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6 changes: 4 additions & 2 deletions README.md
Expand Up @@ -18,8 +18,8 @@ npm install wink-nlp-utils --save


### Getting Started


The `wink-nlp-utils` provides a range of rich Natural Language Processing utilities such as extracting person's name from a string, compose training
corpus for a chat bot, sentence boundary detection, tokenization and stop words removal:
```javascript

// Load wink-nlp-utils
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```

Try [experimenting with these examples on Runkit](https://npm.runkit.com/wink-nlp-utils) in the browser.

### Documentation
Check out the [wink NLP utilities API](http://winkjs.org/wink-nlp-utils/) documentation to learn more.

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Expand Up @@ -54,7 +54,9 @@ <h2><a href="index.html">Home</a></h2><h2><a href="http://winkjs.org" target="_b
<h3><a href="https://travis-ci.org/winkjs/wink-nlp-utils"><img src="https://api.travis-ci.org/winkjs/wink-nlp-utils.svg?branch=master" alt="Build Status"></a> <a href="https://coveralls.io/github/winkjs/wink-nlp-utils?branch=master"><img src="https://coveralls.io/repos/github/winkjs/wink-nlp-utils/badge.svg?branch=master" alt="Coverage Status"></a> <a href="http://inch-ci.org/github/winkjs/wink-nlp-utils"><img src="http://inch-ci.org/github/winkjs/wink-nlp-utils.svg?branch=master" alt="Inline docs"></a> <a href="https://david-dm.org/winkjs/wink-nlp-utils"><img src="https://david-dm.org/winkjs/wink-nlp-utils/status.svg" alt="dependencies Status"></a> <a href="https://david-dm.org/winkjs/wink-nlp-utils?type=dev"><img src="https://david-dm.org/winkjs/wink-nlp-utils/dev-status.svg" alt="devDependencies Status"></a> <a href="https://gitter.im/winkjs/Lobby"><img src="https://img.shields.io/gitter/room/nwjs/nw.js.svg" alt="Gitter"></a></h3><p><a href="http://wink.org.in/"><img align="right" src="https://decisively.github.io/wink-logos/logo-title.png" width="100px" ></a></p>
<p>Prepare raw text for Natural Language Processing (NLP) using <strong><code>wink-nlp-utils</code></strong>. It offers a set of <a href="http://wink.org.in/wink-nlp-utils/">APIs</a> to work on <a href="http://wink.org.in/wink-nlp-utils/#string">strings</a> such as names, sentences, paragraphs and <a href="http://wink.org.in/wink-nlp-utils/#tokens">tokens</a> represented as an array of strings/words. They perform the required pre-processing for many ML tasks such as <a href="https://www.npmjs.com/package/wink-bm25-text-search">semantic search</a>, and <a href="https://www.npmjs.com/package/wink-naive-bayes-text-classifier">classification</a>.</p>
<h3>Installation</h3><p>Use <a href="https://www.npmjs.com/package/wink-nlp-utils">npm</a> to install:</p>
<pre class="prettyprint source"><code>npm install wink-nlp-utils --save</code></pre><h3>Getting Started</h3><pre class="prettyprint source lang-javascript"><code>
<pre class="prettyprint source"><code>npm install wink-nlp-utils --save</code></pre><h3>Getting Started</h3><p>The <code>wink-nlp-utils</code> provides a range of rich Natural Language Processing utilities such as extracting person's name from a string, compose training
corpus for a chat bot, sentence boundary detection, tokenization and stop words removal:</p>
<pre class="prettyprint source lang-javascript"><code>
// Load wink-nlp-utils
var nlp = require( 'wink-nlp-utils' );

Expand Down Expand Up @@ -95,7 +97,8 @@ <h3>Installation</h3><p>Use <a href="https://www.npmjs.com/package/wink-nlp-util
// Remove stop words:
var t = nlp.tokens.removeWords( [ 'mary', 'had', 'a', 'little', 'lamb' ] );
console.log( t );
// -> [ 'mary', 'little', 'lamb' ]</code></pre><h3>Documentation</h3><p>Check out the <a href="http://winkjs.org/wink-nlp-utils/">wink NLP utilities API</a> documentation to learn more.</p>
// -> [ 'mary', 'little', 'lamb' ]</code></pre><p>Try <a href="https://npm.runkit.com/wink-nlp-utils">experimenting with these examples on Runkit</a> in the browser.</p>
<h3>Documentation</h3><p>Check out the <a href="http://winkjs.org/wink-nlp-utils/">wink NLP utilities API</a> documentation to learn more.</p>
<h3>Need Help?</h3><p>If you spot a bug and the same has not yet been reported, raise a new <a href="https://github.com/winkjs/wink-nlp-utils/issues">issue</a> or consider fixing it and sending a pull request.</p>
<h3>About wink</h3><p><a href="http://winkjs.org/">Wink</a> is a family of open source packages for <strong>Statistical Analysis</strong>, <strong>Natural Language Processing</strong> and <strong>Machine Learning</strong> in NodeJS. The code is <strong>thoroughly documented</strong> for easy human comprehension and has a <strong>test coverage of ~100%</strong> for reliability to build production grade solutions.</p>
<h3>Copyright &amp; License</h3><p><strong>wink-nlp-utils</strong> is copyright 2017-18 <a href="http://graype.in/">GRAYPE Systems Private Limited</a>.</p>
Expand All @@ -114,7 +117,7 @@ <h3>Copyright &amp; License</h3><p><strong>wink-nlp-utils</strong> is copyright
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