/
user-compatibility.js
243 lines (202 loc) · 8.37 KB
/
user-compatibility.js
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module.exports = () => {
const getUserTrackAudioFeatures = (topTracks) => {
let danceability = 0
let energy = 0
let key = 0
let loudness = 0
let mode = 0
let speechiness = 0
let acousticness = 0
let instrumentalness = 0
let liveness = 0
let valence = 0
let tempo = 0
for (let track in topTracks) {
danceability += topTracks[track].danceability
energy += topTracks[track].energy
key += topTracks[track].key
loudness += topTracks[track].loudness
mode += topTracks[track].mode
speechiness += topTracks[track].speechiness
acousticness += topTracks[track].acousticness
instrumentalness += topTracks[track].instrumentalness
liveness += topTracks[track].liveness
valence += topTracks[track].valence
tempo += topTracks[track].tempo
}
key = Math.round(key/topTracks.length)
mode = Math.round(mode/topTracks.length)
let musicalKeys = {
1: 'C',
2: 'C#/Db',
3: 'D',
4: 'D#/Eb',
5: 'E',
6: 'F',
7: 'F#/Gb',
8: 'G',
9: 'G#/Ab',
10: 'A',
11: 'A#/Bb',
12: 'B'
}
let keyString = ''
for (let musicalKey in musicalKeys) {
if (musicalKey == key) {
keyString = musicalKeys[musicalKey]
}
}
let modeString = ''
if (mode == 1) {
modeString = 'Maj'
} else {
modeString = 'Min'
}
let userAudioTrackFeaturesAverages = {
danceability: danceability/topTracks.length,
energy: energy/topTracks.length,
key: keyString,
loudness: Number(Math.round((loudness/topTracks.length)+'e2')+'e-2'),
mode: modeString,
speechiness: speechiness/topTracks.length,
acousticness: acousticness/topTracks.length,
instrumentalness: instrumentalness/topTracks.length,
liveness: liveness/topTracks.length,
valence: valence/topTracks.length,
tempo: Number(Math.round((tempo/topTracks.length)+'e2')+'e-2')
}
return userAudioTrackFeaturesAverages
}
var getUniqueUserGenres = function(user1artists) {
let uniqueGenres = []
for (let i = 0; i < user1artists.items.length; i++) {
for (let j = 0; j < user1artists.items[i].genres.length; j++) {
if (uniqueGenres.indexOf(user1artists.items[i].genres[j]) === -1) {
uniqueGenres.push(user1artists.items[i].genres[j])
}
}
}
return uniqueGenres
}
const userCompatibilityFunction = function(currentUserTopTracks, currentUserTopArtists, currentUserAudioTrackFeatures, otherUserComparisonData) {
let userComparison = {
id: otherUserComparisonData.userID,
percentMatch: null
}
let user2artists = otherUserComparisonData.topArtists
let user2tracks = otherUserComparisonData.topTracks
let user2AudioTrackFeatures = otherUserComparisonData.userTrackAudioFeatures
let matchesArr = []
let percentMatch = 0
let trackMatch = 0.05
let trackMatches = 0
let artistMatch = 0.05
let artistMatches = 0
let genreMatch = 0.85
let genreMatches = 0
// let audioFeaturesMatch = 0
// let audioFeaturesMatches = 0
let trackPercentileIncrease = 1/((currentUserTopTracks.length + user2tracks.length) / 2)
for (let i in currentUserTopTracks) {
for (let j in user2tracks) {
if (currentUserTopTracks[i].track_name === user2tracks[j].track_name) {
// console.log(user2tracks.items[j].name)
trackMatches += trackPercentileIncrease
break;
// console.log(trackMatches)
}
}
}
// console.log(trackMatch*trackMatches)
let artistPercentileIncrease = 1/((currentUserTopArtists.length + user2artists.length) / 2)
for (let i = 0; i < currentUserTopArtists.length; i++) {
for (let j = 0; j < user2artists.length; j++) {
if (currentUserTopArtists[i].artist_name === user2artists[j].artist_name) {
// console.log(user2artists.items[j].name)
artistMatches += artistPercentileIncrease
// console.log(artistMatches)
}
}
}
// console.log(artistMatches)
