{
    "info": {
        "author": "Mikhail Korobov",
        "author_email": "kmike84@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Programming Language :: Python :: 2",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6"
        ],
        "description": "================\nsklearn-crfsuite\n================\n\n.. image:: https://img.shields.io/pypi/v/sklearn-crfsuite.svg\n   :target: https://pypi.python.org/pypi/sklearn-crfsuite\n   :alt: PyPI Version\n\n.. image:: https://img.shields.io/travis/TeamHG-Memex/sklearn-crfsuite/master.svg\n   :target: https://travis-ci.org/TeamHG-Memex/sklearn-crfsuite\n   :alt: Build Status\n\n.. image:: https://codecov.io/github/TeamHG-Memex/sklearn-crfsuite/coverage.svg?branch=master\n   :target: https://codecov.io/github/TeamHG-Memex/sklearn-crfsuite?branch=master\n   :alt: Code Coverage\n\n.. image:: https://readthedocs.org/projects/sklearn-crfsuite/badge/?version=latest\n   :target: https://sklearn-crfsuite.readthedocs.io/en/latest/?badge=latest\n   :alt: Documentation\n\nsklearn-crfsuite is a thin CRFsuite_ (python-crfsuite_) wrapper which provides\ninterface simlar to scikit-learn_. ``sklearn_crfsuite.CRF`` is a scikit-learn\ncompatible estimator: you can use e.g. scikit-learn model\nselection utilities (cross-validation, hyperparameter optimization) with it,\nor save/load CRF models using joblib_.\n\n.. _CRFsuite: http://www.chokkan.org/software/crfsuite/\n.. _python-crfsuite: https://github.com/scrapinghub/python-crfsuite\n.. _scikit-learn: http://scikit-learn.org/\n.. _joblib: https://github.com/joblib/joblib\n\nLicense is MIT.\n\nDocumentation can be found `here <https://sklearn-crfsuite.readthedocs.io>`_.\n\n\nChanges\n=======\n\n0.3.6 (2017-06-22)\n------------------\n\n* added ``sklearn_crfsuite.metrics.flat_recall_score``.\n\n0.3.5 (2017-03-21)\n------------------\n\n* Properly close file descriptor in ``FileResource.cleanup``;\n* declare Python 3.6 support, stop testing on Python 3.3.\n\n0.3.4 (2016-11-17)\n------------------\n\n* Small formatting fixes.\n\n0.3.3 (2016-03-15)\n------------------\n\n* scikit-learn dependency is now optional for sklearn_crfsuite;\n  it is required only when you use metrics and scorers;\n* added ``metrics.flat_precision_score``.\n\n0.3.2 (2015-12-18)\n------------------\n\n* Ignore more errors in ``FileResource.__del__``.\n\n0.3.1 (2015-12-17)\n------------------\n\n* Ignore errors in ``FileResource.__del__``.\n\n0.3 (2015-12-17)\n----------------\n\n* Added ``sklearn_crfsuite.metrics.sequence_accuracy_score()`` function and\n  related ``sklearn_crfsuite.scorers.sequence_accuracy``;\n* ``FileResource.__del__`` method made more robust.\n\n0.2 (2015-12-11)\n----------------\n\n* **backwards-incompatible**: ``crf.tagger`` attribute is renamed to\n  ``crf.tagger_``; when model is not trained accessing this attribute\n  no longer raises an exception, its value is set to None instead.\n\n* new CRF attributes available after training:\n\n    * ``classes_``\n    * ``size_``\n    * ``num_attributes_``\n    * ``attributes_``\n    * ``state_features_``\n    * ``transition_features_``\n\n* Tutorial is added.\n\n0.1 (2015-11-27)\n----------------\n\nInitial release.\n",
        "description_content_type": null,
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/TeamHG-Memex/sklearn-crfsuite",
        "keywords": "",
        "license": "MIT license",
        "maintainer": "",
        "maintainer_email": "",
        "name": "sklearn-crfsuite",
        "package_url": "https://pypi.org/project/sklearn-crfsuite/",
        "platform": "",
        "project_url": "https://pypi.org/project/sklearn-crfsuite/",
        "project_urls": {
            "Homepage": "https://github.com/TeamHG-Memex/sklearn-crfsuite"
        },
        "release_url": "https://pypi.org/project/sklearn-crfsuite/0.3.6/",
        "requires_dist": null,
        "requires_python": "",
        "summary": "CRFsuite (python-crfsuite) wrapper which provides interface simlar to scikit-learn",
        "version": "0.3.6"
    },
    "last_serial": 4308912,
    "releases": {
        "0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "221fa5a991e1a7ff95771661bafac885",
                    "sha256": "2f78598c680d7534f4d95e52ae36bd502a0c6f78d7ff69601eed6997158d0b73"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "221fa5a991e1a7ff95771661bafac885",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 10185,
