natural-content
Advanced tools
Comparing version 1.0.9 to 1.0.10
351
index.js
@@ -1,24 +0,23 @@ | ||
var _ = require('underscore'); | ||
var diacritics = require('./lib/diacritics.js'); | ||
var WORD_SEPARATOR = " "; | ||
var STATEMENT_SEPARATOR = "##"; | ||
var EMPTY = ""; | ||
const _ = require('underscore'); | ||
const diacritics = require('./lib/diacritics.js'); | ||
const WORD_SEPARATOR = ' '; | ||
const STATEMENT_SEPARATOR = '##'; | ||
/** | ||
* Get all statements | ||
* | ||
* @param Text or HTML content (String) | ||
* @return an array of statements | ||
*/ | ||
function getStatements (text) { | ||
return text.replace(/[\n\r]/g, WORD_SEPARATOR) // Convert end of line | ||
* getStatements - Get all statements from a text | ||
* | ||
* @param {string} text the text from which we want to extract the statements | ||
* @returns {Array} an array of statements | ||
*/ | ||
function getStatements(text) { | ||
return text.replace(/[\n\r]/g, WORD_SEPARATOR) // Convert end of line | ||
.replace(/[\t]/g, WORD_SEPARATOR) // Remove Tabs | ||
.replace(/ /gi,WORD_SEPARATOR)// remove HTML entities, only non breaking space | ||
.replace(/(<([^>]+)>)/ig, WORD_SEPARATOR) // remove HTML tags | ||
.replace(/ /gi, WORD_SEPARATOR)// remove HTML entities, only non breaking space | ||
.replace(/(<([^>]+)>)/ig, WORD_SEPARATOR) // remove HTML tags | ||
.replace(/ +/g, WORD_SEPARATOR) // remove multiple spaces | ||
.replace(/[.]/g, "." + STATEMENT_SEPARATOR) | ||
.replace(/[!]/g, "!" + STATEMENT_SEPARATOR) | ||
.replace(/[?]/g, "?" + STATEMENT_SEPARATOR) | ||
.replace(/[.]/g, `.${ STATEMENT_SEPARATOR }`) | ||
.replace(/[!]/g, `!${ STATEMENT_SEPARATOR }`) | ||
.replace(/[?]/g, `?${ STATEMENT_SEPARATOR }`) | ||
.split(STATEMENT_SEPARATOR); | ||
@@ -28,38 +27,37 @@ } | ||
/** | ||
* Remove all special caracters, symbols & digits | ||
* removeSpecials - Remove specials caracters from a text | ||
* | ||
* @param a text as a String | ||
* @return The text without special caracters | ||
* @param {string} text the text | ||
* @returns {string} the same text without specials caracters | ||
*/ | ||
function removeSpecials(text) { | ||
var cleanText = text.replace(/[\t]/g, WORD_SEPARATOR) // Remove Tabs | ||
const cleanText = text.replace(/[\t]/g, WORD_SEPARATOR) // Remove Tabs | ||
.replace(/[\n\r]/g, WORD_SEPARATOR) | ||
.replace(/ /gi,WORD_SEPARATOR)// remove HTML entities, only non breaking space | ||
.replace(/(<([^>]+)>)/ig,WORD_SEPARATOR) // remove HTML tags | ||
.replace(/ /gi, WORD_SEPARATOR)// remove HTML entities, only non breaking space | ||
.replace(/(<([^>]+)>)/ig, WORD_SEPARATOR) // remove HTML tags | ||
.replace(/[|&’«»'"\/(\/)\/!\/?\\-]/g, WORD_SEPARATOR); | ||
const lower = cleanText.toLowerCase(); | ||
const upper = cleanText.toUpperCase(); | ||
var lower = cleanText.toLowerCase(); | ||
var upper = cleanText.toUpperCase(); | ||
let result = ''; | ||
var result = ""; | ||
for(var i=0; i<lower.length; ++i) { | ||
if(lower[i] !== upper[i] || lower[i].trim() === ''){ | ||
result += cleanText[i]; | ||
} | ||
for (let i = 0; i < lower.length; ++i) { | ||
if (lower[i] !== upper[i] || lower[i].trim() === '') { | ||
result += cleanText[i]; | ||
} | ||
} | ||
// remove multiple spaces | ||
result = result.replace(/\s+/g, WORD_SEPARATOR); | ||
result = result.replace(/\s+/g, WORD_SEPARATOR); // remove multiple spaces | ||
return result; | ||
return result; | ||
} | ||
/** | ||
* Remove all diacritics from a text | ||
* | ||
* | ||
* @param a text as a String | ||
* @return the text without diacritics | ||
*/ | ||
* removeDiacritics - Remove all diacritics from a text | ||
* | ||
* @param {string} text the text | ||
* @returns {string} the same text without diacritics | ||
*/ | ||
function removeDiacritics(text) { | ||
@@ -76,11 +74,19 @@ return diacritics.remove(text); | ||
* @param the iso code for the target language | ||
* @return an array of words (string) | ||
* @returns an array of words (string) | ||
*/ | ||
function getWords (text, withStopWords, language) { | ||
var words = text.replace(/[\n\r]/g, WORD_SEPARATOR) // Convert end of line | ||
/** | ||
* getWords - Get all words from a Text | ||
* | ||
* @param {string} text the text | ||
* @param {boolean} withStopWords if the stop words will be remove | ||
* @param {string} language language code (fr, en, ...) | ||
* @returns {string} an array of words | ||
*/ | ||
function getWords(text, withStopWords, language) { | ||
const words = text.replace(/[\n\r]/g, WORD_SEPARATOR) // Convert end of line | ||
.replace(/[\t]/g, WORD_SEPARATOR) // Remove Tabs | ||
.replace(/ /gi,WORD_SEPARATOR) // remove HTML entities, only non breaking space | ||
.replace(/(<([^>]+)>)/ig,WORD_SEPARATOR) // remove HTML tags | ||
.replace(/['’«»";:,.\/(\/)\/!\/?\\-]/g, WORD_SEPARATOR) // Remove punctuations | ||
.replace(/ /gi, WORD_SEPARATOR) // remove HTML entities, only non breaking space | ||
.replace(/(<([^>]+)>)/ig, WORD_SEPARATOR) // remove HTML tags | ||
.replace(/['’«»";:,.\/(\/)\/!\/?\\-]/g, WORD_SEPARATOR) // Remove punctuations | ||
.replace(/\s+/g, WORD_SEPARATOR) // remove multiple spaces | ||
@@ -90,13 +96,12 @@ .toLowerCase() | ||
// Remove empty string | ||
if (withStopWords) { | ||
return _.filter(words, function(word){return (word !== '') ; }); | ||
