| 
					
					
						
							
						
					
					
				 | 
				@ -143,6 +143,45 @@ def user_data(request): | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				#  }}} user_data  #  | 
				 | 
				 | 
				#  }}} user_data  #  | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				#  parse_library {{{ #  | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				def parse_library(headers, tracks): | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    """Scans user's library for certain number of tracks to update library_stats with. | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    :headers: For API call. | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    :tracks: Number of tracks to get from user's library. | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    :returns: None | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    """ | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    #  TODO: implement importing entire library with 0 as tracks param | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    # number of tracks to get with each call | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    limit = 5 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    # keeps track of point to get songs from | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    offset = 0 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    payload = {'limit': str(limit)} | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    for _ in range(0, tracks, limit): | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        payload['offset'] = str(offset) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        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']: | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				            # Track the number of samples for calculating | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				            # audio feature averages and standard deviations on the fly | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				            num_samples += 1  | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				            get_track_info(track_dict['track']) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				            #  get_genre(headers, track_dict['track']['album']['id']) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				            audio_features_dict = get_audio_features(track_dict['id'], headers) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				            for feature, feature_data in audio_features_dict.items(): | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				                update_audio_feature_stats(feature, feature_data, num_samples) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				            for artist_dict in track_dict['track']['artists']: | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				                increase_artist_count(headers, artist_dict['name'], artist_dict['id']) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        # calculates num_songs with offset + songs retrieved | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        library_stats['num_songs'] = offset + len(saved_tracks_response['items']) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        offset += limit | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    calculate_genres_from_artists(headers) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				    pprint.pprint(library_stats) | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				#  }}} parse_library #  | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				def get_audio_features(track_id, headers): | 
				 | 
				 | 
				def get_audio_features(track_id, headers): | 
			
		
		
	
		
			
				 | 
				 | 
				    """Returns the audio features of a soundtrack | 
				 | 
				 | 
				    """Returns the audio features of a soundtrack | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				
 | 
			
		
		
	
	
		
			
				| 
					
						
							
						
					
					
						
							
						
					
					
				 | 
				@ -178,7 +217,7 @@ def update_std_dev(cur_mean, cur_std_dev, new_data_point, sample_size): | 
			
		
		
	
		
			
				 | 
				 | 
				        sample_size: sample size including the new data point | 
				 | 
				 | 
				        sample_size: sample size including the new data point | 
			
		
		
	
		
			
				 | 
				 | 
				     | 
				 | 
				 | 
				     | 
			
		
		
	
		
			
				 | 
				 | 
				    Returns: | 
				 | 
				 | 
				    Returns: | 
			
		
		
	
		
			
				 | 
				 | 
				        (updated_mean, std_dev) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        (new_mean, new_std_dev) | 
			
		
		
	
		
			
				 | 
				 | 
				    """ | 
				 | 
				 | 
				    """ | 
			
		
		
	
		
			
				 | 
				 | 
				    # This is an implementationof Welford's method | 
				 | 
				 | 
				    # This is an implementationof Welford's method | 
			
		
		
	
		
			
				 | 
				 | 
				    # http://jonisalonen.com/2013/deriving-welfords-method-for-computing-variance/ | 
				 | 
				 | 
				    # http://jonisalonen.com/2013/deriving-welfords-method-for-computing-variance/ | 
			
		
		
	
	
		
			
				| 
					
						
							
						
					
					
						
							
						
					
					
				 | 
				@ -209,53 +248,14 @@ def update_audio_feature_stats(feature, new_data_point, sample_size): | 
			
		
		
	
		
			
				 | 
				 | 
				            "std_dev": 0, | 
				 | 
				 | 
				            "std_dev": 0, | 
			
		
		
	
		
			
				 | 
				 | 
				        } | 
				 | 
				 | 
				        } | 
			
		
		
	
		
			
				 | 
				 | 
				    else: | 
				 | 
				 | 
				    else: | 
			
		
		
	
		
			
				 | 
				 | 
				        current_mean = library_stats['audio_features'][feature]['average'] | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        cur_mean = library_stats['audio_features'][feature]['average'] | 
			
		
		
	
		
			
				 | 
				 | 
				        cur_std_dev = library_stats['audio_features'][feature]['std_dev'] | 
				 | 
				 | 
				        cur_std_dev = library_stats['audio_features'][feature]['std_dev'] | 
			
		
		
	
		
			
				 | 
				 | 
				        updated_mean, new_std_dev = update_std_dev(current_mean, cur_std_dev, new_data_point, sample_size) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        new_mean, new_std_dev = update_std_dev(cur_mean, cur_std_dev, new_data_point, sample_size) | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				        library_stats['audio_features'][feature]['average'] = updated_mean | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				 | 
				 | 
				 | 
				        library_stats['audio_features'][feature]['average'] = new_mean | 
			
		
		
	
		
			
				 | 
				 | 
				        library_stats['audio_features'][feature]['std_dev'] = new_std_dev | 
				 | 
				 | 
				        library_stats['audio_features'][feature]['std_dev'] = new_std_dev | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				#  parse_library {{{ #  | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				def parse_library(headers, tracks): | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    """Scans user's library for certain number of tracks to update library_stats with. | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    :headers: For API call. | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    :tracks: Number of tracks to get from user's library. | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    :returns: None | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    """ | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    #  TODO: implement importing entire library with 0 as tracks param | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    # number of tracks to get with each call | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    limit = 5 | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    # keeps track of point to get songs from | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    offset = 0 | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    payload = {'limit': str(limit)} | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    for _ in range(0, tracks, limit): | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				        payload['offset'] = str(offset) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				        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']: | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				            # Track the number of samples for calculating | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				            # audio feature averages and standard deviations on the fly | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				            num_samples += 1  | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				            get_track_info(track_dict['track']) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				            #  get_genre(headers, track_dict['track']['album']['id']) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				            audio_features_dict = get_audio_features(track_dict['id'], headers) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				            for feature, feature_data in audio_features_dict.items(): | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				                update_audio_feature_stats(feature, feature_data, num_samples) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				            for artist_dict in track_dict['track']['artists']: | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				                increase_artist_count(headers, artist_dict['name'], artist_dict['id']) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				        # calculates num_songs with offset + songs retrieved | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				        library_stats['num_songs'] = offset + len(saved_tracks_response['items']) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				        offset += limit | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    calculate_genres_from_artists(headers) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				    pprint.pprint(library_stats) | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				#  }}} parse_library #  | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				 | 
			
		
		
	
		
			
				 | 
				 | 
				#  increase_nested_key {{{ #  | 
				 | 
				 | 
				#  increase_nested_key {{{ #  | 
			
		
		
	
		
			
				 | 
				 | 
				
 | 
				 | 
				 | 
				
 | 
			
		
		
	
		
			
				 | 
				 | 
				def increase_nested_key(top_key, nested_key, amount=1): | 
				 | 
				 | 
				def increase_nested_key(top_key, nested_key, amount=1): | 
			
		
		
	
	
		
			
				| 
					
						
							
						
					
					
					
				 | 
				
  |