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analyze.js
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analyze.js
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const fs = require('fs');
const resDir = './res/';
const analyzer = require('./mecab-mod.js');
const wordpos = require('wordpos');
const wp = new wordpos();
(async () =>{
console.log(`------lyric analyzer -----------------------`)
let artists = await readD(resDir)
artists = artists.filter(elArtist=>{
return !elArtist.includes('.txt')
})
console.log(`------${artists.length} artist(s) total`)
const resFinal = {
wordKR:{},
wordEN:{},
wordArtists:{},
avgEN:[],
avgKR:[],
avgUnique:[],
trackPublished:[],
wordTotal:[]
}
for(var i=0;i < artists.length; i++){
console.log(`-------analyzing ${i+ 1} / ${artists.length} artists------------`)
//loading up individual artist
const tracks = await readD(resDir + artists[i])
let resArtist = {
wordTotal: 0,
avgEN: [],
avgKR: [],
wordKR: {}, //all unique word repetitions
wordEN: {},
avgTrack:[], //how many unique words are used per a track(later calculated into average)
trackPublished: tracks.length,
avgUnique:[]
}
resFinal.trackPublished.push([artists[i],tracks.length])
for(var j=0;j < tracks.length; j++){
console.log(`analyzing ${j + 1} / ${tracks.length + 1} tracks...`)
const targetLyric = await readF(resDir + artists[i] + '/' + tracks[j])
//lyrics analyzation
let resAnal = await analyze(targetLyric)
//unique words per track
let trackWordKR = {
}
let trackWordENtmp = []
let trackUniqueTotal = 0 //amount of total words per track
let trackEN = 0
let trackKR = 0
let trackTotal = 0
resAnal.map(elMorp=>{
const targetType = elMorp[1]
const targetWord = elMorp[0].toLowerCase()
if(targetType === 'NNG'){ //if the word is a distinctive noun
trackKR ++
trackTotal ++
resArtist.wordTotal++
//for track
if(trackWordKR[targetWord]){
trackWordKR[targetWord]++
}else{
trackWordKR[targetWord]=1
trackUniqueTotal ++ // increase unique number of word per track
}
//for artists
if(resArtist.wordKR[targetWord]){
resArtist.wordKR[targetWord]++
}else{
resArtist.wordKR[targetWord] = 1
}
//for total
if(resFinal.wordKR[targetWord]){
resFinal.wordKR[targetWord]++
}else{
resFinal.wordKR[targetWord] = 1
}
}else if(targetType === 'SL' && targetWord.length > 2){
trackEN ++
trackTotal ++
resArtist.wordTotal ++
if( wordpos.stopwords.indexOf(targetWord) === -1) { // if the targetted english word is not stopword
if(resArtist.wordEN[targetWord]){
resArtist.wordEN[targetWord] ++
}else{
resArtist.wordEN[targetWord] = 1
}
if(resFinal.wordEN[targetWord]){
resFinal.wordEN[targetWord] ++
}else{
resFinal.wordEN[targetWord] = 1
trackUniqueTotal++
}
}
}
})
resArtist.avgTrack.push(trackTotal)
//average KR/EN ratio per a track
resArtist.avgEN.push(trackEN / trackTotal)
resArtist.avgKR.push(trackKR / trackTotal)
//average number of unique words per a track
resArtist.avgUnique.push(trackUniqueTotal / trackTotal)
}
//console.log(resArtist)
//SUM UP INDIVIDUAL RESULT WITH REST
//await writeF(resDir + artists[i] + '.txt', JSON.stringify(resArtist))
for(var k=0;k<Object.keys(resArtist.wordKR).length;k++){
const tWord = Object.keys(resArtist.wordKR)[k]
if(resFinal.wordArtists[tWord]){
resFinal.wordArtists[tWord].push([artists[i],resArtist.wordKR[tWord]])
}else{
resFinal.wordArtists[tWord] = []
resFinal.wordArtists[tWord].push([artists[i], resArtist.wordKR[tWord]])
}
}
for(var k=0;k<Object.keys(resArtist.wordEN).length;k++){
const tWord = Object.keys(resArtist.wordEN)[k]
if(resFinal.wordArtists[tWord]){
resFinal.wordArtists[tWord].push([artists[i],resArtist.wordEN[tWord]])
}else{
resFinal.wordArtists[tWord] = []
resFinal.wordArtists[tWord].push([artists[i],resArtist.wordEN[tWord] ])
}
}
//total number of words of the artist
resFinal.wordTotal.push([artists[i],resArtist.wordTotal])
//average Korean/English ratio of the artist
resArtist.avgEN = resArtist.avgEN.reduce((total,num)=>{return total + num}) / resArtist.avgEN.length
resArtist.avgKR = resArtist.avgKR.reduce((total,num)=>{return total + num}) / resArtist.avgKR.length
//average unique words ratio per a track of an artist
resArtist.avgUnique = resArtist.avgUnique.reduce((total,num)=>{return total + num}) / resArtist.avgUnique.length
resFinal.avgEN.push([artists[i],resArtist.avgEN])
resFinal.avgKR.push([artists[i],resArtist.avgKR])
resFinal.avgUnique.push([artists[i],resArtist.avgUnique])
console.log(`the ${artists[i]} average of KR vs EN : ${resArtist.avgKR} vs ${resArtist.avgEN}`)
//resFinal[artists[i]] = Object.assign(resArtist)
}
//console.log(resFinal)
//WRITE FINAL RESULT HERE
await writeF(resDir + '/final.txt', JSON.stringify(resFinal))
})()
function analyze(txt){
return new Promise((resolve,reject)=>{
analyzer(txt,(res)=>{
return resolve(res)
})
})
}
function readD(targetDir){
return new Promise((resolve,reject)=>{
fs.readdir(targetDir,(err,files)=>{
return resolve(files)
})
})
}
function writeF(targetFile,content){
return new Promise((resolve,reject)=>{
fs.writeFile(targetFile,content,(err)=>{
if(err) console.log(err)
return resolve(err)
})
})
}
function readF(targetFile){
return new Promise((resolve,reject)=>{
fs.readFile(targetFile,'utf-8',(err,res)=>{
if(err) console.log(err)
return resolve(res)
})
})
}