rapids/rules/features.smk

548 lines
24 KiB
Python

rule join_features_from_providers:
input:
sensor_features = find_features_files
wildcard_constraints:
sensor_key = '(phone|fitbit).*'
output:
"data/processed/features/{pid}/{sensor_key}.csv"
script:
"../src/features/utils/join_features_from_providers.R"
rule phone_data_yield_python_features:
input:
sensor_data = "data/interim/{pid}/phone_yielded_timestamps_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_DATA_YIELD"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_data_yield"
output:
"data/interim/{pid}/phone_data_yield_features/phone_data_yield_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_data_yield_r_features:
input:
sensor_data = "data/interim/{pid}/phone_yielded_timestamps_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_DATA_YIELD"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_data_yield"
output:
"data/interim/{pid}/phone_data_yield_features/phone_data_yield_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule phone_accelerometer_python_features:
input:
sensor_data = "data/raw/{pid}/phone_accelerometer_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_ACCELEROMETER"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_accelerometer"
output:
"data/interim/{pid}/phone_accelerometer_features/phone_accelerometer_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_accelerometer_r_features:
input:
sensor_data = "data/raw/{pid}/phone_accelerometer_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_ACCELEROMETER"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_accelerometer"
output:
"data/interim/{pid}/phone_accelerometer_features/phone_accelerometer_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule activity_recognition_episodes:
input:
sensor_data = "data/raw/{pid}/phone_activity_recognition_with_datetime_unified.csv"
params:
episode_threshold_between_rows = config["PHONE_BATTERY"]["EPISODE_THRESHOLD_BETWEEN_ROWS"]
output:
"data/interim/{pid}/phone_activity_recognition_episodes.csv"
script:
"../src/features/phone_activity_recognition/episodes/activity_recognition_episodes.R"
rule phone_activity_recognition_python_features:
input:
sensor_episodes = "data/interim/{pid}/phone_activity_recognition_episodes_resampled_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_ACTIVITY_RECOGNITION"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_activity_recognition"
output:
"data/interim/{pid}/phone_activity_recognition_features/phone_activity_recognition_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_activity_recognition_r_features:
input:
sensor_episodes = "data/interim/{pid}/phone_activity_recognition_episodes_resampled_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_ACTIVITY_RECOGNITION"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_activity_recognition"
output:
"data/interim/{pid}/phone_activity_recognition_features/phone_activity_recognition_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule phone_applications_foreground_python_features:
input:
sensor_data = "data/raw/{pid}/phone_applications_foreground_with_datetime_with_categories.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_APPLICATIONS_FOREGROUND"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_applications_foreground"
output:
"data/interim/{pid}/phone_applications_foreground_features/phone_applications_foreground_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_applications_foreground_r_features:
input:
sensor_data = "data/raw/{pid}/phone_applications_foreground_with_datetime_with_categories.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_APPLICATIONS_FOREGROUND"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_applications_foreground"
output:
"data/interim/{pid}/phone_applications_foreground_features/phone_applications_foreground_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule battery_episodes:
input:
"data/raw/{pid}/phone_battery_raw.csv"
params:
episode_threshold_between_rows = config["PHONE_BATTERY"]["EPISODE_THRESHOLD_BETWEEN_ROWS"]
output:
"data/interim/{pid}/phone_battery_episodes.csv"
script:
"../src/features/phone_battery/episodes/battery_episodes.R"
rule phone_battery_python_features:
input:
sensor_episodes = "data/interim/{pid}/phone_battery_episodes_resampled_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_BATTERY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_battery"
output:
"data/interim/{pid}/phone_battery_features/phone_battery_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_battery_r_features:
input:
sensor_episodes = "data/interim/{pid}/phone_battery_episodes_resampled_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_BATTERY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_battery"
output:
"data/interim/{pid}/phone_battery_features/phone_battery_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule phone_bluetooth_python_features:
input:
sensor_data = "data/raw/{pid}/phone_bluetooth_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_BLUETOOTH"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_bluetooth"
output:
"data/interim/{pid}/phone_bluetooth_features/phone_bluetooth_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_bluetooth_r_features:
input:
