digest": "8fd0cc88e901290eb46edd930c0f285a",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9403,
                "upload_time": "2015-08-11T21:34:02",
                "url": "https://files.pythonhosted.org/packages/6b/af/493e40950496ff9a9f8484d5a9e0ddaa7e353a131cfcdbff919364c46500/treeinterpreter-0.1.0.zip"
            }
        ],
        "0.2.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "80ef69d267138bb96b907668b3154e60",
                    "sha256": "7a7df55f228b5cd46a2439e9b150303b12707fef59e5251f8139663a59c88b8d"
                },
                "downloads": -1,
                "filename": "treeinterpreter-0.2.0.win-amd64.zip",
                "has_sig": false,
                "md5_digest": "80ef69d267138bb96b907668b3154e60",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9081,
                "upload_time": "2016-10-22T20:27:02",
                "url": "https://files.pythonhosted.org/packages/dd/22/1ddaf3259370f4f563f1871e284b00d50159be7573aef7ccbbfcaf5d41d5/treeinterpreter-0.2.0.win-amd64.zip"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "374fd70835131754b910fdb2d35dd379",
                    "sha256": "cf90ed52f2c7cbe0e4452d80e80e1997ac52f441bcf19f32ee9877a7c7199f48"
                },
                "downloads": -1,
                "filename": "treeinterpreter-0.2.0.zip",
                "has_sig": false,
                "md5_digest": "374fd70835131754b910fdb2d35dd379",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9666,
                "upload_time": "2016-10-22T15:01:45",
                "url": "https://files.pythonhosted.org/packages/9b/78/381e958ab6e0508ef68f6d269ae77b85607986e93c664074bc1c80cc240e/treeinterpreter-0.2.0.zip"
            }
        ],
        "0.2.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "d288c8f5c596ed670a69b859383d5cf4",
                    "sha256": "f50ae6b833d4d0eadf9182e3161b0348e7523a7bbda9c3ec867e298fabe0cb44"
                },
                "downloads": -1,
                "filename": "treeinterpreter-0.2.1.win-amd64.zip",
                "has_sig": false,
                "md5_digest": "d288c8f5c596ed670a69b859383d5cf4",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9079,
                "upload_time": "2016-10-22T20:30:03",
                "url": "https://files.pythonhosted.org/packages/b5/e9/16824effbc91788f8c30c563b91fcbeef4525c58b4881e633b7bf23034f1/treeinterpreter-0.2.1.win-amd64.zip"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "c2b6d5f296ce584a1dd1ba854fb3fedf",
                    "sha256": "4efc63b4a5f8aa1aecd7abc83861ddbffd39aa3fbd2dcdec1f460f997c4c5f32"
                },
                "downloads": -1,
                "filename": "treeinterpreter-0.2.1.zip",
                "has_sig": false,
                "md5_digest": "c2b6d5f296ce584a1dd1ba854fb3fedf",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9991,
                "upload_time": "2016-10-22T20:37:13",
                "url": "https://files.pythonhosted.org/packages/64/92/fc33fa5a1e7b2e2588ae5640cc755350203f77f298daa29dd209a7c268e8/treeinterpreter-0.2.1.zip"
            }
        ],
        "0.2.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "62992e426fd0a37117042307a3bbe163",
                    "sha256": "a23bc89a3a7bd2ff8ec7973bb7947c7a5a4b74948f0613acfeac762b83f08555"
                },
                "downloads": -1,
                "filename": "treeinterpreter-0.2.2-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "62992e426fd0a37117042307a3bbe163",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 6162,
                "upload_time": "2018-12-16T14:02:34",
                "url": "https://files.pythonhosted.org/packages/56/cb/78ec761719d2546d4bb75ec02773d01c0a0e8229fe3f8edf6a6ac961e24e/treeinterpreter-0.2.2-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "c33021f2151efabc731df2b5b98b76b3",
                    "sha256": "86266c43a82acc79ae7bf1bac5f8c30990e6492487a9727811346dd1f62aa074"
                },
                "downloads": -1,
                "filename": "treeinterpreter-0.2.2.zip",
                "has_sig": false,
                "md5_digest": "c33021f2151efabc731df2b5b98b76b3",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 10223,
                "upload_time": "2018-12-16T14:02:35",
                "url": "https://files.pythonhosted.org/packages/74/0c/728a6596032b67605974d784675bd53ad0035c5d6e282c406cf37b3e8c76/treeinterpreter-0.2.2.zip"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "62992e426fd0a37117042307a3bbe163",
                "sha256": "a23bc89a3a7bd2ff8ec7973bb7947c7a5a4b74948f0613acfeac762b83f08555"
            },
            "downloads": -1,
            "filename": "treeinterpreter-0.2.2-py2.py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "62992e426fd0a37117042307a3bbe163",
            "packagetype": "bdist_wheel",
            "python_version": "py2.py3",
            "requires_python": null,
            "size": 6162,
            "upload_time": "2018-12-16T14:02:34",
            "url": "https://files.pythonhosted.org/packages/56/cb/78ec761719d2546d4bb75ec02773d01c0a0e8229fe3f8edf6a6ac961e24e/treeinterpreter-0.2.2-py2.py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "c33021f2151efabc731df2b5b98b76b3",
                "sha256": "86266c43a82acc79ae7bf1bac5f8c30990e6492487a9727811346dd1f62aa074"
            },
            "downloads": -1,
            "filename": "treeinterpreter-0.2.2.zip",
            "has_sig": false,
            "md5_digest": "c33021f2151efabc731df2b5b98b76b3",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 10223,
            "upload_time": "2018-12-16T14:02:35",
            "url": "https://files.pythonhosted.org/packages/74/0c/728a6596032b67605974d784675bd53ad0035c5d6e282c406cf37b3e8c76/treeinterpreter-0.2.2.zip"
        }
    ]
}