return words.filter((word) => word !== ''); | ||
} | ||
// Remove empty string & stopwords | ||
else { | ||
var stopwords = require("./lib/stopwords-" + language).stopwords; | ||
return _.filter(words, function(word){return (word !== '' && stopwords.indexOf(removeDiacritics(word)) === -1); }); | ||
} | ||
const { stopwords } = require(`./lib/stopwords-${ language }`); | ||
return words.filter((word) => word !== '' && stopwords.indexOf(removeDiacritics(word)) === -1); | ||
} | ||
@@ -109,23 +114,34 @@ | ||
* @param the cardinality of the grams | ||
* @return an array of ngrams value (string) | ||
* @returns an array of ngrams value (string) | ||
*/ | ||
function getNgrams(words, n) { | ||
var result = []; | ||
var count = _.max([0, words.length - n + 1]); | ||
for (var i = 0; i < count; i++) { | ||
var slice = words.slice(i, i + n); | ||
// Convert the ngram array into a ngram string and add it in the result list | ||
result.push(_.reduce(slice, function(memo, word){ return (memo ? memo + " " + word : word);})); | ||
} | ||
return result; | ||
/** | ||
* getNgrams - get an array of ngrams | ||
* | ||
* @param {Array} words an array of word | ||
* @param {number} n number of words to build the ngram elements | ||
* @returns {Array} an array of ngrams | ||
*/ | ||
function getNgrams(words, n) { | ||
const result = []; | ||
const count = _.max([ 0, words.length - n + 1 ]); | ||
for (let i = 0; i < count; i++) { | ||
const slice = words.slice(i, i + n); | ||
// Convert the ngram array into a ngram string and add it in the result list | ||
result.push(_.reduce(slice, (memo, word) => memo ? `${ memo } ${ word }` : word)); | ||
} | ||
return result; | ||
} | ||
/** | ||
* Get the term frequency (tf) of each word of a document | ||
* getTf - Get the term frequency (tf) of each word of a document | ||
* | ||
* @param an array of words (String) matching to the document content. | ||
* @param ngrams cardinality (optional). Has to be > 0 | ||
* @param number of documents for each word (optional). Those value can be used later for the IDF computation | ||
* @return a TF json structure : | ||
* @param {string} words array of words (String) matching to the document content | ||
* @param {number} n cardinality of the ngrams (optional). Has to be > 0 | ||
* @param {object} stats the current stat aout the word or ngrams (could be null). This is used to compute the tf/idf | ||
* @returns {object} F json structure : | ||
* { | ||
@@ -138,80 +154,74 @@ * count : an array of word with the number of occurence in the document (the array index matches to the word) | ||
function getTf(words, n, stats) { | ||
let ws = words; | ||
var ws = words; | ||
if (n && n > 1) { | ||
ws = getNgrams(words, n); | ||
} | ||
var count = _.countBy(ws, function(word) { return word; }); | ||
var max = _.max(count); | ||
var tfs = {}; | ||
if (n && n > 1) { | ||
ws = getNgrams(words, n); | ||
} | ||
_.keys(count).forEach(function(word) { | ||
const count = _.countBy(ws, (word) => word); | ||
const max = _.max(count); | ||
const tfs = {}; | ||
// Calculate the tf for this word | ||
tfs[word] = count[word]/max; | ||
_.keys(count).forEach((word) => { | ||
// Calculate the tf for this word | ||
tfs[word] = count[word] / max; | ||
// Update stats | ||
if (stats) { | ||
// Update stats | ||
if (stats) { | ||
// Calculate sum & register the tf for min & max computation | ||
if (stats.has(word) && stats.get(word).tfs) { | ||
const wordStat = stats.get(word); | ||
// Calculate sum & register the tf for min & max computation | ||
if (stats.has(word) && stats.get(word).tfs) { | ||
var wordStat = stats.get(word); | ||
// update the number of documents for this word | ||
wordStat.nbrDocs++ ; | ||
// update the number of documents for this word | ||
wordStat.nbrDocs++; | ||
// Add the tf in the list of all tfs for this word | ||
wordStat.tfs.push(tfs[word]); | ||
wordStat.tfSum += tfs[word]; | ||
} | ||
else { | ||
var newWordStat = initWordStat(word, tfs[word]); | ||
stats.set(word, newWordStat); | ||
} | ||
} | ||
// Add the tf in the list of all tfs for this word | ||
wordStat.tfs.push(tfs[word]); | ||
wordStat.tfSum += tfs[word]; | ||
} else { | ||
const newWordStat = initWordStat(word, tfs[word]); | ||
}); | ||
stats.set(word, newWordStat); | ||
} | ||
} | ||
}); | ||
return { | ||
count : count, | ||
tfs : tfs, | ||
max : max | ||
}; | ||
return { | ||
count, | ||
tfs, | ||
max | ||
}; | ||
} | ||
/** | ||
* Get the tfIdf for each word of a document | ||
* | ||
* | ||
* @param the document represented by an term frequency array. | ||
* the function getTf can be used for generating the term frequency array | ||
* @param the number of document per word (index = word) | ||
* @param the number of documents | ||
* @param the stats about the words for the full set of documents | ||
* @return | ||
*/ | ||
* geTfIdf - Get the tfIdf for each word of a document | ||
* | ||
* @param {object} document the document represented by an term frequency array. | ||
* @param {number} nbrDocs the number of documents | ||
* @param {object} stats stats about the words for the full set of documents | ||
* @returns {object} the tf/idf info for this document | ||
*/ | ||
function geTfIdf(document, nbrDocs, stats) { | ||
const tfIdf = {}; | ||
