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stopword - npm Package Compare versions

Comparing version 1.0.11 to 3.0.1

dist/3rd-party.txt

36

package.json
{
"name": "stopword",
"version": "1.0.11",
"description": "A module for node.js and the browser that takes in text and returns text that is stripped of stopwords. Has pre-defined stopword lists for 57 languages and also takes lists with custom stopwords as input.",
"main": "lib/stopword.js",
"version": "3.0.1",
"description": "A module for node.js and the browser that takes in text and returns text that is stripped of stopwords. Has pre-defined stopword lists for 62 languages and also takes lists with custom stopwords as input.",
"main": "./dist/stopword.cjs.js",
"module": "./src/stopword.js",
"browser": "./src/stopword.js",
"jsdelivr": "./dist/stopword.umd.min.js",
"files": [
"./dist",
"./src",
"./rollup.config.js"
],
"scripts": {
"compile-for-browser": "webpack",
"empty-sandbox": "rm -rf test/sandbox && mkdir test/sandbox",
"test": "standard './*.js' './test/*.js' && npm run empty-sandbox && npm run compile-for-browser && tape ./test/test.js && cat test/sandbox/bundle.js | tape-run && rm -rf test/sandbox"
"build": "rollup --config",
"lint": "standard --fix ./*.js src/*.js test/*.js",
"test": "npm run lint && npm run build && npx ava ./test/test.cjs.js && npx ava ./test/test.esm.mjs && npx ava ./test/ui-test.js"
},

@@ -18,6 +26,4 @@ "repository": {

"stopwords",
"document",
"processing",
"document-processing",
"search",
"norch",
"search-index",

@@ -27,11 +33,5 @@ "nlp"

"devDependencies": {
"buffer": "6.0.3",
"path-browserify": "1.0.1",
"process": "0.11.10",
"standard": "^16.0.3",
"stream-browserify": "3.0.0",
"tape": "^5.3.0",
"tape-run": "^9.0.0",
"webpack": "^5.47.0",
"webpack-cli": "^4.7.2"
"batr": "^2.1.10",
"standard": "^17.1.0",
"words-n-numbers": "^9.1.2"
},

@@ -38,0 +38,0 @@ "author": "Fergus McDowall",

# stopword
`stopword` is a module for node and the browser that allows you to strip
stopwords from an input text. [In natural language processing, "Stopwords" are
words that are so frequent that they can safely be removed from a text without
altering its meaning.](https://en.wikipedia.org/wiki/Stop_words)
stopwords from an input text. Covers 62 languages. [In natural language processing, "Stopwords" are words that are so frequent that they can safely be removed from a text without altering its meaning.](https://en.wikipedia.org/wiki/Stop_words)
All `.min` minified files are approximately 130 Kb each.
[![NPM version][npm-version-image]][npm-url]
[![NPM downloads][npm-downloads-image]][npm-url]
[![Build Status][travis-image]][travis-url]
[![Known Vulnerabilities][snyk-image]][snyk-url]
[![jsDelivr downloads](https://data.jsdelivr.com/v1/package/npm/stopword/badge?style=rounded)](https://www.jsdelivr.com/package/npm/stopword)
[![Build Status][CI-image]][CI-url]
[![JavaScript Style Guide][standardjs-image]][standardjs-url]
[![MIT License][license-image]][license-url]
![wonderful day stopword module](./demo/stopword-demo.gif)
[![wonderful day stopword module](https://github.com/fergiemcdowall/stopword/raw/main/demo/stopword-demo.gif)](https://fergiemcdowall.github.io/stopword/demo/)
Live [stopword browser demo](http://fergiemcdowall.github.io/stopword/demo/).
Live [stopword browser demo](https://fergiemcdowall.github.io/stopword/demo/)
## Usage
## Breaking change!
### Node.js
Language codes are changed from `ISO-639-1` (two characters) to `ISO-639-3` (three characters). This to have room for more small languages that wasn't specified in `ISO-639-1`.
If you haven't specified any stopword lists and just gone with the default (which is English), it should continue working without the need for any change.
## Getting the script in your environment
### CJS - CommonJS
Deconstruction require:
```javascript
sw = require('stopword')
// sw.removeStopwords and sw.[language code] now available
const { removeStopwords, eng, fra } = require('stopword')
// 'removeStopwords', 'eng' and 'fra' available
```
### Script tag method
Old style require:
```javascript
const sw = require('stopword')
// sw.removeStopwords and sw.<language codes> now available
```
### ESM - Ecmascript Modules
Deconstruction import:
```javascript
import { removeStopwords, eng, fra } from './dist/stopword.esm.mjs'
// 'removeStopwords', 'eng' and 'fra' available
```
Old style import:
```javascript
import * as sw from './dist/stopword.esm.mjs'
// 'sw.removeStopwords' + 'sw.<language codes>' available
```
### UMD - Script tag method
```html
<script src="stopword.js"></script>
<script src="https://cdn.jsdelivr.net/npm/stopword/dist/stopword.umd.min.js"></script>
<script>
// sw.removeStopwords and sw.[language code] now available
// sw.removeStopwords and sw.<language codes> now available
</script>
```
### TypeScript
#### TypeScript with CJS
```ts
import * as sw from 'stopword'
// 'sw.removeStopwords' + 'sw.<language codes>' available
```
#### TypeScript with ESM
```ts
import { removeStopwords, eng, fra } from 'stopword'
// 'removeStopwords', 'eng' and 'fra' available
```
#### Install TypeScript types
`npm i @types/stopword --save-dev`
## Usage
### Default (English)
By default, `stopword` will strip an array of "meaningless" English words
```javascript
sw = require('stopword')
```javaScript
const { removeStopwords } = require('stopword')
const oldString = 'a really Interesting string with some words'.split(' ')
const newString = sw.removeStopwords(oldString)
const newString = removeStopwords(oldString)
// newString is now [ 'really', 'Interesting', 'string', 'words' ]

