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Merge pull request #27 from chrisshyi/master

Merging bug fix for missing audio features in Spotify database
master
Kevin Mok 7 years ago
committed by GitHub
parent
commit
b7f8a17bba
No known key found for this signature in database GPG Key ID: 4AEE18F83AFDEB23
  1. 3
      .gitignore
  2. 8
      musicvis/settings.py
  3. 1
      requirements.txt
  4. 85
      spotifyvis/migrations/0001_initial.py
  5. 65
      spotifyvis/models.py
  6. 42
      spotifyvis/static/spotifyvis/scripts/index.js
  7. 0
      spotifyvis/static/spotifyvis/scripts/user_data.js
  8. 14
      spotifyvis/templates/spotifyvis/index.html
  9. 8
      spotifyvis/templates/spotifyvis/user_data.html
  10. 25
      spotifyvis/utils.py
  11. 21
      spotifyvis/views.py

3
.gitignore

@ -6,3 +6,6 @@ db.sqlite3
api-keys.sh api-keys.sh
Pipfile Pipfile
super-pass.txt
*.js
*.ini

8
musicvis/settings.py

@ -76,8 +76,12 @@ WSGI_APPLICATION = 'musicvis.wsgi.application'
DATABASES = { DATABASES = {
'default': { 'default': {
'ENGINE': 'django.db.backends.sqlite3',
'NAME': os.path.join(BASE_DIR, 'db.sqlite3'),
'ENGINE': 'django.db.backends.postgresql_psycopg2',
'NAME': 'spotifyvis',
'USER': 'django',
'PASSWORD': 'django',
'HOST': 'localhost',
'PORT': '',
} }
} }

1
requirements.txt

@ -7,6 +7,7 @@ idna==2.6
isort==4.3.4 isort==4.3.4
lazy-object-proxy==1.3.1 lazy-object-proxy==1.3.1
mccabe==0.6.1 mccabe==0.6.1
psycopg2==2.7.4
pylint==1.8.4 pylint==1.8.4
pytz==2018.4 pytz==2018.4
requests==2.18.4 requests==2.18.4

85
spotifyvis/migrations/0001_initial.py

@ -0,0 +1,85 @@
# Generated by Django 2.0.5 on 2018-06-03 23:01
from django.db import migrations, models
import django.db.models.deletion
class Migration(migrations.Migration):
initial = True
dependencies = [
]
operations = [
migrations.CreateModel(
name='Artist',
fields=[
('artist_id', models.CharField(max_length=30, primary_key=True, serialize=False)),
('name', models.CharField(max_length=50, unique=True)),
('genre', models.CharField(max_length=20)),
],
options={
'verbose_name': 'Artist',
'verbose_name_plural': 'Artists',
},
),
migrations.CreateModel(
name='Track',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('track_id', models.CharField(max_length=30)),
('year', models.PositiveSmallIntegerField()),
('popularity', models.DecimalField(decimal_places=2, max_digits=2)),
('runtime', models.PositiveSmallIntegerField()),
('name', models.CharField(max_length=75)),
],
options={
'verbose_name': 'Track',
'verbose_name_plural': 'Tracks',
},
),
migrations.CreateModel(
name='User',
fields=[
('user_id', models.CharField(max_length=30, primary_key=True, serialize=False)),
('username', models.CharField(max_length=30)),
],
options={
'verbose_name': 'User',
'verbose_name_plural': 'Users',
},
),
migrations.CreateModel(
name='AudioFeatures',
fields=[
('track', models.OneToOneField(on_delete=django.db.models.deletion.CASCADE, primary_key=True, serialize=False, to='spotifyvis.Track')),
('danceability', models.DecimalField(decimal_places=2, max_digits=2)),
('energy', models.DecimalField(decimal_places=2, max_digits=2)),
('loudness', models.DecimalField(decimal_places=2, max_digits=2)),
('speechiness', models.DecimalField(decimal_places=2, max_digits=2)),
('acousticness', models.DecimalField(decimal_places=2, max_digits=2)),
('instrumentalness', models.DecimalField(decimal_places=2, max_digits=2)),
('valence', models.DecimalField(decimal_places=2, max_digits=2)),
('tempo', models.DecimalField(decimal_places=2, max_digits=2)),
],
options={
'verbose_name': 'AudioFeatures',
'verbose_name_plural': 'AudioFeatures',
},
),
migrations.AddField(
model_name='track',
name='artist',
field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='spotifyvis.Artist'),
),
migrations.AddField(
model_name='track',
name='users',
field=models.ManyToManyField(to='spotifyvis.User'),
),
migrations.AlterUniqueTogether(
name='track',
unique_together={('track_id', 'artist')},
),
]

