rapids/rules/common.smk

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# Features.smk #########################################################################################################
def find_features_files(wildcards):
feature_files = []
for provider_key, provider in config[(wildcards.sensor_key).upper()]["PROVIDERS"].items():
if provider["COMPUTE"]:
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feature_files.extend(expand("data/interim/{{pid}}/{sensor_key}_features/{sensor_key}_{language}_{provider_key}.csv", sensor_key=wildcards.sensor_key.lower(), language=provider["SRC_LANGUAGE"].lower(), provider_key=provider_key.lower()))
return(feature_files)
def optional_steps_sleep_input(wildcards):
if config["STEP"]["EXCLUDE_SLEEP"]["EXCLUDE"] == True and config["STEP"]["EXCLUDE_SLEEP"]["TYPE"] == "FITBIT_BASED":
return "data/raw/{pid}/fitbit_sleep_summary_with_datetime.csv"
else:
return []
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def input_merge_sensor_features_for_individual_participants(wildcards):
feature_files = []
for config_key in config.keys():
if config_key.startswith(("PHONE", "FITBIT")) and "PROVIDERS" in config[config_key]:
for provider_key, provider in config[config_key]["PROVIDERS"].items():
if "COMPUTE" in provider.keys() and provider["COMPUTE"]:
feature_files.append("data/processed/features/{pid}/" + config_key.lower() + ".csv")
break
return feature_files