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# imports {{{ # |
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# imports {{{ # |
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import requests |
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import requests |
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import math |
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import math |
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import pprint |
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import pprint |
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@ -8,6 +7,7 @@ from .models import Artist, User, Track, AudioFeatures |
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from django.db.models import Count |
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from django.db.models import Count |
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from django.http import JsonResponse |
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from django.http import JsonResponse |
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from django.core import serializers |
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from django.core import serializers |
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import json |
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# }}} imports # |
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# }}} imports # |
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@ -32,7 +32,6 @@ def parse_library(headers, tracks, library_stats, user): |
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payload = {'limit': str(limit)} |
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payload = {'limit': str(limit)} |
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# use two separate variables to track, because the average popularity also requires num_samples |
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# use two separate variables to track, because the average popularity also requires num_samples |
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num_samples = 0 # number of actual track samples |
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num_samples = 0 # number of actual track samples |
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feature_data_points = 0 # number of feature data analyses (some tracks do not have analyses available) |
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# iterate until hit requested num of tracks |
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# iterate until hit requested num of tracks |
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for _ in range(0, tracks, limit): |
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for _ in range(0, tracks, limit): |
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@ -43,22 +42,27 @@ def parse_library(headers, tracks, library_stats, user): |
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# TODO: refactor the for loop body into helper function |
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# TODO: refactor the for loop body into helper function |
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# iterate through each track |
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# iterate through each track |
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for track_dict in saved_tracks_response['items']: |
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for track_dict in saved_tracks_response['items']: |
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num_samples += 1 |
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# update artist info before track so that Track object can reference |
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# update artist info before track so that Track object can reference |
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# Artist object |
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# Artist object |
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track_artists = [] |
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track_artists = [] |
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for artist_dict in track_dict['track']['artists']: |
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for artist_dict in track_dict['track']['artists']: |
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increase_artist_count(headers, artist_dict['name'], |
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artist_dict['id'], library_stats) |
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track_artists.append(Artist.objects.get_or_create( |
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artist_obj, artist_created = Artist.objects.get_or_create( |
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artist_id=artist_dict['id'], |
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artist_id=artist_dict['id'], |
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name=artist_dict['name'], |
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name=artist_dict['name'], |
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)[0]) |
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) |
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update_artist_genre(headers, artist_obj) |
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# get_or_create() returns a tuple (obj, created) |
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track_artists.append(artist_obj) |
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track_obj = save_track_obj(track_dict['track'], track_artists, user) |
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get_track_info(track_dict['track'], library_stats, num_samples) |
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audio_features_dict = get_audio_features(headers, |
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track_dict['track']['id'], track_obj) |
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track_obj, track_created = save_track_obj(track_dict['track'], track_artists, user) |
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# if a new track is not created, the associated audio feature does not need to be created again |
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if track_created: |
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save_audio_features(headers, track_dict['track']['id'], track_obj) |
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""" |
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TODO: Put this login in another function |
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# Audio analysis could be empty if not present in Spotify database |
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if len(audio_features_dict) != 0: |
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if len(audio_features_dict) != 0: |
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# Track the number of audio analyses for calculating |
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# Track the number of audio analyses for calculating |
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# audio feature averages and standard deviations on the fly |
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# audio feature averages and standard deviations on the fly |
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@ -66,62 +70,55 @@ def parse_library(headers, tracks, library_stats, user): |
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for feature, feature_data in audio_features_dict.items(): |
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for feature, feature_data in audio_features_dict.items(): |
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update_audio_feature_stats(feature, feature_data, |
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update_audio_feature_stats(feature, feature_data, |
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feature_data_points, library_stats) |
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feature_data_points, library_stats) |
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""" |
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# calculates num_songs with offset + songs retrieved |
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# calculates num_songs with offset + songs retrieved |
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library_stats['num_songs'] = offset + len(saved_tracks_response['items']) |
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offset += limit |
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offset += limit |
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calculate_genres_from_artists(headers, library_stats) |
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# calculate_genres_from_artists(headers, library_stats) |
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# pprint.pprint(library_stats) |
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# pprint.pprint(library_stats) |
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# }}} parse_library # |
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# }}} parse_library # |
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# save_track_obj {{{ # |
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# save_track_obj {{{ # |
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def save_track_obj(track_dict, artists, user): |
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def save_track_obj(track_dict, artists, user): |
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"""Make an entry in the database for this track if it doesn't exist already. |
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"""Make an entry in the database for this track if it doesn't exist already. |
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:track_dict: dictionary from the API call containing track information. |
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:track_dict: dictionary from the API call containing track information. |
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:artists: artists of the song, passed in as a list of Artist objects. |
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:artists: artists of the song, passed in as a list of Artist objects. |
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:user: User object for which this Track is to be associated with. |
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:user: User object for which this Track is to be associated with. |
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:returns: The created/retrieved Track object. |
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:returns: (The created/retrieved Track object, created) |
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""" |
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""" |
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track_obj_query = Track.objects.filter(track_id__exact=track_dict['id']) |
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if len(track_obj_query) == 0: |
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new_track = Track.objects.create( |
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track_id=track_dict['id'], |
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year=track_dict['album']['release_date'].split('-')[0], |
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popularity=int(track_dict['popularity']), |
