{"id":23383156,"url":"https://github.com/fostroll/morra","last_synced_at":"2025-04-08T09:30:18.924Z","repository":{"id":57443233,"uuid":"257216689","full_name":"fostroll/morra","owner":"fostroll","description":"Morphological parser (POS, lemmata, NER etc.)","archived":false,"fork":false,"pushed_at":"2020-08-05T18:58:49.000Z","size":1319,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-14T06:36:00.951Z","etag":null,"topics":["artificial-intelligence","machine-learning","named-entity-recognition","natural-language-processing","nlp","python","universal-dependencies"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/fostroll.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2020-04-20T08:22:23.000Z","updated_at":"2020-08-05T18:58:51.000Z","dependencies_parsed_at":"2022-09-02T18:30:46.898Z","dependency_job_id":null,"html_url":"https://github.com/fostroll/morra","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fostroll%2Fmorra","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fostroll%2Fmorra/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fostroll%2Fmorra/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fostroll%2Fmorra/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fostroll","download_url":"https://codeload.github.com/fostroll/morra/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247813007,"owners_count":21000411,"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":["artificial-intelligence","machine-learning","named-entity-recognition","natural-language-processing","nlp","python","universal-dependencies"],"created_at":"2024-12-21T22:17:44.694Z","updated_at":"2025-04-08T09:30:18.890Z","avatar_url":"https://github.com/fostroll.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"right\"\u003e\u003cstrong\u003eRuMor: Russian Morphology project\u003c/strong\u003e\u003c/div\u003e\n\u003ch2 align=\"center\"\u003eMorra: morphological parser (POS, lemmata, NER etc.)\u003c/h2\u003e\n\r\n[![PyPI Version](https://img.shields.io/pypi/v/morra?color=blue)](https://pypi.org/project/morra/)\r\n[![Python Version](https://img.shields.io/pypi/pyversions/morra?color=blue)](https://www.python.org/)\r\n[![License: BSD-3](https://img.shields.io/badge/License-BSD-brightgreen.svg)](https://opensource.org/licenses/BSD-3-Clause)\r\n\r\nA part of ***RuMor*** project. It provides tools to organize a pipeline for\r\ncomplete morphological sentence parsing and named-entity recognition.\r\n\r\nScores on *SynTagRus*: accuracy `98.45%` for POS tagging; `98.74%` for lemmata\r\ndetection.\r\n\r\nThis project was making with a focus on Russian language, but it can also be\r\nused with some other languages (European, at least).\r\n\r\n## Installation\r\n\r\n### pip\r\n\r\n***Morra*** supports *Python 3.5* or later. To install it via *pip*, run:\r\n```sh\r\n$ pip install morra\r\n```\r\n\r\nIf you currently have a previous version of ***Morra*** installed, use:\r\n```sh\r\n$ pip install morra -U\r\n```\r\n\r\n### From Source\r\n\r\nAlternatively, you can also install ***Morra*** from source of this *git\r\nrepository*:\r\n```sh\r\n$ git clone https://github.com/fostroll/morra.git\r\n$ cd morra\r\n$ pip install -e .\r\n```\r\nThis gives you access to examples that are not included to the *PyPI* package.\r\n\r\n## Usage\r\n\r\nInput and output format for ***Morra*** is\r\n[*CoNLL-U*](https://universaldependencies.org/format.html) when input or\r\noutput is a file, or\r\n[*Parsed CoNLL-U*](https://github.com/fostroll/corpuscula/blob/master/doc/README_PARSED_CONLLU.md)\r\nif it is an object. Also, it allows\r\n[***Corpuscula***'s corpora wrappers](https://github.com/fostroll/corpuscula/blob/master/doc/README_CORPORA.md)\r\nas input.\r\n\r\n[MorphParser Basics](https://github.com/fostroll/morra/blob/master/doc/README_BASICS.md)\r\n\r\n[Part of Speach Tagging](https://github.com/fostroll/morra/blob/master/doc/README_POS.md)\r\n\r\n[Lemmata Detection](https://github.com/fostroll/morra/blob/master/doc/README_LEMMA.md)\r\n\r\n[Morphological Feats Tagging](https://github.com/fostroll/morra/blob/master/doc/README_FEATS.md)\r\n\r\n[Named-entity Recognition](https://github.com/fostroll/morra/blob/master/doc/README_NER.md)\r\n\r\n[Supplements](https://github.com/fostroll/morra/blob/master/doc/README_SUPPLEMENTS.md)\r\n\r\n## Examples\r\n\r\nYou can find them in the directory `examples` of our ***Morra*** github\r\nrepository.\r\n\r\n## License\r\n\r\n***Morra*** is released under the BSD License. See the\r\n[LICENSE](https://github.com/fostroll/morra/blob/master/LICENSE) file for more\r\ndetails.\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffostroll%2Fmorra","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffostroll%2Fmorra","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffostroll%2Fmorra/lists"}