New testing and minor bug fix for light
parent
99c38caa34
commit
cf2a8f13a3
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@ -27,7 +27,7 @@ def rapids_features(light_data, day_segment, provider, filter_data_by_segment, *
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if "medianlux" in features_to_compute:
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light_features["light_rapids_" + "_medianlux"] = light_data.groupby(["local_segment"])["double_light_lux"].median()
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if "stdlux" in features_to_compute:
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light_features["light_rapids_" + "_stdlux"] = light_data.groupby(["local_segment"])["double_light_lux"].std().fillna('NA')
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light_features["light_rapids_" + "_stdlux"] = light_data.groupby(["local_segment"])["double_light_lux"].std()
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light_features = light_features.reset_index()
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@ -54,6 +54,13 @@ for provider in config["BLUETOOTH"]["PROVIDERS"].keys():
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files_to_compute.extend(expand("data/interim/{pid}/{sensor_key}_features/{sensor_key}_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["BLUETOOTH"]["PROVIDERS"][provider]["SRC_LANGUAGE"], provider_key=provider, sensor_key="BLUETOOTH".lower()))
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files_to_compute.extend(expand("data/processed/features/{pid}/{sensor_key}.csv", pid=config["PIDS"], sensor_key="BLUETOOTH".lower()))
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for provider in config["LIGHT"]["PROVIDERS"].keys():
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if config["LIGHT"]["PROVIDERS"][provider]["COMPUTE"]:
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files_to_compute.extend(expand("data/raw/{pid}/{sensor}_raw.csv", pid=config["PIDS"], sensor=config["LIGHT"]["DB_TABLE"]))
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files_to_compute.extend(expand("data/raw/{pid}/{sensor}_with_datetime.csv", pid=config["PIDS"], sensor=config["LIGHT"]["DB_TABLE"]))
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files_to_compute.extend(expand("data/interim/{pid}/{sensor_key}_features/{sensor_key}_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["LIGHT"]["PROVIDERS"][provider]["SRC_LANGUAGE"], provider_key=provider, sensor_key="LIGHT".lower()))
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files_to_compute.extend(expand("data/processed/features/{pid}/{sensor_key}.csv", pid=config["PIDS"], sensor_key="LIGHT".lower()))
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rule all:
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input:
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files_to_compute
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@ -0,0 +1,6 @@
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"local_segment","local_segment_label","local_start_date","local_start_time","local_end_date","local_end_time","light_rapids__count","light_rapids__maxlux","light_rapids__minlux","light_rapids__avglux","light_rapids__medianlux","light_rapids__stdlux"
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"afternoon#2020-07-04#12:00:00#2020-07-04#17:59:59","afternoon","2020-07-04","12:00:00","2020-07-04","17:59:59",4,97656,10351,55761.5,57519.5,44778.6855136831
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"daily#2020-07-04#00:00:00#2020-07-04#23:59:59","daily","2020-07-04","00:00:00","2020-07-04","23:59:59",12,114615,0.065,40207.8950833333,19836,44686.694225665
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"evening#2020-07-04#18:00:00#2020-07-04#23:59:59","evening","2020-07-04","18:00:00","2020-07-04","23:59:59",3,15258,84.156,5603.71866666667,1469,8389.47610244199
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"morning#2020-07-04#06:00:00#2020-07-04#11:59:59","morning","2020-07-04","06:00:00","2020-07-04","11:59:59",4,114615,472.52,60659.38,63775,51510.5823438666
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"night#2020-07-04#00:00:00#2020-07-04#05:59:59","night","2020-07-04","00:00:00","2020-07-04","05:59:59",1,0.065,0.065,0.065,0.065,NA
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@ -0,0 +1 @@
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"local_segment","local_segment_label","local_start_date","local_start_time","local_end_date","local_end_time","light_rapids__maxlux","light_rapids__stdlux","light_rapids__count","light_rapids__avglux","light_rapids__medianlux","light_rapids__minlux"
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@ -0,0 +1 @@
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"local_segment","local_segment_label","local_start_date","local_start_time","local_end_date","local_end_time","light_rapids__avglux","light_rapids__maxlux","light_rapids__stdlux","light_rapids__medianlux","light_rapids__count","light_rapids__minlux"
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@ -0,0 +1 @@
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"local_segment","local_segment_label","local_start_date","local_start_time","local_end_date","local_end_time","light_rapids__medianlux","light_rapids__minlux","light_rapids__stdlux","light_rapids__count","light_rapids__avglux","light_rapids__maxlux"
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@ -8,7 +8,7 @@ DAY_SEGMENTS: &day_segments
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FILE: "data/external/daysegments_interval.csv"
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PHONE_VALID_SENSED_BINS:
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DB_TABLES: [messages, calls, bluetooth]
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DB_TABLES: [messages, calls, bluetooth, light]
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# Communication SMS features config, TYPES and FEATURES keys need to match
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MESSAGES:
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@ -46,3 +46,12 @@ BLUETOOTH:
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SRC_FOLDER: "rapids" # inside src/features/bluetooth
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SRC_LANGUAGE: "r"
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LIGHT:
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DB_TABLE: light
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PROVIDERS:
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RAPIDS:
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COMPUTE: True
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FEATURES: ["count", "maxlux", "minlux", "avglux", "medianlux", "stdlux"]
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SRC_FOLDER: "rapids" # inside src/features/light
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SRC_LANGUAGE: "python"
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