@@ -48,18 +96,34 @@

### Other languages
You can also specify a language other than English:
```javascript
sw = require('stopword')
```javaScript
const { removeStopwords, swe } = require('stopword')
const oldString = 'Trädgårdsägare är beredda att pröva vad som helst för att bli av med de hatade mördarsniglarna åäö'.split(' ')
// sw.sv contains swedish stopwords
const newString = sw.removeStopwords(oldString, sw.sv)
// swe contains swedish stopwords
const newString = removeStopwords(oldString, swe)
// newString is now [ 'Trädgårdsägare', 'beredda', 'pröva', 'helst', 'hatade', 'mördarsniglarna', 'åäö' ]
```
### Numbers
Extract numbers (korean script/characters) with module `words-n-numbers` and removing 0-9 'stopwords'
```javaScript
const { removeStopwords, _123 } = require('stopword')
const { extract, words, numbers } = require('words-n-numbers')
const oldString = '쾰른 대성당(독일어: Kölner Dom, 정식 명칭: Hohe Domkirche St. Peter)은 독일 쾰른에 있는 로마 가톨릭교회의 성당이다. 고딕 양식으로 지어졌다. 쾰른 대교구의 주교좌 성당이라 쾰른 주교좌 성당이라고도 불린다. 현재 쾰른 대교구의 교구장은 라이너 마리아 뵐키 추기경이다. 이 성당은 독일에서 가장 잘 알려진 건축물로, 성 바실리 대성당에 이어, 1996년 유네스코 세계유산으로 등재되었다. 유네스코에서는 쾰른 대성당을 일컬어 “인류의 창조적 재능을 보여주는 드문 작품”이라고 묘사하였다.[1] 매일 2만여 명의 관광객이 이 성당을 찾는다.[2]'
let newString = extract(oldString, { regex: [numbers] })
newString = removeStopwords(newString, _123)
// newString is now [ '1996' ]
})
```
### Custom list of stopwords
And last, but not least, it is possible to use your own, custom list of stopwords:
```javascript
sw = require('stopword')
const { removeStopwords } = require('stopword')
const oldString = 'you can even roll your own custom stopword list'.split(' ')
// Just add your own list/array of stopwords
const newString = sw.removeStopwords(oldString, [ 'even', 'a', 'custom', 'stopword', 'list', 'is', 'possible']
const newString = removeStopwords(oldString, [ 'even', 'a', 'custom', 'stopword', 'list', 'is', 'possible']
// newString is now [ 'you', 'can', 'roll', 'your', 'own']

@@ -69,8 +133,9 @@ ```

### Removing stopwords for i.e. two languages and a custom stopword list
With spread syntax you can easily combine several stopword arrays into one. Useful for situations where two langauages are used interchangeably. Or when you have certain words that are used in every document that is not in your existing stopword arrays.
```javascript
sw = require('stopword')
const { removeStopwords, eng, swe } = require('stopword')
const oldString = 'a really interesting string with some words trädgårdsägare är beredda att pröva vad som helst för att bli av med de hatade mördarsniglarna'.split(' ')
const customStopwords = ['interesting', 'really']
const newString = sw.removeStopwords(oldString, [...sw.en, ...sw.sv, ...customStopwords]
const newString = sw.removeStopwords(oldString, [...eng, ...swe, ...customStopwords]
// newString is now ['string', 'words', 'trädgårdsägare', 'beredda', 'pröva', 'helst', 'hatade', 'mördarsniglarna']

@@ -80,3 +145,2 @@ ```

## API

@@ -92,4 +156,4 @@