var tfIdf = {}; | ||
_.keys(document.tfs).forEach(function(word) { | ||
var idf = Math.log(nbrDocs/stats.get(word).nbrDocs) + 1; | ||
tfIdf[word] = document.tfs[word] * idf; | ||
_.keys(document.tfs).forEach((word) => { | ||
const idf = Math.log(nbrDocs / stats.get(word).nbrDocs) + 1; | ||
if (stats.has(word) && stats.get(word).tfIdfs && stats.get(word).idfs) { | ||
var wordStat = stats.get(word); | ||
tfIdf[word] = document.tfs[word] * idf; | ||
wordStat.tfIdfs.push(tfIdf[word]); | ||
wordStat.tfIdfSum += tfIdf[word]; | ||
wordStat.idfs.push(idf); | ||
wordStat.idfSum += idf; | ||
} | ||
if (stats.has(word) && stats.get(word).tfIdfs && stats.get(word).idfs) { | ||
const wordStat = stats.get(word); | ||
}); | ||
wordStat.tfIdfs.push(tfIdf[word]); | ||
wordStat.tfIdfSum += tfIdf[word]; | ||
wordStat.idfs.push(idf); | ||
wordStat.idfSum += idf; | ||
} | ||
}); | ||
document.tfIdf = tfIdf; | ||
return document; | ||
document.tfIdf = tfIdf; | ||
return document; | ||
} | ||
/** | ||
@@ -224,65 +234,78 @@ * Get the TF.IDF for each words found in several documents | ||
*/ | ||
/** | ||
* getTfIdfs - Get the TF.IDF for each words found in several documents | ||
* | ||
* @param {Array} documents arrays of String matching to the document content. It could be Text or HTML | ||
* @param {number} n ngram cardinality (optional). Has to be > 0 | ||
* @param {boolean} withStopWords if true, remove the stopwords | ||
* @param {string} language the language code (fr, en, ... ) | ||
* @returns {object} the tf/idf for each word/ngrams | ||
*/ | ||
function getTfIdfs(documents, n, withStopWords, language) { | ||
const result = {}; | ||
const stats = new Map(); | ||
var result = {}; | ||
var stats = new Map(); | ||
// Calculate the TF of each words for each docs | ||
const tfs = _.map(documents, (document) => getTf(getWords(document, withStopWords, language), n, stats)); | ||
// Calculate the TF of each words for each docs | ||
var tfs = _.map(documents, function(document){ return getTf(getWords(document, withStopWords, language), n, stats);}); | ||
// Calculate the tf.idf for each each docs & produce stats per word | ||
const data = _.map(tfs, (docTfs) => geTfIdf(docTfs, documents.length, stats)); | ||
// Calculate the tf.idf for each each docs & produce stats per word | ||
var data = _.map(tfs, function(docTfs) { return geTfIdf(docTfs, documents.length, stats );}); | ||
// Calculate stats : min, max, avg for tf, idf & tf.idf | ||
for (const wordStat of stats.values()) { | ||
wordStat.tfMin = _.min(wordStat.tfs); | ||
wordStat.tfMax = _.max(wordStat.tfs); | ||
wordStat.tfAvg = wordStat.tfSum / wordStat.nbrDocs; | ||
// Calculate stats : min, max, avg for tf, idf & tf.idf | ||
for (var wordStat of stats.values()) { | ||
wordStat.idfMax = _.max(wordStat.idfs); | ||
wordStat.idfAvg = wordStat.idfSum / wordStat.nbrDocs; | ||
wordStat.tfMin = _.min(wordStat.tfs); | ||
wordStat.tfMax = _.max(wordStat.tfs); | ||
wordStat.tfAvg = wordStat.tfSum / wordStat.nbrDocs; | ||
wordStat.tfIdfMin = _.min(wordStat.tfIdfs); | ||
wordStat.tfIdfMax = _.max(wordStat.tfIdfs); | ||
wordStat.tfIdfAvg = wordStat.tfIdfSum / wordStat.nbrDocs; | ||
} | ||
wordStat.idfMax = _.max(wordStat.idfs); | ||
wordStat.idfAvg = wordStat.idfSum / wordStat.nbrDocs; | ||
result.documents = data; | ||
result.numberOfDocs = documents.length; | ||
result.stats = stats; | ||
wordStat.tfIdfMin = _.min(wordStat.tfIdfs); | ||
wordStat.tfIdfMax = _.max(wordStat.tfIdfs); | ||
wordStat.tfIdfAvg = wordStat.tfIdfSum / wordStat.nbrDocs; | ||
} | ||
result.documents = data; | ||
result.numberOfDocs = documents.length; | ||
result.stats = stats; | ||
return result; | ||
return result; | ||
} | ||
/** | ||
* Create an new Stat object for one word | ||
* initWordStat - Create an new Stat object for one word | ||
* | ||
* @param {string} word the word | ||
* @param {number} tf the tf value | ||
* @returns {object} the stat about the word | ||
*/ | ||
function initWordStat(word, tf) { | ||
function initWordStat(word, tf) { | ||
return { | ||
word, | ||
nbrDocs: 1, | ||
tfSum: tf, | ||
tfs: [ tf ], | ||
return { | ||
word : word, | ||
nbrDocs : 1, | ||
tfSum : tf, | ||
tfs : [tf], | ||
idfSum: 0, | ||
idfs: [], | ||
idfSum : 0, | ||
idfs : [], | ||
tfIdfSum: 0, | ||
tfIdfs: [] | ||
tfIdfSum : 0, | ||
tfIdfs : [] | ||
}; | ||
}; | ||
} | ||
exports.getStatements = getStatements; | ||
exports.removeSpecials = removeSpecials; | ||
exports.removeDiacritics = removeDiacritics; | ||
exports.getWords = getWords; | ||
exports.getNgrams = getNgrams; | ||
exports.getTf = getTf; | ||
exports.getTfIdfs = getTfIdfs; |
@@ -1,104 +0,104 @@ | ||
var defaultDiacriticsRemovalap = [ | ||
{'base':'A', 'letters':'\u0041\u24B6\uFF21\u00C0\u00C1\u00C2\u1EA6\u1EA4\u1EAA\u1EA8\u00C3\u0100\u0102\u1EB0\u1EAE\u1EB4\u1EB2\u0226\u01E0\u00C4\u01DE\u1EA2\u00C5\u01FA\u01CD\u0200\u0202\u1EA0\u1EAC\u1EB6\u1E00\u0104\u023A\u2C6F'}, | ||
{'base':'AA','letters':'\uA732'}, | ||
{'base':'AE','letters':'\u00C6\u01FC\u01E2'}, | ||
{'base':'AO','letters':'\uA734'}, | ||
{'base':'AU','letters':'\uA736'}, | ||
{'base':'AV','letters':'\uA738\uA73A'}, | ||
{'base':'AY','letters':'\uA73C'}, | ||
{'base':'B', 'letters':'\u0042\u24B7\uFF22\u1E02\u1E04\u1E06\u0243\u0182\u0181'}, | ||
