Implement audio feature helper functions
Implemented helper functions for updating audio feature statistics.
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@@ -120,20 +120,17 @@ def user_data(request):
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def get_features(track_id, token):
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def get_audio_features(track_id, headers):
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"""Returns the features of a soundtrack
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"""Returns the audio features of a soundtrack
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Args:
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Args:
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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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token: an access token for the Spotify API
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headers: headers containing the API token
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Returns:
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Returns:
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A dictionary with the features as its keys
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A dictionary with the features as its keys
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"""
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"""
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headers = {
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'Authorization': token,
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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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features_dict = {}
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features_dict = {}
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@@ -163,4 +160,31 @@ def update_std_dev(cur_mean, new_data_point, sample_size):
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# http://jonisalonen.com/2013/deriving-welfords-method-for-computing-variance/
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# http://jonisalonen.com/2013/deriving-welfords-method-for-computing-variance/
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new_mean = ((sample_size - 1) * cur_mean + new_data_point) / sample_size
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new_mean = ((sample_size - 1) * cur_mean + new_data_point) / sample_size
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std_dev = (new_data_point - new_mean) * (new_data_point - cur_mean)
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std_dev = (new_data_point - new_mean) * (new_data_point - cur_mean)
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return new_mean, std_dev
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return new_mean, std_dev
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def update_audio_feature_stats(feature, new_data_point, sample_size):
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"""Updates the audio feature statistics in library_stats
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Args:
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feature: the audio feature to be updated (string)
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new_data_point: new data to update the stats with
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sample_size: sample size including the new data point
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Returns:
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None
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"""
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# first time the feature is considered
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if sample_size < 2:
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library_stats['audio_features'][feature] = {
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"average": new_data_point,
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"std_dev": 0,
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}
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else:
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current_mean = library_stats['audio_features'][feature]['average']
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updated_mean, std_dev = update_std_dev(current_mean, new_data_point, sample_size)
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library_stats['audio_features'][feature]['average'] = updated_mean
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library_stats['audio_features'][feature]['std_dev'] = std_dev
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