Validated phone conversation feature results

2021-06-08 19:24:35 -04:00 · 2021-06-08 19:24:35 -04:00 · a7e720e1a8
parent ae20d22d1e
commit a7e720e1a8
39 changed files with 11295 additions and 67 deletions
--- a/docs/developers/test-cases.md
+++ b/docs/developers/test-cases.md
@ -15,7 +15,7 @@ The following is a list of the sensors that testing is currently available.
 | Phone Bluetooth               | Doryab   | N        | N         | N     |
 | Phone Bluetooth               | RAPIDS   | Y        | Y         | Y     |
 | Phone Calls                   | RAPIDS   | Y        | Y         | Y     |
-| Phone Conversation            | RAPIDS   | Y        | Y         | N     |
+| Phone Conversation            | RAPIDS   | Y        | Y         | Y     |
 | Phone Data Yield              | RAPIDS   | N        | N         | N     |
 | Phone Light                   | RAPIDS   | Y        | Y         | N     |
 | Phone Locations               | Doryab   | N        | N         | N     |
@ -260,24 +260,36 @@ Description

 ## Conversation

-   The raw conversation data file contains data for 2 day.
-   The raw conversation data contains records with a sample of both
-    `datatypes` (i.e. `voice/noise` = `0`, and `conversation` = `2` )
-    as well as rows with for samples of each of the `inference` values
-    (i.e. `silence` = `0`, `noise` = `1`, `voice` = `2`, and `unknown`
-    = `3`) for each `epoch`. The different `datatype` and `inference`
-    records are randomly distributed throughout the `epoch`.
-   Additionally there are 2 - 5 records for conversations (`datatype`
-    = 2, and `inference` = -1) in each `epoch` and for each `epoch`
-    except night, there is a conversation record that has a
-    `double_convo_start` `timestamp` that is from the previous
-    `epoch`. This is to test the calculations of features across
-    `epochs`.
-   There is a raw conversation data file for both android and iOS
-    platforms (`plugin_studentlife_audio_android_raw.csv` and
-    `plugin_studentlife_audio_raw.csv` respectively).
-   Finally, there are also additional empty data files for both
-    android and iOS for testing empty data files
+The 4-day raw conversation data is contained in `phone_conversation_raw.csv`. The different `inference` records are 
+randomly distributed throughout the `epoch`. 
+
+Description:
+- One episode for each daily segment (`night`, `morning`, `afternoon` and `evening`) on each day
+- Two episodes near the transition of the daily segment, one starts at the end of the afternoon, `Fri 17:10:00` and another one starts at the beginning of the evening, `Fri 18:01:00`
+- One episode across two segments, `daily` and `30-mins`, (from `Fri 05:55:00` to `Fri 06:00:41`)
+- Two episodes locate in the same daily segment (`Sat 12:45:36` and `Sat 16:48:22`)
+- One episode before the time switch, `Sun 00:15:06`, and one episode after the time switch, `Sun 06:01:00`
+
+Data format:
+
+| inference | type |
+| - | - |
+| 0 | silence |
+| 1 | noise | 
+| 2 | voice |
+| 3 | unknown | 
+
+Checklist
+
+|time segment| single tz | multi tz|platform|
+|-|-|-|-|
+|30min|OK|OK|android|
+|morning|OK|OK|android|
+|daily|OK|OK|android|
+|threeday|OK|OK|android|
+|weekend|OK|OK|android|
+|beforeMarchEvent|OK|OK|android|
+|beforeNovemberEvent|OK|OK|android|

