What is retext?
Retext is a natural language processing (NLP) framework for analyzing and manipulating text. It provides a variety of plugins to perform tasks such as spell checking, sentiment analysis, and readability scoring.
What are retext's main functionalities?
Spell Checking
This feature allows you to check the spelling of text. The code sample demonstrates how to use the `retext-spell` plugin with an English dictionary to identify spelling errors in a given text.
const retext = require('retext');
const retextSpell = require('retext-spell');
const dictionary = require('dictionary-en');
const report = require('vfile-reporter');
retext()
.use(retextSpell, dictionary)
.process('speling errror', function (err, file) {
console.error(report(err || file));
});
Sentiment Analysis
This feature allows you to analyze the sentiment of text. The code sample demonstrates how to use the `retext-sentiment` plugin to determine the sentiment polarity and valence of a given text.
const retext = require('retext');
const retextSentiment = require('retext-sentiment');
const report = require('vfile-reporter');
retext()
.use(retextSentiment)
.process('I love programming!', function (err, file) {
console.error(report(err || file));
console.log(file.data); // { polarity: 3, valence: 1 }
});
Readability Scoring
This feature allows you to score the readability of text. The code sample demonstrates how to use the `retext-readability` plugin to determine the readability age of a given text.
const retext = require('retext');
const retextReadability = require('retext-readability');
const report = require('vfile-reporter');
retext()
.use(retextReadability, { age: 18 })
.process('The cat sat on the mat.', function (err, file) {
console.error(report(err || file));
console.log(file.data); // { readability: { age: 6 } }
});
Other packages similar to retext
natural
Natural is a general natural language processing (NLP) library for Node.js. It provides functionalities such as tokenization, stemming, classification, and phonetics. Compared to retext, Natural offers a broader range of NLP tools but may not be as specialized in text analysis and manipulation.
compromise
Compromise is a lightweight NLP library for Node.js that focuses on fast and easy text processing. It provides features like part-of-speech tagging, named entity recognition, and text normalization. While it offers some similar functionalities to retext, it is designed to be more user-friendly and performant for common NLP tasks.
retext
retext is a natural language processor powered by plugins
part of the unified collective.
Don’t need the parser? Or the compiler? That’s OK.
Announcing the unified collective! 🎉
Read more about it on Medium »
Installation
npm:
npm install retext
Usage
var retext = require('retext')
var profanities = require('retext-profanities')
var emoji = require('retext-emoji')
var report = require('vfile-reporter')
var doc = 'He’s set on beating your butt for sheriff! :cop:'
retext()
.use(profanities)
.use(emoji, {convert: 'encode'})
.process(doc, function(err, file) {
console.log(String(file))
console.error(report(err || file))
})
Yields:
He’s set on beating your butt for sheriff! 👮
1:26-1:30 warning Be careful with “butt”, it’s profane in some cases butt retext-profanities
⚠ 1 warning
License
MIT © Titus Wormer