{'base':'C', 'letters':'\u0043\u24B8\uFF23\u0106\u0108\u010A\u010C\u00C7\u1E08\u0187\u023B\uA73E'}, | ||
{'base':'D', 'letters':'\u0044\u24B9\uFF24\u1E0A\u010E\u1E0C\u1E10\u1E12\u1E0E\u0110\u018B\u018A\u0189\uA779'}, | ||
{'base':'DZ','letters':'\u01F1\u01C4'}, | ||
{'base':'Dz','letters':'\u01F2\u01C5'}, | ||
{'base':'E', 'letters':'\u0045\u24BA\uFF25\u00C8\u00C9\u00CA\u1EC0\u1EBE\u1EC4\u1EC2\u1EBC\u0112\u1E14\u1E16\u0114\u0116\u00CB\u1EBA\u011A\u0204\u0206\u1EB8\u1EC6\u0228\u1E1C\u0118\u1E18\u1E1A\u0190\u018E'}, | ||
{'base':'F', 'letters':'\u0046\u24BB\uFF26\u1E1E\u0191\uA77B'}, | ||
{'base':'G', 'letters':'\u0047\u24BC\uFF27\u01F4\u011C\u1E20\u011E\u0120\u01E6\u0122\u01E4\u0193\uA7A0\uA77D\uA77E'}, | ||
{'base':'H', 'letters':'\u0048\u24BD\uFF28\u0124\u1E22\u1E26\u021E\u1E24\u1E28\u1E2A\u0126\u2C67\u2C75\uA78D'}, | ||
{'base':'I', 'letters':'\u0049\u24BE\uFF29\u00CC\u00CD\u00CE\u0128\u012A\u012C\u0130\u00CF\u1E2E\u1EC8\u01CF\u0208\u020A\u1ECA\u012E\u1E2C\u0197'}, | ||
{'base':'J', 'letters':'\u004A\u24BF\uFF2A\u0134\u0248'}, | ||
{'base':'K', 'letters':'\u004B\u24C0\uFF2B\u1E30\u01E8\u1E32\u0136\u1E34\u0198\u2C69\uA740\uA742\uA744\uA7A2'}, | ||
{'base':'L', 'letters':'\u004C\u24C1\uFF2C\u013F\u0139\u013D\u1E36\u1E38\u013B\u1E3C\u1E3A\u0141\u023D\u2C62\u2C60\uA748\uA746\uA780'}, | ||
{'base':'LJ','letters':'\u01C7'}, | ||
{'base':'Lj','letters':'\u01C8'}, | ||
{'base':'M', 'letters':'\u004D\u24C2\uFF2D\u1E3E\u1E40\u1E42\u2C6E\u019C'}, | ||
{'base':'N', 'letters':'\u004E\u24C3\uFF2E\u01F8\u0143\u00D1\u1E44\u0147\u1E46\u0145\u1E4A\u1E48\u0220\u019D\uA790\uA7A4'}, | ||
{'base':'NJ','letters':'\u01CA'}, | ||
{'base':'Nj','letters':'\u01CB'}, | ||
{'base':'O', 'letters':'\u004F\u24C4\uFF2F\u00D2\u00D3\u00D4\u1ED2\u1ED0\u1ED6\u1ED4\u00D5\u1E4C\u022C\u1E4E\u014C\u1E50\u1E52\u014E\u022E\u0230\u00D6\u022A\u1ECE\u0150\u01D1\u020C\u020E\u01A0\u1EDC\u1EDA\u1EE0\u1EDE\u1EE2\u1ECC\u1ED8\u01EA\u01EC\u00D8\u01FE\u0186\u019F\uA74A\uA74C'}, | ||
{'base':'OI','letters':'\u01A2'}, | ||
{'base':'OO','letters':'\uA74E'}, | ||
{'base':'OU','letters':'\u0222'}, | ||
{'base':'OE','letters':'\u008C\u0152'}, | ||
{'base':'oe','letters':'\u009C\u0153'}, | ||
{'base':'P', 'letters':'\u0050\u24C5\uFF30\u1E54\u1E56\u01A4\u2C63\uA750\uA752\uA754'}, | ||
{'base':'Q', 'letters':'\u0051\u24C6\uFF31\uA756\uA758\u024A'}, | ||
{'base':'R', 'letters':'\u0052\u24C7\uFF32\u0154\u1E58\u0158\u0210\u0212\u1E5A\u1E5C\u0156\u1E5E\u024C\u2C64\uA75A\uA7A6\uA782'}, | ||
{'base':'S', 'letters':'\u0053\u24C8\uFF33\u1E9E\u015A\u1E64\u015C\u1E60\u0160\u1E66\u1E62\u1E68\u0218\u015E\u2C7E\uA7A8\uA784'}, | ||
{'base':'T', 'letters':'\u0054\u24C9\uFF34\u1E6A\u0164\u1E6C\u021A\u0162\u1E70\u1E6E\u0166\u01AC\u01AE\u023E\uA786'}, | ||
{'base':'TZ','letters':'\uA728'}, | ||
{'base':'U', 'letters':'\u0055\u24CA\uFF35\u00D9\u00DA\u00DB\u0168\u1E78\u016A\u1E7A\u016C\u00DC\u01DB\u01D7\u01D5\u01D9\u1EE6\u016E\u0170\u01D3\u0214\u0216\u01AF\u1EEA\u1EE8\u1EEE\u1EEC\u1EF0\u1EE4\u1E72\u0172\u1E76\u1E74\u0244'}, | ||
{'base':'V', 'letters':'\u0056\u24CB\uFF36\u1E7C\u1E7E\u01B2\uA75E\u0245'}, | ||
{'base':'VY','letters':'\uA760'}, | ||
{'base':'W', 'letters':'\u0057\u24CC\uFF37\u1E80\u1E82\u0174\u1E86\u1E84\u1E88\u2C72'}, | ||
{'base':'X', 'letters':'\u0058\u24CD\uFF38\u1E8A\u1E8C'}, | ||
{'base':'Y', 'letters':'\u0059\u24CE\uFF39\u1EF2\u00DD\u0176\u1EF8\u0232\u1E8E\u0178\u1EF6\u1EF4\u01B3\u024E\u1EFE'}, | ||
{'base':'Z', 'letters':'\u005A\u24CF\uFF3A\u0179\u1E90\u017B\u017D\u1E92\u1E94\u01B5\u0224\u2C7F\u2C6B\uA762'}, | ||
{'base':'a', 'letters':'\u0061\u24D0\uFF41\u1E9A\u00E0\u00E1\u00E2\u1EA7\u1EA5\u1EAB\u1EA9\u00E3\u0101\u0103\u1EB1\u1EAF\u1EB5\u1EB3\u0227\u01E1\u00E4\u01DF\u1EA3\u00E5\u01FB\u01CE\u0201\u0203\u1EA1\u1EAD\u1EB7\u1E01\u0105\u2C65\u0250'}, | ||
{'base':'aa','letters':'\uA733'}, | ||
{'base':'ae','letters':'\u00E6\u01FD\u01E3'}, | ||
{'base':'ao','letters':'\uA735'}, | ||
{'base':'au','letters':'\uA737'}, | ||
{'base':'av','letters':'\uA739\uA73B'}, | ||
{'base':'ay','letters':'\uA73D'}, | ||
{'base':'b', 'letters':'\u0062\u24D1\uFF42\u1E03\u1E05\u1E07\u0180\u0183\u0253'}, | ||
{'base':'c', 'letters':'\u0063\u24D2\uFF43\u0107\u0109\u010B\u010D\u00E7\u1E09\u0188\u023C\uA73F\u2184'}, | ||
{'base':'d', 'letters':'\u0064\u24D3\uFF44\u1E0B\u010F\u1E0D\u1E11\u1E13\u1E0F\u0111\u018C\u0256\u0257\uA77A'}, | ||
{'base':'dz','letters':'\u01F3\u01C6'}, | ||
{'base':'e', 'letters':'\u0065\u24D4\uFF45\u00E8\u00E9\u00EA\u1EC1\u1EBF\u1EC5\u1EC3\u1EBD\u0113\u1E15\u1E17\u0115\u0117\u00EB\u1EBB\u011B\u0205\u0207\u1EB9\u1EC7\u0229\u1E1D\u0119\u1E19\u1E1B\u0247\u025B\u01DD'}, | ||
{'base':'f', 'letters':'\u0066\u24D5\uFF46\u1E1F\u0192\uA77C'}, | ||
{'base':'g', 'letters':'\u0067\u24D6\uFF47\u01F5\u011D\u1E21\u011F\u0121\u01E7\u0123\u01E5\u0260\uA7A1\u1D79\uA77F'}, | ||
{'base':'h', 'letters':'\u0068\u24D7\uFF48\u0125\u1E23\u1E27\u021F\u1E25\u1E29\u1E2B\u1E96\u0127\u2C68\u2C76\u0265'}, | ||
{'base':'hv','letters':'\u0195'}, | ||
{'base':'i', 'letters':'\u0069\u24D8\uFF49\u00EC\u00ED\u00EE\u0129\u012B\u012D\u00EF\u1E2F\u1EC9\u01D0\u0209\u020B\u1ECB\u012F\u1E2D\u0268\u0131'}, | ||
{'base':'j', 'letters':'\u006A\u24D9\uFF4A\u0135\u01F0\u0249'}, | ||
{'base':'k', 'letters':'\u006B\u24DA\uFF4B\u1E31\u01E9\u1E33\u0137\u1E35\u0199\u2C6A\uA741\uA743\uA745\uA7A3'}, | ||