65
spotifyvis/models.py

@ -1,3 +1,66 @@
from django.db import models from django.db import models
# Create your models here.
class Artist(models.Model):
class Meta:
verbose_name = "Artist"
verbose_name_plural = "Artists"
artist_id = models.CharField(primary_key=True, max_length=30)
# unique since only storing one genre per artist right now
name = models.CharField(unique=True, max_length=50)
genre = models.CharField(max_length=20)
def __str__(self):
return self.name
class User(models.Model):
class Meta:
verbose_name = "User"
verbose_name_plural = "Users"
user_id = models.CharField(primary_key=True, max_length=30) # the user's Spotify ID
username = models.CharField(max_length=30) # User's Spotify user name, if set
def __str__(self):
return self.username
class Track(models.Model):
class Meta:
verbose_name = "Track"
verbose_name_plural = "Tracks"
unique_together = ('track_id', 'artist',)
track_id = models.CharField(max_length=30)
artist = models.ForeignKey(Artist, on_delete=models.CASCADE)
year = models.PositiveSmallIntegerField()
popularity = models.DecimalField(decimal_places=2, max_digits=2)
runtime = models.PositiveSmallIntegerField()
name = models.CharField(max_length=75)
users = models.ManyToManyField(User)
def __str__(self):
return self.name
class AudioFeatures(models.Model):
class Meta:
verbose_name = "AudioFeatures"
verbose_name_plural = "AudioFeatures"
track = models.OneToOneField(Track, on_delete=models.CASCADE, primary_key=True,)
danceability = models.DecimalField(decimal_places=2, max_digits=2)
energy = models.DecimalField(decimal_places=2, max_digits=2)
loudness = models.DecimalField(decimal_places=2, max_digits=2)
speechiness = models.DecimalField(decimal_places=2, max_digits=2)
acousticness = models.DecimalField(decimal_places=2, max_digits=2)
instrumentalness = models.DecimalField(decimal_places=2, max_digits=2)
valence = models.DecimalField(decimal_places=2, max_digits=2)
tempo = models.DecimalField(decimal_places=2, max_digits=2)
def __str__(self):
return super(AudioFeatures, self).__str__()

42
spotifyvis/static/spotifyvis/scripts/index.js

@ -0,0 +1,42 @@
document.getElementById("login-btn").addEventListener("click", function() {
let httpRequest = new XMLHttpRequest();
/*
* Handler for the response
*/
httpRequest.onreadystatechange = function() {
if (httpRequest.readyState === XMLHttpRequest.DONE) {
if (httpRequest.status === 200) {
// hide the login button
document.getElementById('login').setAttribute("display", "none");
let responseData = JSON.parse(httpRequest.responseText);
let dataList = document.getElementById("data-list");
for (let key in responseData) {
let newLi = document.createElement("li");
let innerList = document.createElement("ul");
let dataLabel = document.createElement("li");
dataLabel.innerText = key;
let dataValue = document.createElement("li");
dataValue.innerText = responseData[key];
innerList.appendChild(dataLabel);
innerList.appendChild(dataValue);
newLi.appendChild(innerList);
dataList.appendChild(newLi);
}
} else {
alert("There was a problem with the login request, please try again!");
}
}
}
httpRequest.open('GET', '/login', true);
httpRequest.send();
});