let user1genres = getUniqueUserGenres(currentUserTopArtists)
let user2genres = getUniqueUserGenres(user2artists)
// console.log(user1genres.length)
// console.log(user2genres.length)
let genrePercentileIncrease = 1/((user1genres.length + user2genres.length) / 2)
// console.log(genrePercentileIncrease)
for (let i = 0; i < user1genres.length; i++) {
for (let j = 0; j < user2genres.length; j++) {
if (user1genres[i] === user2genres[j]) {
// console.log(user2genres[j])
genreMatches += genrePercentileIncrease
}
}
}
// console.log(trackMatches*trackMatch)
// if (trackMatches < 0.2) {
// trackMatch = 0.2
// artistMatch = 0.2
// genreMatch = 0.3
// }
// if (artistMatches < 0.2 && trackMatches < 0.2) {
// trackMatch = 0.025
// artistMatch = 0.025
// genreMatch = 0.85
// }
// console.log(genreMatch)
// console.log(`Track matches: ${trackMatches}`)
// console.log(`Artist Matches: ${artistMatches}`)
matchesArr.push(trackMatch*trackMatches)
matchesArr.push(artistMatch*artistMatches)
matchesArr.push(genreMatch*genreMatches)
// console.log(user1AudioTrackFeatures)
// console.log(user2AudioTrackFeatures)
if (currentUserAudioTrackFeatures.danceability - user2AudioTrackFeatures.danceability < 0.05 && currentUserAudioTrackFeatures.danceability - user2AudioTrackFeatures.danceability > -0.05 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.energy - user2AudioTrackFeatures.energy < 0.05 && currentUserAudioTrackFeatures.energy - user2AudioTrackFeatures.energy > -0.05 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.key - user2AudioTrackFeatures.key < 1 && currentUserAudioTrackFeatures.key - user2AudioTrackFeatures.key > -1
&& currentUserAudioTrackFeatures.mode - user2AudioTrackFeatures.mode < 0.5 && currentUserAudioTrackFeatures.mode - user2AudioTrackFeatures.mode > -0.5 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.loudness - user2AudioTrackFeatures.loudness < 3 && currentUserAudioTrackFeatures.loudness - user2AudioTrackFeatures.loudness > -3 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.speechiness - user2AudioTrackFeatures.speechiness < 0.05 && currentUserAudioTrackFeatures.speechiness - user2AudioTrackFeatures.speechiness > -0.05 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.acousticness - user2AudioTrackFeatures.acousticness < 0.05 && currentUserAudioTrackFeatures.acousticness - user2AudioTrackFeatures.acousticness > -0.05 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.instrumentalness - user2AudioTrackFeatures.instrumentalness < 0.1 && currentUserAudioTrackFeatures.instrumentalness - user2AudioTrackFeatures.instrumentalness > -0.1 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.liveness - user2AudioTrackFeatures.liveness < 0.05 && currentUserAudioTrackFeatures.liveness - user2AudioTrackFeatures.liveness > -0.05 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.valence - user2AudioTrackFeatures.valence < 0.1 && currentUserAudioTrackFeatures.valence - user2AudioTrackFeatures.valence > -0.1 ) {
percentMatch += 0.05
}
if (currentUserAudioTrackFeatures.tempo - user2AudioTrackFeatures.tempo < 10 && currentUserAudioTrackFeatures.tempo - user2AudioTrackFeatures.tempo > -10 ) {
percentMatch += 0.05
}
// console.log(`Audio Parameter Percent Increase: ${percentMatch}`)
console.log(matchesArr)
matchesArr.map((match) => {
return percentMatch += match
})
if (percentMatch > 1) {
percentMatch = 1
}
userComparison.percentMatch = Math.round(percentMatch*100)
return userComparison
}
return {
getUserTrackAudioFeatures: getUserTrackAudioFeatures,
getUniqueUserGenres: getUniqueUserGenres,
userCompatibility: userCompatibilityFunction
}
}