rapids/rules/features.snakefile

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rule sms_metrics:
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input:
"data/raw/{pid}/messages_with_datetime.csv"
params:
sms_type = "{sms_type}",
day_segment = "{day_segment}",
metrics = lambda wildcards: config["SMS"]["METRICS"][wildcards.sms_type]
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output:
"data/processed/{pid}/sms_{sms_type}_{day_segment}.csv"
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script:
"../src/features/sms_metrics.R"
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rule call_metrics:
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input:
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"data/raw/{pid}/calls_with_datetime_unified.csv"
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params:
call_type = "{call_type}",
day_segment = "{day_segment}",
metrics = lambda wildcards: config["CALLS"]["METRICS"][wildcards.call_type]
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output:
"data/processed/{pid}/call_{call_type}_{day_segment}.csv"
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script:
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"../src/features/call_metrics.R"
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rule battery_deltas:
input:
"data/raw/{pid}/battery_with_datetime_unified.csv"
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output:
"data/processed/{pid}/battery_deltas.csv"
script:
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"../src/features/battery_deltas.R"
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rule screen_deltas:
input:
"data/raw/{pid}/screen_with_datetime.csv"
output:
"data/processed/{pid}/screen_deltas.csv"
script:
"../src/features/screen_deltas.R"
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rule google_activity_recognition_deltas:
input:
"data/raw/{pid}/plugin_google_activity_recognition_with_datetime.csv"
output:
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"data/processed/{pid}/plugin_google_activity_recognition_deltas.csv"
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script:
"../src/features/google_activity_recognition_deltas.R"
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rule location_barnett_metrics:
input:
raw = "data/raw/{pid}/locations_raw.csv",
fused = rules.resample_fused_location.output
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params:
locations_to_use = config["BARNETT_LOCATION"]["LOCATIONS_TO_USE"],
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accuracy_limit = config["BARNETT_LOCATION"]["ACCURACY_LIMIT"],
timezone = config["BARNETT_LOCATION"]["TIMEZONE"]
output:
"data/processed/{pid}/location_barnett.csv"
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script:
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"../src/features/location_barnett_metrics.R"
rule bluetooth_metrics:
input:
"data/raw/{pid}/bluetooth_with_datetime.csv"
params:
day_segment = "{day_segment}",
metrics = config["BLUETOOTH"]["METRICS"]
output:
"data/processed/{pid}/bluetooth_{day_segment}.csv"
script:
"../src/features/bluetooth_metrics.R"
rule activity_metrics:
input:
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gar_events = "data/raw/{pid}/plugin_google_activity_recognition_with_datetime.csv",
gar_deltas = "data/processed/{pid}/plugin_google_activity_recognition_deltas.csv"
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params:
segment = "{day_segment}",
metrics = config["GOOGLE_ACTIVITY_RECOGNITION"]["METRICS"]
output:
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"data/processed/{pid}/google_activity_recognition_{day_segment}.csv"
script:
"../src/features/google_activity_recognition.py"
rule battery_metrics:
input:
"data/processed/{pid}/battery_deltas.csv"
params:
day_segment = "{day_segment}",
metrics = config["BATTERY"]["METRICS"]
output:
"data/processed/{pid}/battery_{day_segment}.csv"
script:
"../src/features/battery_metrics.py"
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rule screen_metrics:
input:
screen_events = "data/raw/{pid}/screen_with_datetime.csv",
screen_deltas = "data/processed/{pid}/screen_deltas.csv",
phone_sensed_bins = "data/interim/{pid}/phone_sensed_bins.csv"
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params:
day_segment = "{day_segment}",
metrics_events = config["SCREEN"]["METRICS_EVENTS"],
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metrics_deltas = config["SCREEN"]["METRICS_DELTAS"],
episodes = config["SCREEN"]["EPISODES"],
bin_size = config["PHONE_VALID_SENSED_DAYS"]["BIN_SIZE"]
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output:
"data/processed/{pid}/screen_{day_segment}.csv"
script:
"../src/features/screen_metrics.py"
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rule light_metrics:
input:
"data/raw/{pid}/light_with_datetime.csv",
params:
day_segment = "{day_segment}",
metrics = config["LIGHT"]["METRICS"],
output:
"data/processed/{pid}/light_{day_segment}.csv"
script:
"../src/features/light_metrics.py"
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rule accelerometer_metrics:
input:
"data/raw/{pid}/accelerometer_with_datetime.csv",
params:
day_segment = "{day_segment}",
metrics = config["ACCELEROMETER"]["METRICS"],
output:
"data/processed/{pid}/accelerometer_{day_segment}.csv"
script:
"../src/features/accelerometer_metrics.py"