```javascript
sw = require('stopword')
var text = sw.removeStopwords(text[, stopwords])
const { removeStopwords } = require('stopword')
var text = removeStopwords(text[, stopwords])
// text is now an array of given words minus specified stopwords

@@ -100,88 +164,91 @@ ```

Arrays of stopwords for the following 55 languages are supplied:
Language codes follow [ISO 639-3 Language Code list](https://iso639-3.sil.org/code_tables/639/data/all). Arrays of stopwords for the following 62 languages are supplied:
* `af` - Afrikaans
* `ar` - Arabic, Modern Standard
* `hy` - Armenian
* `eu` - Basque
* `bn` - Bengali
* `br` - Breton
* `bg` - Bulgarian
* `ca` - Catalan
* `zh` - Chinese Simplified
* `hr` - Croatian
* `cs` - Czech
* `da` - Danish
* `nl` - Dutch
* `en` - English
* `eo` - Esperanto
* `et` - Estonian
* `fa` - Farsi
* `fi` - Finnish
* `fr` - French
* `gl` - Galician
* `de` - German
* `el` - Greek
* `ha` - Hausa
* `he` - Hebrew
* `hi` - Hindi
* `hu` - Hungarian
* `id` - Indonesian
* `ga` - Irish
* `it` - Italian
* `ja` - Japanese
* `ko` - Korean
* `la` - Latin
* `lv` - Latvian
* `lgg` - Lugbara (without diacritics)
* `lggo` - Lugbara official (with diacritics)
* `mr` - Marathi
* `my` - Myanmar
* `no` - Norwegian
* `pl` - Polish
* `pt` - Portuguese
* `ptbr` - Portuguese (Brazilian)
* `pa` - Punjabi Gurmukhi
* `ro` - Romanian
* `ru` - Russian
* `sk` - Slovak
* `sl` - Slovenian
* `so` - Somali
* `st` - Sotho
* `es` - Spanish
* `sw` - Swahili
* `sv` - Swedish
* `th` - Thai
* `tl` - Tagalog (Filipino)
* `tr` - Turkish
* `ur` - Urdu
* `vi` - Vietnamese
* `yo` - Yoruba
* `zu` - Zulu
* `_123` - 0-9 for different script (regular, Farsi, Korean and Myanmar)
* `afr` - Afrikaans
* `ara` - Arabic, Macrolanguage
* `hye` - Armenian
* `eus` - Basque
* `ben` - Bengali
* `bre` - Breton
* `bul` - Bulgarian
* `cat` - Catalan, Valencian
* `zho` - Chinese, Macrolanguage
* `hrv` - Croatian
* `ces` - Czech
* `dan` - Danish
* `nld` - Dutch
* `eng` - English
* `epo` - Esperanto
* `est` - Estonian, Macrolanguage
* `fin` - Finnish
* `fra` - French
* `glg` - Galician
* `deu` - German
* `ell` - Greek, Modern
* `guj` - Gujarati
* `hau` - Hausa
* `heb` - Hebrew
* `hin` - Hindi
* `hun` - Hungarian
* `ind` - Indonesian
* `gle` - Irish
* `ita` - Italian
* `jpn` - Japanese
* `kor` - Korean
* `kur` - Kurdish, Macrolanguage
* `lat` - Latin
* `lav` - Latvian, Macrolanguage
* `lit` - Lithuanian
* `lgg` - Lugbara
* `lggNd` - Lugbara, No diacritics
* `msa` - Malay, Macrolanguage
* `mar` - Marathi
* `mya` - Myanmar (Burmese)
* `nob` - Norwegian bokmål
* `fas` - Persian (Farsi)
* `pol` - Polish
* `por` - Portuguese
* `porBr` - Portuguese-Brazilian
* `panGu` - Punjabi (Panjabi), Gurmukhi script
* `ron` - Romanian (Moldavian, Moldovan)
* `rus` - Russian
* `slk` - Slovak
* `slv` - Slovenian
* `som` - Somali
* `sot` - Sotho, Southern
* `spa` - Spanish
* `swa` - Swahili, Macrolanguage
* `swe` - Swedish
* `tgl` - Tagalog (Filipino)
* `tha` - Thai
* `tur` - Turkish
* `ukr` - Ukrainian
* `urd` - Urdu
* `vie` - Vietnamese
* `yor` - Yoruba
* `zul` - Zulu
```javascript
sw = require('stopword')
norwegianStopwords = sw.no
// norwegianStopwords now contains an Array of norwgian stopwords
```
#### Languages with no space between words
`ja` Japanese, `th` Thai and `zh` Chinese Simplified and some of the other languages supported have no space between words. For these languages you need to split the text into an array of words in another way than just `textString.split(' ')`. You can check out [TinySegmenter](http://chasen.org/%7Etaku/software/TinySegmenter/) for Japanese and [chinese-tokenizer](https://github.com/yishn/chinese-tokenizer) for Chinese.
