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Add app foreground episode count

pull/149/head
JulioV 2021-06-30 13:20:33 -04:00 committed by Weiyu
parent bc5c0c9a4f
commit 6fa1875bf3
2 changed files with 12 additions and 5 deletions
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13
src/features/phone_applications_foreground/rapids/main.py
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@ -24,9 +24,13 @@ def compute_features(filtered_data, apps_type, requested_features, apps_features
apps_features["frequencyentropy" + apps_type] = np.nan
else:
apps_features["frequencyentropy" + apps_type] = apps_with_count.groupby("local_segment")["timestamp"].agg(entropy)
if "count" in requested_features:
apps_features["count" + apps_type] = filtered_data.groupby(["local_segment"]).count()["timestamp"]
apps_features.fillna(value={"count" + apps_type: 0}, inplace=True)
if "countevent" in requested_features:
apps_features["countevent" + apps_type] = filtered_data.groupby(["local_segment"]).count()["timestamp"]
apps_features.fillna(value={"countevent" + apps_type: 0}, inplace=True)
if "countepisode" in requested_features:
apps_features["countepisode" + apps_type] = filtered_data.groupby(["local_segment"]).count()["start_timestamp"]
apps_features.fillna(value={"countepisode" + apps_type: 0}, inplace=True)
if "minduration" in requested_features:
grouped_data = filtered_data.groupby(by = ['local_segment'])['duration'].min()
@ -104,6 +108,9 @@ def process_app_features(data, requested_features, time_segment, provider, filte
# own categories
for owncategory_name, owncategory_content in custom_categories.items():
filtered_data = data[data["package_name"].isin(owncategory_content)]
print(filtered_data)
# print(requested_features)
# 1/0
features = compute_features(filtered_data, owncategory_name, requested_features, features, time_segment)
# multiple categories
for mcategory_name, mcategory_content in multiple_categories.items():

4
tests/settings/stz_frequency_config.yaml
View File

@ -123,8 +123,8 @@ PHONE_APPLICATIONS_FOREGROUND:
EXCLUDED_CATEGORIES: []
EXCLUDED_APPS: ["com.fitbit.FitbitMobile", "com.aware.plugin.upmc.cancer"]
FEATURES:
APP_EVENTS: ["count", "timeoffirstuse", "timeoflastuse", "frequencyentropy"]
APP_EPISODES: ["minduration", "maxduration", "meanduration", "sumduration"]
APP_EVENTS: ["countevent", "timeoffirstuse", "timeoflastuse", "frequencyentropy"]
APP_EPISODES: ["countepisode","minduration", "maxduration", "meanduration", "sumduration"]
IGNORE_EPISODES_SHORTER_THAN: 0 # in minutes, set to 0 to disable
IGNORE_EPISODES_LONGER_THAN: 300 # in minutes, set to 0 to disable
SRC_SCRIPT: src/features/phone_applications_foreground/rapids/main.py