0
spotifyvis/static/spotifyvis/scripts/user_data.js

14
spotifyvis/templates/spotifyvis/index.html

@ -1,4 +1,5 @@
<!DOCTYPE html> <!DOCTYPE html>
{% load static %}
<html> <html>
<head> <head>
<title>User Login</title> <title>User Login</title>
@ -11,14 +12,25 @@
width: 500px; width: 500px;
} }
</style> </style>
</head> </head>
<body> <body>
<div class="container"> <div class="container">
<div id="login"> <div id="login">
<h1>This is an example of the Authorization Code flow</h1> <h1>This is an example of the Authorization Code flow</h1>
<a href="/login" class="btn btn-primary">Log in with Spotify</a>
<a href="/login" class="btn btn-primary">Log In (Original)</a>
<button id="login-btn">Log In</button>
</div>
<div id="data-container">
<ul id="data-list">
</ul>
</div> </div>
</div> </div>
<script src="{% static 'spotifyvis/scripts/index.js' %}"></script>
</body> </body>
</html> </html>

8
spotifyvis/templates/spotifyvis/user_data.html

@ -14,7 +14,13 @@
<!--[if lt IE 7]> <!--[if lt IE 7]>
<p class="browsehappy">You are using an <strong>outdated</strong> browser. Please <a href="#">upgrade your browser</a> to improve your experience.</p> <p class="browsehappy">You are using an <strong>outdated</strong> browser. Please <a href="#">upgrade your browser</a> to improve your experience.</p>
<![endif]--> <![endif]-->
<h1>Logged in as {{ id }}</h1>
<p>Logged in as {{ id }}</p>
<h2>Display name {{ user_name }}</h2> <h2>Display name {{ user_name }}</h2>
<ul>
{% for genre_name, genre_count in genre_dict.items %}
<li>{{ genre_name }} - {{ genre_count }}</li>
{% endfor %}
</ul>
<script src="{% static 'spotifyvis/scripts/user_data.js' %}"></script>
</body> </body>
</html> </html>

