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        "author": "Arya D. McCarthy",
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        "classifiers": [
            "Development Status :: 4 - Beta",
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            "Intended Audience :: Science/Research",
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            "Topic :: Scientific/Engineering",
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            "Topic :: Text Processing"
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        "description": "# UniMorph: The Universal Morphology Initiative\n\n[![PyPI\nversion](https://badge.fury.io/py/unimorph.svg)](https://pypi.org/project/unimorph)\n[![Supported Python\nversions](https://img.shields.io/pypi/pyversions/unimorph.svg)](https://pypi.org/project/unimorph)\n\nThe [Universal Morphology (UniMorph) project](https://unimorph.github.io) is a collaborative \neffort to improve how NLP handles complex morphology in the world\u2019s \nlanguages. The goal of UniMorph is to annotate morphological data\nin a universal schema that allows an inflected word from any \nlanguage to be defined by its lexical meaning, typically carried \nby the lemma, and by a rendering of its inflectional form in terms \nof a bundle of morphological features from our schema. The \nspecification of the schema is described in [Sylak-Glassman (2016)](http://www.unimorph.org/doc/Sylak-Glassman_2016_-_UniMorph_Schema_User_Guide.pdf).\n\n---\n\nThis tool provides turnkey command-line access to morphological annotations in over 100 languages.\n\nTo install the UniMorph Python extension, install it from PyPI:\n\n ```bash\n pip3 install unimorph\n ```\n\nThe tool will then be available to you from the command-line as `unimorph`. To see the features available, run `unimorph --help`.\n\n## Usage\n\nQuery the available UniMorph languages' ISO 639-3 codes.\n\n```bash\nunimorph list\n```\n\nGive the complete paradigm for a lemma.\n\n```bash\nunimorph inflect --word recken --lang deu\n```\n\nGet a particular form of the lemma.\n\n```bash\nunimorph inflect --word recken --features V;IND;PRS;2;SG --lang deu\n```\n\nAnalyze a word form: What are its lemma and features?\n\n```bash\nunimorph analyze --word gereckt --lang deu\n```\n\n(You can also use short param names.)\n\n```bash\nunimorph analyze -w gereckt -l deu\n```\n\nRecords in UniMorph's inflectional databases cannot hope to exhaustively cover a language's lexicon, especially in light of novel words. If a word is missing, let us know.\n\n## Contribution\n\nUniMorph is an open project! We want you!\n\nFound a bug? Want to contribute source code? Submit an issue or pull request to the appropriate [GitHub repository](https://github.com/unimorph). Language-specific corrections or additions should be marked in their corresponding repository; improvements to the `unimorph` command-line tool should be noted in the [`unimorph` repository](https://github.com/unimorph/unimorph).\n\n## Citation\n\nIf you use the latest version of the UniMorph datasets (v2.0), please cite [Kirov et al. (2018)](https://www.aclweb.org/anthology/L18-1293/):\n\n```bibtex\n@inproceedings{kirov-etal-2018-unimorph,\n    title = \"{U}ni{M}orph 2.0: Universal Morphology\",\n    author = {Kirov, Christo  and\n      Cotterell, Ryan  and\n      Sylak-Glassman, John  and\n      Walther, G{\\'e}raldine  and\n      Vylomova, Ekaterina  and\n      Xia, Patrick  and\n      Faruqui, Manaal  and\n      Mielke, Sebastian  and\n      McCarthy, Arya  and\n      K{\\\"u}bler, Sandra  and\n      Yarowsky, David  and\n      Eisner, Jason  and\n      Hulden, Mans},\n    booktitle = \"Proceedings of the Eleventh International Conference on Language Resources and Evaluation ({LREC} 2018)\",\n    month = may,\n    year = \"2018\",\n    address = \"Miyazaki, Japan\",\n    publisher = \"European Language Resources Association (ELRA)\",\n    url = \"https://www.aclweb.org/anthology/L18-1293\",\n}\n```\n\nIf you refer to the latest version of the universal annotation schema, please cite [Sylak-Glassman et al. (2015)](https://www.aclweb.org/anthology/P15-2111/):\n\n```bibtex\n@inproceedings{sylak-glassman-etal-2015-language,\n    title = \"A Language-Independent Feature Schema for Inflectional Morphology\",\n    author = \"Sylak-Glassman, John  and\n      Kirov, Christo  and\n      Yarowsky, David  and\n      Que, Roger\",\n    booktitle = \"Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 2: Short Papers)\",\n    month = jul,\n    year = \"2015\",\n    address = \"Beijing, China\",\n    publisher = \"Association for Computational Linguistics\",\n    url = \"https://www.aclweb.org/anthology/P15-2111\",\n    doi = \"10.3115/v1/P15-2111\",\n    pages = \"674--680\",\n}\n```\n\n## Advanced usage\n\n`unimorph` stores language databases in a default location. This can be overridden by setting the shell environment variable `UNIMORPH` to the preferred folder.\n\n\n",
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