Validated phone screen tests

2021-04-20 19:02:08 -04:00 · 2021-04-20 19:02:08 -04:00 · 0b4704de29
parent 17f520d5e6
commit 0b4704de29
41 changed files with 570 additions and 10 deletions
--- a/docs/developers/testing.md
+++ b/docs/developers/testing.md
@ -90,12 +90,12 @@ The following is a simple guide to run RAPIDS' tests. All files necessary for te
        
        - For the selected files: (It could be a single file name or multiple file names separated by whitespace(s))
            ```
-            python tests/script/assign_test_timestamps.py -f file_name_1 file_name_2
+            python tests/scripts/assign_test_timestamps.py -f file_name_1 file_name_2
            ```

        - For all files under the `tests/data/manual/aware_csv` folder: 
            ```
-            python tests/script/assign_test_timestamps.py -a
+            python tests/scripts/assign_test_timestamps.py -a
            ```
    
    2. The script `assign_test_timestamps.py` converts you `test_time` column into a `timestamp`. For example, `Fri 22:54:30.597` is converted to `1583553270597` (`Fri Mar 06 2020 22:54:30 GMT-0500`) and to `1604112870597` (`Fri Oct 30 2020 22:54:30 GMT-0400`). Note you can include milliseconds.
--- a/tests/data/external/aware_csv/phone_screen_raw.csv
+++ b/tests/data/external/aware_csv/phone_screen_raw.csv
@ -0,0 +1,161 @@
+timestamp,device_id,screen_status
+1583481030385,android,1
+1583481030687,android,3
+1583481390148,android,0
+1583481390775,android,2
+1583492211490,android,1
+1583492211795,android,3
+1583492631204,android,0
+1583492631698,android,2
+1583506822530,android,1
+1583506824937,android,3
+1583508124530,android,0
+1583508124957,android,2
+1583513853230,android,1
+1583513853831,android,3
+1583514753553,android,0
+1583514753953,android,2
+1583524262154,android,1
+1583524262512,android,3
+1583524802490,android,0
+1583524802937,android,2
+1583535086711,android,1
+1583535087049,android,3
+1583536106055,android,0
+1583536106404,android,2
+1583545378480,android,1
+1583545378811,android,3
+1583546518035,android,0
+1583546518492,android,2
+1583481030687,ios,3
+1583481390775,ios,2
+1583492211795,ios,3
+1583492631698,ios,2
+1583506824937,ios,3
+1583508124530,ios,2
+1583513853831,ios,3
+1583514753953,ios,2
+1583524262512,ios,3
+1583524802937,ios,2
+1583535087049,ios,3
+1583536106404,ios,2
+1583545378811,ios,3
+1583546518492,ios,2
+1583558231000,android,3
+1583558401000,android,0
+1583561831000,android,3
+1583562011000,android,0
+1583614621000,android,3
+1583614801000,android,0
+1583621281000,android,3
+1583621521000,android,0
+1583635981000,android,3
+1583636341000,android,0
+1583557511000,ios,3
+1583557751000,ios,2
+1583614681000,ios,3
+1583614981000,ios,2
+1583621281000,ios,3
+1583621521000,ios,2
+1583635981000,ios,3
+1583636341000,ios,2
+1583643900001,android,3
+1583644080001,android,0
+1583657700001,android,3
+1583658900001,android,0
+1583719320001,android,3
+1583719500001,android,0
+1583737260001,android,3
+1583737500001,android,0
+1583802300001,android,3
+1583804220001,android,0
+1583643900001,ios,3
+1583644080001,ios,2
+1583657700001,ios,3
+1583659500001,ios,2
+1583719320001,ios,3
+1583719500001,ios,2
+1583737260001,ios,3
+1583737500001,ios,2
+1583802300001,ios,3
+1583802420001,ios,2
+1604040630385,android,1
+1604040630687,android,3
+1604040990148,android,0
+1604040990775,android,2
+1604051811490,android,1
+1604051811795,android,3
+1604052231204,android,0
+1604052231698,android,2
+1604066422530,android,1
+1604066424937,android,3
+1604067724530,android,0
+1604067724957,android,2
+1604073453230,android,1
+1604073453831,android,3
+1604074353553,android,0
+1604074353953,android,2
+1604083862154,android,1
+1604083862512,android,3
+1604084402490,android,0
+1604084402937,android,2
+1604094686711,android,1
+1604094687049,android,3
+1604095706055,android,0
+1604095706404,android,2
+1604104978480,android,1
+1604104978811,android,3
+1604106118035,android,0
+1604106118492,android,2
+1604040630687,ios,3
+1604040990775,ios,2
+1604051811795,ios,3
+1604052231698,ios,2
+1604066424937,ios,3
+1604067724530,ios,2
+1604073453831,ios,3
+1604074353953,ios,2
+1604083862512,ios,3
+1604084402937,ios,2
+1604094687049,ios,3
+1604095706404,ios,2
+1604104978811,ios,3
+1604106118492,ios,2
+1604117831000,android,3
+1604118001000,android,0
+1604121431000,android,3
+1604121611000,android,0
+1604174221000,android,3
+1604174401000,android,0
+1604180881000,android,3
+1604181121000,android,0
+1604195581000,android,3
+1604195941000,android,0
+1604117111000,ios,3
