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docs](http://inch-ci.org/github/winkjs/wink-pos-tagger.svg?branch=master)](http://inch-ci.org/github/winkjs/wink-pos-tagger) [![dependencies Status](https://david-dm.org/winkjs/wink-pos-tagger/status.svg)](https://david-dm.org/winkjs/wink-pos-tagger) [![devDependencies Status](https://david-dm.org/winkjs/wink-pos-tagger/dev-status.svg)](https://david-dm.org/winkjs/wink-pos-tagger?type=dev) [![Gitter](https://img.shields.io/gitter/room/nwjs/nw.js.svg)](https://gitter.im/winkjs/Lobby)\n\n[<img align=\"right\" src=\"https://decisively.github.io/wink-logos/logo-title.png\" width=\"100px\" >](http://winkjs.org/)\n\nPerform part-of-speech tagging of english sentences using **`wink-pos-tagger`**. It is based on transformation based learning (TBL) approach pioneered by Eric Brill.\n\nOptimized for performance, it _pos-tags_ and _lemmatizes_ over **525,000 tokens per second** with an accuracy of **93.2%** on the standard WSJ22-24 test set. This was [benchmarked](https://github.com/bestiejs/benchmark.js) on 2.2 GHz Intel Core i7 machine with 16GB RAM using its `tagRawTokens()` API.\n\n### Installation\n\nUse [npm](https://www.npmjs.com/package/wink-pos-tagger) to install:\n\n    npm install wink-pos-tagger --save\n\n### Getting Started\nThe code below illustrates the steps required to pos tag a sentence:\n```javascript\n// Load wink-pos-tagger.\nvar posTagger = require( 'wink-pos-tagger' );\n\n// Create an instance of the pos tagger.\nvar tagger = posTagger();\n\n// Tag the sentence using the tag sentence api.\ntagger.tagSentence( 'He is trying to fish for fish in the lake.' );\n// -> [ { value: 'He', tag: 'word', normal: 'he', pos: 'PRP' },\n//      { value: 'is', tag: 'word', normal: 'is', pos: 'VBZ', lemma: 'be' },\n//      { value: 'trying', tag: 'word', normal: 'trying', pos: 'VBG', lemma: 'try' },\n//      { value: 'to', tag: 'word', normal: 'to', pos: 'TO' },\n//      { value: 'fish', tag: 'word', normal: 'fish', pos: 'VB', lemma: 'fish' },\n//      { value: 'for', tag: 'word', normal: 'for', pos: 'IN' },\n//      { value: 'fish', tag: 'word', normal: 'fish', pos: 'NN', lemma: 'fish' },\n//      { value: 'in', tag: 'word', normal: 'in', pos: 'IN' },\n//      { value: 'the', tag: 'word', normal: 'the', pos: 'DT' },\n//      { value: 'lake', tag: 'word', normal: 'lake', pos: 'NN', lemma: 'lake' },\n//      { value: '.', tag: 'punctuation', normal: '.', pos: '.' } ]\n```\n\nNotice the way instances of the word \"fish\" have been tagged as **verb** and **noun**.\n\n### Documentation\nCheck out the [pos tagger API documentation](http://winkjs.org/wink-pos-tagger/) to learn more.\n\n### Need Help?\n\nIf you spot a bug and the same has not yet been reported, raise a new [issue](https://github.com/winkjs/wink-pos-tagger/issues) or consider fixing it and sending a pull request.\n\n### About wink\n[Wink](http://winkjs.org/) is a family of open source packages for **Statistical Analysis**, **Natural Language Processing** and **Machine Learning** in NodeJS. The code is **thoroughly documented** for easy human comprehension and has a **test coverage of ~100%** for reliability to build production grade solutions.\n\n### Copyright & License\n\n**wink-pos-tagger** is copyright 2017-19 [GRAYPE Systems Private Limited](http://graype.in/).\n\nIt is licensed under the terms of the MIT License.\n","maintainers":[{"name":"prtksxna","email":"prtksxna@gmail.com"},{"name":"r4chn4","email":"rachna@graype.in"},{"name":"sanjaya","email":"sanjaya@graype.in"}],"time":{"modified":"2022-05-24T13:01:57.907Z","created":"2017-11-19T12:33:03.633Z","0.0.0":"2017-11-19T12:33:03.633Z","0.1.0":"2017-11-20T12:21:49.999Z","0.2.0":"2017-11-21T12:43:57.678Z","0.3.0":"2017-11-23T12:13:18.831Z","0.4.0":"2017-12-01T10:10:50.022Z","0.5.0":"2017-12-14T07:27:00.404Z","0.5.1":"2017-12-14T08:00:19.097Z","0.5.2":"2017-12-14T12:51:40.627Z","1.0.0":"2017-12-26T09:55:46.661Z","1.1.0":"2017-12-27T09:59:06.043Z","1.2.0":"2017-12-28T16:53:49.910Z","1.2.1":"2018-01-02T10:58:18.877Z","1.3.0":"2018-01-06T11:33:20.924Z","1.3.1":"2018-01-23T11:42:07.791Z","1.3.2":"2018-01-28T12:57:26.969Z","1.3.3":"2018-02-23T15:48:54.113Z","1.3.4":"2018-02-27T17:29:25.281Z","1.4.0":"2018-04-12T12:03:01.097Z","1.5.0":"2018-05-03T09:43:28.504Z","2.0.0":"2018-11-08T07:38:16.094Z","2.0.1":"2019-02-01T10:43:40.215Z","2.1.0":"2019-02-01T12:22:40.679Z","2.2.0":"2019-02-25T10:52:18.878Z","2.2.1":"2019-04-16T11:56:06.630Z","2.2.2":"2019-04-27T12:37:37.859Z"},"homepage":"http://winkjs.org/","keywords":["POS","Tagger","Part-of-speech","Tags","Tagging","NLP","Natural Language Processing","wink"],"repository":{"type":"git","url":"git+https://github.com/winkjs/wink-pos-tagger.git"},"author":{"name":"Sanjaya Kumar Saxena"},"bugs":{"url":"https://github.com/winkjs/wink-pos-tagger/issues"},"license":"MIT","readmeFilename":"README.md","users":{"sanjaya":true,"r4chn4":true}}