 ## Keyboard

--- a/tests/data/external/aware_csv/phone_conversation_raw.csv
+++ b/tests/data/external/aware_csv/phone_conversation_raw.csv
--- a/tests/data/manual/aware_csv/phone_conversation_raw.csv
+++ b/tests/data/manual/aware_csv/phone_conversation_raw.csv
--- a/tests/data/processed/features/mtz_event/android/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_event/android/phone_conversation.csv
@ -0,0 +1,3 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_minutessilence","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_timelastconversation","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicemaxenergy"
+"beforeMarchEvent#2020-03-07 16:00:00,2020-03-08 15:00:00","beforeMarchEvent","2020-03-07 16:00:00","2020-03-08 15:00:00",0.65,8.3,2.43333333333333,0.533333333333333,3,0.0545454545454545,0.696503496503497,0.204195804195804,0.0447552447552448,0.00196967212496903,0.0251511979034507,0.00737364436526868,0.00161614123074382,5.95521666606267,1.98507222202089,0.644472147254468,1.35,2.63854999939601,830,539,3126135,6277.37951807229,3539.29505913762,32,11986,440495,3017.08904109589,1735.17541961745,26,5973
+"beforeNovemberEvent#2020-10-31 16:00:00,2020-11-01 13:00:00","beforeNovemberEvent","2020-10-31 16:00:00","2020-11-01 13:00:00",0.65,8.3,2.43333333333333,0.533333333333333,3,0.0545454545454545,0.696503496503497,0.204195804195804,0.0447552447552448,0.00196967212496903,0.0251511979034507,0.00737364436526868,0.00161614123074382,5.95521666606267,1.98507222202089,0.644472147254468,1.35,2.63854999939601,830,539,3126135,6277.37951807229,3539.29505913762,32,11986,440495,3017.08904109589,1735.17541961745,26,5973
--- a/tests/data/processed/features/mtz_event/empatica/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_event/empatica/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_event/empty/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_event/empty/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_event/fitbit/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_event/fitbit/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_event/ios/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_event/ios/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_frequency/android/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_frequency/android/phone_conversation.csv
@ -0,0 +1,55 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_minutessilence","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_countconversation","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_timelastconversation","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_sumconversationduration"
+"thirtyminutes0002#2020-03-06 01:00:00,2020-03-06 01:29:59","thirtyminutes0002","2020-03-06 01:00:00","2020-03-06 01:29:59",4981,0.0244444580246989,3611.99537094887,0.00666667037037243,0.0911111617284232,0.0677966101694915,61,254984,73,0.05,29248,0.186440677966102,0.0666666666666667,559,0.00888889382716324,1,11769,6219.12195121951,0.183333333333333,0.0508474576271186,73,2658.90909090909,0.694915254237288,0.718016664187113,0.718016664187113,1686.32716010538,0.683333333333333,0.718016664187113,NA,0.718016664187113
+"thirtyminutes0002#2020-03-07 01:00:00,2020-03-07 01:29:59","thirtyminutes0002","2020-03-07 01:00:00","2020-03-07 01:29:59",4981,0.0244444580246989,3611.99537094887,0.00666667037037243,0.0911111617284232,0.0677966101694915,61,254984,73,0.05,29248,0.186440677966102,0.0666666666666667,559,0.00888889382716324,1,11769,6219.12195121951,0.183333333333333,0.0508474576271186,73,2658.90909090909,0.694915254237288,1666.66666666667,1666.66666666667,1686.32716010538,0.683333333333333,1666.66666666667,NA,1666.66666666667
+"thirtyminutes0002#2020-03-09 01:00:00,2020-03-09 01:29:59","thirtyminutes0002","2020-03-09 01:00:00","2020-03-09 01:29:59",5859,0.0800000444444691,3538.5841001422,0.0177777876543265,0.27555570864206,0.0614525139664804,69,738382,77,0.133333333333333,116954,0.201117318435754,0.183333333333333,267,0.0244444580246989,1,11967,5954.6935483871,0.6,0.0446927374301676,77,3248.72222222222,0.692737430167598,2.28333333333333,2.28333333333333,1789.91462862835,2.06666666666667,2.28333333333333,NA,2.28333333333333
+"thirtyminutes0002#2020-10-30 01:00:00,2020-10-30 01:29:59","thirtyminutes0002","2020-10-30 01:00:00","2020-10-30 01:29:59",4981,0.0244444580246989,3611.99537094887,0.00666667037037243,0.0911111617284232,0.0677966101694915,61,254984,73,0.05,29248,0.186440677966102,0.0666666666666667,559,0.00888889382716324,1,11769,6219.12195121951,0.183333333333333,0.0508474576271186,73,2658.90909090909,0.694915254237288,0.718016664187113,0.718016664187113,1686.32716010538,0.683333333333333,0.718016664187113,NA,0.718016664187113
+"thirtyminutes0002#2020-10-31 01:00:00,2020-10-31 01:29:59","thirtyminutes0002","2020-10-31 01:00:00","2020-10-31 01:29:59",4981,0.0244444580246989,3611.99537094887,0.00666667037037243,0.0911111617284232,0.0677966101694915,61,254984,73,0.05,29248,0.186440677966102,0.0666666666666667,559,0.00888889382716324,1,11769,6219.12195121951,0.183333333333333,0.0508474576271186,73,2658.90909090909,0.694915254237288,1666.66666666667,1666.66666666667,1686.32716010538,0.683333333333333,1666.66666666667,NA,1666.66666666667
+"thirtyminutes0002#2020-11-02 01:00:00,2020-11-02 01:29:59","thirtyminutes0002","2020-11-02 01:00:00","2020-11-02 01:29:59",5859,0.0800000444444691,3538.5841001422,0.0177777876543265,0.27555570864206,0.0614525139664804,69,738382,77,0.133333333333333,116954,0.201117318435754,0.183333333333333,267,0.0244444580246989,1,11967,5954.6935483871,0.6,0.0446927374301676,77,3248.72222222222,0.692737430167598,2.28333333333333,2.28333333333333,1789.91462862835,2.06666666666667,2.28333333333333,NA,2.28333333333333
+"thirtyminutes0006#2020-03-08 03:00:00,2020-03-08 03:29:59","thirtyminutes0006","2020-03-08 03:00:00","2020-03-08 03:29:59",5755,0.0711111506173059,3780.64082011366,0.0244444580246989,0.277777932098851,0.0666666666666667,241,761172,NA,0.183333333333333,102083,0.177777777777778,0.2,32,0.0266666814814897,NA,11986,6089.376,0.533333333333333,0.0611111111111111,NA,3190.09375,0.694444444444445,NA,NA,1794.397668001,2.08333333333333,0,NA,0
+"thirtyminutes0006#2020-11-01 03:00:00,2020-11-01 03:29:59","thirtyminutes0006","2020-11-01 03:00:00","2020-11-01 03:29:59",5755,0.0711111506173059,3780.64082011366,0.0244444580246989,0.277777932098851,0.0666666666666667,241,761172,NA,0.183333333333333,102083,0.177777777777778,0.2,32,0.0266666814814897,NA,11986,6089.376,0.533333333333333,0.0611111111111111,NA,3190.09375,0.694444444444445,NA,NA,1794.397668001,2.08333333333333,0,NA,0
+"thirtyminutes0011#2020-03-06 05:30:00,2020-03-06 05:59:59","thirtyminutes0011","2020-03-06 05:30:00","2020-03-06 05:59:59",5914,0.122222290123495,3479.48376517021,0.0266666814814897,0.468889149382861,0.0702341137123746,159,1375453,359,0.2,158276,0.183946488294314,0.35,50,0.046666692592607,1,11958,6518.7345971564,0.916666666666667,0.040133779264214,359,2877.74545454545,0.705685618729097,10.0464333335559,10.0464333335559,1828.46456753952,3.51666666666667,10.0464333335559,NA,10.0464333335559
+"thirtyminutes0011#2020-03-07 05:30:00,2020-03-07 05:59:59","thirtyminutes0011","2020-03-07 05:30:00","2020-03-07 05:59:59",5914,0.0733333740740967,3404.5491974115,0.0200000111111173,0.282222379012433,0.0558659217877095,267,843439,359,0.15,95430,0.184357541899441,0.166666666666667,79,0.0222222345679081,1,11931,6641.25196850394,0.55,0.0502793296089385,359,2891.81818181818,0.709497206703911,10.05,10.05,1835.10548836003,2.11666666666667,10.05,NA,10.05
+"thirtyminutes0011#2020-10-30 05:30:00,2020-10-30 05:59:59","thirtyminutes0011","2020-10-30 05:30:00","2020-10-30 05:59:59",5914,0.122222290123495,3479.48376517021,0.0266666814814897,0.468889149382861,0.0702341137123746,159,1375453,359,0.2,158276,0.183946488294314,0.35,50,0.046666692592607,1,11958,6518.7345971564,0.916666666666667,0.040133779264214,359,2877.74545454545,0.705685618729097,10.0464333335559,10.0464333335559,1828.46456753952,3.51666666666667,10.0464333335559,NA,10.0464333335559
+"thirtyminutes0011#2020-10-31 05:30:00,2020-10-31 05:59:59","thirtyminutes0011","2020-10-31 05:30:00","2020-10-31 05:59:59",5914,0.0733333740740967,3404.5491974115,0.0200000111111173,0.282222379012433,0.0558659217877095,267,843439,359,0.15,95430,0.184357541899441,0.166666666666667,79,0.0222222345679081,1,11931,6641.25196850394,0.55,0.0502793296089385,359,2891.81818181818,0.709497206703911,10.05,10.05,1835.10548836003,2.11666666666667,10.05,NA,10.05
+"thirtyminutes0012#2020-03-06 06:00:00,2020-03-06 06:29:59","thirtyminutes0012","2020-03-06 06:00:00","2020-03-06 06:29:59",5494,0.0177777876543265,3486.62605971776,0.00222222345679081,0.0733333740740967,0.0454545454545455,18,205237,NA,0.0166666666666667,18261,0.181818181818182,0.0333333333333333,470,0.00444444691358162,NA,11468,6219.30303030303,0.133333333333333,0.0227272727272727,NA,2282.625,0.75,NA,NA,1954.05621629179,0.55,0,NA,0
+"thirtyminutes0012#2020-03-07 06:00:00,2020-03-07 06:29:59","thirtyminutes0012","2020-03-07 06:00:00","2020-03-07 06:29:59",5494,0.0177777876543265,3486.62605971776,0.00222222345679081,0.0733333740740967,0.0454545454545455,18,205237,NA,0.0166666666666667,18261,0.181818181818182,0.0333333333333333,470,0.00444444691358162,NA,11468,6219.30303030303,0.133333333333333,0.0227272727272727,NA,2282.625,0.75,NA,NA,1954.05621629179,0.55,0,NA,0
+"thirtyminutes0012#2020-03-09 06:00:00,2020-03-09 06:29:59","thirtyminutes0012","2020-03-09 06:00:00","2020-03-09 06:29:59",5858,0.128888960493867,3654.61971833146,0.046666692592607,0.475555819753233,0.0608974358974359,241,1329661,NA,0.35,193236,0.185897435897436,0.316666666666667,32,0.0422222456790254,NA,11986,6213.36915887851,0.966666666666667,0.0673076923076923,NA,3331.65517241379,0.685897435897436,NA,NA,1766.04139102042,3.56666666666667,0,NA,0
+"thirtyminutes0012#2020-10-30 06:00:00,2020-10-30 06:29:59","thirtyminutes0012","2020-10-30 06:00:00","2020-10-30 06:29:59",5494,0.0177777876543265,3486.62605971776,0.00222222345679081,0.0733333740740967,0.0454545454545455,18,205237,NA,0.0166666666666667,18261,0.181818181818182,0.0333333333333333,470,0.00444444691358162,NA,11468,6219.30303030303,0.133333333333333,0.0227272727272727,NA,2282.625,0.75,NA,NA,1954.05621629179,0.55,0,NA,0
+"thirtyminutes0012#2020-10-31 06:00:00,2020-10-31 06:29:59","thirtyminutes0012","2020-10-31 06:00:00","2020-10-31 06:29:59",5494,0.0177777876543265,3486.62605971776,0.00222222345679081,0.0733333740740967,0.0454545454545455,18,205237,NA,0.0166666666666667,18261,0.181818181818182,0.0333333333333333,470,0.00444444691358162,NA,11468,6219.30303030303,0.133333333333333,0.0227272727272727,NA,2282.625,0.75,NA,NA,1954.05621629179,0.55,0,NA,0
+"thirtyminutes0012#2020-11-02 06:00:00,2020-11-02 06:29:59","thirtyminutes0012","2020-11-02 06:00:00","2020-11-02 06:29:59",5858,0.128888960493867,3654.61971833146,0.046666692592607,0.475555819753233,0.0608974358974359,241,1329661,NA,0.35,193236,0.185897435897436,0.316666666666667,32,0.0422222456790254,NA,11986,6213.36915887851,0.966666666666667,0.0673076923076923,NA,3331.65517241379,0.685897435897436,NA,NA,1766.04139102042,3.56666666666667,0,NA,0
+"thirtyminutes0013#2020-03-07 06:30:00,2020-03-07 06:59:59","thirtyminutes0013","2020-03-07 06:30:00","2020-03-07 06:59:59",5974,0.0711111506173059,3609.22901886686,0.0177777876543265,0.166666759259311,0.0336134453781513,648,459919,392,0.133333333333333,98678,0.26890756302521,0.0666666666666667,222,0.00888889382716324,1,11920,6132.25333333333,0.533333333333333,0.0672268907563025,392,3083.6875,0.630252100840336,1.33333333333333,1.33333333333333,1557.76443284144,1.25,1.33333333333333,NA,1.33333333333333
+"thirtyminutes0013#2020-10-31 06:30:00,2020-10-31 06:59:59","thirtyminutes0013","2020-10-31 06:30:00","2020-10-31 06:59:59",5974,0.0711111506173059,3609.22901886686,0.0177777876543265,0.166666759259311,0.0336134453781513,648,459919,392,0.133333333333333,98678,0.26890756302521,0.0666666666666667,222,0.00888889382716324,1,11920,6132.25333333333,0.533333333333333,0.0672268907563025,392,3083.6875,0.630252100840336,1.33333333333333,1.33333333333333,1557.76443284144,1.25,1.33333333333333,NA,1.33333333333333
+"thirtyminutes0017#2020-03-08 08:30:00,2020-03-08 08:59:59","thirtyminutes0017","2020-03-08 08:30:00","2020-03-08 08:59:59",5305,0.0333333518518621,3485.30422491981,0.00444444691358162,0.0911111617284232,0.0169491525423729,39,282076,539,0.0333333333333333,49970,0.254237288135593,0.0166666666666667,352,0.00222222345679081,1,11807,6879.90243902439,0.25,0.0338983050847458,539,3331.33333333333,0.694915254237288,2.63854999939601,2.63854999939601,1835.82486974683,0.683333333333333,2.63854999939601,NA,2.63854999939601
+"thirtyminutes0017#2020-11-01 08:30:00,2020-11-01 08:59:59","thirtyminutes0017","2020-11-01 08:30:00","2020-11-01 08:59:59",5305,0.0333333518518621,3485.30422491981,0.00444444691358162,0.0911111617284232,0.0169491525423729,39,282076,539,0.0333333333333333,49970,0.254237288135593,0.0166666666666667,352,0.00222222345679081,1,11807,6879.90243902439,0.25,0.0338983050847458,539,3331.33333333333,0.694915254237288,2.63854999939601,2.63854999939601,1835.82486974683,0.683333333333333,2.63854999939601,NA,2.63854999939601
+"thirtyminutes0019#2020-03-07 09:30:00,2020-03-07 09:59:59","thirtyminutes0019","2020-03-07 09:30:00","2020-03-07 09:59:59",5839,0.104444502469168,3361.1700745905,0.0377777987654438,0.237777909876617,0.0446927374301676,113,651511,588,0.283333333333333,147681,0.262569832402235,0.133333333333333,117,0.0177777876543265,1,11613,6088.88785046729,0.783333333333333,0.0949720670391061,588,3142.14893617021,0.597765363128492,2.21666666666667,2.21666666666667,1650.99227052576,1.78333333333333,2.21666666666667,NA,2.21666666666667
+"thirtyminutes0019#2020-10-31 09:30:00,2020-10-31 09:59:59","thirtyminutes0019","2020-10-31 09:30:00","2020-10-31 09:59:59",5839,0.104444502469168,3361.1700745905,0.0377777987654438,0.237777909876617,0.0446927374301676,113,651511,588,0.283333333333333,147681,0.262569832402235,0.133333333333333,117,0.0177777876543265,1,11613,6088.88785046729,0.783333333333333,0.0949720670391061,588,3142.14893617021,0.597765363128492,2.21666666666667,2.21666666666667,1650.99227052576,1.78333333333333,2.21666666666667,NA,2.21666666666667
+"thirtyminutes0021#2020-03-06 10:30:00,2020-03-06 10:59:59","thirtyminutes0021","2020-03-06 10:30:00","2020-03-06 10:59:59",5031,0.0444444691358162,3158.11819251611,0.0155555641975357,0.180000100000056,0.092436974789916,381,474758,656,0.116666666666667,63061,0.168067226890756,0.183333333333333,13,0.0244444580246989,1,11825,5861.20987654321,0.333333333333333,0.0588235294117647,656,3153.05,0.680672268907563,1.66509999831518,1.66509999831518,1392.35402617672,1.35,1.66509999831518,NA,1.66509999831518
+"thirtyminutes0021#2020-10-30 10:30:00,2020-10-30 10:59:59","thirtyminutes0021","2020-10-30 10:30:00","2020-10-30 10:59:59",5031,0.0444444691358162,3158.11819251611,0.0155555641975357,0.180000100000056,0.092436974789916,381,474758,656,0.116666666666667,63061,0.168067226890756,0.183333333333333,13,0.0244444580246989,1,11825,5861.20987654321,0.333333333333333,0.0588235294117647,656,3153.05,0.680672268907563,1.66509999831518,1.66509999831518,1392.35402617672,1.35,1.66509999831518,NA,1.66509999831518
+"thirtyminutes0023#2020-03-09 11:30:00,2020-03-09 11:59:59","thirtyminutes0023","2020-03-09 11:30:00","2020-03-09 11:59:59",5698,0.0755555975308875,3171.49771105479,0.0222222345679081,0.286666825926014,0.0335195530726257,152,781135,697,0.166666666666667,105592,0.189944134078212,0.1,228,0.0133333407407449,1,11822,6055.31007751938,0.566666666666667,0.0558659217877095,697,3105.64705882353,0.720670391061452,2.51666666666667,2.51666666666667,1584.74442796332,2.15,2.51666666666667,NA,2.51666666666667
+"thirtyminutes0023#2020-11-02 11:30:00,2020-11-02 11:59:59","thirtyminutes0023","2020-11-02 11:30:00","2020-11-02 11:59:59",5698,0.0755555975308875,3171.49771105479,0.0222222345679081,0.286666825926014,0.0335195530726257,152,781135,697,0.166666666666667,105592,0.189944134078212,0.1,228,0.0133333407407449,1,11822,6055.31007751938,0.566666666666667,0.0558659217877095,697,3105.64705882353,0.720670391061452,2.51666666666667,2.51666666666667,1584.74442796332,2.15,2.51666666666667,NA,2.51666666666667
+"thirtyminutes0024#2020-03-06 12:00:00,2020-03-06 12:29:59","thirtyminutes0024","2020-03-06 12:00:00","2020-03-06 12:29:59",5769,0.0866667148148416,3542.32880412442,0.0133333407407449,0.288889049382805,0.0277777777777778,18,775191,NA,0.1,127829,0.216666666666667,0.0833333333333333,29,0.011111117283954,NA,11960,5963.00769230769,0.65,0.0333333333333333,NA,3277.66666666667,0.722222222222222,NA,NA,1878.36515329762,2.16666666666667,0,NA,0
+"thirtyminutes0024#2020-03-08 12:00:00,2020-03-08 12:29:59","thirtyminutes0024","2020-03-08 12:00:00","2020-03-08 12:29:59",5725,0.0622222567901427,3360.43147023957,0.0266666814814897,0.30222239012355,0.0222222222222222,26,829461,NA,0.2,70564,0.155555555555556,0.0666666666666667,41,0.00888889382716324,NA,11740,6098.97794117647,0.466666666666667,0.0666666666666667,NA,2520.14285714286,0.755555555555556,NA,NA,1499.05198966709,2.26666666666667,0,NA,0
+"thirtyminutes0024#2020-03-09 12:00:00,2020-03-09 12:29:59","thirtyminutes0024","2020-03-09 12:00:00","2020-03-09 12:29:59",5725,0.0444444691358162,3334.14120152182,0.0200000111111173,0.200000111111173,0.00833333333333333,52,569829,NA,0.15,57869,0.166666666666667,0.0166666666666667,538,0.00222222345679081,NA,11740,6331.43333333333,0.333333333333333,0.075,NA,2893.45,0.75,NA,NA,1474.51517366503,1.5,0,NA,0
+"thirtyminutes0024#2020-10-30 12:00:00,2020-10-30 12:29:59","thirtyminutes0024","2020-10-30 12:00:00","2020-10-30 12:29:59",5769,0.0866667148148416,3542.32880412442,0.0133333407407449,0.288889049382805,0.0277777777777778,18,775191,NA,0.1,127829,0.216666666666667,0.0833333333333333,29,0.011111117283954,NA,11960,5963.00769230769,0.65,0.0333333333333333,NA,3277.66666666667,0.722222222222222,NA,NA,1878.36515329762,2.16666666666667,0,NA,0
+"thirtyminutes0024#2020-11-01 12:00:00,2020-11-01 12:29:59","thirtyminutes0024","2020-11-01 12:00:00","2020-11-01 12:29:59",5725,0.0622222567901427,3360.43147023957,0.0266666814814897,0.30222239012355,0.0222222222222222,26,829461,NA,0.2,70564,0.155555555555556,0.0666666666666667,41,0.00888889382716324,NA,11740,6098.97794117647,0.466666666666667,0.0666666666666667,NA,2520.14285714286,0.755555555555556,NA,NA,1499.05198966709,2.26666666666667,0,NA,0
+"thirtyminutes0024#2020-11-02 12:00:00,2020-11-02 12:29:59","thirtyminutes0024","2020-11-02 12:00:00","2020-11-02 12:29:59",5725,0.0444444691358162,3334.14120152182,0.0200000111111173,0.200000111111173,0.00833333333333333,52,569829,NA,0.15,57869,0.166666666666667,0.0166666666666667,538,0.00222222345679081,NA,11740,6331.43333333333,0.333333333333333,0.075,NA,2893.45,0.75,NA,NA,1474.51517366503,1.5,0,NA,0
+"thirtyminutes0027#2020-03-07 13:30:00,2020-03-07 13:59:59","thirtyminutes0027","2020-03-07 13:30:00","2020-03-07 13:59:59",5973,0.0755555975308875,3582.47817995912,0.0200000111111173,0.235555686419826,0.0509554140127388,397,653815,830,0.15,107647,0.21656050955414,0.133333333333333,173,0.0177777876543265,1,11849,6168.06603773585,0.566666666666667,0.0573248407643312,830,3166.08823529412,0.67515923566879,1.96666666666667,1.96666666666667,1862.66987214178,1.76666666666667,1.96666666666667,NA,1.96666666666667
+"thirtyminutes0027#2020-10-31 13:30:00,2020-10-31 13:59:59","thirtyminutes0027","2020-10-31 13:30:00","2020-10-31 13:59:59",5973,0.0755555975308875,3582.47817995912,0.0200000111111173,0.235555686419826,0.0509554140127388,397,653815,830,0.15,107647,0.21656050955414,0.133333333333333,173,0.0177777876543265,1,11849,6168.06603773585,0.566666666666667,0.0573248407643312,830,3166.08823529412,0.67515923566879,1.96666666666667,1.96666666666667,1862.66987214178,1.76666666666667,1.96666666666667,NA,1.96666666666667
+"thirtyminutes0033#2020-03-08 16:30:00,2020-03-08 16:59:59","thirtyminutes0033","2020-03-08 16:30:00","2020-03-08 16:59:59",5896,0.0600000333333519,3393.60065937523,0.00888889382716324,0.162222312345729,0.0630630630630631,266,416257,NA,0.0666666666666667,78328,0.243243243243243,0.116666666666667,130,0.0155555641975357,NA,11994,5702.15068493151,0.45,0.036036036036036,NA,2901.03703703704,0.657657657657658,NA,NA,1602.42608089401,1.21666666666667,0,NA,0
+"thirtyminutes0033#2020-11-01 16:30:00,2020-11-01 16:59:59","thirtyminutes0033","2020-11-01 16:30:00","2020-11-01 16:59:59",5896,0.0600000333333519,3393.60065937523,0.00888889382716324,0.162222312345729,0.0630630630630631,266,416257,NA,0.0666666666666667,78328,0.243243243243243,0.116666666666667,130,0.0155555641975357,NA,11994,5702.15068493151,0.45,0.036036036036036,NA,2901.03703703704,0.657657657657658,NA,NA,1602.42608089401,1.21666666666667,0,NA,0
+"thirtyminutes0034#2020-03-06 17:00:00,2020-03-06 17:29:59","thirtyminutes0034","2020-03-06 17:00:00","2020-03-06 17:29:59",5880,0.0888889382716324,3842.84937829441,0.0222222345679081,0.266666814814897,0.0502793296089385,53,727058,1032,0.166666666666667,117111,0.223463687150838,0.15,15,0.0200000111111173,1,11869,6058.81666666667,0.666666666666667,0.0558659217877095,1032,2927.775,0.670391061452514,3.96938333511353,3.96938333511353,1645.55094799155,2,3.96938333511353,NA,3.96938333511353
+"thirtyminutes0034#2020-03-07 17:00:00,2020-03-07 17:29:59","thirtyminutes0034","2020-03-07 17:00:00","2020-03-07 17:29:59",5801,0.0666667037037243,3468.7579061419,0.011111117283954,0.173333429629683,0.0504201680672269,116,505175,1024,0.0833333333333333,89106,0.252100840336134,0.1,255,0.0133333407407449,1,11958,6476.60256410256,0.5,0.0420168067226891,1024,2970.2,0.65546218487395,1.35,1.35,1714.36781149888,1.3,1.35,NA,1.35
+"thirtyminutes0034#2020-03-09 17:00:00,2020-03-09 17:29:59","thirtyminutes0034","2020-03-09 17:00:00","2020-03-09 17:29:59",5965,0.0511111395061886,3728.39862851838,0.0155555641975357,0.160000088888938,0.0555555555555556,61,429521,1022,0.116666666666667,81896,0.212962962962963,0.1,155,0.0133333407407449,1,11984,5965.56944444444,0.383333333333333,0.0648148148148148,1022,3560.69565217391,0.666666666666667,5.23333333333333,5.23333333333333,1939.29432889161,1.2,5.23333333333333,NA,5.23333333333333
