Keyword Extractor
A simple NPM package for extracting keywords from a string (or array of strings) by removing stopwords.
Note: this is a fork of the Michael De Lorenzo's Keyword Extractor to include Chinese and allow for an array of strings as the first argument.
Installation
npm install keyword-extractorRunning the demo
This repo's demo html file is at demo/index.html. If you want to modify JavaScript for the demo (at demo/sample.js),
make sure you've installed the development dependencies:
npm installThen run browserify:
cd keyword-extractor/demo
browserify sample.js -o bundle.jsRunning tests
To run the test suite, first install the development dependencies by running the following command within the package's directory.
npm installTo execute the package's tests, run:
make testUsage of the Module
// include the Keyword Extractor
var keyword_extractor = require("keyword-extractor");
// Opening sentence to NY Times Article at
// http://www.nytimes.com/2013/09/10/world/middleeast/surprise-russian-proposal-catches-obama-between-putin-and-house-republicans.html
var sentence = "President Obama woke up Monday facing a Congressional defeat that many in both parties believed could hobble his presidency."
// Extract the keywords
var extraction_result = keyword_extractor.extract(sentence, {
language:"english",
remove_digits: true,
return_changed_case:true,
remove_duplicates: false
});
/*
extraction result is:
[
"president",
"obama",
"woke",
"monday",
"facing",
"congressional",
"defeat",
"parties",
"believed",
"hobble",
"presidency"
]
*/Options Parameters
The second argument of the extract method is an Object of configuration/processing settings for the extraction.
| Parameter Name | Description | Permitted Values |
|---|---|---|
| language | The stopwords list to use. | english, chinese, danish, spanish, galician, german, french, italian, dutch, romanian, russian, polish, portuguese, swedish, |
| remove_digits | Removes all digits from the results if set to true | true or false |
| return_changed_case | The case of the extracted keywords. Setting the value to true will return the results all lower-cased, if false the results will be in the original case. | true or false |
| return_chained_words | Instead of returning each word separately, join the words that were originally together. Setting the value to true will join the words, if false the results will be splitted on each array element. | true or false |
| remove_duplicates | Removes the duplicate keywords | true , false (defaults to false ) |
| return_max_ngrams | Returns keywords that are ngrams with size 0-integer | integer , false (defaults to false ) |
Credits
The initial stopwords lists are taken from the following sources:
- English [http://jmlr.org/papers/volume5/lewis04a/a11-smart-stop-list/english.stop]
- Spanish [https://stop-words.googlecode.com/svn/trunk/stop-words/stop-words/stop-words-spanish.txt]
Credits for other lists can be found in their respective files within the lib/stopwords/ directory