                "upload_time": "2015-11-27T11:00:03",
                "url": "https://files.pythonhosted.org/packages/18/d1/6cec4eeb5512e57a425b57d08091edd24305976e8e4ee9437329420f2851/sklearn_crfsuite-0.1-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "c3663f14399d33bc407fa23a9fa5e8c0",
                    "sha256": "d8a6e1b0b4389726f98a7ea195051ada15ee25f75af3159386387a8efb410673"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.1.tar.gz",
                "has_sig": false,
                "md5_digest": "c3663f14399d33bc407fa23a9fa5e8c0",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 16640,
                "upload_time": "2015-11-27T10:59:50",
                "url": "https://files.pythonhosted.org/packages/19/09/6ffb2ef9ccbba161c749de13a2b1eab9892253b91ddf6358216ba44dab22/sklearn-crfsuite-0.1.tar.gz"
            }
        ],
        "0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "1a96a49a6b15dee18d35fc3a594f4a89",
                    "sha256": "d6f5fff3b3b139539b89cc6af01077c2b00eb066b5094f0b36476d4dc733b0fa"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.2-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "1a96a49a6b15dee18d35fc3a594f4a89",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 11732,
                "upload_time": "2015-12-10T21:19:10",
                "url": "https://files.pythonhosted.org/packages/7d/30/96b917c6c28c06d62909c790625a3a28c126aafa0f2d33d53ec2521b547b/sklearn_crfsuite-0.2-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "f9e62fb1c66c25392da8da92f58c98b2",
                    "sha256": "8e2823e739f1247346fb378962dbe9d2fee6b7fbefa601865111f0c370326d3b"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.2.tar.gz",
                "has_sig": false,
                "md5_digest": "f9e62fb1c66c25392da8da92f58c98b2",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 23487,
                "upload_time": "2015-12-10T21:18:33",
                "url": "https://files.pythonhosted.org/packages/08/3a/ece44111aebe6695eed4e2e345a9864fca237659e2ce8de52052b5a9f9e0/sklearn-crfsuite-0.2.tar.gz"
            }
        ],
        "0.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "10f8cbc689e30d250c7c1a028b0c6e46",
                    "sha256": "eb251e2ae6897e501f1bb9859418c54c30ce73237658ba67f5616d430d6a3418"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.3-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "10f8cbc689e30d250c7c1a028b0c6e46",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 12086,
                "upload_time": "2015-12-17T13:38:01",
                "url": "https://files.pythonhosted.org/packages/34/74/a47b32eed56b0163d2d9a6e99b806baa8448367ba4f825b9f2305cb60f51/sklearn_crfsuite-0.3-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "9378cda87d66b75572d4bbffce464242",
                    "sha256": "9c818379f7717fdfeb7939ae746164de6728c6a284e4c23d0a29dd6ecf4efea2"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.3.tar.gz",
                "has_sig": false,
                "md5_digest": "9378cda87d66b75572d4bbffce464242",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 23897,
                "upload_time": "2015-12-17T13:37:49",
                "url": "https://files.pythonhosted.org/packages/df/4d/30424e041b66a435f1fa47567a71e736161d200f37702b5708f573b5873b/sklearn-crfsuite-0.3.tar.gz"
            }
        ],
        "0.3.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c9380cea92c5c5d7dc1358676621e689",
                    "sha256": "82ea68e27e3345a6ae15cc59f4fa0816e4059d6ff45d3a0ef708af14ed392bd5"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.3.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "c9380cea92c5c5d7dc1358676621e689",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 12222,
                "upload_time": "2015-12-17T14:27:01",
                "url": "https://files.pythonhosted.org/packages/7d/68/4fc89c57937b45317b22ab239f7689a6c96b986a5c7034f63b0920f503b1/sklearn_crfsuite-0.3.1-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "042c60b3f4f2465fafb060199533779c",
                    "sha256": "63341b7a27b2c9aa21e0a96649aff9490d1f09937920ddb4a38418d1b2455353"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.3.1.tar.gz",