+"thirtyminutes0034#2020-10-30 17:00:00,2020-10-30 17:29:59","thirtyminutes0034","2020-10-30 17:00:00","2020-10-30 17:29:59",5880,0.0888889382716324,3842.84937829441,0.0222222345679081,0.266666814814897,0.0502793296089385,53,727058,1032,0.166666666666667,117111,0.223463687150838,0.15,15,0.0200000111111173,1,11869,6058.81666666667,0.666666666666667,0.0558659217877095,1032,2927.775,0.670391061452514,3.96938333511353,3.96938333511353,1645.55094799155,2,3.96938333511353,NA,3.96938333511353
+"thirtyminutes0034#2020-10-31 17:00:00,2020-10-31 17:29:59","thirtyminutes0034","2020-10-31 17:00:00","2020-10-31 17:29:59",5801,0.0666667037037243,3468.7579061419,0.011111117283954,0.173333429629683,0.0504201680672269,116,505175,1024,0.0833333333333333,89106,0.252100840336134,0.1,255,0.0133333407407449,1,11958,6476.60256410256,0.5,0.0420168067226891,1024,2970.2,0.65546218487395,1.35,1.35,1714.36781149888,1.3,1.35,NA,1.35
+"thirtyminutes0034#2020-11-02 17:00:00,2020-11-02 17:29:59","thirtyminutes0034","2020-11-02 17:00:00","2020-11-02 17:29:59",5965,0.0511111395061886,3728.39862851838,0.0155555641975357,0.160000088888938,0.0555555555555556,61,429521,1022,0.116666666666667,81896,0.212962962962963,0.1,155,0.0133333407407449,1,11984,5965.56944444444,0.383333333333333,0.0648148148148148,1022,3560.69565217391,0.666666666666667,5.23333333333333,5.23333333333333,1939.29432889161,1.2,5.23333333333333,NA,5.23333333333333
+"thirtyminutes0036#2020-03-06 18:00:00,2020-03-06 18:29:59","thirtyminutes0036","2020-03-06 18:00:00","2020-03-06 18:29:59",5414,0.00444444691358162,2425.13151447504,NA,0.0355555753086529,NA,4917,106737,NA,NA,10331,0.111111111111111,NA,795,NA,NA,9865,6671.0625,0.0333333333333333,NA,NA,5165.5,0.888888888888889,NA,NA,351.432070249714,0.266666666666667,0,NA,0
+"thirtyminutes0036#2020-10-30 18:00:00,2020-10-30 18:29:59","thirtyminutes0036","2020-10-30 18:00:00","2020-10-30 18:29:59",5414,0.00444444691358162,2425.13151447504,NA,0.0355555753086529,NA,4917,106737,NA,NA,10331,0.111111111111111,NA,795,NA,NA,9865,6671.0625,0.0333333333333333,NA,NA,5165.5,0.888888888888889,NA,NA,351.432070249714,0.266666666666667,0,NA,0
+"thirtyminutes0039#2020-03-08 19:30:00,2020-03-08 19:59:59","thirtyminutes0039","2020-03-08 19:30:00","2020-03-08 19:59:59",5791,0.0955556086420048,3586.7682415516,0.0133333407407449,0.280000155555642,0.0223463687150838,344,737899,NA,0.1,138265,0.240223463687151,0.0666666666666667,65,0.00888889382716324,NA,11872,5856.34126984127,0.716666666666667,0.0335195530726257,NA,3215.46511627907,0.70391061452514,NA,NA,1685.61227181609,2.1,0,NA,0
+"thirtyminutes0039#2020-03-09 19:30:00,2020-03-09 19:59:59","thirtyminutes0039","2020-03-09 19:30:00","2020-03-09 19:59:59",5791,0.0955556086420048,3586.7682415516,0.0133333407407449,0.280000155555642,0.0223463687150838,344,737899,NA,0.1,138265,0.240223463687151,0.0666666666666667,65,0.00888889382716324,NA,11872,5856.34126984127,0.716666666666667,0.0335195530726257,NA,3215.46511627907,0.70391061452514,NA,NA,1685.61227181609,2.1,0,NA,0
+"thirtyminutes0039#2020-11-01 19:30:00,2020-11-01 19:59:59","thirtyminutes0039","2020-11-01 19:30:00","2020-11-01 19:59:59",5791,0.0955556086420048,3586.7682415516,0.0133333407407449,0.280000155555642,0.0223463687150838,344,737899,NA,0.1,138265,0.240223463687151,0.0666666666666667,65,0.00888889382716324,NA,11872,5856.34126984127,0.716666666666667,0.0335195530726257,NA,3215.46511627907,0.70391061452514,NA,NA,1685.61227181609,2.1,0,NA,0
+"thirtyminutes0039#2020-11-02 19:30:00,2020-11-02 19:59:59","thirtyminutes0039","2020-11-02 19:30:00","2020-11-02 19:59:59",5791,0.0955556086420048,3586.7682415516,0.0133333407407449,0.280000155555642,0.0223463687150838,344,737899,NA,0.1,138265,0.240223463687151,0.0666666666666667,65,0.00888889382716324,NA,11872,5856.34126984127,0.716666666666667,0.0335195530726257,NA,3215.46511627907,0.70391061452514,NA,NA,1685.61227181609,2.1,0,NA,0
+"thirtyminutes0040#2020-03-06 20:00:00,2020-03-06 20:29:59","thirtyminutes0040","2020-03-06 20:00:00","2020-03-06 20:29:59",5801,0.057777809876561,3593.75383647217,0.011111117283954,0.135555630864239,0.0515463917525773,116,399842,1204,0.0833333333333333,77879,0.268041237113402,0.0833333333333333,255,0.011111117283954,1,11958,6554.7868852459,0.433333333333333,0.0515463917525773,1204,2995.34615384615,0.628865979381443,1.35104999939601,1.35104999939601,1709.76456723861,1.01666666666667,1.35104999939601,NA,1.35104999939601
+"thirtyminutes0040#2020-10-30 20:00:00,2020-10-30 20:29:59","thirtyminutes0040","2020-10-30 20:00:00","2020-10-30 20:29:59",5801,0.057777809876561,3593.75383647217,0.011111117283954,0.135555630864239,0.0515463917525773,116,399842,1204,0.0833333333333333,77879,0.268041237113402,0.0833333333333333,255,0.011111117283954,1,11958,6554.7868852459,0.433333333333333,0.0515463917525773,1204,2995.34615384615,0.628865979381443,1.35104999939601,1.35104999939601,1709.76456723861,1.01666666666667,1.35104999939601,NA,1.35104999939601
+"thirtyminutes0042#2020-03-07 21:00:00,2020-03-07 21:29:59","thirtyminutes0042","2020-03-07 21:00:00","2020-03-07 21:29:59",4987,0.0155555641975357,3169.33937289872,NA,0.0266666814814897,0.05,592,94436,NA,NA,21125,0.35,0.0166666666666667,1967,0.00222222345679081,NA,11957,7869.66666666667,0.116666666666667,NA,NA,3017.85714285714,0.6,NA,NA,1779.34242803078,0.2,0,NA,0
+"thirtyminutes0042#2020-10-31 21:00:00,2020-10-31 21:29:59","thirtyminutes0042","2020-10-31 21:00:00","2020-10-31 21:29:59",4987,0.0155555641975357,3169.33937289872,NA,0.0266666814814897,0.05,592,94436,NA,NA,21125,0.35,0.0166666666666667,1967,0.00222222345679081,NA,11957,7869.66666666667,0.116666666666667,NA,NA,3017.85714285714,0.6,NA,NA,1779.34242803078,0.2,0,NA,0
--- a/tests/data/processed/features/mtz_frequency/empatica/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_frequency/empatica/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_frequency/empty/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_frequency/empty/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_frequency/fitbit/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_frequency/fitbit/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_frequency/ios/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_frequency/ios/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_periodic/android/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_periodic/android/phone_conversation.csv
@ -0,0 +1,29 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_minutessilence","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_timelastconversation","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicemaxenergy"
+"daily#2020-03-06 00:00:00,2020-03-06 23:59:59","daily","2020-03-06 00:00:00","2020-03-06 23:59:59",0.733333333333333,11.55,3.35,0.95,5,0.0442211055276382,0.696482412060302,0.202010050251256,0.057286432160804,0.00203703706061385,0.0320833337046682,0.00930555566325875,0.00263888891943158,17.7499833305677,3.54999666611354,3.83366297341331,0.718016664187113,10.0464333335559,73,1204,4319260,6232.69841269841,3513.24837829382,13,11960,601996,2995.00497512438,1738.82054133689,18,5914
+"daily#2020-03-07 00:00:00,2020-03-07 23:59:59","daily","2020-03-07 00:00:00","2020-03-07 23:59:59",0.866666666666667,9.65,3.36666666666667,0.716666666666667,6,0.0593607305936073,0.660958904109589,0.230593607305936,0.0490867579908676,0.00240740743527092,0.026805555865805,0.00935185196009088,0.00199074076378172,1683.58333333333,280.597222222222,679.040846375457,1.33333333333333,1666.66666666667,73,1024,3668516,6335.95164075993,3473.23832785578,79,11958,607176,3005.82178217822,1713.5408477002,18,5974
+"daily#2020-03-08 00:00:00,2020-03-08 23:59:59","daily","2020-03-08 00:00:00","2020-03-08 23:59:59",0.583333333333333,8.35,2.41666666666667,0.466666666666667,1,0.0493653032440056,0.706629055007052,0.204513399153738,0.0394922425952045,0.00169082127645919,0.0242028988430302,0.0070048310024738,0.00135265702116736,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,539,539,3026865,6041.64670658683,3539.01922811026,32,11994,439210,3029.03448275862,1677.37717886931,26,5896
+"daily#2020-03-09 00:00:00,2020-03-09 23:59:59","daily","2020-03-09 00:00:00","2020-03-09 23:59:59",1.01666666666667,12.5833333333333,3.56666666666667,0.783333333333333,3,0.0566388115134633,0.701021355617456,0.198700092850511,0.0436397400185701,0.00282407410676012,0.0349537041082605,0.00990740752207648,0.00217592595111025,10.0333333333333,3.34444444444444,1.63998080386236,2.28333333333333,5.23333333333333,77,1022,4586427,6074.73774834437,3507.42019427335,32,11986,693812,3242.11214953271,1708.94601033405,52,5965
+"daily#2020-10-30 00:00:00,2020-10-30 23:59:59","daily","2020-10-30 00:00:00","2020-10-30 23:59:59",0.733333333333333,11.55,3.35,0.95,5,0.0442211055276382,0.696482412060302,0.202010050251256,0.057286432160804,0.00203703706061385,0.0320833337046682,0.00930555566325875,0.00263888891943158,17.7499833305677,3.54999666611354,3.83366297341331,0.718016664187113,10.0464333335559,73,1204,4319260,6232.69841269841,3513.24837829382,13,11960,601996,2995.00497512438,1738.82054133689,18,5914
+"daily#2020-10-31 00:00:00,2020-10-31 23:59:59","daily","2020-10-31 00:00:00","2020-10-31 23:59:59",0.866666666666667,9.65,3.36666666666667,0.716666666666667,6,0.0593607305936073,0.660958904109589,0.230593607305936,0.0490867579908676,0.00240740743527092,0.026805555865805,0.00935185196009088,0.00199074076378172,1683.58333333333,280.597222222222,679.040846375457,1.33333333333333,1666.66666666667,73,1024,3668516,6335.95164075993,3473.23832785578,79,11958,607176,3005.82178217822,1713.5408477002,18,5974
+"daily#2020-11-01 00:00:00,2020-11-01 23:59:59","daily","2020-11-01 00:00:00","2020-11-01 23:59:59",0.583333333333333,8.35,2.41666666666667,0.466666666666667,1,0.0493653032440056,0.706629055007052,0.204513399153738,0.0394922425952045,0.00155555557283951,0.0222666669140741,0.00644444451604938,0.00124444445827161,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,539,539,3026865,6041.64670658683,3539.01922811026,32,11994,439210,3029.03448275862,1677.37717886931,26,5896
+"daily#2020-11-02 00:00:00,2020-11-02 23:59:59","daily","2020-11-02 00:00:00","2020-11-02 23:59:59",1.01666666666667,12.5833333333333,3.56666666666667,0.783333333333333,3,0.0566388115134633,0.701021355617456,0.198700092850511,0.0436397400185701,0.00282407410676012,0.0349537041082605,0.00990740752207648,0.00217592595111025,10.0333333333333,3.34444444444444,1.63998080386236,2.28333333333333,5.23333333333333,77,1022,4586427,6074.73774834437,3507.42019427335,32,11986,693812,3242.11214953271,1708.94601033405,52,5965
+"morning#2020-03-06 06:00:00,2020-03-06 11:59:59","morning","2020-03-06 06:00:00","2020-03-06 11:59:59",0.133333333333333,1.9,0.466666666666667,0.216666666666667,1,0.049079754601227,0.699386503067485,0.171779141104294,0.0797546012269939,0.00148148155006859,0.0211111120884774,0.00518518542524007,0.00240740751886146,1.66509999831518,1.66509999831518,NA,1.66509999831518,1.66509999831518,656,656,679995,5964.86842105263,3245.02815759674,13,11825,81322,2904.35714285714,1585.72409477876,18,5494
+"morning#2020-03-07 06:00:00,2020-03-07 11:59:59","morning","2020-03-07 06:00:00","2020-03-07 11:59:59",0.433333333333333,3.58333333333333,1.45,0.233333333333333,2,0.0760233918128655,0.628654970760234,0.254385964912281,0.0409356725146199,0.00481481503772292,0.0398148166580934,0.0161111118569959,0.00259259271262003,3.55,1.775,0.624610990048117,1.33333333333333,2.21666666666667,392,588,1316667,6124.03255813953,3452.57688591299,117,11920,264620,3041.6091954023,1644.15721929958,18,5974
+"morning#2020-03-08 06:00:00,2020-03-08 11:59:59","morning","2020-03-08 06:00:00","2020-03-08 11:59:59",0.0333333333333333,0.683333333333333,0.25,0.0166666666666667,1,0.0338983050847458,0.694915254237288,0.254237288135593,0.0169491525423729,0.000370370387517148,0.00759259294410153,0.00277777790637861,0.000185185193758574,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,539,539,282076,6879.90243902439,3485.30422491981,352,11807,49970,3331.33333333333,1835.82486974683,39,5305
+"morning#2020-03-09 06:00:00,2020-03-09 11:59:59","morning","2020-03-09 06:00:00","2020-03-09 11:59:59",0.516666666666667,5.71666666666667,1.53333333333333,0.416666666666667,1,0.0631364562118126,0.69857433808554,0.187372708757637,0.0509164969450102,0.00574074100651579,0.0635185214591908,0.0170370378257888,0.00462962984396435,2.51666666666667,2.51666666666667,NA,2.51666666666667,2.51666666666667,697,697,2110796,6153.92419825073,3476.89359405961,32,11986,298828,3248.13043478261,1695.98426294658,152,5858
+"morning#2020-10-30 06:00:00,2020-10-30 11:59:59","morning","2020-10-30 06:00:00","2020-10-30 11:59:59",0.133333333333333,1.9,0.466666666666667,0.216666666666667,1,0.049079754601227,0.699386503067485,0.171779141104294,0.0797546012269939,0.00148148155006859,0.0211111120884774,0.00518518542524007,0.00240740751886146,1.66509999831518,1.66509999831518,NA,1.66509999831518,1.66509999831518,656,656,679995,5964.86842105263,3245.02815759674,13,11825,81322,2904.35714285714,1585.72409477876,18,5494
+"morning#2020-10-31 06:00:00,2020-10-31 11:59:59","morning","2020-10-31 06:00:00","2020-10-31 11:59:59",0.433333333333333,3.58333333333333,1.45,0.233333333333333,2,0.0760233918128655,0.628654970760234,0.254385964912281,0.0409356725146199,0.00481481503772292,0.0398148166580934,0.0161111118569959,0.00259259271262003,3.55,1.775,0.624610990048117,1.33333333333333,2.21666666666667,392,588,1316667,6124.03255813953,3452.57688591299,117,11920,264620,3041.6091954023,1644.15721929958,18,5974
+"morning#2020-11-01 06:00:00,2020-11-01 11:59:59","morning","2020-11-01 06:00:00","2020-11-01 11:59:59",0.0333333333333333,0.683333333333333,0.25,0.0166666666666667,1,0.0338983050847458,0.694915254237288,0.254237288135593,0.0169491525423729,0.000370370387517148,0.00759259294410153,0.00277777790637861,0.000185185193758574,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,539,539,282076,6879.90243902439,3485.30422491981,352,11807,49970,3331.33333333333,1835.82486974683,39,5305
+"morning#2020-11-02 06:00:00,2020-11-02 11:59:59","morning","2020-11-02 06:00:00","2020-11-02 11:59:59",0.516666666666667,5.71666666666667,1.53333333333333,0.416666666666667,1,0.0631364562118126,0.69857433808554,0.187372708757637,0.0509164969450102,0.00574074100651579,0.0635185214591908,0.0170370378257888,0.00462962984396435,2.51666666666667,2.51666666666667,NA,2.51666666666667,2.51666666666667,697,697,2110796,6153.92419825073,3476.89359405961,32,11986,298828,3248.13043478261,1695.98426294658,152,5858
+"threeday#2020-03-06 00:00:00,2020-03-08 23:59:59","threeday","2020-03-06 00:00:00","2020-03-08 23:59:59",2.18333333333333,29.55,9.13333333333333,2.13333333333333,12,0.0507751937984496,0.687209302325581,0.212403100775194,0.0496124031007752,0.002050078255282,0.0277464789817937,0.00857589987705751,0.00200312989829081,1703.9718666633,141.997655555275,480.157163092653,0.718016664187113,1666.66666666667,73,539,11014641,6212.43147208122,3507.48899324964,13,11994,1648382,3007.99635036496,1710.34954037497,18,5974
+"threeday#2020-03-07 00:00:00,2020-03-09 23:59:59","threeday","2020-03-07 00:00:00","2020-03-09 23:59:59",2.46666666666667,30.5833333333333,9.35,1.96666666666667,10,0.0555972952667168,0.689331329827198,0.210743801652893,0.0443275732531931,0.00231611894489874,0.0287167450262783,0.00877934275735267,0.00184663537498684,1696.25521666606,169.625521666606,526.013189830811,1.33333333333333,1666.66666666667,73,1022,11281808,6148.1242506812,3505.78606309814,32,11994,1740198,3101.95721925134,1703.06741591945,18,5974
+"threeday#2020-03-08 00:00:00,2020-03-10 23:59:59","threeday","2020-03-08 00:00:00","2020-03-10 23:59:59",1.6,20.9333333333333,5.98333333333333,1.25,4,0.0537513997760358,0.703247480403136,0.201007838745801,0.041993281075028,0.0015023474237181,0.0196557121269785,0.00561815338661249,0.00117370892477977,12.6718833327293,3.16797083318234,1.38477306200171,2.28333333333333,5.23333333333333,539,1022,7613292,6061.53821656051,3518.68814088451,32,11994,1133022,3156.05013927577,1697.14484284364,26,5965
+"threeday#2020-03-09 00:00:00,2020-03-11 23:59:59","threeday","2020-03-09 00:00:00","2020-03-11 23:59:59",1.01666666666667,12.5833333333333,3.56666666666667,0.783333333333333,3,0.0566388115134633,0.701021355617456,0.198700092850511,0.0436397400185701,0.00094135802832314,0.011651234612852,0.00330246914854348,0.000725308644773567,10.0333333333333,3.34444444444444,1.63998080386236,2.28333333333333,5.23333333333333,77,1022,4586427,6074.73774834437,3507.42019427335,32,11986,693812,3242.11214953271,1708.94601033405,52,5965
+"threeday#2020-10-28 00:00:00,2020-10-30 23:59:59","threeday","2020-10-28 00:00:00","2020-10-30 23:59:59",0.733333333333333,11.55,3.35,0.95,5,0.0442211055276382,0.696482412060302,0.202010050251256,0.057286432160804,0.000679012348298659,0.0106944444857039,0.00310185186381887,0.000879629633023262,17.7499833305677,3.54999666611354,3.83366297341331,0.718016664187113,10.0464333335559,73,1204,4319260,6232.69841269841,3513.24837829382,13,11960,601996,2995.00497512438,1738.82054133689,18,5914
+"threeday#2020-10-29 00:00:00,2020-10-31 23:59:59","threeday","2020-10-29 00:00:00","2020-10-31 23:59:59",1.6,21.2,6.71666666666667,1.66666666666667,11,0.051309460181721,0.679850347407803,0.215392838054516,0.0534473543559594,0.00148148148719707,0.0196296297053612,0.00621913582646272,0.00154320988249695,1701.3333166639,154.666665151264,501.485135553799,0.718016664187113,1666.66666666667,73,1024,7987776,6279.69811320755,3494.09931665913,13,11960,1209172,3000.42679900744,1724.05560895309,18,5974
+"threeday#2020-10-30 00:00:00,2020-11-01 23:59:59","threeday","2020-10-30 00:00:00","2020-11-01 23:59:59",2.18333333333333,29.55,9.13333333333333,2.13333333333333,12,0.0507751937984496,0.687209302325581,0.212403100775194,0.0496124031007752,0.0019939117275263,0.0269863014725506,0.00834094371514819,0.00194824962689593,1703.9718666633,141.997655555275,480.157163092653,0.718016664187113,1666.66666666667,73,539,11014641,6212.43147208122,3507.48899324964,13,11994,1648382,3007.99635036496,1710.34954037497,18,5974
+"threeday#2020-10-31 00:00:00,2020-11-02 23:59:59","threeday","2020-10-31 00:00:00","2020-11-02 23:59:59",2.46666666666667,30.5833333333333,9.35,1.96666666666667,10,0.0555972952667168,0.689331329827198,0.210743801652893,0.0443275732531931,0.00225266363109842,0.0279299848855783,0.00853881281787981,0.00179604262479468,1696.25521666606,169.625521666606,526.013189830811,1.33333333333333,1666.66666666667,73,1022,11281808,6148.1242506812,3505.78606309814,32,11994,1740198,3101.95721925134,1703.06741591945,18,5974
+"threeday#2020-11-01 00:00:00,2020-11-03 23:59:59","threeday","2020-11-01 00:00:00","2020-11-03 23:59:59",1.6,20.9333333333333,5.98333333333333,1.25,4,0.0537513997760358,0.703247480403136,0.201007838745801,0.041993281075028,0.00146118722017195,0.0191171994639163,0.00546423137543467,0.00114155251575933,12.6718833327293,3.16797083318234,1.38477306200171,2.28333333333333,5.23333333333333,539,1022,7613292,6061.53821656051,3518.68814088451,32,11994,1133022,3156.05013927577,1697.14484284364,26,5965
+"threeday#2020-11-02 00:00:00,2020-11-04 23:59:59","threeday","2020-11-02 00:00:00","2020-11-04 23:59:59",1.01666666666667,12.5833333333333,3.56666666666667,0.783333333333333,3,0.0566388115134633,0.701021355617456,0.198700092850511,0.0436397400185701,0.00094135802832314,0.011651234612852,0.00330246914854348,0.000725308644773567,10.0333333333333,3.34444444444444,1.63998080386236,2.28333333333333,5.23333333333333,77,1022,4586427,6074.73774834437,3507.42019427335,32,11986,693812,3242.11214953271,1708.94601033405,52,5965
+"weekend#2020-03-06 00:00:00,2020-03-08 23:59:59","weekend","2020-03-06 00:00:00","2020-03-08 23:59:59",2.18333333333333,29.55,9.13333333333333,2.13333333333333,12,0.0507751937984496,0.687209302325581,0.212403100775194,0.0496124031007752,0.002050078255282,0.0277464789817937,0.00857589987705751,0.00200312989829081,1703.9718666633,141.997655555275,480.157163092653,0.718016664187113,1666.66666666667,73,539,11014641,6212.43147208122,3507.48899324964,13,11994,1648382,3007.99635036496,1710.34954037497,18,5974
+"weekend#2020-10-30 00:00:00,2020-11-01 23:59:59","weekend","2020-10-30 00:00:00","2020-11-01 23:59:59",2.18333333333333,29.55,9.13333333333333,2.13333333333333,12,0.0507751937984496,0.687209302325581,0.212403100775194,0.0496124031007752,0.0019939117275263,0.0269863014725506,0.00834094371514819,0.00194824962689593,1703.9718666633,141.997655555275,480.157163092653,0.718016664187113,1666.66666666667,73,539,11014641,6212.43147208122,3507.48899324964,13,11994,1648382,3007.99635036496,1710.34954037497,18,5974
--- a/tests/data/processed/features/mtz_periodic/empatica/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_periodic/empatica/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_periodic/empty/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_periodic/empty/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_periodic/fitbit/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_periodic/fitbit/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/mtz_periodic/ios/phone_conversation.csv
+++ b/tests/data/processed/features/mtz_periodic/ios/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_event/android/phone_conversation.csv
+++ b/tests/data/processed/features/stz_event/android/phone_conversation.csv
@ -0,0 +1,3 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_minutessilence","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_timelastconversation","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicemaxenergy"
