Misc. changes

config.yaml

@@ -85,7 +85,7 @@ PHONE_ACTIVITY_RECOGNITION:
   EPISODE_THRESHOLD_BETWEEN_ROWS: 5 # minutes. Max time difference for two consecutive rows to be considered within the same AR episode.
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["count", "mostcommonactivity", "countuniqueactivities", "durationstationary", "durationmobile", "durationvehicle"]
       ACTIVITY_CLASSES:
         STATIONARY: ["still", "tilting"]
@@ -114,7 +114,7 @@ PHONE_APPLICATIONS_FOREGROUND:
     SCRAPE_MISSING_CATEGORIES: False # whether or not to scrape missing genres, only effective if CATALOGUE_SOURCE is equal to FILE. If CATALOGUE_SOURCE is equal to GOOGLE, all genres are scraped anyway
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       INCLUDE_EPISODE_FEATURES: True
       SINGLE_CATEGORIES: ["all", "email"]
       MULTIPLE_CATEGORIES:
@@ -149,7 +149,7 @@ PHONE_BATTERY:
   EPISODE_THRESHOLD_BETWEEN_ROWS: 30 # minutes. Max time difference for two consecutive rows to be considered within the same battery episode.
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["countdischarge", "sumdurationdischarge", "countcharge", "sumdurationcharge", "avgconsumptionrate", "maxconsumptionrate"]
       SRC_SCRIPT: src/features/phone_battery/rapids/main.py
 
@@ -158,12 +158,12 @@ PHONE_BLUETOOTH:
   CONTAINER: bluetooth
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["countscans", "uniquedevices", "countscansmostuniquedevice"]
       SRC_SCRIPT: src/features/phone_bluetooth/rapids/main.R
 
     DORYAB:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: 
         ALL: 
             DEVICES: ["countscans", "uniquedevices", "meanscans", "stdscans"]
@@ -184,7 +184,7 @@ PHONE_CALLS:
   CONTAINER: call
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES_TYPE: EPISODES # EVENTS or EPISODES
       CALL_TYPES: [missed, incoming, outgoing]
       FEATURES:
@@ -227,7 +227,7 @@ PHONE_DATA_YIELD:
             PHONE_WIFI_VISIBLE]
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: [ratiovalidyieldedminutes, ratiovalidyieldedhours]
       MINUTE_RATIO_THRESHOLD_FOR_VALID_YIELDED_HOURS: 0.5 # 0 to 1, minimum percentage of valid minutes in an hour to be considered valid.
       SRC_SCRIPT: src/features/phone_data_yield/rapids/main.R
@@ -255,7 +255,7 @@ PHONE_LIGHT:
   CONTAINER: light_sensor
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["count", "maxlux", "minlux", "avglux", "medianlux", "stdlux"]
       SRC_SCRIPT: src/features/phone_light/rapids/main.py
 
@@ -269,7 +269,7 @@ PHONE_LOCATIONS:
 
   PROVIDERS:
     DORYAB:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["locationvariance","loglocationvariance","totaldistance","avgspeed","varspeed", "numberofsignificantplaces","numberlocationtransitions","radiusgyration","timeattop1location","timeattop2location","timeattop3location","movingtostaticratio","outlierstimepercent","maxlengthstayatclusters","minlengthstayatclusters","avglengthstayatclusters","stdlengthstayatclusters","locationentropy","normalizedlocationentropy","timeathome", "homelabel"]
       DBSCAN_EPS: 100 # meters
       DBSCAN_MINSAMPLES: 5
@@ -284,7 +284,7 @@ PHONE_LOCATIONS:
       SRC_SCRIPT: src/features/phone_locations/doryab/main.py
 
     BARNETT:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["hometime","disttravelled","rog","maxdiam","maxhomedist","siglocsvisited","avgflightlen","stdflightlen","avgflightdur","stdflightdur","probpause","siglocentropy","circdnrtn","wkenddayrtn"]
       IF_MULTIPLE_TIMEZONES: USE_MOST_COMMON
       MINUTES_DATA_USED: False # Use this for quality control purposes, how many minutes of data (location coordinates gruped by minute) were used to compute features
@@ -302,7 +302,7 @@ PHONE_MESSAGES:
   CONTAINER: sms
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       MESSAGES_TYPES : [received, sent]
       FEATURES: 
         received: [count, distinctcontacts, timefirstmessage, timelastmessage, countmostfrequentcontact]
@@ -314,7 +314,7 @@ PHONE_SCREEN:
   CONTAINER: screen
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       REFERENCE_HOUR_FIRST_USE: 0
       IGNORE_EPISODES_SHORTER_THAN: 0 # in minutes, set to 0 to disable
       IGNORE_EPISODES_LONGER_THAN: 360 # in minutes, set to 0 to disable
@@ -336,7 +336,7 @@ PHONE_WIFI_VISIBLE:
   CONTAINER: wifi
   PROVIDERS:
     RAPIDS:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["countscans", "uniquedevices", "countscansmostuniquedevice"]
       SRC_SCRIPT: src/features/phone_wifi_visible/rapids/main.R
 