{'base':'l', 'letters':'\u006C\u24DB\uFF4C\u0140\u013A\u013E\u1E37\u1E39\u013C\u1E3D\u1E3B\u017F\u0142\u019A\u026B\u2C61\uA749\uA781\uA747'}, | ||
{'base':'lj','letters':'\u01C9'}, | ||
{'base':'m', 'letters':'\u006D\u24DC\uFF4D\u1E3F\u1E41\u1E43\u0271\u026F'}, | ||
{'base':'n', 'letters':'\u006E\u24DD\uFF4E\u01F9\u0144\u00F1\u1E45\u0148\u1E47\u0146\u1E4B\u1E49\u019E\u0272\u0149\uA791\uA7A5'}, | ||
{'base':'nj','letters':'\u01CC'}, | ||
{'base':'o', 'letters':'\u006F\u24DE\uFF4F\u00F2\u00F3\u00F4\u1ED3\u1ED1\u1ED7\u1ED5\u00F5\u1E4D\u022D\u1E4F\u014D\u1E51\u1E53\u014F\u022F\u0231\u00F6\u022B\u1ECF\u0151\u01D2\u020D\u020F\u01A1\u1EDD\u1EDB\u1EE1\u1EDF\u1EE3\u1ECD\u1ED9\u01EB\u01ED\u00F8\u01FF\u0254\uA74B\uA74D\u0275'}, | ||
{'base':'oi','letters':'\u01A3'}, | ||
{'base':'ou','letters':'\u0223'}, | ||
{'base':'oo','letters':'\uA74F'}, | ||
{'base':'p','letters':'\u0070\u24DF\uFF50\u1E55\u1E57\u01A5\u1D7D\uA751\uA753\uA755'}, | ||
{'base':'q','letters':'\u0071\u24E0\uFF51\u024B\uA757\uA759'}, | ||
{'base':'r','letters':'\u0072\u24E1\uFF52\u0155\u1E59\u0159\u0211\u0213\u1E5B\u1E5D\u0157\u1E5F\u024D\u027D\uA75B\uA7A7\uA783'}, | ||
{'base':'s','letters':'\u0073\u24E2\uFF53\u00DF\u015B\u1E65\u015D\u1E61\u0161\u1E67\u1E63\u1E69\u0219\u015F\u023F\uA7A9\uA785\u1E9B'}, | ||
{'base':'t','letters':'\u0074\u24E3\uFF54\u1E6B\u1E97\u0165\u1E6D\u021B\u0163\u1E71\u1E6F\u0167\u01AD\u0288\u2C66\uA787'}, | ||
{'base':'tz','letters':'\uA729'}, | ||
{'base':'u','letters': '\u0075\u24E4\uFF55\u00F9\u00FA\u00FB\u0169\u1E79\u016B\u1E7B\u016D\u00FC\u01DC\u01D8\u01D6\u01DA\u1EE7\u016F\u0171\u01D4\u0215\u0217\u01B0\u1EEB\u1EE9\u1EEF\u1EED\u1EF1\u1EE5\u1E73\u0173\u1E77\u1E75\u0289'}, | ||
{'base':'v','letters':'\u0076\u24E5\uFF56\u1E7D\u1E7F\u028B\uA75F\u028C'}, | ||
{'base':'vy','letters':'\uA761'}, | ||
{'base':'w','letters':'\u0077\u24E6\uFF57\u1E81\u1E83\u0175\u1E87\u1E85\u1E98\u1E89\u2C73'}, | ||
{'base':'x','letters':'\u0078\u24E7\uFF58\u1E8B\u1E8D'}, | ||
{'base':'y','letters':'\u0079\u24E8\uFF59\u1EF3\u00FD\u0177\u1EF9\u0233\u1E8F\u00FF\u1EF7\u1E99\u1EF5\u01B4\u024F\u1EFF'}, | ||
{'base':'z','letters':'\u007A\u24E9\uFF5A\u017A\u1E91\u017C\u017E\u1E93\u1E95\u01B6\u0225\u0240\u2C6C\uA763'} | ||
const defaultDiacriticsRemovalap = [ | ||
{ base: 'A', letters: '\u0041\u24B6\uFF21\u00C0\u00C1\u00C2\u1EA6\u1EA4\u1EAA\u1EA8\u00C3\u0100\u0102\u1EB0\u1EAE\u1EB4\u1EB2\u0226\u01E0\u00C4\u01DE\u1EA2\u00C5\u01FA\u01CD\u0200\u0202\u1EA0\u1EAC\u1EB6\u1E00\u0104\u023A\u2C6F' }, | ||
{ base: 'AA', letters: '\uA732' }, | ||
{ base: 'AE', letters: '\u00C6\u01FC\u01E2' }, | ||
{ base: 'AO', letters: '\uA734' }, | ||
{ base: 'AU', letters: '\uA736' }, | ||
{ base: 'AV', letters: '\uA738\uA73A' }, | ||
{ base: 'AY', letters: '\uA73C' }, | ||
{ base: 'B', letters: '\u0042\u24B7\uFF22\u1E02\u1E04\u1E06\u0243\u0182\u0181' }, | ||
{ base: 'C', letters: '\u0043\u24B8\uFF23\u0106\u0108\u010A\u010C\u00C7\u1E08\u0187\u023B\uA73E' }, | ||
{ base: 'D', letters: '\u0044\u24B9\uFF24\u1E0A\u010E\u1E0C\u1E10\u1E12\u1E0E\u0110\u018B\u018A\u0189\uA779' }, | ||
{ base: 'DZ', letters: '\u01F1\u01C4' }, | ||
{ base: 'Dz', letters: '\u01F2\u01C5' }, | ||
{ base: 'E', letters: '\u0045\u24BA\uFF25\u00C8\u00C9\u00CA\u1EC0\u1EBE\u1EC4\u1EC2\u1EBC\u0112\u1E14\u1E16\u0114\u0116\u00CB\u1EBA\u011A\u0204\u0206\u1EB8\u1EC6\u0228\u1E1C\u0118\u1E18\u1E1A\u0190\u018E' }, | ||
{ base: 'F', letters: '\u0046\u24BB\uFF26\u1E1E\u0191\uA77B' }, | ||
{ base: 'G', letters: '\u0047\u24BC\uFF27\u01F4\u011C\u1E20\u011E\u0120\u01E6\u0122\u01E4\u0193\uA7A0\uA77D\uA77E' }, | ||
{ base: 'H', letters: '\u0048\u24BD\uFF28\u0124\u1E22\u1E26\u021E\u1E24\u1E28\u1E2A\u0126\u2C67\u2C75\uA78D' }, | ||
{ base: 'I', letters: '\u0049\u24BE\uFF29\u00CC\u00CD\u00CE\u0128\u012A\u012C\u0130\u00CF\u1E2E\u1EC8\u01CF\u0208\u020A\u1ECA\u012E\u1E2C\u0197' }, | ||
{ base: 'J', letters: '\u004A\u24BF\uFF2A\u0134\u0248' }, | ||
{ base: 'K', letters: '\u004B\u24C0\uFF2B\u1E30\u01E8\u1E32\u0136\u1E34\u0198\u2C69\uA740\uA742\uA744\uA7A2' }, | ||
{ base: 'L', letters: '\u004C\u24C1\uFF2C\u013F\u0139\u013D\u1E36\u1E38\u013B\u1E3C\u1E3A\u0141\u023D\u2C62\u2C60\uA748\uA746\uA780' }, | ||
{ base: 'LJ', letters: '\u01C7' }, | ||
{ base: 'Lj', letters: '\u01C8' }, | ||
{ base: 'M', letters: '\u004D\u24C2\uFF2D\u1E3E\u1E40\u1E42\u2C6E\u019C' }, | ||
{ base: 'N', letters: '\u004E\u24C3\uFF2E\u01F8\u0143\u00D1\u1E44\u0147\u1E46\u0145\u1E4A\u1E48\u0220\u019D\uA790\uA7A4' }, | ||
{ base: 'NJ', letters: '\u01CA' }, | ||
{ base: 'Nj', letters: '\u01CB' }, | ||
{ base: 'O', letters: '\u004F\u24C4\uFF2F\u00D2\u00D3\u00D4\u1ED2\u1ED0\u1ED6\u1ED4\u00D5\u1E4C\u022C\u1E4E\u014C\u1E50\u1E52\u014E\u022E\u0230\u00D6\u022A\u1ECE\u0150\u01D1\u020C\u020E\u01A0\u1EDC\u1EDA\u1EE0\u1EDE\u1EE2\u1ECC\u1ED8\u01EA\u01EC\u00D8\u01FE\u0186\u019F\uA74A\uA74C' }, | ||
{ base: 'OI', letters: '\u01A2' }, | ||
{ base: 'OO', letters: '\uA74E' }, | ||
{ base: 'OU', letters: '\u0222' }, | ||
{ base: 'OE', letters: '\u008C\u0152' }, | ||
{ base: 'oe', letters: '\u009C\u0153' }, | ||
{ base: 'P', letters: '\u0050\u24C5\uFF30\u1E54\u1E56\u01A4\u2C63\uA750\uA752\uA754' }, | ||
{ base: 'Q', letters: '\u0051\u24C6\uFF31\uA756\uA758\u024A' }, | ||
{ base: 'R', letters: '\u0052\u24C7\uFF32\u0154\u1E58\u0158\u0210\u0212\u1E5A\u1E5C\u0156\u1E5E\u024C\u2C64\uA75A\uA7A6\uA782' }, | ||
{ base: 'S', letters: '\u0053\u24C8\uFF33\u1E9E\u015A\u1E64\u015C\u1E60\u0160\u1E66\u1E62\u1E68\u0218\u015E\u2C7E\uA7A8\uA784' }, | ||
{ base: 'T', letters: '\u0054\u24C9\uFF34\u1E6A\u0164\u1E6C\u021A\u0162\u1E70\u1E6E\u0166\u01AC\u01AE\u023E\uA786' }, | ||
{ base: 'TZ', letters: '\uA728' }, | ||
{ base: 'U', letters: '\u0055\u24CA\uFF35\u00D9\u00DA\u00DB\u0168\u1E78\u016A\u1E7A\u016C\u00DC\u01DB\u01D7\u01D5\u01D9\u1EE6\u016E\u0170\u01D3\u0214\u0216\u01AF\u1EEA\u1EE8\u1EEE\u1EEC\u1EF0\u1EE4\u1E72\u0172\u1E76\u1E74\u0244' }, | ||
{ base: 'V', letters: '\u0056\u24CB\uFF36\u1E7C\u1E7E\u01B2\uA75E\u0245' }, | ||
{ base: 'VY', letters: '\uA760' }, | ||
{ base: 'W', letters: '\u0057\u24CC\uFF37\u1E80\u1E82\u0174\u1E86\u1E84\u1E88\u2C72' }, | ||
{ base: 'X', letters: '\u0058\u24CD\uFF38\u1E8A\u1E8C' }, | ||
{ base: 'Y', letters: '\u0059\u24CE\uFF39\u1EF2\u00DD\u0176\u1EF8\u0232\u1E8E\u0178\u1EF6\u1EF4\u01B3\u024E\u1EFE' }, | ||
{ base: 'Z', letters: '\u005A\u24CF\uFF3A\u0179\u1E90\u017B\u017D\u1E92\u1E94\u01B5\u0224\u2C7F\u2C6B\uA762' }, | ||
{ base: 'a', letters: '\u0061\u24D0\uFF41\u1E9A\u00E0\u00E1\u00E2\u1EA7\u1EA5\u1EAB\u1EA9\u00E3\u0101\u0103\u1EB1\u1EAF\u1EB5\u1EB3\u0227\u01E1\u00E4\u01DF\u1EA3\u00E5\u01FB\u01CE\u0201\u0203\u1EA1\u1EAD\u1EB7\u1E01\u0105\u2C65\u0250' }, | ||
{ base: 'aa', letters: '\uA733' }, | ||
{ base: 'ae', letters: '\u00E6\u01FD\u01E3' }, | ||
{ base: 'ao', letters: '\uA735' }, | ||
{ base: 'au', letters: '\uA737' }, | ||
{ base: 'av', letters: '\uA739\uA73B' }, | ||
{ base: 'ay', letters: '\uA73D' }, | ||
{ base: 'b', letters: '\u0062\u24D1\uFF42\u1E03\u1E05\u1E07\u0180\u0183\u0253' }, | ||
{ base: 'c', letters: '\u0063\u24D2\uFF43\u0107\u0109\u010B\u010D\u00E7\u1E09\u0188\u023C\uA73F\u2184' }, | ||
{ base: 'd', letters: '\u0064\u24D3\uFF44\u1E0B\u010F\u1E0D\u1E11\u1E13\u1E0F\u0111\u018C\u0256\u0257\uA77A' }, | ||
{ base: 'dz', letters: '\u01F3\u01C6' }, | ||
{ base: 'e', letters: '\u0065\u24D4\uFF45\u00E8\u00E9\u00EA\u1EC1\u1EBF\u1EC5\u1EC3\u1EBD\u0113\u1E15\u1E17\u0115\u0117\u00EB\u1EBB\u011B\u0205\u0207\u1EB9\u1EC7\u0229\u1E1D\u0119\u1E19\u1E1B\u0247\u025B\u01DD' }, | ||
{ base: 'f', letters: '\u0066\u24D5\uFF46\u1E1F\u0192\uA77C' }, | ||
{ base: 'g', letters: '\u0067\u24D6\uFF47\u01F5\u011D\u1E21\u011F\u0121\u01E7\u0123\u01E5\u0260\uA7A1\u1D79\uA77F' }, | ||
{ base: 'h', letters: '\u0068\u24D7\uFF48\u0125\u1E23\u1E27\u021F\u1E25\u1E29\u1E2B\u1E96\u0127\u2C68\u2C76\u0265' }, | ||
{ base: 'hv', letters: '\u0195' }, | ||
{ base: 'i', letters: '\u0069\u24D8\uFF49\u00EC\u00ED\u00EE\u0129\u012B\u012D\u00EF\u1E2F\u1EC9\u01D0\u0209\u020B\u1ECB\u012F\u1E2D\u0268\u0131' }, | ||
{ base: 'j', letters: '\u006A\u24D9\uFF4A\u0135\u01F0\u0249' }, | ||
{ base: 'k', letters: '\u006B\u24DA\uFF4B\u1E31\u01E9\u1E33\u0137\u1E35\u0199\u2C6A\uA741\uA743\uA745\uA7A3' }, | ||
{ base: 'l', letters: '\u006C\u24DB\uFF4C\u0140\u013A\u013E\u1E37\u1E39\u013C\u1E3D\u1E3B\u017F\u0142\u019A\u026B\u2C61\uA749\uA781\uA747' }, | ||
{ base: 'lj', letters: '\u01C9' }, | ||
{ base: 'm', letters: '\u006D\u24DC\uFF4D\u1E3F\u1E41\u1E43\u0271\u026F' }, | ||
{ base: 'n', letters: '\u006E\u24DD\uFF4E\u01F9\u0144\u00F1\u1E45\u0148\u1E47\u0146\u1E4B\u1E49\u019E\u0272\u0149\uA791\uA7A5' }, | ||
{ base: 'nj', letters: '\u01CC' }, | ||
{ base: 'o', letters: '\u006F\u24DE\uFF4F\u00F2\u00F3\u00F4\u1ED3\u1ED1\u1ED7\u1ED5\u00F5\u1E4D\u022D\u1E4F\u014D\u1E51\u1E53\u014F\u022F\u0231\u00F6\u022B\u1ECF\u0151\u01D2\u020D\u020F\u01A1\u1EDD\u1EDB\u1EE1\u1EDF\u1EE3\u1ECD\u1ED9\u01EB\u01ED\u00F8\u01FF\u0254\uA74B\uA74D\u0275' }, | ||
{ base: 'oi', letters: '\u01A3' }, | ||
{ base: 'ou', letters: '\u0223' }, | ||
{ base: 'oo', letters: '\uA74F' }, | ||
{ base: 'p', letters: '\u0070\u24DF\uFF50\u1E55\u1E57\u01A5\u1D7D\uA751\uA753\uA755' }, | ||
{ base: 'q', letters: '\u0071\u24E0\uFF51\u024B\uA757\uA759' }, | ||
{ base: 'r', letters: '\u0072\u24E1\uFF52\u0155\u1E59\u0159\u0211\u0213\u1E5B\u1E5D\u0157\u1E5F\u024D\u027D\uA75B\uA7A7\uA783' }, | ||
{ base: 's', letters: '\u0073\u24E2\uFF53\u00DF\u015B\u1E65\u015D\u1E61\u0161\u1E67\u1E63\u1E69\u0219\u015F\u023F\uA7A9\uA785\u1E9B' }, | ||
{ base: 't', letters: '\u0074\u24E3\uFF54\u1E6B\u1E97\u0165\u1E6D\u021B\u0163\u1E71\u1E6F\u0167\u01AD\u0288\u2C66\uA787' }, | ||
{ base: 'tz', letters: '\uA729' }, | ||
{ base: 'u', letters: '\u0075\u24E4\uFF55\u00F9\u00FA\u00FB\u0169\u1E79\u016B\u1E7B\u016D\u00FC\u01DC\u01D8\u01D6\u01DA\u1EE7\u016F\u0171\u01D4\u0215\u0217\u01B0\u1EEB\u1EE9\u1EEF\u1EED\u1EF1\u1EE5\u1E73\u0173\u1E77\u1E75\u0289' }, | ||
{ base: 'v', letters: '\u0076\u24E5\uFF56\u1E7D\u1E7F\u028B\uA75F\u028C' }, | ||
{ base: 'vy', letters: '\uA761' }, | ||
{ base: 'w', letters: '\u0077\u24E6\uFF57\u1E81\u1E83\u0175\u1E87\u1E85\u1E98\u1E89\u2C73' }, | ||
{ base: 'x', letters: '\u0078\u24E7\uFF58\u1E8B\u1E8D' }, | ||
{ base: 'y', letters: '\u0079\u24E8\uFF59\u1EF3\u00FD\u0177\u1EF9\u0233\u1E8F\u00FF\u1EF7\u1E99\u1EF5\u01B4\u024F\u1EFF' }, | ||
{ base: 'z', letters: '\u007A\u24E9\uFF5A\u017A\u1E91\u017C\u017E\u1E93\u1E95\u01B6\u0225\u0240\u2C6C\uA763' } | ||
]; | ||
var diacriticsMap = {}; | ||
for (var i=0; i < defaultDiacriticsRemovalap.length; i++){ | ||
var letters = defaultDiacriticsRemovalap[i].letters; | ||