sensor_data = "data/raw/{pid}/phone_bluetooth_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_BLUETOOTH"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_bluetooth"
output:
"data/interim/{pid}/phone_bluetooth_features/phone_bluetooth_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule calls_python_features:
input:
sensor_data = "data/raw/{pid}/phone_calls_with_datetime_unified.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_CALLS"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_calls"
output:
"data/interim/{pid}/phone_calls_features/phone_calls_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule calls_r_features:
input:
sensor_data = "data/raw/{pid}/phone_calls_with_datetime_unified.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_CALLS"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_calls"
output:
"data/interim/{pid}/phone_calls_features/phone_calls_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule conversation_python_features:
input:
sensor_data = "data/raw/{pid}/phone_conversation_with_datetime_unified.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_CONVERSATION"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_conversation"
output:
"data/interim/{pid}/phone_conversation_features/phone_conversation_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule conversation_r_features:
input:
sensor_data = "data/raw/{pid}/phone_conversation_with_datetime_unified.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_CONVERSATION"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_conversation"
output:
"data/interim/{pid}/phone_conversation_features/phone_conversation_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule phone_light_python_features:
input:
sensor_data = "data/raw/{pid}/phone_light_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_LIGHT"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_light"
output:
"data/interim/{pid}/phone_light_features/phone_light_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_light_r_features:
input:
sensor_data = "data/raw/{pid}/phone_light_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_LIGHT"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_light"
output:
"data/interim/{pid}/phone_light_features/phone_light_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule phone_locations_python_features:
input:
sensor_data = "data/interim/{pid}/phone_locations_processed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_LOCATIONS"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_locations"
output:
"data/interim/{pid}/phone_locations_features/phone_locations_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_locations_r_features:
input:
sensor_data = "data/interim/{pid}/phone_locations_processed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_LOCATIONS"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_locations"
output:
"data/interim/{pid}/phone_locations_features/phone_locations_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule phone_messages_python_features:
input:
sensor_data = "data/raw/{pid}/phone_messages_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_MESSAGES"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_messages"
output:
"data/interim/{pid}/phone_messages_features/phone_messages_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_messages_r_features:
input:
sensor_data = "data/raw/{pid}/phone_messages_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_MESSAGES"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_messages"
output:
"data/interim/{pid}/phone_messages_features/phone_messages_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule screen_episodes:
input:
screen = "data/raw/{pid}/phone_screen_with_datetime_unified.csv"
output:
"data/interim/{pid}/phone_screen_episodes.csv"
script:
"../src/features/phone_screen/episodes/screen_episodes.R"
rule phone_screen_python_features:
input:
sensor_episodes = "data/interim/{pid}/phone_screen_episodes_resampled_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_SCREEN"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_screen"
output:
"data/interim/{pid}/phone_screen_features/phone_screen_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_screen_r_features:
input:
sensor_episodes = "data/interim/{pid}/phone_screen_episodes_resampled_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_SCREEN"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_screen"
output:
"data/interim/{pid}/phone_screen_features/phone_screen_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule phone_wifi_connected_python_features:
input:
sensor_data = "data/raw/{pid}/phone_wifi_connected_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_WIFI_CONNECTED"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_wifi_connected"
output:
"data/interim/{pid}/phone_wifi_connected_features/phone_wifi_connected_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_wifi_connected_r_features:
input:
sensor_data = "data/raw/{pid}/phone_wifi_connected_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_WIFI_CONNECTED"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_wifi_connected"
output:
"data/interim/{pid}/phone_wifi_connected_features/phone_wifi_connected_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule phone_wifi_visible_python_features:
input:
sensor_data = "data/raw/{pid}/phone_wifi_visible_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_WIFI_VISIBLE"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_wifi_visible"
output:
"data/interim/{pid}/phone_wifi_visible_features/phone_wifi_visible_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule phone_wifi_visible_r_features:
input:
sensor_data = "data/raw/{pid}/phone_wifi_visible_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["PHONE_WIFI_VISIBLE"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "phone_wifi_visible"
output:
"data/interim/{pid}/phone_wifi_visible_features/phone_wifi_visible_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule fitbit_heartrate_summary_python_features:
input:
sensor_data = "data/raw/{pid}/fitbit_heartrate_summary_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_HEARTRATE_SUMMARY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_heartrate_summary"
output:
"data/interim/{pid}/fitbit_heartrate_summary_features/fitbit_heartrate_summary_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule fitbit_heartrate_summary_r_features:
input:
sensor_data = "data/raw/{pid}/fitbit_heartrate_summary_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_HEARTRATE_SUMMARY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_heartrate_summary"
output:
"data/interim/{pid}/fitbit_heartrate_summary_features/fitbit_heartrate_summary_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule fitbit_heartrate_intraday_python_features:
input:
sensor_data = "data/raw/{pid}/fitbit_heartrate_intraday_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_HEARTRATE_INTRADAY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_heartrate_intraday"
output:
"data/interim/{pid}/fitbit_heartrate_intraday_features/fitbit_heartrate_intraday_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule fitbit_heartrate_intraday_r_features:
input:
sensor_data = "data/raw/{pid}/fitbit_heartrate_intraday_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_HEARTRATE_INTRADAY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_heartrate_intraday"
output:
"data/interim/{pid}/fitbit_heartrate_intraday_features/fitbit_heartrate_intraday_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule fitbit_steps_summary_python_features:
input:
sensor_data = "data/raw/{pid}/fitbit_steps_summary_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_STEPS_SUMMARY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_steps_summary"
output:
"data/interim/{pid}/fitbit_steps_summary_features/fitbit_steps_summary_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule fitbit_steps_summary_r_features:
input:
sensor_data = "data/raw/{pid}/fitbit_steps_summary_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_STEPS_SUMMARY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_steps_summary"
output:
"data/interim/{pid}/fitbit_steps_summary_features/fitbit_steps_summary_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule fitbit_steps_intraday_python_features:
input:
sensor_data = "data/raw/{pid}/fitbit_steps_intraday_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_STEPS_INTRADAY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_steps_intraday"
output:
"data/interim/{pid}/fitbit_steps_intraday_features/fitbit_steps_intraday_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule fitbit_steps_intraday_r_features:
input:
sensor_data = "data/raw/{pid}/fitbit_steps_intraday_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_STEPS_INTRADAY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_steps_intraday"
output:
"data/interim/{pid}/fitbit_steps_intraday_features/fitbit_steps_intraday_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule fitbit_sleep_summary_python_features:
input:
sensor_data = "data/raw/{pid}/fitbit_sleep_summary_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_SLEEP_SUMMARY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_sleep_summary"
output:
"data/interim/{pid}/fitbit_sleep_summary_features/fitbit_sleep_summary_python_{provider_key}.csv"
script:
"../src/features/entry.py"
rule fitbit_sleep_summary_r_features:
input:
sensor_data = "data/raw/{pid}/fitbit_sleep_summary_parsed_with_datetime.csv",
time_segments_labels = "data/interim/time_segments/{pid}_time_segments_labels.csv"
params:
provider = lambda wildcards: config["FITBIT_SLEEP_SUMMARY"]["PROVIDERS"][wildcards.provider_key.upper()],
provider_key = "{provider_key}",
sensor_key = "fitbit_sleep_summary"
output:
"data/interim/{pid}/fitbit_sleep_summary_features/fitbit_sleep_summary_r_{provider_key}.csv"
script:
"../src/features/entry.R"
rule merge_sensor_features_for_individual_participants:
input:
feature_files = input_merge_sensor_features_for_individual_participants
output:
"data/processed/features/{pid}/all_sensor_features.csv"
script:
"../src/features/utils/merge_sensor_features_for_individual_participants.R"
rule merge_sensor_features_for_all_participants:
input:
feature_files = expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"])
output:
"data/processed/features/all_participants/all_sensor_features.csv"
script:
"../src/features/utils/merge_sensor_features_for_all_participants.R"