25
spotifyvis/utils.py

@ -1,15 +1,17 @@
import requests import requests
import math import math
import pprint import pprint
from .models import Artist, User, Track, AudioFeatures
# parse_library {{{ # # parse_library {{{ #
def parse_library(headers, tracks, library_stats):
def parse_library(headers, tracks, library_stats, user):
"""Scans user's library for certain number of tracks to update library_stats with. """Scans user's library for certain number of tracks to update library_stats with.
:headers: For API call. :headers: For API call.
:tracks: Number of tracks to get from user's library. :tracks: Number of tracks to get from user's library.
:library_stats: Dictionary containing the data mined from user's library :library_stats: Dictionary containing the data mined from user's library
:user: a User object representing the user whose library we are parsing
:returns: None :returns: None
@ -20,19 +22,25 @@ def parse_library(headers, tracks, library_stats):
# keeps track of point to get songs from # keeps track of point to get songs from
offset = 0 offset = 0
payload = {'limit': str(limit)} payload = {'limit': str(limit)}
# use two separate variables to track, because the average popularity also requires num_samples
num_samples = 0 # number of actual track samples
feature_data_points = 0 # number of feature data analyses (some tracks do not have analyses available)
for _ in range(0, tracks, limit): for _ in range(0, tracks, limit):
payload['offset'] = str(offset) payload['offset'] = str(offset)
saved_tracks_response = requests.get('https://api.spotify.com/v1/me/tracks', headers=headers, params=payload).json() saved_tracks_response = requests.get('https://api.spotify.com/v1/me/tracks', headers=headers, params=payload).json()
num_samples = offset
for track_dict in saved_tracks_response['items']: for track_dict in saved_tracks_response['items']:
# Track the number of samples for calculating
# audio feature averages and standard deviations on the fly
num_samples += 1 num_samples += 1
get_track_info(track_dict['track'], library_stats, num_samples) get_track_info(track_dict['track'], library_stats, num_samples)
# get_genre(headers, track_dict['track']['album']['id']) # get_genre(headers, track_dict['track']['album']['id'])
audio_features_dict = get_audio_features(headers, track_dict['track']['id']) audio_features_dict = get_audio_features(headers, track_dict['track']['id'])
for feature, feature_data in audio_features_dict.items():
update_audio_feature_stats(feature, feature_data, num_samples, library_stats)
if len(audio_features_dict) != 0:
# Track the number of audio analyses for calculating
# audio feature averages and standard deviations on the fly
feature_data_points += 1
for feature, feature_data in audio_features_dict.items():
update_audio_feature_stats(feature, feature_data, feature_data_points, library_stats)
for artist_dict in track_dict['track']['artists']: for artist_dict in track_dict['track']['artists']:
increase_artist_count(headers, artist_dict['name'], artist_dict['id'], library_stats) increase_artist_count(headers, artist_dict['name'], artist_dict['id'], library_stats)
# calculates num_songs with offset + songs retrieved # calculates num_songs with offset + songs retrieved
@ -51,10 +59,13 @@ def get_audio_features(headers, track_id):
track_id: the id of the soundtrack, needed to query the Spotify API track_id: the id of the soundtrack, needed to query the Spotify API
Returns: Returns:
A dictionary with the features as its keys
A dictionary with the features as its keys, if audio feature data is missing for the track,
an empty dictionary is returned.
""" """
response = requests.get("https://api.spotify.com/v1/audio-features/{}".format(track_id), headers = headers).json() response = requests.get("https://api.spotify.com/v1/audio-features/{}".format(track_id), headers = headers).json()
if 'error' in response:
return {}
features_dict = {} features_dict = {}
# Data that we don't need # Data that we don't need

21
spotifyvis/views.py

@ -9,9 +9,10 @@ import json
import pprint import pprint
from datetime import datetime from datetime import datetime
from .utils import parse_library, process_library_stats from .utils import parse_library, process_library_stats
from .models import User, Track, AudioFeatures, Artist
TIME_FORMAT = '%Y-%m-%d-%H-%M-%S' TIME_FORMAT = '%Y-%m-%d-%H-%M-%S'
library_stats = {"audio_features":{}, "genres":{}, "year_released":{}, "artists":{}, "num_songs":0, "popularity":[], "total_runtime":0}
TRACKS_TO_QUERY = 5
# generate_random_string {{{ # # generate_random_string {{{ #
@ -133,12 +134,18 @@ def user_data(request):
} }
user_data_response = requests.get('https://api.spotify.com/v1/me', headers = headers).json() user_data_response = requests.get('https://api.spotify.com/v1/me', headers = headers).json()
context = {
'user_name': user_data_response['display_name'],
'id': user_data_response['id'],
}
request.session['user_id'] = user_data_response['id'] # store the user_id so it may be used to create model
request.session['user_name'] = user_data_response['display_name']
user = None # will be set to the current user object later
try:
user = User.objects.get(user_id=request.session['user_id'])
except User.DoesNotExist:
user = User.objects.create(user_id=request.session['user_id'], user_name=request.session['user_name'])
# context = {
# 'user_name': user_data_response['display_name'],
# 'id': user_data_response['id'],
# }
tracks_to_query = 5
library_stats = { library_stats = {
"audio_features":{}, "audio_features":{},
"genres":{}, "genres":{},
@ -151,7 +158,7 @@ def user_data(request):
}, },
"total_runtime": 0 "total_runtime": 0
} }
parse_library(headers, tracks_to_query, library_stats)
parse_library(headers, TRACKS_TO_QUERY, library_stats, user)
processed_library_stats = process_library_stats(library_stats) processed_library_stats = process_library_stats(library_stats)
print("================================================") print("================================================")
print("Processed data follows\n") print("Processed data follows\n")

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