@@ -506,7 +506,7 @@ EMPATICA_ACCELEROMETER:
       FEATURES: ["maxmagnitude", "minmagnitude", "avgmagnitude", "medianmagnitude", "stdmagnitude"]
       SRC_SCRIPT: src/features/empatica_accelerometer/dbdp/main.py
     CR:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["totalMagnitudeBand", "absoluteMeanBand", "varianceBand"] # Acc features
       WINDOWS:
         COMPUTE: True
@@ -534,7 +534,7 @@ EMPATICA_TEMPERATURE:
       FEATURES: ["maxtemp", "mintemp", "avgtemp", "mediantemp", "modetemp", "stdtemp", "diffmaxmodetemp", "diffminmodetemp", "entropytemp"]
       SRC_SCRIPT: src/features/empatica_temperature/dbdp/main.py
     CR:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ["maximum", "minimum", "meanAbsChange", "longestStrikeAboveMean", "longestStrikeBelowMean", 
                   "stdDev", "median", "meanChange", "sumSquared", "squareSumOfComponent", "sumOfSquareComponents"]
       WINDOWS:
@@ -564,7 +564,7 @@ EMPATICA_ELECTRODERMAL_ACTIVITY:
         WINDOW_LENGTH: 60 # specify window length in seconds
         SECOND_ORDER_FEATURES: ['mean', 'median', 'sd', 'nlargest', 'nsmallest', count_windows, eda_num_peaks_non_zero]
         STANDARDIZE_FEATURES: True
-        IMPUTE_NANS: False
+        IMPUTE_NANS: True
       SRC_SCRIPT: src/features/empatica_electrodermal_activity/cr/main.py
 
 # See https://www.rapids.science/latest/features/empatica-blood-volume-pulse/
@@ -576,7 +576,7 @@ EMPATICA_BLOOD_VOLUME_PULSE:
       FEATURES: ["maxbvp", "minbvp", "avgbvp", "medianbvp", "modebvp", "stdbvp", "diffmaxmodebvp", "diffminmodebvp", "entropybvp"]
       SRC_SCRIPT: src/features/empatica_blood_volume_pulse/dbdp/main.py
     CR:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ['meanHr', 'ibi', 'sdnn', 'sdsd', 'rmssd', 'pnn20', 'pnn50', 'sd', 'sd2', 'sd1/sd2', 'numRR', # Time features
                   'VLF', 'LF', 'LFnorm', 'HF', 'HFnorm', 'LF/HF', 'fullIntegral'] # Freq features
       WINDOWS:
@@ -595,7 +595,7 @@ EMPATICA_INTER_BEAT_INTERVAL:
       FEATURES: ["maxibi", "minibi", "avgibi", "medianibi", "modeibi", "stdibi", "diffmaxmodeibi", "diffminmodeibi", "entropyibi"]
       SRC_SCRIPT: src/features/empatica_inter_beat_interval/dbdp/main.py
     CR:
-      COMPUTE: True
+      COMPUTE: False
       FEATURES: ['meanHr', 'ibi', 'sdnn', 'sdsd', 'rmssd', 'pnn20', 'pnn50', 'sd', 'sd2', 'sd1/sd2', 'numRR', # Time features
                   'VLF', 'LF', 'LFnorm', 'HF', 'HFnorm', 'LF/HF', 'fullIntegral'] # Freq features            
       PATCH_WITH_BVP: True

tests/scripts/missing_vals.py

@@ -3,8 +3,8 @@ import seaborn as sns
 import matplotlib.pyplot as plt
 
 
-participant = "p02"
+participant = "p031"
-all_sensors = ["ibi", "bvp"]#["eda", "bvp", "ibi", "temp", "acc"]
+all_sensors = ["eda", "bvp", "ibi", "temp", "acc"]
 
 for sensor in all_sensors: