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polarity-rate.js
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var XLSX = require('xlsx');
var XRegExp = require('xregexp');
const RATE_LIMIT = 5;
function _getWordList(fileName) {
let workbook = XLSX.readFile(fileName);
let first_sheet_name = workbook.SheetNames[0];
let worksheet = workbook.Sheets[first_sheet_name];
let json = XLSX.utils.sheet_to_json(worksheet, {
header: 1
});
let jsonArray = [];
let keySet = new Set();
for (let row of json) {
if (typeof row[0] == 'undefined' || typeof row[1] == 'undefined') continue;
let word = row[0].trim().toLowerCase();
let point = parseInt(row[1]);
if (keySet.has(word)) {
console.log(`duplicated word: ${word}`);
continue;
} else {
keySet.add(word);
if (word.length < 4) {
console.log(`min word length must be 4, word: ${word}`);
}
if (point < -80 || point > 80) {
console.log(`any word point must be in range of -80 to 80, word: ${word}`);
}
if (word.length == 4 && (point > 10 || point < -10)) {
console.log(`4 length words point must be in range of -10 to 10, word: ${word}`);
}
if (word.length == 5 && (point > 20 || point < -20)) {
console.log(`5 length words point must be in range of -20 to 20, word: ${word}`);
}
if (word.length == 6 && (point > 40 || point < -40)) {
console.log(`6 length words point must be in range of -10 to 10, word: ${word}`);
}
let wordCount = word.split(' ').length;
if (wordCount == 1 && (point > 50 || point < -50)) {
console.log(`single word point must be in range of -30 to 30, word: ${word} wordCount: ${wordCount}`);
}
if (wordCount == 2 && (point > 60 || point < -60)) {
console.log(`2 word point must be in range of -60 to 60, word: ${word} wordCount: ${wordCount}`);
}
}
jsonArray.push([word, point]);
}
keySet.clear();
jsonArray.sort((a, b) => {
return a[0].length < b[0].length;
});
return jsonArray;
}
/**
* Calculating rate on the provided input 'findedWordMap'.
* @param {Map} Input findedWordsMap
* @return {Object}
*/
function _calculate(findedWordsMap, rateLimit) {
let rate = 0;
let score = 0;
score = [...findedWordsMap.values()].reduce(function (prevVal, elem) {
return prevVal + elem;
}, 0);
if (score === undefined) {
score = 0;
}
var sortedWordsArr = [];
if (score > 0) {
sortedWordsArr = [...findedWordsMap].sort((a, b) => b[1] - a[1]);
} else if (score < 0) {
sortedWordsArr = [...findedWordsMap].sort((a, b) => a[1] - b[1]);
}
for (let i = 0; i < sortedWordsArr.length; i++) {
let word = sortedWordsArr[i][0];
let point = sortedWordsArr[i][1];
if (i == 0) {
rate = point;
} else {
if (score > 0) {
let tempRate = rate + (100 - rate) * point / (100.0 * rateLimit);
rate = tempRate >= 100 ? rate : tempRate;
} else {
let tempRate = rate + (100 + rate) * point / (100.0 * rateLimit);
rate = tempRate <= -100 ? rate : tempRate;
}
}
}
let result = {
rate: rate,
score: score,
findedWordCount: sortedWordsArr.length,
findedWords: sortedWordsArr,
}
return result;
}
/**
* Performs sentiment analysis on the provided input 'text'.
* @param {String} Input text
* @return {Object}
*/
function Miner(text, wordList, rateLimit) {
if (typeof wordList == 'undefined') {
wordList = _getWordList('WordList.xlsx');
}
if (typeof rateLimit == 'undefined') {
rateLimit = RATE_LIMIT;
}
//sort list by lenght
wordList.sort((a, b) => a[0].length < b[0].length);
// Storage objects
//XRegExp.replace(text,XRegExp('[^\\pL]+','g'), ' ').toLowerCase();
text = XRegExp.replace(text, XRegExp('[^\\pL]+', 'g'), ' ').toLowerCase();
let wordCount = text.split(' ').length;
let findedWordsMap = new Map();
// Iterate over wordList
for (let row of wordList) {
if (row.length != 2 && typeof row[0] == 'undefined' || row[0] == null || typeof row[1] == 'undefined' || row[1] == null || typeof row[1] != 'number' || row[0].length < 4 || row[1] < -100 || row[1] > 100) {
debugger;
continue;
}
let word = row[0].trim().toLowerCase().replace(/[\s]+/ig, " ");
let point = row[1];
let regexWord = word.replace(/[\s]/ig, "\\s");
let isFinded = text.search(new RegExp(regexWord)) == -1 ? false : true;
if (isFinded) {
let isFindedInMap = [...findedWordsMap.keys()].reduce(function (prevVal, elem) {
return prevVal || elem.includes(word);
}, false);
if (isFindedInMap) {
findedWordPoint = findedWordsMap.get(word);
if (point > 0 && point > findedWordPoint) {
findedWordsMap.set(word, point);
} else if (point < 0 && point < findedWordPoint) {
findedWordsMap.set(word, point);
}
} else {
for (let innerTerm of word.split(' ')) {
let isFindedInMap = [...findedWordsMap.keys()].reduce(function (prevVal, elem) {
return prevVal || elem.includes(innerTerm);
}, false);
if (isFindedInMap) {
findedWordsMap.delete(innerTerm);
}
}
findedWordsMap.set(word, point);
}
} else {
for (let innerWord of word.split(" ")) {
if (innerWord.length < 4) continue;
let isFindedInText = text.search(new RegExp(innerWord)) == -1 ? false : true;
//https://danmartensen.svbtle.com/javascripts-map-reduce-and-filter
let isFindedInMap = [...findedWordsMap.keys()].reduce(function (prevVal, elem) {
return prevVal || elem.includes(innerWord);
}, false);
if (isFindedInText && !isFindedInMap) {
findedWordsMap.set(innerWord, point > 0 ? 1 : -1);
}
}
}
}
let _result = _calculate(findedWordsMap, rateLimit);
let result = {
cleanText: text,
wordCount: wordCount,
findedWords: _result.findedWords,
findedWordCount: _result.findedWordCount,
score: _result.score,
comparative: wordCount > 0 ? _result.score / wordCount : 0,
rate: _result.rate
};
return result;
}
function AddRate(rate, point, rateLimit) {
if (typeof rateLimit == "undefined") rateLimit = RATE_LIMIT
let score = rate + point;
if (score > 0) {
let _rate = Math.max(rate, point);
let _point = Math.min(rate, point);
let tempRate = _rate + (100 - _rate) * _point / (100.0 * rateLimit);
rate = tempRate >= 100 ? 99 : tempRate;
} else {
let _rate = Math.min(rate, point);
let _point = Math.max(rate, point);
let tempRate = _rate + (100 + _rate) * _point / (100.0 * rateLimit);
rate = tempRate <= -100 ? -99 : tempRate;
}
return rate;
}
module.exports = Miner;
module.exports.AddRate = AddRate;
//for testing purpose
if (!module.parent) {
//var testWordList = _getWordList('WordListTest.xlsx');
let rr = AddRate(-50, -10);
let wordList = [
["aaaa", 10],
["aaaa bbbb", 50],
["aaaa bbbb cccc xxxx", 60]
];
var result = Miner("aaaa bbbb cccc dddd eeee", wordList);
console.log(result);
}