                "has_sig": false,
                "md5_digest": "042c60b3f4f2465fafb060199533779c",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 24015,
                "upload_time": "2015-12-17T14:26:41",
                "url": "https://files.pythonhosted.org/packages/cc/03/68ddb5611fffbeb9c2f4e6d665351306644a18cae1a4d48faa7c7cdba12d/sklearn-crfsuite-0.3.1.tar.gz"
            }
        ],
        "0.3.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "cfc0f43eb1a05e24821c1aafff9f47c9",
                    "sha256": "5e088e9850bc2de891a051140cb39dd872324ae9047de0bebd7a57f82c71172b"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.3.2-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "cfc0f43eb1a05e24821c1aafff9f47c9",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 12242,
                "upload_time": "2015-12-18T03:19:24",
                "url": "https://files.pythonhosted.org/packages/d3/4c/bfd49137bd6050a70e43069fc98c4fc0333101c701fba4c3c6f93d9589e4/sklearn_crfsuite-0.3.2-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "f8dc0127464ebcd1301a925548e818a7",
                    "sha256": "ad36bb063b10b7558d08368c76e95faad316ade19eda49f7aba9b3d77cd73426"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.3.2.tar.gz",
                "has_sig": false,
                "md5_digest": "f8dc0127464ebcd1301a925548e818a7",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 24040,
                "upload_time": "2015-12-18T03:18:56",
                "url": "https://files.pythonhosted.org/packages/fd/7d/97e374715d0f4f963e43a4bb1523d7bd605b88a31ee36ad71749c27bd298/sklearn-crfsuite-0.3.2.tar.gz"
            }
        ],
        "0.3.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "9d85d9465878df02a4b382d415e85a28",
                    "sha256": "961ade7192a8fb2004877fc6b5ad732d8882b919edf89ed389c2a1f08727afd4"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.3.3-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "9d85d9465878df02a4b382d415e85a28",
                "packagetype": "bdist_wheel",
                "python_version": "3.5",
                "requires_python": null,
                "size": 12425,
                "upload_time": "2016-03-15T15:05:06",
                "url": "https://files.pythonhosted.org/packages/06/22/963c690080d8fdc0ebb8c3923445a4ddee1f928f2a4fbac16ada4b4e2838/sklearn_crfsuite-0.3.3-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "f9d82d2b63a02368f88fb216c61657a8",
                    "sha256": "2e301ec8076a9bc3b2bf9008ae10916c047397eb54e0d5352ff8fc979809b062"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.3.3.tar.gz",
                "has_sig": false,
                "md5_digest": "f9d82d2b63a02368f88fb216c61657a8",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 24205,
                "upload_time": "2016-03-15T15:04:41",
                "url": "https://files.pythonhosted.org/packages/b4/64/40b4ff765f9691ca51c667bd359dde869c286085fba54df83336e435601a/sklearn-crfsuite-0.3.3.tar.gz"
            }
        ],
        "0.3.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "93e389a59eb08b706fc1165075061779",
                    "sha256": "bfa5ce010a4b16d77d3fbdd1717b0eeb5ce085a44bcb95453d020bc701c4ccc7"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.3.4-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "93e389a59eb08b706fc1165075061779",
                "packagetype": "bdist_wheel",
                "python_version": "3.5",
                "requires_python": null,
                "size": 12474,
                "upload_time": "2016-11-17T11:41:45",
                "url": "https://files.pythonhosted.org/packages/51/ef/998a6f6868c3939937e45b81a5b4762dbf2f72a25f7f7bcdf5c5735ff5ac/sklearn_crfsuite-0.3.4-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "5ad23d23c29a77fa54dcfb4694ae2306",
                    "sha256": "61be8271c3942dd6cf77699656a23dc8c401e50f64ed957ef43c07e73beb0502"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.3.4.tar.gz",
                "has_sig": false,
                "md5_digest": "5ad23d23c29a77fa54dcfb4694ae2306",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 24301,
                "upload_time": "2016-11-17T11:41:36",
