{"id":19448068,"url":"https://github.com/scrapinghub/python-crfsuite","last_synced_at":"2025-05-14T11:12:19.752Z","repository":{"id":15980867,"uuid":"18723862","full_name":"scrapinghub/python-crfsuite","owner":"scrapinghub","description":"A python binding for crfsuite","archived":false,"fork":false,"pushed_at":"2024-10-01T16:14:45.000Z","size":1104,"stargazers_count":772,"open_issues_count":48,"forks_count":221,"subscribers_count":32,"default_branch":"master","last_synced_at":"2025-04-14T22:06:27.695Z","etag":null,"topics":["crf","crfsuite","data-science"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/scrapinghub.png","metadata":{"files":{"readme":"README.rst","changelog":"CHANGES.rst","contributing":null,"funding":null,"license":"LICENSE.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2014-04-13T07:26:21.000Z","updated_at":"2025-02-03T18:51:51.000Z","dependencies_parsed_at":"2024-06-18T12:14:32.866Z","dependency_job_id":"11cc660d-b2f9-4579-8f84-a9dc1e454cc2","html_url":"https://github.com/scrapinghub/python-crfsuite","commit_stats":{"total_commits":277,"total_committers":28,"mean_commits":9.892857142857142,"dds":0.3790613718411552,"last_synced_commit":"f7c01655004e3e202a67167cfe73206584d85365"},"previous_names":[],"tags_count":28,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scrapinghub%2Fpython-crfsuite","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scrapinghub%2Fpython-crfsuite/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scrapinghub%2Fpython-crfsuite/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scrapinghub%2Fpython-crfsuite/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scrapinghub","download_url":"https://codeload.github.com/scrapinghub/python-crfsuite/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254129525,"owners_count":22019628,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["crf","crfsuite","data-science"],"created_at":"2024-11-10T16:23:40.613Z","updated_at":"2025-05-14T11:12:14.737Z","avatar_url":"https://github.com/scrapinghub.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"===============\npython-crfsuite\n===============\n\n.. image:: https://github.com/scrapinghub/python-crfsuite/actions/workflows/tests.yml/badge.svg\n    :target: https://github.com/scrapinghub/python-crfsuite/actions/workflows/tests.yml\n\n.. image:: https://img.shields.io/pypi/v/python-crfsuite.svg?style=flat-square\n    :target: https://pypi.python.org/pypi/python-crfsuite\n    :alt: pypi Version\n\n.. image:: https://anaconda.org/conda-forge/python-crfsuite/badges/version.svg\n    :target: https://anaconda.org/conda-forge/python-crfsuite\n    :alt: conda Version\n\npython-crfsuite is a python binding to CRFsuite_.\n\nInstallation\n============\n\nUsing ``pip``::\n\n    pip install python-crfsuite\n\nUsing ``conda``::\n\n    conda install -c conda-forge python-crfsuite\n\nUsage\n=====\n\nSee docs_ and an example_.\n\n.. _docs: http://python-crfsuite.rtfd.org/\n.. _example: https://github.com/scrapinghub/python-crfsuite/blob/master/examples/CoNLL%202002.ipynb\n\nSee Also\n========\n\nsklearn-crfsuite_ is a python-crfsuite wrapper which provides\nAPI similar to scikit-learn.\n\n.. _sklearn-crfsuite: https://github.com/TeamHG-Memex/sklearn-crfsuite\n\nContributing\n============\n\n* Source code: https://github.com/scrapinghub/python-crfsuite\n* Issue tracker: https://github.com/scrapinghub/python-crfsuite/issues\n\nFeel free to submit ideas, bugs reports, pull requests or regular patches.\n\nPlease don't commit generated cpp files in the same commit as other files.\n\n.. _Cython: http://cython.org/\n.. _tox: http://tox.testrun.org\n\nAuthors and Contributors\n========================\n\nOriginal authors are Terry Peng \u003cpengtaoo@gmail.com\u003e and\nMikhail Korobov \u003ckmike84@gmail.com\u003e. Many other people contributed;\nsome of them can be found at github Contributors_ page.\n\nBundled CRFSuite_ C/C++ library is by Naoaki Okazaki \u0026 contributors.\n\n.. _Contributors: https://github.com/scrapinghub/python-crfsuite/graphs/contributors\n\nLicense\n=======\n\npython-crfsuite is licensed under MIT license.\nCRFsuite_ library is licensed under BSD license.\n\n.. _CRFsuite: https://github.com/chokkan/crfsuite\n\nAlternatives\n============\n\n* https://github.com/chokkan/crfsuite/tree/master/swig/python - official\n  Python wrapper, exposes C++ API using SWIG.\n* https://github.com/jakevdp/pyCRFsuite - uses C API instead of C++ API;\n  allows to use scipy sparse matrices as an input. At the time of writing\n  it is unmaintained.\n* https://github.com/bosondata/crfsuite-rs - uses a Rust wrapper with CFFI instead of C++ API;\n  allows to tag with GIL released for better performance.\n\nThis package (python-crfsuite) wraps CRFsuite C++ API using Cython.\nIt is faster than official SWIG wrapper and has a simpler codebase than\na more advanced pyCRFsuite. python-crfsuite works in Python 2 and Python 3,\ndoesn't have external dependencies (CRFsuite is bundled, numpy/scipy stack\nis not needed) and workarounds some of the issues with C++ CRFsuite library.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fscrapinghub%2Fpython-crfsuite","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fscrapinghub%2Fpython-crfsuite","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fscrapinghub%2Fpython-crfsuite/lists"}