for (var j=0; j < letters.length ; j++){ | ||
diacriticsMap[letters[j]] = defaultDiacriticsRemovalap[i].base; | ||
} | ||
const diacriticsMap = {}; | ||
for (let i = 0; i < defaultDiacriticsRemovalap.length; i++) { | ||
const { letters } = defaultDiacriticsRemovalap[i]; | ||
for (let j = 0; j < letters.length; j++) { | ||
diacriticsMap[letters[j]] = defaultDiacriticsRemovalap[i].base; | ||
} | ||
} | ||
function remove (str) { | ||
return str.replace(/[^\u0000-\u007E]/g, function(a){ | ||
return diacriticsMap[a] || a; | ||
}); | ||
function remove(str) { | ||
return str.replace(/[^\u0000-\u007E]/g, (a) => diacriticsMap[a] || a); | ||
} | ||
module.exports.remove = remove; |
{ | ||
"name": "natural-content", | ||
"version": "1.0.9", | ||
"version": "1.0.10", | ||
"description": "A set of natural functions like tf.idf, extract words & n-grams, remove diacritics, ... (experimental project)", | ||
@@ -12,4 +12,10 @@ "main": "index.js", | ||
"dependencies": { | ||
"underscore": "*" | ||
"underscore": "^1.9.1" | ||
}, | ||
"devDependencies": { | ||
"eslint": "^5.16.0", | ||
"eslint-config-adidas-es8": "^1.1.0", | ||
"eslint-plugin-import": "^2.17.3", | ||
"eslint-plugin-promise": "^4.1.1" | ||
} | ||
} |
174
test/test.js
@@ -1,123 +0,119 @@ | ||
var assert = require("assert"); | ||
var _ = require("underscore"); | ||
var natural = require("../index.js"); | ||
const assert = require('assert'); | ||
const _ = require('underscore'); | ||
const natural = require('../index.js'); | ||
describe('Natural Content', () => { | ||
const documents = [ | ||
'word1 word2 word3 word4 word5 word6. word7 word1 word8 word9 word10 word11 word6. word1 word12 word13. word1 word1 ', | ||
'word2 word7 word8 word9 word10 word7 word11 word7 word11 word11 word11 word11.', | ||
' word7 word2 ' | ||
]; | ||
describe("Natural Content", function() { | ||
var documents = [ | ||
"word1 word2 word3 word4 word5 word6. word7 word1 word8 word9 word10 word11 word6. word1 word12 word13. word1 word1 ", | ||
"word2 word7 word8 word9 word10 word7 word11 word7 word11 word11 word11 word11.", | ||
" word7 word2 " ]; | ||
const documentsFr = [ | ||
'Les conditions d\'utilisations de l\'objet doivent se faire dans de bonnes conditions. Sinon l\'objet ne peut pas bien être utilisé.', | ||
'Les conditions d\'emploi de la chose doivent se faire dans de bonne condition. Sinon l\'objet n\'est pas utilisable.', | ||
'Pour éviter une mauvaise utilisation, les conditions d\'utilisations doivent être faite correctement.' | ||
]; | ||
var documentsFr = [ | ||
"Les conditions d'utilisations de l'objet doivent se faire dans de bonnes conditions. Sinon l'objet ne peut pas bien être utilisé.", | ||
"Les conditions d'emploi de la chose doivent se faire dans de bonne condition. Sinon l'objet n'est pas utilisable.", | ||
"Pour éviter une mauvaise utilisation, les conditions d'utilisations doivent être faite correctement." | ||
]; | ||
it('Statements', function() { | ||
var stats = natural.getStatements("word1 word2 word3 word4 :word5 word6. word7 word1, word8 word9 word10 word11 word6. word1 word12 word13"); | ||
assert(stats.length === 3); | ||
it('Statements', () => { | ||
const stats = natural.getStatements('word1 word2 word3 word4 :word5 word6. word7 word1, word8 word9 word10 word11 word6. word1 word12 word13'); | ||
}); | ||
assert(stats.length === 3); | ||
}); | ||
it('Special caracters', function(){ | ||
var text = "ceci est un texte en français ! sans caractères spéciaux !§($€) # 123 avant-hier"; | ||
var result = natural.removeSpecials(text); | ||
assert( result === 'ceci est un texte en français sans caractères spéciaux avant hier'); | ||
}); | ||
it('Special caracters', () => { | ||
const text = 'ceci est un texte en français ! sans caractères spéciaux !§($€) # 123 avant-hier'; | ||
const result = natural.removeSpecials(text); | ||
assert(result === 'ceci est un texte en français sans caractères spéciaux avant hier'); | ||
}); | ||
it('apostrophe', function(){ | ||
var text = "ceci est un texte en français. l'été sera chaud. Les conditions d'utilisation de l'objet"; | ||
it('apostrophe', () => { | ||
const text = 'ceci est un texte en français. l\'été sera chaud. Les conditions d\'utilisation de l\'objet'; | ||
var result = natural.removeSpecials(text); | ||
assert( result === 'ceci est un texte en français l été sera chaud Les conditions d utilisation de l objet'); | ||
}); | ||
const result = natural.removeSpecials(text); | ||
it('diacritics', function(){ | ||
var text = "ceci est un texte en français ! sans diacritiques çàoözęùô"; | ||
var result = natural.removeDiacritics(text); | ||
assert(result === 'ceci est un texte en francais ! sans diacritiques caoozeuo'); | ||
}); | ||
assert(result === 'ceci est un texte en français l été sera chaud Les conditions d utilisation de l objet'); | ||
}); | ||
it('Words', function() { | ||
it('diacritics', () => { | ||
const text = 'ceci est un texte en français ! sans diacritiques çàoözęùô'; | ||
const result = natural.removeDiacritics(text); | ||
var words = natural.getWords("word1 word2 word3 word4. le la sur word5, ça été bientôt & @' $ 123", true); | ||
assert(words.length === 15); | ||
assert(result === 'ceci est un texte en francais ! sans diacritiques caoozeuo'); | ||
}); | ||