+"beforeMarchEvent#2020-03-07 16:00:00,2020-03-08 15:00:00","beforeMarchEvent","2020-03-07 16:00:00","2020-03-08 15:00:00",0.65,8.3,2.43333333333333,0.533333333333333,3,0.0545454545454545,0.696503496503497,0.204195804195804,0.0447552447552448,0.00196967212496903,0.0251511979034507,0.00737364436526868,0.00161614123074382,5.95521666606267,1.98507222202089,0.644472147254468,1.35,2.63854999939601,1010,719,3126135,6277.37951807229,3539.29505913762,32,11986,440495,3017.08904109589,1735.17541961745,26,5973
+"beforeNovemberEvent#2020-10-31 16:00:00,2020-11-01 13:00:00","beforeNovemberEvent","2020-10-31 16:00:00","2020-11-01 13:00:00",0.65,8.3,2.43333333333333,0.533333333333333,3,0.0545454545454545,0.696503496503497,0.204195804195804,0.0447552447552448,0.00196967212496903,0.0251511979034507,0.00737364436526868,0.00161614123074382,5.95521666606267,1.98507222202089,0.644472147254468,1.35,2.63854999939601,1010,719,3126135,6277.37951807229,3539.29505913762,32,11986,440495,3017.08904109589,1735.17541961745,26,5973
--- a/tests/data/processed/features/stz_event/empatica/phone_conversation.csv
+++ b/tests/data/processed/features/stz_event/empatica/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_event/empty/phone_conversation.csv
+++ b/tests/data/processed/features/stz_event/empty/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_event/fitbit/phone_conversation.csv
+++ b/tests/data/processed/features/stz_event/fitbit/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_event/ios/phone_conversation.csv
+++ b/tests/data/processed/features/stz_event/ios/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_frequency/android/phone_conversation.csv
+++ b/tests/data/processed/features/stz_frequency/android/phone_conversation.csv
@ -0,0 +1,55 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_minutessilence","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_timelastconversation","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicemaxenergy"
+"thirtyminutes0000#2020-03-08 00:00:00,2020-03-08 00:29:59","thirtyminutes0000","2020-03-08 00:00:00","2020-03-08 00:29:59",NA,0.2,0.116666666666667,0.0166666666666667,NA,NA,0.6,0.35,0.05,NA,0.0266666814814897,0.0155555641975357,0.00222222345679081,0,NA,NA,NA,0,NA,NA,94436,7869.66666666667,3169.33937289872,1967,11957,21125,3017.85714285714,1779.34242803078,592,4987
+"thirtyminutes0000#2020-11-01 00:00:00,2020-11-01 00:29:59","thirtyminutes0000","2020-11-01 00:00:00","2020-11-01 00:29:59",NA,0.2,0.116666666666667,0.0166666666666667,NA,NA,0.6,0.35,0.05,NA,0.0266666814814897,0.0155555641975357,0.00222222345679081,0,NA,NA,NA,0,NA,NA,94436,7869.66666666667,3169.33937289872,1967,11957,21125,3017.85714285714,1779.34242803078,592,4987
+"thirtyminutes0002#2020-03-06 01:00:00,2020-03-06 01:29:59","thirtyminutes0002","2020-03-06 01:00:00","2020-03-06 01:29:59",0.05,0.683333333333333,0.183333333333333,0.0666666666666667,1,0.0508474576271186,0.694915254237288,0.186440677966102,0.0677966101694915,0.00666667037037243,0.0911111617284232,0.0244444580246989,0.00888889382716324,0.718016664187113,0.718016664187113,NA,0.718016664187113,0.718016664187113,73,73,254984,6219.12195121951,3611.99537094887,559,11769,29248,2658.90909090909,1686.32716010538,61,4981
+"thirtyminutes0002#2020-03-07 01:00:00,2020-03-07 01:29:59","thirtyminutes0002","2020-03-07 01:00:00","2020-03-07 01:29:59",0.05,0.683333333333333,0.183333333333333,0.0666666666666667,1,0.0508474576271186,0.694915254237288,0.186440677966102,0.0677966101694915,0.00666667037037243,0.0911111617284232,0.0244444580246989,0.00888889382716324,1666.66666666667,1666.66666666667,NA,1666.66666666667,1666.66666666667,73,73,254984,6219.12195121951,3611.99537094887,559,11769,29248,2658.90909090909,1686.32716010538,61,4981
+"thirtyminutes0002#2020-03-09 01:00:00,2020-03-09 01:29:59","thirtyminutes0002","2020-03-09 01:00:00","2020-03-09 01:29:59",0.133333333333333,2.06666666666667,0.6,0.183333333333333,1,0.0446927374301676,0.692737430167598,0.201117318435754,0.0614525139664804,0.0177777876543265,0.27555570864206,0.0800000444444691,0.0244444580246989,2.28333333333333,2.28333333333333,NA,2.28333333333333,2.28333333333333,77,77,738382,5954.6935483871,3538.5841001422,267,11967,116954,3248.72222222222,1789.91462862835,69,5859
+"thirtyminutes0002#2020-10-30 01:00:00,2020-10-30 01:29:59","thirtyminutes0002","2020-10-30 01:00:00","2020-10-30 01:29:59",0.05,0.683333333333333,0.183333333333333,0.0666666666666667,1,0.0508474576271186,0.694915254237288,0.186440677966102,0.0677966101694915,0.00666667037037243,0.0911111617284232,0.0244444580246989,0.00888889382716324,0.718016664187113,0.718016664187113,NA,0.718016664187113,0.718016664187113,73,73,254984,6219.12195121951,3611.99537094887,559,11769,29248,2658.90909090909,1686.32716010538,61,4981
+"thirtyminutes0002#2020-10-31 01:00:00,2020-10-31 01:29:59","thirtyminutes0002","2020-10-31 01:00:00","2020-10-31 01:29:59",0.05,0.683333333333333,0.183333333333333,0.0666666666666667,1,0.0508474576271186,0.694915254237288,0.186440677966102,0.0677966101694915,0.00666667037037243,0.0911111617284232,0.0244444580246989,0.00888889382716324,1666.66666666667,1666.66666666667,NA,1666.66666666667,1666.66666666667,73,73,254984,6219.12195121951,3611.99537094887,559,11769,29248,2658.90909090909,1686.32716010538,61,4981
+"thirtyminutes0002#2020-11-02 01:00:00,2020-11-02 01:29:59","thirtyminutes0002","2020-11-02 01:00:00","2020-11-02 01:29:59",0.133333333333333,2.06666666666667,0.6,0.183333333333333,1,0.0446927374301676,0.692737430167598,0.201117318435754,0.0614525139664804,0.0177777876543265,0.27555570864206,0.0800000444444691,0.0244444580246989,2.28333333333333,2.28333333333333,NA,2.28333333333333,2.28333333333333,77,77,738382,5954.6935483871,3538.5841001422,267,11967,116954,3248.72222222222,1789.91462862835,69,5859
+"thirtyminutes0011#2020-03-06 05:30:00,2020-03-06 05:59:59","thirtyminutes0011","2020-03-06 05:30:00","2020-03-06 05:59:59",0.2,3.51666666666667,0.916666666666667,0.35,1,0.040133779264214,0.705685618729097,0.183946488294314,0.0702341137123746,0.0266666814814897,0.468889149382861,0.122222290123495,0.046666692592607,10.0464333335559,10.0464333335559,NA,10.0464333335559,10.0464333335559,359,359,1375453,6518.7345971564,3479.48376517021,50,11958,158276,2877.74545454545,1828.46456753952,159,5914
+"thirtyminutes0011#2020-03-07 05:30:00,2020-03-07 05:59:59","thirtyminutes0011","2020-03-07 05:30:00","2020-03-07 05:59:59",0.15,2.11666666666667,0.55,0.166666666666667,1,0.0502793296089385,0.709497206703911,0.184357541899441,0.0558659217877095,0.0200000111111173,0.282222379012433,0.0733333740740967,0.0222222345679081,10.05,10.05,NA,10.05,10.05,359,359,843439,6641.25196850394,3404.5491974115,79,11931,95430,2891.81818181818,1835.10548836003,267,5914
+"thirtyminutes0011#2020-10-30 05:30:00,2020-10-30 05:59:59","thirtyminutes0011","2020-10-30 05:30:00","2020-10-30 05:59:59",0.2,3.51666666666667,0.916666666666667,0.35,1,0.040133779264214,0.705685618729097,0.183946488294314,0.0702341137123746,0.0266666814814897,0.468889149382861,0.122222290123495,0.046666692592607,10.0464333335559,10.0464333335559,NA,10.0464333335559,10.0464333335559,359,359,1375453,6518.7345971564,3479.48376517021,50,11958,158276,2877.74545454545,1828.46456753952,159,5914
+"thirtyminutes0011#2020-10-31 05:30:00,2020-10-31 05:59:59","thirtyminutes0011","2020-10-31 05:30:00","2020-10-31 05:59:59",0.15,2.11666666666667,0.55,0.166666666666667,1,0.0502793296089385,0.709497206703911,0.184357541899441,0.0558659217877095,0.0200000111111173,0.282222379012433,0.0733333740740967,0.0222222345679081,10.05,10.05,NA,10.05,10.05,359,359,843439,6641.25196850394,3404.5491974115,79,11931,95430,2891.81818181818,1835.10548836003,267,5914
+"thirtyminutes0012#2020-03-06 06:00:00,2020-03-06 06:29:59","thirtyminutes0012","2020-03-06 06:00:00","2020-03-06 06:29:59",0.0166666666666667,0.55,0.133333333333333,0.0333333333333333,NA,0.0227272727272727,0.75,0.181818181818182,0.0454545454545455,0.00222222345679081,0.0733333740740967,0.0177777876543265,0.00444444691358162,0,NA,NA,NA,0,NA,NA,205237,6219.30303030303,3486.62605971776,470,11468,18261,2282.625,1954.05621629179,18,5494
+"thirtyminutes0012#2020-03-07 06:00:00,2020-03-07 06:29:59","thirtyminutes0012","2020-03-07 06:00:00","2020-03-07 06:29:59",0.0166666666666667,0.55,0.133333333333333,0.0333333333333333,NA,0.0227272727272727,0.75,0.181818181818182,0.0454545454545455,0.00222222345679081,0.0733333740740967,0.0177777876543265,0.00444444691358162,0,NA,NA,NA,0,NA,NA,205237,6219.30303030303,3486.62605971776,470,11468,18261,2282.625,1954.05621629179,18,5494
+"thirtyminutes0012#2020-03-08 06:00:00,2020-03-08 06:29:59","thirtyminutes0012","2020-03-08 06:00:00","2020-03-08 06:29:59",0.183333333333333,2.08333333333333,0.533333333333333,0.2,NA,0.0611111111111111,0.694444444444445,0.177777777777778,0.0666666666666667,0.0244444580246989,0.277777932098851,0.0711111506173059,0.0266666814814897,0,NA,NA,NA,0,NA,NA,761172,6089.376,3780.64082011366,32,11986,102083,3190.09375,1794.397668001,241,5755
+"thirtyminutes0012#2020-03-09 06:00:00,2020-03-09 06:29:59","thirtyminutes0012","2020-03-09 06:00:00","2020-03-09 06:29:59",0.35,3.56666666666667,0.966666666666667,0.316666666666667,NA,0.0673076923076923,0.685897435897436,0.185897435897436,0.0608974358974359,0.046666692592607,0.475555819753233,0.128888960493867,0.0422222456790254,0,NA,NA,NA,0,NA,NA,1329661,6213.36915887851,3654.61971833146,32,11986,193236,3331.65517241379,1766.04139102042,241,5858
+"thirtyminutes0012#2020-10-30 06:00:00,2020-10-30 06:29:59","thirtyminutes0012","2020-10-30 06:00:00","2020-10-30 06:29:59",0.0166666666666667,0.55,0.133333333333333,0.0333333333333333,NA,0.0227272727272727,0.75,0.181818181818182,0.0454545454545455,0.00222222345679081,0.0733333740740967,0.0177777876543265,0.00444444691358162,0,NA,NA,NA,0,NA,NA,205237,6219.30303030303,3486.62605971776,470,11468,18261,2282.625,1954.05621629179,18,5494
+"thirtyminutes0012#2020-10-31 06:00:00,2020-10-31 06:29:59","thirtyminutes0012","2020-10-31 06:00:00","2020-10-31 06:29:59",0.0166666666666667,0.55,0.133333333333333,0.0333333333333333,NA,0.0227272727272727,0.75,0.181818181818182,0.0454545454545455,0.00222222345679081,0.0733333740740967,0.0177777876543265,0.00444444691358162,0,NA,NA,NA,0,NA,NA,205237,6219.30303030303,3486.62605971776,470,11468,18261,2282.625,1954.05621629179,18,5494
+"thirtyminutes0012#2020-11-01 06:00:00,2020-11-01 06:29:59","thirtyminutes0012","2020-11-01 06:00:00","2020-11-01 06:29:59",0.183333333333333,2.08333333333333,0.533333333333333,0.2,NA,0.0611111111111111,0.694444444444445,0.177777777777778,0.0666666666666667,0.0244444580246989,0.277777932098851,0.0711111506173059,0.0266666814814897,0,NA,NA,NA,0,NA,NA,761172,6089.376,3780.64082011366,32,11986,102083,3190.09375,1794.397668001,241,5755
+"thirtyminutes0012#2020-11-02 06:00:00,2020-11-02 06:29:59","thirtyminutes0012","2020-11-02 06:00:00","2020-11-02 06:29:59",0.35,3.56666666666667,0.966666666666667,0.316666666666667,NA,0.0673076923076923,0.685897435897436,0.185897435897436,0.0608974358974359,0.046666692592607,0.475555819753233,0.128888960493867,0.0422222456790254,0,NA,NA,NA,0,NA,NA,1329661,6213.36915887851,3654.61971833146,32,11986,193236,3331.65517241379,1766.04139102042,241,5858
+"thirtyminutes0013#2020-03-07 06:30:00,2020-03-07 06:59:59","thirtyminutes0013","2020-03-07 06:30:00","2020-03-07 06:59:59",0.133333333333333,1.25,0.533333333333333,0.0666666666666667,1,0.0672268907563025,0.630252100840336,0.26890756302521,0.0336134453781513,0.0177777876543265,0.166666759259311,0.0711111506173059,0.00888889382716324,1.33333333333333,1.33333333333333,NA,1.33333333333333,1.33333333333333,392,392,459919,6132.25333333333,3609.22901886686,222,11920,98678,3083.6875,1557.76443284144,648,5974
+"thirtyminutes0013#2020-10-31 06:30:00,2020-10-31 06:59:59","thirtyminutes0013","2020-10-31 06:30:00","2020-10-31 06:59:59",0.133333333333333,1.25,0.533333333333333,0.0666666666666667,1,0.0672268907563025,0.630252100840336,0.26890756302521,0.0336134453781513,0.0177777876543265,0.166666759259311,0.0711111506173059,0.00888889382716324,1.33333333333333,1.33333333333333,NA,1.33333333333333,1.33333333333333,392,392,459919,6132.25333333333,3609.22901886686,222,11920,98678,3083.6875,1557.76443284144,648,5974
+"thirtyminutes0021#2020-03-06 10:30:00,2020-03-06 10:59:59","thirtyminutes0021","2020-03-06 10:30:00","2020-03-06 10:59:59",0.116666666666667,1.35,0.333333333333333,0.183333333333333,1,0.0588235294117647,0.680672268907563,0.168067226890756,0.092436974789916,0.0155555641975357,0.180000100000056,0.0444444691358162,0.0244444580246989,1.66509999831518,1.66509999831518,NA,1.66509999831518,1.66509999831518,656,656,474758,5861.20987654321,3158.11819251611,13,11825,63061,3153.05,1392.35402617672,381,5031
+"thirtyminutes0021#2020-10-30 10:30:00,2020-10-30 10:59:59","thirtyminutes0021","2020-10-30 10:30:00","2020-10-30 10:59:59",0.116666666666667,1.35,0.333333333333333,0.183333333333333,1,0.0588235294117647,0.680672268907563,0.168067226890756,0.092436974789916,0.0155555641975357,0.180000100000056,0.0444444691358162,0.0244444580246989,1.66509999831518,1.66509999831518,NA,1.66509999831518,1.66509999831518,656,656,474758,5861.20987654321,3158.11819251611,13,11825,63061,3153.05,1392.35402617672,381,5031
+"thirtyminutes0023#2020-03-08 11:30:00,2020-03-08 11:59:59","thirtyminutes0023","2020-03-08 11:30:00","2020-03-08 11:59:59",0.0333333333333333,0.683333333333333,0.25,0.0166666666666667,1,0.0338983050847458,0.694915254237288,0.254237288135593,0.0169491525423729,0.00444444691358162,0.0911111617284232,0.0333333518518621,0.00222222345679081,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,719,719,282076,6879.90243902439,3485.30422491981,352,11807,49970,3331.33333333333,1835.82486974683,39,5305
+"thirtyminutes0023#2020-03-09 11:30:00,2020-03-09 11:59:59","thirtyminutes0023","2020-03-09 11:30:00","2020-03-09 11:59:59",0.166666666666667,2.15,0.566666666666667,0.1,1,0.0558659217877095,0.720670391061452,0.189944134078212,0.0335195530726257,0.0222222345679081,0.286666825926014,0.0755555975308875,0.0133333407407449,2.51666666666667,2.51666666666667,NA,2.51666666666667,2.51666666666667,697,697,781135,6055.31007751938,3171.49771105479,228,11822,105592,3105.64705882353,1584.74442796332,152,5698
+"thirtyminutes0023#2020-11-01 11:30:00,2020-11-01 11:59:59","thirtyminutes0023","2020-11-01 11:30:00","2020-11-01 11:59:59",0.0333333333333333,0.683333333333333,0.25,0.0166666666666667,1,0.0338983050847458,0.694915254237288,0.254237288135593,0.0169491525423729,0.00444444691358162,0.0911111617284232,0.0333333518518621,0.00222222345679081,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,719,719,282076,6879.90243902439,3485.30422491981,352,11807,49970,3331.33333333333,1835.82486974683,39,5305
+"thirtyminutes0023#2020-11-02 11:30:00,2020-11-02 11:59:59","thirtyminutes0023","2020-11-02 11:30:00","2020-11-02 11:59:59",0.166666666666667,2.15,0.566666666666667,0.1,1,0.0558659217877095,0.720670391061452,0.189944134078212,0.0335195530726257,0.0222222345679081,0.286666825926014,0.0755555975308875,0.0133333407407449,2.51666666666667,2.51666666666667,NA,2.51666666666667,2.51666666666667,697,697,781135,6055.31007751938,3171.49771105479,228,11822,105592,3105.64705882353,1584.74442796332,152,5698
+"thirtyminutes0024#2020-03-06 12:00:00,2020-03-06 12:29:59","thirtyminutes0024","2020-03-06 12:00:00","2020-03-06 12:29:59",0.1,2.16666666666667,0.65,0.0833333333333333,NA,0.0333333333333333,0.722222222222222,0.216666666666667,0.0277777777777778,0.0133333407407449,0.288889049382805,0.0866667148148416,0.011111117283954,0,NA,NA,NA,0,NA,NA,775191,5963.00769230769,3542.32880412442,29,11960,127829,3277.66666666667,1878.36515329762,18,5769
+"thirtyminutes0024#2020-03-08 12:00:00,2020-03-08 12:29:59","thirtyminutes0024","2020-03-08 12:00:00","2020-03-08 12:29:59",0.2,2.26666666666667,0.466666666666667,0.0666666666666667,NA,0.0666666666666667,0.755555555555556,0.155555555555556,0.0222222222222222,0.0266666814814897,0.30222239012355,0.0622222567901427,0.00888889382716324,0,NA,NA,NA,0,NA,NA,829461,6098.97794117647,3360.43147023957,41,11740,70564,2520.14285714286,1499.05198966709,26,5725
+"thirtyminutes0024#2020-03-09 12:00:00,2020-03-09 12:29:59","thirtyminutes0024","2020-03-09 12:00:00","2020-03-09 12:29:59",0.15,1.5,0.333333333333333,0.0166666666666667,NA,0.075,0.75,0.166666666666667,0.00833333333333333,0.0200000111111173,0.200000111111173,0.0444444691358162,0.00222222345679081,0,NA,NA,NA,0,NA,NA,569829,6331.43333333333,3334.14120152182,538,11740,57869,2893.45,1474.51517366503,52,5725
+"thirtyminutes0024#2020-10-30 12:00:00,2020-10-30 12:29:59","thirtyminutes0024","2020-10-30 12:00:00","2020-10-30 12:29:59",0.1,2.16666666666667,0.65,0.0833333333333333,NA,0.0333333333333333,0.722222222222222,0.216666666666667,0.0277777777777778,0.0133333407407449,0.288889049382805,0.0866667148148416,0.011111117283954,0,NA,NA,NA,0,NA,NA,775191,5963.00769230769,3542.32880412442,29,11960,127829,3277.66666666667,1878.36515329762,18,5769
+"thirtyminutes0024#2020-11-01 12:00:00,2020-11-01 12:29:59","thirtyminutes0024","2020-11-01 12:00:00","2020-11-01 12:29:59",0.2,2.26666666666667,0.466666666666667,0.0666666666666667,NA,0.0666666666666667,0.755555555555556,0.155555555555556,0.0222222222222222,0.0266666814814897,0.30222239012355,0.0622222567901427,0.00888889382716324,0,NA,NA,NA,0,NA,NA,829461,6098.97794117647,3360.43147023957,41,11740,70564,2520.14285714286,1499.05198966709,26,5725
+"thirtyminutes0024#2020-11-02 12:00:00,2020-11-02 12:29:59","thirtyminutes0024","2020-11-02 12:00:00","2020-11-02 12:29:59",0.15,1.5,0.333333333333333,0.0166666666666667,NA,0.075,0.75,0.166666666666667,0.00833333333333333,0.0200000111111173,0.200000111111173,0.0444444691358162,0.00222222345679081,0,NA,NA,NA,0,NA,NA,569829,6331.43333333333,3334.14120152182,538,11740,57869,2893.45,1474.51517366503,52,5725
+"thirtyminutes0025#2020-03-07 12:30:00,2020-03-07 12:59:59","thirtyminutes0025","2020-03-07 12:30:00","2020-03-07 12:59:59",0.283333333333333,1.78333333333333,0.783333333333333,0.133333333333333,1,0.0949720670391061,0.597765363128492,0.262569832402235,0.0446927374301676,0.0377777987654438,0.237777909876617,0.104444502469168,0.0177777876543265,2.21666666666667,2.21666666666667,NA,2.21666666666667,2.21666666666667,768,768,651511,6088.88785046729,3361.1700745905,117,11613,147681,3142.14893617021,1650.99227052576,113,5839
+"thirtyminutes0025#2020-10-31 12:30:00,2020-10-31 12:59:59","thirtyminutes0025","2020-10-31 12:30:00","2020-10-31 12:59:59",0.283333333333333,1.78333333333333,0.783333333333333,0.133333333333333,1,0.0949720670391061,0.597765363128492,0.262569832402235,0.0446927374301676,0.0377777987654438,0.237777909876617,0.104444502469168,0.0177777876543265,2.21666666666667,2.21666666666667,NA,2.21666666666667,2.21666666666667,768,768,651511,6088.88785046729,3361.1700745905,117,11613,147681,3142.14893617021,1650.99227052576,113,5839
+"thirtyminutes0033#2020-03-07 16:30:00,2020-03-07 16:59:59","thirtyminutes0033","2020-03-07 16:30:00","2020-03-07 16:59:59",0.15,1.76666666666667,0.566666666666667,0.133333333333333,1,0.0573248407643312,0.67515923566879,0.21656050955414,0.0509554140127388,0.0200000111111173,0.235555686419826,0.0755555975308875,0.0177777876543265,1.96666666666667,1.96666666666667,NA,1.96666666666667,1.96666666666667,1010,1010,653815,6168.06603773585,3582.47817995912,173,11849,107647,3166.08823529412,1862.66987214178,397,5973
+"thirtyminutes0033#2020-03-08 16:30:00,2020-03-08 16:59:59","thirtyminutes0033","2020-03-08 16:30:00","2020-03-08 16:59:59",0.0666666666666667,1.21666666666667,0.45,0.116666666666667,NA,0.036036036036036,0.657657657657658,0.243243243243243,0.0630630630630631,0.00888889382716324,0.162222312345729,0.0600000333333519,0.0155555641975357,0,NA,NA,NA,0,NA,NA,416257,5702.15068493151,3393.60065937523,130,11994,78328,2901.03703703704,1602.42608089401,266,5896
+"thirtyminutes0033#2020-10-31 16:30:00,2020-10-31 16:59:59","thirtyminutes0033","2020-10-31 16:30:00","2020-10-31 16:59:59",0.15,1.76666666666667,0.566666666666667,0.133333333333333,1,0.0573248407643312,0.67515923566879,0.21656050955414,0.0509554140127388,0.0200000111111173,0.235555686419826,0.0755555975308875,0.0177777876543265,1.96666666666667,1.96666666666667,NA,1.96666666666667,1.96666666666667,1010,1010,653815,6168.06603773585,3582.47817995912,173,11849,107647,3166.08823529412,1862.66987214178,397,5973
+"thirtyminutes0033#2020-11-01 16:30:00,2020-11-01 16:59:59","thirtyminutes0033","2020-11-01 16:30:00","2020-11-01 16:59:59",0.0666666666666667,1.21666666666667,0.45,0.116666666666667,NA,0.036036036036036,0.657657657657658,0.243243243243243,0.0630630630630631,0.00888889382716324,0.162222312345729,0.0600000333333519,0.0155555641975357,0,NA,NA,NA,0,NA,NA,416257,5702.15068493151,3393.60065937523,130,11994,78328,2901.03703703704,1602.42608089401,266,5896
+"thirtyminutes0034#2020-03-06 17:00:00,2020-03-06 17:29:59","thirtyminutes0034","2020-03-06 17:00:00","2020-03-06 17:29:59",0.166666666666667,2,0.666666666666667,0.15,1,0.0558659217877095,0.670391061452514,0.223463687150838,0.0502793296089385,0.0222222345679081,0.266666814814897,0.0888889382716324,0.0200000111111173,3.96938333511353,3.96938333511353,NA,3.96938333511353,3.96938333511353,1032,1032,727058,6058.81666666667,3842.84937829441,15,11869,117111,2927.775,1645.55094799155,53,5880
+"thirtyminutes0034#2020-03-09 17:00:00,2020-03-09 17:29:59","thirtyminutes0034","2020-03-09 17:00:00","2020-03-09 17:29:59",0.116666666666667,1.2,0.383333333333333,0.1,1,0.0648148148148148,0.666666666666667,0.212962962962963,0.0555555555555556,0.0155555641975357,0.160000088888938,0.0511111395061886,0.0133333407407449,5.23333333333333,5.23333333333333,NA,5.23333333333333,5.23333333333333,1022,1022,429521,5965.56944444444,3728.39862851838,155,11984,81896,3560.69565217391,1939.29432889161,61,5965
+"thirtyminutes0034#2020-10-30 17:00:00,2020-10-30 17:29:59","thirtyminutes0034","2020-10-30 17:00:00","2020-10-30 17:29:59",0.166666666666667,2,0.666666666666667,0.15,1,0.0558659217877095,0.670391061452514,0.223463687150838,0.0502793296089385,0.0222222345679081,0.266666814814897,0.0888889382716324,0.0200000111111173,3.96938333511353,3.96938333511353,NA,3.96938333511353,3.96938333511353,1032,1032,727058,6058.81666666667,3842.84937829441,15,11869,117111,2927.775,1645.55094799155,53,5880