`jpn` Japanese, `tha` Thai and `zho` Chinese and some of the other languages supported have no space between words. For these languages you need to split the text into an array of words in another way than just `textString.split(' ')`. You can check out [SudachiPy](https://github.com/WorksApplications/sudachi.rs/tree/develop/python), [TinySegmenter](https://chasen.org/%7Etaku/software/TinySegmenter/) for Japanese and [chinese-tokenizer](https://github.com/yishn/chinese-tokenizer), [jieba](https://github.com/fxsjy/jieba), [pkuseg](https://github.com/lancopku/pkuseg-python) for Chinese.
## Your language missing?
If you can't find a stopword file for your language, you can try creating one with [`stopword-trainer`](https://github.com/eklem/stopword-trainer). We're happy to help you in the process.
## Contributions
Most of this work is from other projects and people, and wouldn't be possible without them. Thanks to among others the [stopwords-iso](https://github.com/stopwords-iso) project and the [more-stoplist](https://github.com/dohliam/more-stoplists) project. And thanks for all your code input: @arthurdenner, @micalevisk, @fabric-io-rodrigues, @behzadmoradi, @guysaar223, @ConnorKrammer, @GreXLin85, @nanopx and @virtual!
## Contributions and licenses
[license-image]: http://img.shields.io/badge/license-MIT-blue.svg?style=flat
Most of this work is from other projects and people, and wouldn't be possible without them. Thanks to among others the [stopwords-iso](https://github.com/stopwords-iso) project and the [more-stoplist](https://github.com/dohliam/more-stoplists) project. And thanks for all your code input: [@arthurdenner](https://github.com/arthurdenner), [@micalevisk](https://github.com/micalevisk), [@fabric-io-rodrigues](https://github.com/fabric-io-rodrigues), [@behzadmoradi](https://github.com/behzadmoradi), [@guysaar223](https://github.com/guysaar223), [@ConnorKrammer](https://github.com/ConnorKrammer), [@GreXLin85](https://github.com/GreXLin85), [@nanopx](https://github.com/nanopx), [@virtual](https://github.com/virtual), [@JustroX](https://github.com/JustroX), [@DavideViolante](https://github.com/DavideViolante), [@rodfeal](https://github.com/rodfeal), [@BLKSerene](https://github.com/BLKSerene) and [@dsdenes](https://github.com/dsdenes)!
[Licenses](./dist/LICENSES.txt) for this library and all third party code.
[license-image]: https://img.shields.io/badge/license-MIT-blue.svg?style=flat
[license-url]: LICENSE
[npm-url]: https://npmjs.org/package/stopword
[npm-version-image]: http://img.shields.io/npm/v/stopword.svg?style=flat
[npm-downloads-image]: http://img.shields.io/npm/dm/stopword.svg?style=flat
[travis-url]: http://travis-ci.org/fergiemcdowall/stopword
[travis-image]: http://img.shields.io/travis/fergiemcdowall/stopword.svg?style=flat
[snyk-url]: https://snyk.io/test/github/fergiemcdowall/stopword?targetFile=package.json
[snyk-image]: https://snyk.io/test/github/fergiemcdowall/stopword/badge.svg?targetFile=package.json
[npm-version-image]: https://img.shields.io/npm/v/stopword.svg?style=flat
[npm-downloads-image]: https://img.shields.io/npm/dm/stopword.svg?style=flat
[CI-url]: https://github.com/fergiemcdowall/stopword/actions/workflows/tests.yml
[CI-image]: https://github.com/fergiemcdowall/stopword/actions/workflows/tests.yml/badge.svg
[standardjs-url]: https://standardjs.com
[standardjs-image]: https://img.shields.io/badge/code_style-standard-brightgreen.svg?style=flat-square
[standardjs-image]: https://img.shields.io/badge/code_style-standard-brightgreen.svg?style=rounded

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