                "url": "https://files.pythonhosted.org/packages/42/95/bebfaa8004ffe0a5d74806db8d305ee7b32bed968cef870cdf48b2e2a8ec/sklearn-crfsuite-0.3.4.tar.gz"
            }
        ],
        "0.3.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "55f47bbc820cfd52480ebe8668e1e6a8",
                    "sha256": "9615d4435e8543601a73801e6c594beed092fcd963a8483e403c9f645d7b5652"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.3.5-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "55f47bbc820cfd52480ebe8668e1e6a8",
                "packagetype": "bdist_wheel",
                "python_version": "3.5",
                "requires_python": null,
                "size": 12633,
                "upload_time": "2017-03-20T22:00:58",
                "url": "https://files.pythonhosted.org/packages/b1/9a/e045ac8cdfc33d5972474ab2108662652098e63c08b657f32cbd53f77cee/sklearn_crfsuite-0.3.5-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "0bae726ecd8da24b4dffef53375dc5a6",
                    "sha256": "2cd91e4d0bec63b73e49934c4f71eeca9e51756c406928bf78fa2a021e5a491c"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.3.5.tar.gz",
                "has_sig": false,
                "md5_digest": "0bae726ecd8da24b4dffef53375dc5a6",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 24521,
                "upload_time": "2017-03-20T22:00:54",
                "url": "https://files.pythonhosted.org/packages/2e/e1/fa3248eaf7537ac5b46c09b950660b861dea2cbc713d1b052847fca6ba78/sklearn-crfsuite-0.3.5.tar.gz"
            }
        ],
        "0.3.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "49245637f84dee4c793fc0c1bc05d21c",
                    "sha256": "6e9a42bc3de96941d5f7262335130955b8c380b1356147622368f385075705d9"
                },
                "downloads": -1,
                "filename": "sklearn_crfsuite-0.3.6-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "49245637f84dee4c793fc0c1bc05d21c",
                "packagetype": "bdist_wheel",
                "python_version": "3.6",
                "requires_python": null,
                "size": 12679,
                "upload_time": "2017-06-22T18:49:34",
                "url": "https://files.pythonhosted.org/packages/25/74/5b7befa513482e6dee1f3dd68171a6c9dfc14c0eaa00f885ffeba54fe9b0/sklearn_crfsuite-0.3.6-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "14b51eb8a1195f2dc441a7164133008f",
                    "sha256": "2f59aad3055e01a778a79a6352891cac04788e8b52688aa5bc8b11be7717861e"
                },
                "downloads": -1,
                "filename": "sklearn-crfsuite-0.3.6.tar.gz",
                "has_sig": false,
                "md5_digest": "14b51eb8a1195f2dc441a7164133008f",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 24657,
                "upload_time": "2017-06-22T18:49:27",
                "url": "https://files.pythonhosted.org/packages/03/86/476b8eb59cbe316bd9d2d771c66c929630055fd509058683312bf4ebfb2b/sklearn-crfsuite-0.3.6.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "49245637f84dee4c793fc0c1bc05d21c",
                "sha256": "6e9a42bc3de96941d5f7262335130955b8c380b1356147622368f385075705d9"
            },
            "downloads": -1,
            "filename": "sklearn_crfsuite-0.3.6-py2.py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "49245637f84dee4c793fc0c1bc05d21c",
            "packagetype": "bdist_wheel",
            "python_version": "3.6",
            "requires_python": null,
            "size": 12679,
            "upload_time": "2017-06-22T18:49:34",
            "url": "https://files.pythonhosted.org/packages/25/74/5b7befa513482e6dee1f3dd68171a6c9dfc14c0eaa00f885ffeba54fe9b0/sklearn_crfsuite-0.3.6-py2.py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "14b51eb8a1195f2dc441a7164133008f",
                "sha256": "2f59aad3055e01a778a79a6352891cac04788e8b52688aa5bc8b11be7717861e"
            },
            "downloads": -1,
            "filename": "sklearn-crfsuite-0.3.6.tar.gz",
            "has_sig": false,
            "md5_digest": "14b51eb8a1195f2dc441a7164133008f",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 24657,
            "upload_time": "2017-06-22T18:49:27",
            "url": "https://files.pythonhosted.org/packages/03/86/476b8eb59cbe316bd9d2d771c66c929630055fd509058683312bf4ebfb2b/sklearn-crfsuite-0.3.6.tar.gz"
        }
    ]
}