+"thirtyminutes0034#2020-11-02 17:00:00,2020-11-02 17:29:59","thirtyminutes0034","2020-11-02 17:00:00","2020-11-02 17:29:59",0.116666666666667,1.2,0.383333333333333,0.1,1,0.0648148148148148,0.666666666666667,0.212962962962963,0.0555555555555556,0.0155555641975357,0.160000088888938,0.0511111395061886,0.0133333407407449,5.23333333333333,5.23333333333333,NA,5.23333333333333,5.23333333333333,1022,1022,429521,5965.56944444444,3728.39862851838,155,11984,81896,3560.69565217391,1939.29432889161,61,5965
+"thirtyminutes0036#2020-03-06 18:00:00,2020-03-06 18:29:59","thirtyminutes0036","2020-03-06 18:00:00","2020-03-06 18:29:59",NA,0.266666666666667,0.0333333333333333,NA,NA,NA,0.888888888888889,0.111111111111111,NA,NA,0.0355555753086529,0.00444444691358162,NA,0,NA,NA,NA,0,NA,NA,106737,6671.0625,2425.13151447504,795,9865,10331,5165.5,351.432070249714,4917,5414
+"thirtyminutes0036#2020-10-30 18:00:00,2020-10-30 18:29:59","thirtyminutes0036","2020-10-30 18:00:00","2020-10-30 18:29:59",NA,0.266666666666667,0.0333333333333333,NA,NA,NA,0.888888888888889,0.111111111111111,NA,NA,0.0355555753086529,0.00444444691358162,NA,0,NA,NA,NA,0,NA,NA,106737,6671.0625,2425.13151447504,795,9865,10331,5165.5,351.432070249714,4917,5414
+"thirtyminutes0039#2020-03-08 19:30:00,2020-03-08 19:59:59","thirtyminutes0039","2020-03-08 19:30:00","2020-03-08 19:59:59",0.1,2.1,0.716666666666667,0.0666666666666667,NA,0.0335195530726257,0.70391061452514,0.240223463687151,0.0223463687150838,0.0133333407407449,0.280000155555642,0.0955556086420048,0.00888889382716324,0,NA,NA,NA,0,NA,NA,737899,5856.34126984127,3586.7682415516,65,11872,138265,3215.46511627907,1685.61227181609,344,5791
+"thirtyminutes0039#2020-03-09 19:30:00,2020-03-09 19:59:59","thirtyminutes0039","2020-03-09 19:30:00","2020-03-09 19:59:59",0.1,2.1,0.716666666666667,0.0666666666666667,NA,0.0335195530726257,0.70391061452514,0.240223463687151,0.0223463687150838,0.0133333407407449,0.280000155555642,0.0955556086420048,0.00888889382716324,0,NA,NA,NA,0,NA,NA,737899,5856.34126984127,3586.7682415516,65,11872,138265,3215.46511627907,1685.61227181609,344,5791
+"thirtyminutes0039#2020-11-01 19:30:00,2020-11-01 19:59:59","thirtyminutes0039","2020-11-01 19:30:00","2020-11-01 19:59:59",0.1,2.1,0.716666666666667,0.0666666666666667,NA,0.0335195530726257,0.70391061452514,0.240223463687151,0.0223463687150838,0.0133333407407449,0.280000155555642,0.0955556086420048,0.00888889382716324,0,NA,NA,NA,0,NA,NA,737899,5856.34126984127,3586.7682415516,65,11872,138265,3215.46511627907,1685.61227181609,344,5791
+"thirtyminutes0039#2020-11-02 19:30:00,2020-11-02 19:59:59","thirtyminutes0039","2020-11-02 19:30:00","2020-11-02 19:59:59",0.1,2.1,0.716666666666667,0.0666666666666667,NA,0.0335195530726257,0.70391061452514,0.240223463687151,0.0223463687150838,0.0133333407407449,0.280000155555642,0.0955556086420048,0.00888889382716324,0,NA,NA,NA,0,NA,NA,737899,5856.34126984127,3586.7682415516,65,11872,138265,3215.46511627907,1685.61227181609,344,5791
+"thirtyminutes0040#2020-03-06 20:00:00,2020-03-06 20:29:59","thirtyminutes0040","2020-03-06 20:00:00","2020-03-06 20:29:59",0.0833333333333333,1.01666666666667,0.433333333333333,0.0833333333333333,1,0.0515463917525773,0.628865979381443,0.268041237113402,0.0515463917525773,0.011111117283954,0.135555630864239,0.057777809876561,0.011111117283954,1.35104999939601,1.35104999939601,NA,1.35104999939601,1.35104999939601,1204,1204,399842,6554.7868852459,3593.75383647217,255,11958,77879,2995.34615384615,1709.76456723861,116,5801
+"thirtyminutes0040#2020-03-07 20:00:00,2020-03-07 20:29:59","thirtyminutes0040","2020-03-07 20:00:00","2020-03-07 20:29:59",0.0833333333333333,1.3,0.5,0.1,1,0.0420168067226891,0.65546218487395,0.252100840336134,0.0504201680672269,0.011111117283954,0.173333429629683,0.0666667037037243,0.0133333407407449,1.35,1.35,NA,1.35,1.35,1204,1204,505175,6476.60256410256,3468.7579061419,255,11958,89106,2970.2,1714.36781149888,116,5801
+"thirtyminutes0040#2020-10-30 20:00:00,2020-10-30 20:29:59","thirtyminutes0040","2020-10-30 20:00:00","2020-10-30 20:29:59",0.0833333333333333,1.01666666666667,0.433333333333333,0.0833333333333333,1,0.0515463917525773,0.628865979381443,0.268041237113402,0.0515463917525773,0.011111117283954,0.135555630864239,0.057777809876561,0.011111117283954,1.35104999939601,1.35104999939601,NA,1.35104999939601,1.35104999939601,1204,1204,399842,6554.7868852459,3593.75383647217,255,11958,77879,2995.34615384615,1709.76456723861,116,5801
+"thirtyminutes0040#2020-10-31 20:00:00,2020-10-31 20:29:59","thirtyminutes0040","2020-10-31 20:00:00","2020-10-31 20:29:59",0.0833333333333333,1.3,0.5,0.1,1,0.0420168067226891,0.65546218487395,0.252100840336134,0.0504201680672269,0.011111117283954,0.173333429629683,0.0666667037037243,0.0133333407407449,1.35,1.35,NA,1.35,1.35,1204,1204,505175,6476.60256410256,3468.7579061419,255,11958,89106,2970.2,1714.36781149888,116,5801
--- a/tests/data/processed/features/stz_frequency/empatica/phone_conversation.csv
+++ b/tests/data/processed/features/stz_frequency/empatica/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_frequency/empty/phone_conversation.csv
+++ b/tests/data/processed/features/stz_frequency/empty/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_frequency/fitbit/phone_conversation.csv
+++ b/tests/data/processed/features/stz_frequency/fitbit/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_frequency/ios/phone_conversation.csv
+++ b/tests/data/processed/features/stz_frequency/ios/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_periodic/android/phone_conversation.csv
+++ b/tests/data/processed/features/stz_periodic/android/phone_conversation.csv
@ -0,0 +1,29 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_minutessilence","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_timelastconversation","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicemaxenergy"
+"daily#2020-03-06 00:00:00,2020-03-06 23:59:59","daily","2020-03-06 00:00:00","2020-03-06 23:59:59",0.733333333333333,11.55,3.35,0.95,5,0.0442211055276382,0.696482412060302,0.202010050251256,0.057286432160804,0.00203703706061385,0.0320833337046682,0.00930555566325875,0.00263888891943158,17.7499833305677,3.54999666611354,3.83366297341331,0.718016664187113,10.0464333335559,73,1204,4319260,6232.69841269841,3513.24837829382,13,11960,601996,2995.00497512438,1738.82054133689,18,5914
+"daily#2020-03-07 00:00:00,2020-03-07 23:59:59","daily","2020-03-07 00:00:00","2020-03-07 23:59:59",0.866666666666667,9.45,3.25,0.7,6,0.0607476635514019,0.662383177570093,0.227803738317757,0.0490654205607477,0.00240740743527092,0.0262500003038194,0.00902777788226595,0.00194444446694959,1683.58333333333,280.597222222222,679.040846375457,1.33333333333333,1666.66666666667,73,1204,3574080,6303.49206349206,3474.62269139424,79,11958,586051,3005.38974358974,1715.87983859967,18,5974
+"daily#2020-03-08 00:00:00,2020-03-08 23:59:59","daily","2020-03-08 00:00:00","2020-03-08 23:59:59",0.583333333333333,8.55,2.53333333333333,0.483333333333333,1,0.0480109739368999,0.703703703703704,0.208504801097394,0.0397805212620027,0.00169082127645919,0.024782608994959,0.00734299525776564,0.00140096620049476,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,719,719,3121301,6084.40740740741,3538.84202013323,32,11994,460335,3028.51973684211,1675.99877495409,26,5896
+"daily#2020-03-09 00:00:00,2020-03-09 23:59:59","daily","2020-03-09 00:00:00","2020-03-09 23:59:59",1.01666666666667,12.5833333333333,3.56666666666667,0.783333333333333,3,0.0566388115134633,0.701021355617456,0.198700092850511,0.0436397400185701,0.00282407410676012,0.0349537041082605,0.00990740752207648,0.00217592595111025,10.0333333333333,3.34444444444444,1.63998080386236,2.28333333333333,5.23333333333333,77,1022,4586427,6074.73774834437,3507.42019427335,32,11986,693812,3242.11214953271,1708.94601033405,52,5965
+"daily#2020-10-30 00:00:00,2020-10-30 23:59:59","daily","2020-10-30 00:00:00","2020-10-30 23:59:59",0.733333333333333,11.55,3.35,0.95,5,0.0442211055276382,0.696482412060302,0.202010050251256,0.057286432160804,0.00203703706061385,0.0320833337046682,0.00930555566325875,0.00263888891943158,17.7499833305677,3.54999666611354,3.83366297341331,0.718016664187113,10.0464333335559,73,1204,4319260,6232.69841269841,3513.24837829382,13,11960,601996,2995.00497512438,1738.82054133689,18,5914
+"daily#2020-10-31 00:00:00,2020-10-31 23:59:59","daily","2020-10-31 00:00:00","2020-10-31 23:59:59",0.866666666666667,9.45,3.25,0.7,6,0.0607476635514019,0.662383177570093,0.227803738317757,0.0490654205607477,0.00240740743527092,0.0262500003038194,0.00902777788226595,0.00194444446694959,1683.58333333333,280.597222222222,679.040846375457,1.33333333333333,1666.66666666667,73,1204,3574080,6303.49206349206,3474.62269139424,79,11958,586051,3005.38974358974,1715.87983859967,18,5974
+"daily#2020-11-01 00:00:00,2020-11-01 23:59:59","daily","2020-11-01 00:00:00","2020-11-01 23:59:59",0.583333333333333,8.55,2.53333333333333,0.483333333333333,1,0.0480109739368999,0.703703703703704,0.208504801097394,0.0397805212620027,0.00155555557283951,0.0228000002533333,0.00675555563061728,0.00128888890320988,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,719,719,3121301,6084.40740740741,3538.84202013323,32,11994,460335,3028.51973684211,1675.99877495409,26,5896
+"daily#2020-11-02 00:00:00,2020-11-02 23:59:59","daily","2020-11-02 00:00:00","2020-11-02 23:59:59",1.01666666666667,12.5833333333333,3.56666666666667,0.783333333333333,3,0.0566388115134633,0.701021355617456,0.198700092850511,0.0436397400185701,0.00282407410676012,0.0349537041082605,0.00990740752207648,0.00217592595111025,10.0333333333333,3.34444444444444,1.63998080386236,2.28333333333333,5.23333333333333,77,1022,4586427,6074.73774834437,3507.42019427335,32,11986,693812,3242.11214953271,1708.94601033405,52,5965
+"morning#2020-03-06 06:00:00,2020-03-06 11:59:59","morning","2020-03-06 06:00:00","2020-03-06 11:59:59",0.133333333333333,1.9,0.466666666666667,0.216666666666667,1,0.049079754601227,0.699386503067485,0.171779141104294,0.0797546012269939,0.00148148155006859,0.0211111120884774,0.00518518542524007,0.00240740751886146,1.66509999831518,1.66509999831518,NA,1.66509999831518,1.66509999831518,656,656,679995,5964.86842105263,3245.02815759674,13,11825,81322,2904.35714285714,1585.72409477876,18,5494
+"morning#2020-03-07 06:00:00,2020-03-07 11:59:59","morning","2020-03-07 06:00:00","2020-03-07 11:59:59",0.15,1.8,0.666666666666667,0.1,1,0.0552147239263804,0.662576687116564,0.245398773006135,0.0368098159509202,0.00166666674382716,0.020000000925926,0.00740740775034295,0.00111111116255144,1.33333333333333,1.33333333333333,NA,1.33333333333333,1.33333333333333,392,392,665156,6158.85185185185,3556.15451714484,222,11920,116939,2923.475,1649.09274182923,18,5974
+"morning#2020-03-08 06:00:00,2020-03-08 11:59:59","morning","2020-03-08 06:00:00","2020-03-08 11:59:59",0.216666666666667,2.76666666666667,0.783333333333333,0.216666666666667,1,0.0543933054393305,0.694560669456067,0.196652719665272,0.0543933054393305,0.00240740751886146,0.0307407421639232,0.00870370410665297,0.00240740751886146,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,719,719,1043248,6284.6265060241,3715.28378037906,32,11986,152053,3235.17021276596,1788.87276042945,39,5755
+"morning#2020-03-09 06:00:00,2020-03-09 11:59:59","morning","2020-03-09 06:00:00","2020-03-09 11:59:59",0.516666666666667,5.71666666666667,1.53333333333333,0.416666666666667,1,0.0631364562118126,0.69857433808554,0.187372708757637,0.0509164969450102,0.00574074100651579,0.0635185214591908,0.0170370378257888,0.00462962984396435,2.51666666666667,2.51666666666667,NA,2.51666666666667,2.51666666666667,697,697,2110796,6153.92419825073,3476.89359405961,32,11986,298828,3248.13043478261,1695.98426294658,152,5858
+"morning#2020-10-30 06:00:00,2020-10-30 11:59:59","morning","2020-10-30 06:00:00","2020-10-30 11:59:59",0.133333333333333,1.9,0.466666666666667,0.216666666666667,1,0.049079754601227,0.699386503067485,0.171779141104294,0.0797546012269939,0.00148148155006859,0.0211111120884774,0.00518518542524007,0.00240740751886146,1.66509999831518,1.66509999831518,NA,1.66509999831518,1.66509999831518,656,656,679995,5964.86842105263,3245.02815759674,13,11825,81322,2904.35714285714,1585.72409477876,18,5494
+"morning#2020-10-31 06:00:00,2020-10-31 11:59:59","morning","2020-10-31 06:00:00","2020-10-31 11:59:59",0.15,1.8,0.666666666666667,0.1,1,0.0552147239263804,0.662576687116564,0.245398773006135,0.0368098159509202,0.00166666674382716,0.020000000925926,0.00740740775034295,0.00111111116255144,1.33333333333333,1.33333333333333,NA,1.33333333333333,1.33333333333333,392,392,665156,6158.85185185185,3556.15451714484,222,11920,116939,2923.475,1649.09274182923,18,5974
+"morning#2020-11-01 06:00:00,2020-11-01 11:59:59","morning","2020-11-01 06:00:00","2020-11-01 11:59:59",0.216666666666667,2.76666666666667,0.783333333333333,0.216666666666667,1,0.0543933054393305,0.694560669456067,0.196652719665272,0.0543933054393305,0.00240740751886146,0.0307407421639232,0.00870370410665297,0.00240740751886146,2.63854999939601,2.63854999939601,NA,2.63854999939601,2.63854999939601,719,719,1043248,6284.6265060241,3715.28378037906,32,11986,152053,3235.17021276596,1788.87276042945,39,5755
+"morning#2020-11-02 06:00:00,2020-11-02 11:59:59","morning","2020-11-02 06:00:00","2020-11-02 11:59:59",0.516666666666667,5.71666666666667,1.53333333333333,0.416666666666667,1,0.0631364562118126,0.69857433808554,0.187372708757637,0.0509164969450102,0.00574074100651579,0.0635185214591908,0.0170370378257888,0.00462962984396435,2.51666666666667,2.51666666666667,NA,2.51666666666667,2.51666666666667,697,697,2110796,6153.92419825073,3476.89359405961,32,11986,298828,3248.13043478261,1695.98426294658,152,5858
+"threeday#2020-03-06 00:00:00,2020-03-08 23:59:59","threeday","2020-03-06 00:00:00","2020-03-08 23:59:59",2.18333333333333,29.55,9.13333333333333,2.13333333333333,12,0.0507751937984496,0.687209302325581,0.212403100775194,0.0496124031007752,0.002050078255282,0.0277464789817937,0.00857589987705751,0.00200312989829081,1703.9718666633,141.997655555275,480.157163092653,0.718016664187113,1666.66666666667,73,719,11014641,6212.43147208122,3507.48899324964,13,11994,1648382,3007.99635036496,1710.34954037497,18,5974
+"threeday#2020-03-07 00:00:00,2020-03-09 23:59:59","threeday","2020-03-07 00:00:00","2020-03-09 23:59:59",2.46666666666667,30.5833333333333,9.35,1.96666666666667,10,0.0555972952667168,0.689331329827198,0.210743801652893,0.0443275732531931,0.00231611894489874,0.0287167450262783,0.00877934275735267,0.00184663537498684,1696.25521666606,169.625521666606,526.013189830811,1.33333333333333,1666.66666666667,73,1022,11281808,6148.1242506812,3505.78606309814,32,11994,1740198,3101.95721925134,1703.06741591945,18,5974
+"threeday#2020-03-08 00:00:00,2020-03-10 23:59:59","threeday","2020-03-08 00:00:00","2020-03-10 23:59:59",1.6,21.1333333333333,6.1,1.26666666666667,4,0.053156146179402,0.702104097452935,0.20265780730897,0.0420819490586932,0.0015023474237181,0.0198435055549433,0.00572769955292527,0.00118935837711017,12.6718833327293,3.16797083318234,1.38477306200171,2.28333333333333,5.23333333333333,719,1022,7707728,6078.64984227129,3518.77545120884,32,11994,1154147,3153.40710382514,1696.30953360889,26,5965
+"threeday#2020-03-09 00:00:00,2020-03-11 23:59:59","threeday","2020-03-09 00:00:00","2020-03-11 23:59:59",1.01666666666667,12.5833333333333,3.56666666666667,0.783333333333333,3,0.0566388115134633,0.701021355617456,0.198700092850511,0.0436397400185701,0.00094135802832314,0.011651234612852,0.00330246914854348,0.000725308644773567,10.0333333333333,3.34444444444444,1.63998080386236,2.28333333333333,5.23333333333333,77,1022,4586427,6074.73774834437,3507.42019427335,32,11986,693812,3242.11214953271,1708.94601033405,52,5965
+"threeday#2020-10-28 00:00:00,2020-10-30 23:59:59","threeday","2020-10-28 00:00:00","2020-10-30 23:59:59",0.733333333333333,11.55,3.35,0.95,5,0.0442211055276382,0.696482412060302,0.202010050251256,0.057286432160804,0.000679012348298659,0.0106944444857039,0.00310185186381887,0.000879629633023262,17.7499833305677,3.54999666611354,3.83366297341331,0.718016664187113,10.0464333335559,73,1204,4319260,6232.69841269841,3513.24837829382,13,11960,601996,2995.00497512438,1738.82054133689,18,5914
+"threeday#2020-10-29 00:00:00,2020-10-31 23:59:59","threeday","2020-10-29 00:00:00","2020-10-31 23:59:59",1.6,21,6.6,1.65,11,0.0518638573743922,0.680713128038898,0.213938411669368,0.053484602917342,0.00148148148719707,0.0194444445194616,0.00611111113468793,0.00152777778367198,1701.3333166639,154.666665151264,501.485135553799,0.718016664187113,1666.66666666667,73,1204,7893340,6264.55555555556,3494.7116665522,13,11960,1188047,3000.11868686869,1725.38259299405,18,5974
+"threeday#2020-10-30 00:00:00,2020-11-01 23:59:59","threeday","2020-10-30 00:00:00","2020-11-01 23:59:59",2.18333333333333,29.55,9.13333333333333,2.13333333333333,12,0.0507751937984496,0.687209302325581,0.212403100775194,0.0496124031007752,0.0019939117275263,0.0269863014725506,0.00834094371514819,0.00194824962689593,1703.9718666633,141.997655555275,480.157163092653,0.718016664187113,1666.66666666667,73,719,11014641,6212.43147208122,3507.48899324964,13,11994,1648382,3007.99635036496,1710.34954037497,18,5974
+"threeday#2020-10-31 00:00:00,2020-11-02 23:59:59","threeday","2020-10-31 00:00:00","2020-11-02 23:59:59",2.46666666666667,30.5833333333333,9.35,1.96666666666667,10,0.0555972952667168,0.689331329827198,0.210743801652893,0.0443275732531931,0.00225266363109842,0.0279299848855783,0.00853881281787981,0.00179604262479468,1696.25521666606,169.625521666606,526.013189830811,1.33333333333333,1666.66666666667,73,1022,11281808,6148.1242506812,3505.78606309814,32,11994,1740198,3101.95721925134,1703.06741591945,18,5974
+"threeday#2020-11-01 00:00:00,2020-11-03 23:59:59","threeday","2020-11-01 00:00:00","2020-11-03 23:59:59",1.6,21.1333333333333,6.1,1.26666666666667,4,0.053156146179402,0.702104097452935,0.20265780730897,0.0420819490586932,0.00146118722017195,0.0192998478664378,0.00557077627690554,0.00115677321596946,12.6718833327293,3.16797083318234,1.38477306200171,2.28333333333333,5.23333333333333,719,1022,7707728,6078.64984227129,3518.77545120884,32,11994,1154147,3153.40710382514,1696.30953360889,26,5965
+"threeday#2020-11-02 00:00:00,2020-11-04 23:59:59","threeday","2020-11-02 00:00:00","2020-11-04 23:59:59",1.01666666666667,12.5833333333333,3.56666666666667,0.783333333333333,3,0.0566388115134633,0.701021355617456,0.198700092850511,0.0436397400185701,0.00094135802832314,0.011651234612852,0.00330246914854348,0.000725308644773567,10.0333333333333,3.34444444444444,1.63998080386236,2.28333333333333,5.23333333333333,77,1022,4586427,6074.73774834437,3507.42019427335,32,11986,693812,3242.11214953271,1708.94601033405,52,5965
+"weekend#2020-03-06 00:00:00,2020-03-08 23:59:59","weekend","2020-03-06 00:00:00","2020-03-08 23:59:59",2.18333333333333,29.55,9.13333333333333,2.13333333333333,12,0.0507751937984496,0.687209302325581,0.212403100775194,0.0496124031007752,0.002050078255282,0.0277464789817937,0.00857589987705751,0.00200312989829081,1703.9718666633,141.997655555275,480.157163092653,0.718016664187113,1666.66666666667,73,719,11014641,6212.43147208122,3507.48899324964,13,11994,1648382,3007.99635036496,1710.34954037497,18,5974
+"weekend#2020-10-30 00:00:00,2020-11-01 23:59:59","weekend","2020-10-30 00:00:00","2020-11-01 23:59:59",2.18333333333333,29.55,9.13333333333333,2.13333333333333,12,0.0507751937984496,0.687209302325581,0.212403100775194,0.0496124031007752,0.0019939117275263,0.0269863014725506,0.00834094371514819,0.00194824962689593,1703.9718666633,141.997655555275,480.157163092653,0.718016664187113,1666.66666666667,73,719,11014641,6212.43147208122,3507.48899324964,13,11994,1648382,3007.99635036496,1710.34954037497,18,5974
--- a/tests/data/processed/features/stz_periodic/empatica/phone_conversation.csv
+++ b/tests/data/processed/features/stz_periodic/empatica/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_periodic/empty/phone_conversation.csv
+++ b/tests/data/processed/features/stz_periodic/empty/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_periodic/fitbit/phone_conversation.csv
+++ b/tests/data/processed/features/stz_periodic/fitbit/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/data/processed/features/stz_periodic/ios/phone_conversation.csv
+++ b/tests/data/processed/features/stz_periodic/ios/phone_conversation.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"
--- a/tests/settings/mtz_event_config.yaml
+++ b/tests/settings/mtz_event_config.yaml
@ -175,7 +175,7 @@ PHONE_CALLS:
  CONTAINER: phone_calls_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      CALL_TYPES: [missed, incoming, outgoing]
      FEATURES:
        missed:  [count, distinctcontacts, timefirstcall, timelastcall, countmostfrequentcontact]
@ -190,7 +190,7 @@ PHONE_CONVERSATION:
    IOS: phone_conversation_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: FALSE
+      COMPUTE: True
      FEATURES: ["minutessilence", "minutesnoise", "minutesvoice", "minutesunknown","sumconversationduration","avgconversationduration",
    "sdconversationduration","minconversationduration","maxconversationduration","timefirstconversation","timelastconversation","noisesumenergy",
    "noiseavgenergy","noisesdenergy","noiseminenergy","noisemaxenergy","voicesumenergy",
@ -216,7 +216,7 @@ PHONE_KEYBOARD:
  CONTAINER: phone_keyboard_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["sessioncount","averageinterkeydelay","averagesessionlength","changeintextlengthlessthanminusone","changeintextlengthequaltominusone","changeintextlengthequaltoone","changeintextlengthmorethanone","maxtextlength","lastmessagelength","totalkeyboardtouches"]
      SRC_SCRIPT: src/features/phone_keyboard/rapids/main.py

