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src=\"https://decisively.github.io/wink-logos/logo-title.png\" width=\"100px\" >](http://wink.org.in/)\n\nPrepare raw text for Natural Language Processing (NLP) using **`wink-nlp-utils`**. It offers a set of [APIs](http://wink.org.in/wink-nlp-utils/) to work on [strings](http://wink.org.in/wink-nlp-utils/#string) such as names, sentences, paragraphs and [tokens](http://wink.org.in/wink-nlp-utils/#tokens) represented as an array of strings/words. They perform the required pre-processing for many ML tasks such as [semantic search](https://www.npmjs.com/package/wink-bm25-text-search), and [classification](https://www.npmjs.com/package/wink-naive-bayes-text-classifier).\n\n<table><tr><td>👉🏽</td><td>\n    Use <b><a href=\"https://github.com/winkjs/wink-nlp\">wink-nlp</a></b> if you require an integrated NLP for \n    <i>tokenization</i>, <i>sentence boundary detection (sbd)</i>, <i>negation handling</i>, <i>sentiment analysis</i>, <i>part-of-speech (pos) tagging</i>, <i>named entity recognition (ner)</i>, and <i>custom entities recognition (cer)</i>. It also runs on web browsers and can process raw text at speeds over 525,000 tokens/second. \n</td></tr></table>\n\n### Installation\nUse [npm](https://www.npmjs.com/package/wink-nlp-utils) to install:\n```\nnpm install wink-nlp-utils --save\n```\n\n\n### Getting Started\nThe `wink-nlp-utils` provides over **36 utility functions** for Natural Language Processing tasks. Some representative examples are extracting person's name from a string, compose training corpus for a chat bot, sentence boundary detection, tokenization and stop words removal:\n```javascript\n\n// Load wink-nlp-utils\nvar nlp = require( 'wink-nlp-utils' );\n\n// Extract person's name from a string:\nvar name = nlp.string.extractPersonsName( 'Dr. Sarah Connor M. Tech., PhD. - AI' );\nconsole.log( name );\n// -> 'Sarah Connor'\n\n// Compose all possible sentences from a string:\nvar str = '[I] [am having|have] [a] [problem|question]';\nconsole.log( nlp.string.composeCorpus( str ) );\n// -> [ 'I am having a problem',\n// ->   'I am having a question',\n// ->   'I have a problem',\n// ->   'I have a question' ]\n\n// Sentence Boundary Detection.\nvar para = 'AI Inc. is focussing on AI. I work for AI Inc. My mail is r2d2@yahoo.com';\nconsole.log( nlp.string.sentences( para ) );\n// -> [ 'AI Inc. is focussing on AI.',\n//      'I work for AI Inc.',\n//      'My mail is r2d2@yahoo.com' ]\n\n// Tokenize a sentence.\nvar s = 'For details on wink, check out http://winkjs.org/ URL!';\nconsole.log( nlp.string.tokenize( s, true ) );\n// -> [ { value: 'For', tag: 'word' },\n//      { value: 'details', tag: 'word' },\n//      { value: 'on', tag: 'word' },\n//      { value: 'wink', tag: 'word' },\n//      { value: ',', tag: 'punctuation' },\n//      { value: 'check', tag: 'word' },\n//      { value: 'out', tag: 'word' },\n//      { value: 'http://winkjs.org/', tag: 'url' },\n//      { value: 'URL', tag: 'word' },\n//      { value: '!', tag: 'punctuation' } ]\n\n// Remove stop words:\nvar t = nlp.tokens.removeWords( [ 'mary', 'had', 'a', 'little', 'lamb' ] );\nconsole.log( t );\n// -> [ 'mary', 'little', 'lamb' ]\n\n```\n\nTry [experimenting with these examples on Runkit](https://npm.runkit.com/wink-nlp-utils) in the browser.\n\n### Documentation\nCheck out the [wink NLP utilities API](http://winkjs.org/wink-nlp-utils/) documentation to learn more.\n\n### Need Help?\nIf you spot a bug and the same has not yet been reported, raise a new [issue](https://github.com/winkjs/wink-nlp-utils/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\n### Copyright & License\n**wink-nlp-utils** is copyright 2017-22 [GRAYPE Systems Private Limited](http://graype.in/).\n\nIt is licensed under the terms of the MIT License.\n","maintainers":[{"name":"sanjaya","email":"sanjaya@graype.in"},{"name":"r4chn4","email":"rachna@graype.in"},{"name":"prtksxna","email":"prtksxna@gmail.com"}],"time":{"modified":"2022-10-12T04:24:16.571Z","created":"2017-05-12T18:04:23.845Z","1.0.0":"2017-05-12T18:04:23.845Z","1.0.1":"2017-05-12T18:17:19.399Z","1.0.2":"2017-05-16T07:13:52.764Z","1.2.0":"2017-06-01T06:43:55.836Z","1.2.1":"2017-06-13T05:56:55.256Z","1.2.2":"2017-09-16T11:03:19.269Z","1.3.0":"2017-09-18T10:52:09.001Z","1.4.0":"2017-09-25T11:12:37.469Z","1.5.0":"2017-10-01T12:12:47.328Z","1.6.0":"2017-10-09T16:23:47.316Z","1.6.1":"2017-10-14T08:24:45.090Z","1.7.0":"2017-10-18T11:14:59.582Z","1.7.1":"2018-02-21T11:37:23.913Z","1.8.0":"2018-03-31T09:09:00.325Z","1.9.0":"2018-05-18T07:26:11.537Z","1.9.1":"2018-08-30T11:02:44.266Z","2.0.0":"2018-11-03T15:46:53.737Z","2.0.1":"2018-11-11T01:21:47.022Z","2.0.2":"2018-11-12T08:56:51.343Z","2.0.3":"2018-11-12T09:07:31.761Z","2.0.4":"2019-04-05T10:14:58.528Z","2.0.5":"2019-04-16T12:10:53.617Z","2.0.6":"2020-06-30T13:02:50.515Z","2.0.7":"2021-08-27T16:19:38.276Z","2.1.0":"2022-10-12T04:24:16.497Z"},"homepage":"http://winkjs.org/","keywords":["Tokenize","Stem","NGrams","Bag of Words","Phonetize","Soundex","Stop Words","Sentence Breaking","Regex","NLP","Natural Language Processing"],"repository":{"type":"git","url":"git+https://github.com/winkjs/wink-nlp-utils.git"},"author":{"name":"Sanjaya Kumar Saxena"},"bugs":{"url":"https://github.com/winkjs/wink-nlp-utils/issues"},"license":"MIT","readmeFilename":"README.md","users":{"prtksxna":true,"sanjaya":true,"r4chn4":true,"meeh":true}}