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runtime=int(float(track_dict['duration_ms']) / 1000), |
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name=track_dict['name'], |
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) |
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# print("pop/run: ", new_track.popularity, new_track.runtime) |
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# have to add artists and user after saving object since track needs to |
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# have ID before filling in m2m field |
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new_track, created = Track.objects.get_or_create( |
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track_id=track_dict['id'], |
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year=track_dict['album']['release_date'].split('-')[0], |
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popularity=int(track_dict['popularity']), |
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runtime=int(float(track_dict['duration_ms']) / 1000), |
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name=track_dict['name'], |
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) |
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# have to add artists and user after saving object since track needs to |
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# have ID before filling in m2m field |
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if created: |
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for artist in artists: |
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for artist in artists: |
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new_track.artists.add(artist) |
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new_track.artists.add(artist) |
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new_track.users.add(user) |
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new_track.users.add(user) |
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new_track.save() |
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new_track.save() |
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return new_track |
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elif len(track_obj_query) == 1: |
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return track_obj_query[0] |
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return new_track, created |
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# }}} save_track_obj # |
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# }}} save_track_obj # |
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# get_audio_features {{{ # |
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# get_audio_features {{{ # |
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def get_audio_features(headers, track_id, track): |
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"""Returns the audio features of a soundtrack |
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def save_audio_features(headers, track_id, track): |
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"""Creates and saves a new AudioFeatures object |
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Args: |
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Args: |
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headers: headers containing the API token |
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headers: headers containing the API token |
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track_id: the id of the soundtrack, needed to query the Spotify API |
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track_id: the id of the soundtrack, needed to query the Spotify API |
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track: Track object to associate with the AudioFeatures object |
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track: Track object to associate with the new AudioFeatures object |
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Returns: |
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A dictionary with the features as its keys, if audio feature data is missing for the track, |
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an empty dictionary is returned. |
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""" |
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""" |
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response = requests.get("https://api.spotify.com/v1/audio-features/{}".format(track_id), headers = headers).json() |
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response = requests.get("https://api.spotify.com/v1/audio-features/{}".format(track_id), headers = headers).json() |
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@ -141,7 +138,6 @@ def get_audio_features(headers, track_id, track): |
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setattr(audio_features_entry, key, val) |
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setattr(audio_features_entry, key, val) |
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audio_features_entry.save() |
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audio_features_entry.save() |
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return features_dict |
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# }}} get_audio_features # |
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# }}} get_audio_features # |
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@ -300,30 +296,27 @@ def get_track_info(track_dict, library_stats, sample_size): |
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# }}} get_track_info # |
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# }}} get_track_info # |
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# calculate_genres_from_artists {{{ # |
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# update_genres_from_artists {{{ # |
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def calculate_genres_from_artists(headers, library_stats): |
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"""Tallies up genre counts based on artists in library_stats. |
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def update_artist_genre(headers, artist_obj): |
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"""Updates the top genre for an artist by querying the Spotify API |
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:headers: For making the API call. |
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:headers: For making the API call. |
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:library_stats: Dictionary containing the data mined from user's Spotify library |
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:artist_obj: the Artist object whose genre field will be updated |
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:returns: None |
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:returns: None |
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""" |
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""" |
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for artist_entry in library_stats['artists'].values(): |
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artist_response = requests.get('https://api.spotify.com/v1/artists/' + artist_entry['id'], headers=headers).json() |
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# increase each genre count by artist count |
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for genre in artist_response['genres']: |
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increase_nested_key('genres', genre, library_stats, artist_entry['count']) |
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# update genre for artist in database with top genre |
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Artist.objects.filter(artist_id=artist_entry['id']).update(genre=artist_response['genres'][0]) |
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artist_response = requests.get('https://api.spotify.com/v1/artists/' + artist_obj.id, headers=headers).json() |
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# update genre for artist in database with top genre |
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artist_obj.update(genre=artist_response['genres'][0]) |
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# }}} calculate_genres_from_artists # |
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# }}} calculate_genres_from_artists # |
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# process_library_stats {{{ # |
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# process_library_stats {{{ # |
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def process_library_stats(library_stats): |
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def process_library_stats(library_stats): |
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"""Processes library_stats into format more suitable for D3 consumption |
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"""Processes library_stats into format more suitable for D3 consumption |
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@ -388,23 +381,3 @@ def get_genre_data(user): |
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# user_tracks = Track.objects.filter(users__exact=user) |
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# user_tracks = Track.objects.filter(users__exact=user) |
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# for track in user_tracks: |
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# for track in user_tracks: |
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# print(track.name) |
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# print(track.name) |
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def get_artist_data(user_id): |
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"""Return artist data needed to create the graph for user. |
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:user_id: user ID for which to return the data for. |
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:returns: List of dicts containing counts for each artist. |
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""" |
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# TODO: not actual artists for user |
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# PICK UP: figure out how to pass data to D3/frontend |
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print(user_id) |
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# user = User.objects.get(user_id=user_id) |
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artist_counts = Artist.objects.annotate(num_songs=Count('track')) |
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processed_artist_data = [{'name': artist.name, 'num_songs': artist.num_songs} for artist in artist_counts] |
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# for artist in artist_counts: |
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# print(artist.name, artist.num_songs) |
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return JsonResponse(processed_artist_data, safe=False) |
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# return serializers.serialize('json', processed_artist_data) |
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# return processed_artist_data |
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