@ -238,7 +238,7 @@ PHONE_LOCATIONS:
  
  PROVIDERS:
    DORYAB:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["locationvariance","loglocationvariance","totaldistance","avgspeed","varspeed", "numberofsignificantplaces","numberlocationtransitions","radiusgyration","timeattop1location","timeattop2location","timeattop3location","movingtostaticratio","outlierstimepercent","maxlengthstayatclusters","minlengthstayatclusters","avglengthstayatclusters","stdlengthstayatclusters","locationentropy","normalizedlocationentropy","timeathome"]
      ACCURACY_LIMIT: 100 # meters, drops location coordinates with an accuracy higher than this. This number means there's a 68% probability the true location is within this radius
      DBSCAN_EPS: 10 # meters
@ -343,7 +343,7 @@ FITBIT_CALORIES_INTRADAY:
  CONTAINER: fitbit_calories_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      EPISODE_TYPE: [sedentary, lightlyactive, fairlyactive, veryactive, mvpa, lowmet, highmet]
      EPISODE_TIME_THRESHOLD: 5 # minutes
      EPISODE_MET_THRESHOLD: 3
@ -386,7 +386,7 @@ FITBIT_SLEEP_SUMMARY:
  CONTAINER: fitbit_sleep_summary_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["firstwaketime", "lastwaketime", "firstbedtime", "lastbedtime", "countepisode", "avgefficiency", "sumdurationafterwakeup", "sumdurationasleep", "sumdurationawake", "sumdurationtofallasleep", "sumdurationinbed", "avgdurationafterwakeup", "avgdurationasleep", "avgdurationawake", "avgdurationtofallasleep", "avgdurationinbed"]
      SLEEP_TYPES: ["main", "nap", "all"]
      SRC_SCRIPT: src/features/fitbit_sleep_summary/rapids/main.py
@ -396,7 +396,7 @@ FITBIT_SLEEP_INTRADAY:
  CONTAINER: fitbit_sleep_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES:
        LEVELS_AND_TYPES: [countepisode, sumduration, maxduration, minduration, avgduration, medianduration, stdduration]
        RATIOS_TYPE: [count, duration]
@ -410,7 +410,7 @@ FITBIT_SLEEP_INTRADAY:
      SRC_SCRIPT: src/features/fitbit_sleep_intraday/rapids/main.py
  