words = natural.getWords(natural.removeSpecials("word1 word2 word3 word4. le la sur word5, ça été bientôt & @' $ 123"), true); | ||
//console.log("words", words); | ||
assert(words.length === 11); | ||
it('Words', () => { | ||
let words = natural.getWords('word1 word2 word3 word4. le la sur word5, ça été bientôt & @\' $ 123', true); | ||
words = natural.getWords("word1 word2 word3 word4. le la sur word5 bientôt", false, "fr"); | ||
//console.log("words", words); | ||
assert(words.length === 5); | ||
assert(words.length === 15); | ||
words = natural.getWords("word1 word2 word3 1234 word4 156,78. le la sur word5", false, "fr"); | ||
//console.log(words); | ||
assert(words.length === 8); | ||
words = natural.getWords(natural.removeSpecials('word1 word2 word3 word4. le la sur word5, ça été bientôt & @\' $ 123'), true); | ||
words = natural.getWords("l'été sera chaud. Les conditions d'utilisation de l'objet", false, "fr"); | ||
assert(words.length === 4); | ||
// console.log("words", words); | ||
assert(words.length === 11); | ||
words = natural.getWords("l'été sera chaud. Les conditions d'utilisation de l'objet", true); | ||
assert(words.length === 11); | ||
}); | ||
words = natural.getWords('word1 word2 word3 word4. le la sur word5 bientôt', false, 'fr'); | ||
it('n-grams', function() { | ||
var grams = natural.getNgrams(natural.getWords("word1 word2 word3 word4. le la sur word5", true), 1); | ||
assert(grams.length === 8); | ||
assert(grams[3] === "word4"); | ||
// console.log("words", words); | ||
assert(words.length === 5); | ||
grams = natural.getNgrams(natural.getWords("word1 word2 word3 word4. le la sur word5", true), 2); | ||
assert(grams.length === 7); | ||
assert(grams[1] === "word2 word3"); | ||
words = natural.getWords('word1 word2 word3 1234 word4 156,78. le la sur word5', false, 'fr'); | ||
grams = natural.getNgrams(natural.getWords("word1 word2 word3 word4. le la sur word5", true), 3); | ||
assert(grams.length === 6); | ||
assert(grams[2] === "word3 word4 le"); | ||
// console.log(words); | ||
assert(words.length === 8); | ||
grams = natural.getNgrams(natural.getWords("l'été sera chaud. Les conditions d'utilisation de l'objet", false, "fr"), 1); | ||
assert(grams.length === 4); | ||
words = natural.getWords('l\'été sera chaud. Les conditions d\'utilisation de l\'objet', false, 'fr'); | ||
assert(words.length === 4); | ||
words = natural.getWords('l\'été sera chaud. Les conditions d\'utilisation de l\'objet', true); | ||
assert(words.length === 11); | ||
}); | ||
}); | ||
it('n-grams', () => { | ||
let grams = natural.getNgrams(natural.getWords('word1 word2 word3 word4. le la sur word5', true), 1); | ||
it("term frequency", function(){ | ||
var info = natural.getTf(natural.getWords(documents[0], false, "fr")); | ||
//console.log(info); | ||
assert(info.max === 5); | ||
assert(info.count.word1 === 5); | ||
assert(info.count.word6 === 2); | ||
assert(info.tfs.word1 === 1); | ||
assert(info.tfs.word2 === 0.2); | ||
assert(info.tfs.word6 === 0.4); | ||
assert(grams.length === 8); | ||
assert(grams[3] === 'word4'); | ||
}); | ||
grams = natural.getNgrams(natural.getWords('word1 word2 word3 word4. le la sur word5', true), 2); | ||
assert(grams.length === 7); | ||
assert(grams[1] === 'word2 word3'); | ||
grams = natural.getNgrams(natural.getWords('word1 word2 word3 word4. le la sur word5', true), 3); | ||
assert(grams.length === 6); | ||
assert(grams[2] === 'word3 word4 le'); | ||
it("tf.idf for a set of document ", function() { | ||
grams = natural.getNgrams(natural.getWords('l\'été sera chaud. Les conditions d\'utilisation de l\'objet', false, 'fr'), 1); | ||
assert(grams.length === 4); | ||
}); | ||
var info = natural.getTfIdfs(documents, 1, false, "fr"); | ||
it('term frequency', () => { | ||
const info = natural.getTf(natural.getWords(documents[0], false, 'fr')); | ||
var sorted = _.sortBy(Array.from(info.stats.values()), function(word) { return -word.tfIdfSum;}); | ||
assert(sorted[0].word === "word1"); | ||
//console.log(sorted); | ||
// console.log(info); | ||
assert(info.max === 5); | ||
assert(info.count.word1 === 5); | ||
assert(info.count.word6 === 2); | ||
assert(info.tfs.word1 === 1); | ||
assert(info.tfs.word2 === 0.2); | ||
assert(info.tfs.word6 === 0.4); | ||
}); | ||
}); | ||
it('tf.idf for a set of document ', () => { | ||
const info = natural.getTfIdfs(documents, 1, false, 'fr'); | ||
/* | ||
it.only("tf.idf for a set of document in french", function() { | ||
const sorted = _.sortBy(Array.from(info.stats.values()), (word) => -word.tfIdfSum); | ||
var info = natural.getTfIdfs(documentsFr, 3, true); | ||
assert(sorted[0].word === 'word1'); | ||
var sorted = _.sortBy(Array.from(info.stats.values()), function(word) { return -word.tfIdfSum;}); | ||
//assert(sorted[0].word === "word1"); | ||
console.log(sorted); | ||
// console.log(sorted); | ||
}); | ||
}); | ||
*/ | ||
// it.only("tf.idf for a set of document in french", function() { | ||
// var info = natural.getTfIdfs(documentsFr, 3, true); | ||
// var sorted = _.sortBy(Array.from(info.stats.values()), function(word) { return -word.tfIdfSum;}); | ||
// //assert(sorted[0].word === "word1"); | ||
// console.log(sorted); | ||
// }); | ||
}); |
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