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Fill NA with 0 for the selected screen features

data_cleaning
Meng Li 2021-10-03 17:46:18 -04:00
parent 9607d8d673
commit 9f0db3bedd
1 changed files with 1 additions and 0 deletions
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src/features/phone_screen/rapids/main.py
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@ -62,6 +62,7 @@ def rapids_features(sensor_data_files, time_segment, provider, filter_data_by_se
screen_features = pd.concat([screen_features, getEpisodeDurationFeatures(screen_data, time_segment, episode, features_episodes_to_compute, reference_hour_first_use)], axis=1) screen_features = pd.concat([screen_features, getEpisodeDurationFeatures(screen_data, time_segment, episode, features_episodes_to_compute, reference_hour_first_use)], axis=1)
if not screen_features.empty: if not screen_features.empty:
screen_features.fillna(value={feature_name: 0 for feature_name in screen_features.columns if not feature_name.startswith(("stdduration", "firstuseafter"))}, inplace=True)
screen_features = screen_features.reset_index() screen_features = screen_features.reset_index()
return screen_features return screen_features