    PRICE:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: [avgduration, avgratioduration, avgstarttimeofepisodemain, avgendtimeofepisodemain, avgmidpointofepisodemain, stdstarttimeofepisodemain, stdendtimeofepisodemain, stdmidpointofepisodemain, socialjetlag, rmssdmeanstarttimeofepisodemain, rmssdmeanendtimeofepisodemain, rmssdmeanmidpointofepisodemain, rmssdmedianstarttimeofepisodemain, rmssdmedianendtimeofepisodemain, rmssdmedianmidpointofepisodemain]
      SLEEP_LEVELS:
        INCLUDE_ALL_GROUPS: True
--- a/tests/settings/mtz_frequency_config.yaml
+++ b/tests/settings/mtz_frequency_config.yaml
@ -175,7 +175,7 @@ PHONE_CALLS:
  CONTAINER: phone_calls_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: FALSE
+      COMPUTE: True
      CALL_TYPES: [missed, incoming, outgoing]
      FEATURES:
        missed:  [count, distinctcontacts, timefirstcall, timelastcall, countmostfrequentcontact]
@ -190,7 +190,7 @@ PHONE_CONVERSATION:
    IOS: phone_conversation_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: FALSE
+      COMPUTE: True
      FEATURES: ["minutessilence", "minutesnoise", "minutesvoice", "minutesunknown","sumconversationduration","avgconversationduration",
    "sdconversationduration","minconversationduration","maxconversationduration","timefirstconversation","timelastconversation","noisesumenergy",
    "noiseavgenergy","noisesdenergy","noiseminenergy","noisemaxenergy","voicesumenergy",
@ -216,7 +216,7 @@ PHONE_KEYBOARD:
  CONTAINER: phone_keyboard_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["sessioncount","averageinterkeydelay","averagesessionlength","changeintextlengthlessthanminusone","changeintextlengthequaltominusone","changeintextlengthequaltoone","changeintextlengthmorethanone","maxtextlength","lastmessagelength","totalkeyboardtouches"]
      SRC_SCRIPT: src/features/phone_keyboard/rapids/main.py

@ -238,7 +238,7 @@ PHONE_LOCATIONS:
  
  PROVIDERS:
    DORYAB:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["locationvariance","loglocationvariance","totaldistance","avgspeed","varspeed", "numberofsignificantplaces","numberlocationtransitions","radiusgyration","timeattop1location","timeattop2location","timeattop3location","movingtostaticratio","outlierstimepercent","maxlengthstayatclusters","minlengthstayatclusters","avglengthstayatclusters","stdlengthstayatclusters","locationentropy","normalizedlocationentropy","timeathome"]
      ACCURACY_LIMIT: 100 # meters, drops location coordinates with an accuracy higher than this. This number means there's a 68% probability the true location is within this radius
      DBSCAN_EPS: 10 # meters
@ -344,7 +344,7 @@ FITBIT_CALORIES_INTRADAY:
  CONTAINER: fitbit_calories_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      EPISODE_TYPE: [sedentary, lightlyactive, fairlyactive, veryactive, mvpa, lowmet, highmet]
      EPISODE_TIME_THRESHOLD: 5 # minutes
      EPISODE_MET_THRESHOLD: 3
@ -387,7 +387,7 @@ FITBIT_SLEEP_SUMMARY:
  CONTAINER: fitbit_sleep_summary_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["firstwaketime", "lastwaketime", "firstbedtime", "lastbedtime", "countepisode", "avgefficiency", "sumdurationafterwakeup", "sumdurationasleep", "sumdurationawake", "sumdurationtofallasleep", "sumdurationinbed", "avgdurationafterwakeup", "avgdurationasleep", "avgdurationawake", "avgdurationtofallasleep", "avgdurationinbed"]
      SLEEP_TYPES: ["main", "nap", "all"]
      SRC_SCRIPT: src/features/fitbit_sleep_summary/rapids/main.py
@ -397,7 +397,7 @@ FITBIT_SLEEP_INTRADAY:
  CONTAINER: fitbit_sleep_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES:
        LEVELS_AND_TYPES: [countepisode, sumduration, maxduration, minduration, avgduration, medianduration, stdduration]
        RATIOS_TYPE: [count, duration]
@ -411,7 +411,7 @@ FITBIT_SLEEP_INTRADAY:
      SRC_SCRIPT: src/features/fitbit_sleep_intraday/rapids/main.py
  
    PRICE:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: [avgduration, avgratioduration, avgstarttimeofepisodemain, avgendtimeofepisodemain, avgmidpointofepisodemain, stdstarttimeofepisodemain, stdendtimeofepisodemain, stdmidpointofepisodemain, socialjetlag, rmssdmeanstarttimeofepisodemain, rmssdmeanendtimeofepisodemain, rmssdmeanmidpointofepisodemain, rmssdmedianstarttimeofepisodemain, rmssdmedianendtimeofepisodemain, rmssdmedianmidpointofepisodemain]
      SLEEP_LEVELS:
        INCLUDE_ALL_GROUPS: True
--- a/tests/settings/mtz_periodic_config.yaml
+++ b/tests/settings/mtz_periodic_config.yaml
@ -175,7 +175,7 @@ PHONE_CALLS:
  CONTAINER: phone_calls_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      CALL_TYPES: [missed, incoming, outgoing]
      FEATURES:
        missed:  [count, distinctcontacts, timefirstcall, timelastcall, countmostfrequentcontact]
@ -190,7 +190,7 @@ PHONE_CONVERSATION:
    IOS: phone_conversation_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: FALSE
+      COMPUTE: True
      FEATURES: ["minutessilence", "minutesnoise", "minutesvoice", "minutesunknown","sumconversationduration","avgconversationduration",
    "sdconversationduration","minconversationduration","maxconversationduration","timefirstconversation","timelastconversation","noisesumenergy",
    "noiseavgenergy","noisesdenergy","noiseminenergy","noisemaxenergy","voicesumenergy",
@ -216,7 +216,7 @@ PHONE_KEYBOARD:
  CONTAINER: phone_keyboard_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["sessioncount","averageinterkeydelay","averagesessionlength","changeintextlengthlessthanminusone","changeintextlengthequaltominusone","changeintextlengthequaltoone","changeintextlengthmorethanone","maxtextlength","lastmessagelength","totalkeyboardtouches"]
      SRC_SCRIPT: src/features/phone_keyboard/rapids/main.py

@ -238,7 +238,7 @@ PHONE_LOCATIONS:
  
  PROVIDERS:
    DORYAB:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["locationvariance","loglocationvariance","totaldistance","avgspeed","varspeed", "numberofsignificantplaces","numberlocationtransitions","radiusgyration","timeattop1location","timeattop2location","timeattop3location","movingtostaticratio","outlierstimepercent","maxlengthstayatclusters","minlengthstayatclusters","avglengthstayatclusters","stdlengthstayatclusters","locationentropy","normalizedlocationentropy","timeathome"]
      ACCURACY_LIMIT: 100 # meters, drops location coordinates with an accuracy higher than this. This number means there's a 68% probability the true location is within this radius
      DBSCAN_EPS: 10 # meters
@ -343,7 +343,7 @@ FITBIT_CALORIES_INTRADAY:
  CONTAINER: fitbit_calories_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      EPISODE_TYPE: [sedentary, lightlyactive, fairlyactive, veryactive, mvpa, lowmet, highmet]
      EPISODE_TIME_THRESHOLD: 5 # minutes
      EPISODE_MET_THRESHOLD: 3
@ -386,7 +386,7 @@ FITBIT_SLEEP_SUMMARY:
  CONTAINER: fitbit_sleep_summary_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["firstwaketime", "lastwaketime", "firstbedtime", "lastbedtime", "countepisode", "avgefficiency", "sumdurationafterwakeup", "sumdurationasleep", "sumdurationawake", "sumdurationtofallasleep", "sumdurationinbed", "avgdurationafterwakeup", "avgdurationasleep", "avgdurationawake", "avgdurationtofallasleep", "avgdurationinbed"]
      SLEEP_TYPES: ["main", "nap", "all"]
      SRC_SCRIPT: src/features/fitbit_sleep_summary/rapids/main.py
@ -396,7 +396,7 @@ FITBIT_SLEEP_INTRADAY:
  CONTAINER: fitbit_sleep_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES:
        LEVELS_AND_TYPES: [countepisode, sumduration, maxduration, minduration, avgduration, medianduration, stdduration]
        RATIOS_TYPE: [count, duration]
@ -410,7 +410,7 @@ FITBIT_SLEEP_INTRADAY:
      SRC_SCRIPT: src/features/fitbit_sleep_intraday/rapids/main.py
  
    PRICE:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: [avgduration, avgratioduration, avgstarttimeofepisodemain, avgendtimeofepisodemain, avgmidpointofepisodemain, stdstarttimeofepisodemain, stdendtimeofepisodemain, stdmidpointofepisodemain, socialjetlag, rmssdmeanstarttimeofepisodemain, rmssdmeanendtimeofepisodemain, rmssdmeanmidpointofepisodemain, rmssdmedianstarttimeofepisodemain, rmssdmedianendtimeofepisodemain, rmssdmedianmidpointofepisodemain]
      SLEEP_LEVELS:
        INCLUDE_ALL_GROUPS: True
--- a/tests/settings/stz_event_config.yaml
+++ b/tests/settings/stz_event_config.yaml
@ -175,7 +175,7 @@ PHONE_CALLS:
  CONTAINER: phone_calls_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      CALL_TYPES: [missed, incoming, outgoing]
      FEATURES:
        missed:  [count, distinctcontacts, timefirstcall, timelastcall, countmostfrequentcontact]
@ -190,7 +190,7 @@ PHONE_CONVERSATION:
    IOS: phone_conversation_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: FALSE
+      COMPUTE: True
      FEATURES: ["minutessilence", "minutesnoise", "minutesvoice", "minutesunknown","sumconversationduration","avgconversationduration",
    "sdconversationduration","minconversationduration","maxconversationduration","timefirstconversation","timelastconversation","noisesumenergy",
    "noiseavgenergy","noisesdenergy","noiseminenergy","noisemaxenergy","voicesumenergy",
@ -216,7 +216,7 @@ PHONE_KEYBOARD:
  CONTAINER: phone_keyboard_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["sessioncount","averageinterkeydelay","averagesessionlength","changeintextlengthlessthanminusone","changeintextlengthequaltominusone","changeintextlengthequaltoone","changeintextlengthmorethanone","maxtextlength","lastmessagelength","totalkeyboardtouches"]
      SRC_SCRIPT: src/features/phone_keyboard/rapids/main.py

@ -238,7 +238,7 @@ PHONE_LOCATIONS:
  
  PROVIDERS:
    DORYAB:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["locationvariance","loglocationvariance","totaldistance","avgspeed","varspeed", "numberofsignificantplaces","numberlocationtransitions","radiusgyration","timeattop1location","timeattop2location","timeattop3location","movingtostaticratio","outlierstimepercent","maxlengthstayatclusters","minlengthstayatclusters","avglengthstayatclusters","stdlengthstayatclusters","locationentropy","normalizedlocationentropy","timeathome"]
      ACCURACY_LIMIT: 100 # meters, drops location coordinates with an accuracy higher than this. This number means there's a 68% probability the true location is within this radius
      DBSCAN_EPS: 10 # meters
@ -343,7 +343,7 @@ FITBIT_CALORIES_INTRADAY:
  CONTAINER: fitbit_calories_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      EPISODE_TYPE: [sedentary, lightlyactive, fairlyactive, veryactive, mvpa, lowmet, highmet]
      EPISODE_TIME_THRESHOLD: 5 # minutes
      EPISODE_MET_THRESHOLD: 3
@ -386,7 +386,7 @@ FITBIT_SLEEP_SUMMARY:
  CONTAINER: fitbit_sleep_summary_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["firstwaketime", "lastwaketime", "firstbedtime", "lastbedtime", "countepisode", "avgefficiency", "sumdurationafterwakeup", "sumdurationasleep", "sumdurationawake", "sumdurationtofallasleep", "sumdurationinbed", "avgdurationafterwakeup", "avgdurationasleep", "avgdurationawake", "avgdurationtofallasleep", "avgdurationinbed"]
      SLEEP_TYPES: ["main", "nap", "all"]
      SRC_SCRIPT: src/features/fitbit_sleep_summary/rapids/main.py
@ -396,7 +396,7 @@ FITBIT_SLEEP_INTRADAY:
  CONTAINER: fitbit_sleep_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES:
        LEVELS_AND_TYPES: [countepisode, sumduration, maxduration, minduration, avgduration, medianduration, stdduration]
        RATIOS_TYPE: [count, duration]
@ -410,7 +410,7 @@ FITBIT_SLEEP_INTRADAY:
      SRC_SCRIPT: src/features/fitbit_sleep_intraday/rapids/main.py
  
    PRICE:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: [avgduration, avgratioduration, avgstarttimeofepisodemain, avgendtimeofepisodemain, avgmidpointofepisodemain, stdstarttimeofepisodemain, stdendtimeofepisodemain, stdmidpointofepisodemain, socialjetlag, rmssdmeanstarttimeofepisodemain, rmssdmeanendtimeofepisodemain, rmssdmeanmidpointofepisodemain, rmssdmedianstarttimeofepisodemain, rmssdmedianendtimeofepisodemain, rmssdmedianmidpointofepisodemain]
      SLEEP_LEVELS:
        INCLUDE_ALL_GROUPS: True
--- a/tests/settings/stz_frequency_config.yaml
+++ b/tests/settings/stz_frequency_config.yaml
@ -175,7 +175,7 @@ PHONE_CALLS:
  CONTAINER: phone_calls_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: FALSE
+      COMPUTE: True
      CALL_TYPES: [missed, incoming, outgoing]
      FEATURES:
        missed:  [count, distinctcontacts, timefirstcall, timelastcall, countmostfrequentcontact]
@ -190,7 +190,7 @@ PHONE_CONVERSATION:
    IOS: phone_conversation_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: FALSE
+      COMPUTE: True
      FEATURES: ["minutessilence", "minutesnoise", "minutesvoice", "minutesunknown","sumconversationduration","avgconversationduration",
    "sdconversationduration","minconversationduration","maxconversationduration","timefirstconversation","timelastconversation","noisesumenergy",
    "noiseavgenergy","noisesdenergy","noiseminenergy","noisemaxenergy","voicesumenergy",
@ -216,7 +216,7 @@ PHONE_KEYBOARD:
  CONTAINER: phone_keyboard_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["sessioncount","averageinterkeydelay","averagesessionlength","changeintextlengthlessthanminusone","changeintextlengthequaltominusone","changeintextlengthequaltoone","changeintextlengthmorethanone","maxtextlength","lastmessagelength","totalkeyboardtouches"]
      SRC_SCRIPT: src/features/phone_keyboard/rapids/main.py

@ -238,7 +238,7 @@ PHONE_LOCATIONS:
  
  PROVIDERS:
    DORYAB:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["locationvariance","loglocationvariance","totaldistance","avgspeed","varspeed", "numberofsignificantplaces","numberlocationtransitions","radiusgyration","timeattop1location","timeattop2location","timeattop3location","movingtostaticratio","outlierstimepercent","maxlengthstayatclusters","minlengthstayatclusters","avglengthstayatclusters","stdlengthstayatclusters","locationentropy","normalizedlocationentropy","timeathome"]
      ACCURACY_LIMIT: 100 # meters, drops location coordinates with an accuracy higher than this. This number means there's a 68% probability the true location is within this radius
      DBSCAN_EPS: 10 # meters
@ -344,7 +344,7 @@ FITBIT_CALORIES_INTRADAY:
  CONTAINER: fitbit_calories_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      EPISODE_TYPE: [sedentary, lightlyactive, fairlyactive, veryactive, mvpa, lowmet, highmet]
      EPISODE_TIME_THRESHOLD: 5 # minutes
      EPISODE_MET_THRESHOLD: 3
@ -387,7 +387,7 @@ FITBIT_SLEEP_SUMMARY:
  CONTAINER: fitbit_sleep_summary_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["firstwaketime", "lastwaketime", "firstbedtime", "lastbedtime", "countepisode", "avgefficiency", "sumdurationafterwakeup", "sumdurationasleep", "sumdurationawake", "sumdurationtofallasleep", "sumdurationinbed", "avgdurationafterwakeup", "avgdurationasleep", "avgdurationawake", "avgdurationtofallasleep", "avgdurationinbed"]
      SLEEP_TYPES: ["main", "nap", "all"]
      SRC_SCRIPT: src/features/fitbit_sleep_summary/rapids/main.py
@ -397,7 +397,7 @@ FITBIT_SLEEP_INTRADAY:
  CONTAINER: fitbit_sleep_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES:
        LEVELS_AND_TYPES: [countepisode, sumduration, maxduration, minduration, avgduration, medianduration, stdduration]
        RATIOS_TYPE: [count, duration]
@ -411,7 +411,7 @@ FITBIT_SLEEP_INTRADAY:
      SRC_SCRIPT: src/features/fitbit_sleep_intraday/rapids/main.py
  
    PRICE:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: [avgduration, avgratioduration, avgstarttimeofepisodemain, avgendtimeofepisodemain, avgmidpointofepisodemain, stdstarttimeofepisodemain, stdendtimeofepisodemain, stdmidpointofepisodemain, socialjetlag, rmssdmeanstarttimeofepisodemain, rmssdmeanendtimeofepisodemain, rmssdmeanmidpointofepisodemain, rmssdmedianstarttimeofepisodemain, rmssdmedianendtimeofepisodemain, rmssdmedianmidpointofepisodemain]
      SLEEP_LEVELS:
        INCLUDE_ALL_GROUPS: True
--- a/tests/settings/stz_periodic_config.yaml
+++ b/tests/settings/stz_periodic_config.yaml
@ -175,7 +175,7 @@ PHONE_CALLS:
  CONTAINER: phone_calls_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      CALL_TYPES: [missed, incoming, outgoing]
      FEATURES:
        missed:  [count, distinctcontacts, timefirstcall, timelastcall, countmostfrequentcontact]
@ -190,7 +190,7 @@ PHONE_CONVERSATION:
    IOS: phone_conversation_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: FALSE
+      COMPUTE: True
      FEATURES: ["minutessilence", "minutesnoise", "minutesvoice", "minutesunknown","sumconversationduration","avgconversationduration",
    "sdconversationduration","minconversationduration","maxconversationduration","timefirstconversation","timelastconversation","noisesumenergy",
    "noiseavgenergy","noisesdenergy","noiseminenergy","noisemaxenergy","voicesumenergy",
@ -216,7 +216,7 @@ PHONE_KEYBOARD:
  CONTAINER: phone_keyboard_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["sessioncount","averageinterkeydelay","averagesessionlength","changeintextlengthlessthanminusone","changeintextlengthequaltominusone","changeintextlengthequaltoone","changeintextlengthmorethanone","maxtextlength","lastmessagelength","totalkeyboardtouches"]
      SRC_SCRIPT: src/features/phone_keyboard/rapids/main.py

@ -238,7 +238,7 @@ PHONE_LOCATIONS:
  
  PROVIDERS:
    DORYAB:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["locationvariance","loglocationvariance","totaldistance","avgspeed","varspeed", "numberofsignificantplaces","numberlocationtransitions","radiusgyration","timeattop1location","timeattop2location","timeattop3location","movingtostaticratio","outlierstimepercent","maxlengthstayatclusters","minlengthstayatclusters","avglengthstayatclusters","stdlengthstayatclusters","locationentropy","normalizedlocationentropy","timeathome"]
      ACCURACY_LIMIT: 100 # meters, drops location coordinates with an accuracy higher than this. This number means there's a 68% probability the true location is within this radius
      DBSCAN_EPS: 10 # meters
@ -343,7 +343,7 @@ FITBIT_CALORIES_INTRADAY:
  CONTAINER: fitbit_calories_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      EPISODE_TYPE: [sedentary, lightlyactive, fairlyactive, veryactive, mvpa, lowmet, highmet]
      EPISODE_TIME_THRESHOLD: 5 # minutes
      EPISODE_MET_THRESHOLD: 3
@ -386,7 +386,7 @@ FITBIT_SLEEP_SUMMARY:
  CONTAINER: fitbit_sleep_summary_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["firstwaketime", "lastwaketime", "firstbedtime", "lastbedtime", "countepisode", "avgefficiency", "sumdurationafterwakeup", "sumdurationasleep", "sumdurationawake", "sumdurationtofallasleep", "sumdurationinbed", "avgdurationafterwakeup", "avgdurationasleep", "avgdurationawake", "avgdurationtofallasleep", "avgdurationinbed"]
      SLEEP_TYPES: ["main", "nap", "all"]
      SRC_SCRIPT: src/features/fitbit_sleep_summary/rapids/main.py
@ -396,7 +396,7 @@ FITBIT_SLEEP_INTRADAY:
  CONTAINER: fitbit_sleep_intraday_raw.csv
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES:
        LEVELS_AND_TYPES: [countepisode, sumduration, maxduration, minduration, avgduration, medianduration, stdduration]
        RATIOS_TYPE: [count, duration]
@ -410,7 +410,7 @@ FITBIT_SLEEP_INTRADAY:
      SRC_SCRIPT: src/features/fitbit_sleep_intraday/rapids/main.py
  
    PRICE:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: [avgduration, avgratioduration, avgstarttimeofepisodemain, avgendtimeofepisodemain, avgmidpointofepisodemain, stdstarttimeofepisodemain, stdendtimeofepisodemain, stdmidpointofepisodemain, socialjetlag, rmssdmeanstarttimeofepisodemain, rmssdmeanendtimeofepisodemain, rmssdmeanmidpointofepisodemain, rmssdmedianstarttimeofepisodemain, rmssdmedianendtimeofepisodemain, rmssdmedianmidpointofepisodemain]
      SLEEP_LEVELS:
        INCLUDE_ALL_GROUPS: True
				`@ -0,0 +1 @@`
				"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_conversation_rapids_noiseexpectedfraction","phone_conversation_rapids_minutessilence","phone_conversation_rapids_noiseminenergy","phone_conversation_rapids_timefirstconversation","phone_conversation_rapids_maxconversationduration","phone_conversation_rapids_avgconversationduration","phone_conversation_rapids_noisesdenergy","phone_conversation_rapids_noisesensedfraction","phone_conversation_rapids_voicemaxenergy","phone_conversation_rapids_unknownsensedfraction","phone_conversation_rapids_sumconversationduration","phone_conversation_rapids_voiceminenergy","phone_conversation_rapids_voicesensedfraction","phone_conversation_rapids_voiceavgenergy","phone_conversation_rapids_minconversationduration","phone_conversation_rapids_silencesensedfraction","phone_conversation_rapids_unknownexpectedfraction","phone_conversation_rapids_minutesvoice","phone_conversation_rapids_voicesdenergy","phone_conversation_rapids_voiceexpectedfraction","phone_conversation_rapids_silenceexpectedfraction","phone_conversation_rapids_noisemaxenergy","phone_conversation_rapids_voicesumenergy","phone_conversation_rapids_noiseavgenergy","phone_conversation_rapids_minutesnoise","phone_conversation_rapids_sdconversationduration","phone_conversation_rapids_noisesumenergy","phone_conversation_rapids_minutesunknown","phone_conversation_rapids_countconversation","phone_conversation_rapids_timelastconversation"