+1604117351000,ios,2
+1604174281000,ios,3
+1604174581000,ios,2
+1604180881000,ios,3
+1604181121000,ios,2
+1604195581000,ios,3
+1604195941000,ios,2
+1604203500001,android,3
+1604203680001,android,0
+1604224500001,android,3
+1604225700001,android,0
+1604286120001,android,3
+1604286300001,android,0
+1604304060001,android,3
+1604304300001,android,0
+1604369100001,android,3
+1604371020001,android,0
+1604203500001,ios,3
+1604203680001,ios,2
+1604224500001,ios,3
+1604226300001,ios,2
+1604286120001,ios,3
+1604286300001,ios,2
+1604304060001,ios,3
+1604304300001,ios,2
+1604369100001,ios,3
+1604369220001,ios,2
--- a/tests/data/manual/aware_csv/phone_screen_raw.csv
+++ b/tests/data/manual/aware_csv/phone_screen_raw.csv
@ -0,0 +1,81 @@
+test_time,device_id,screen_status
+Fri 02:50:30.385,android,1
+Fri 02:50:30.687,android,3
+Fri 02:56:30.148,android,0
+Fri 02:56:30.775,android,2
+Fri 05:56:51.490,android,1
+Fri 05:56:51.795,android,3
+Fri 06:03:51.204,android,0
+Fri 06:03:51.698,android,2
+Fri 10:00:22.530,android,1
+Fri 10:00:24.937,android,3
+Fri 10:22:04.530,android,0
+Fri 10:22:04.957,android,2
+Fri 11:57:33.230,android,1
+Fri 11:57:33.831,android,3
+Fri 12:12:33.553,android,0
+Fri 12:12:33.953,android,2
+Fri 14:51:02.154,android,1
+Fri 14:51:02.512,android,3
+Fri 15:00:02.490,android,0
+Fri 15:00:02.937,android,2
+Fri 17:51:26.711,android,1
+Fri 17:51:27.049,android,3
+Fri 18:08:26.055,android,0
+Fri 18:08:26.404,android,2
+Fri 20:42:58.480,android,1
+Fri 20:42:58.811,android,3
+Fri 21:01:58.035,android,0
+Fri 21:01:58.492,android,2
+Fri 02:50:30.687,ios,3
+Fri 02:56:30.775,ios,2
+Fri 05:56:51.795,ios,3
+Fri 06:03:51.698,ios,2
+Fri 10:00:24.937,ios,3
+Fri 10:22:04.530,ios,2
+Fri 11:57:33.831,ios,3
+Fri 12:12:33.953,ios,2
+Fri 14:51:02.512,ios,3
+Fri 15:00:02.937,ios,2
+Fri 17:51:27.049,ios,3
+Fri 18:08:26.404,ios,2
+Fri 20:42:58.811,ios,3
+Fri 21:01:58.492,ios,2
+Sat 00:17:11.000,android,3
+Sat 00:20:01.000,android,0
+Sat 01:17:11.000,android,3
+Sat 01:20:11.000,android,0
+Sat 15:57:01.000,android,3
+Sat 16:00:01.000,android,0
+Sat 17:48:01.000,android,3
+Sat 17:52:01.000,android,0
+Sat 21:53:01.000,android,3
+Sat 21:59:01.000,android,0
+Sat 00:05:11.000,ios,3
+Sat 00:09:11.000,ios,2
+Sat 15:58:01.000,ios,3
+Sat 16:03:01.000,ios,2
+Sat 17:48:01.000,ios,3
+Sat 17:52:01.000,ios,2
+Sat 21:53:01.000,ios,3
+Sat 21:59:01.000,ios,2
+Sun 00:05:00.001,android,3
+Sun 00:08:00.001,android,0
+Sun 04:55:00.001,android,3
+Sun 05:15:00.001,android,0
+Sun 22:02:00.001,android,3
+Sun 22:05:00.001,android,0
+Mon 03:01:00.001,android,3
+Mon 03:05:00.001,android,0
+Mon 21:05:00.001,android,3
+Mon 21:37:00.001,android,0
+Sun 00:05:00.001,ios,3
+Sun 00:08:00.001,ios,2
+Sun 04:55:00.001,ios,3
+Sun 05:25:00.001,ios,2
+Sun 22:02:00.001,ios,3
+Sun 22:05:00.001,ios,2
+Mon 03:01:00.001,ios,3
+Mon 03:05:00.001,ios,2
+Mon 21:05:00.001,ios,3
+Mon 21:07:00.001,ios,2
--- a/tests/data/processed/features/mtz_event/android/phone_screen.csv
+++ b/tests/data/processed/features/mtz_event/android/phone_screen.csv
@ -0,0 +1,3 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"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",5,33.0161,19.9996666666667,0.01665,6.60322,7.79378500540477,780
+"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",5,33.0161,19.9996666666667,0.01665,6.60322,7.79378500540477,780
--- a/tests/data/processed/features/mtz_event/empatica/phone_screen.csv
+++ b/tests/data/processed/features/mtz_event/empatica/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/mtz_event/empty/phone_screen.csv
+++ b/tests/data/processed/features/mtz_event/empty/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_maxdurationunlock"
--- a/tests/data/processed/features/mtz_event/fitbit/phone_screen.csv
+++ b/tests/data/processed/features/mtz_event/fitbit/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/mtz_event/ios/phone_screen.csv
+++ b/tests/data/processed/features/mtz_event/ios/phone_screen.csv
@ -0,0 +1,3 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"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",5,46.0158833333333,29.9995,2.99995,9.20317666666666,11.6894775193785,780
+"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",5,46.0158833333333,29.9995,2.99995,9.20317666666666,11.6894775193785,780
--- a/tests/data/processed/features/mtz_frequency/android/phone_screen.csv
+++ b/tests/data/processed/features/mtz_frequency/android/phone_screen.csv
@ -0,0 +1,51 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"thirtyminutes0000#2020-03-07 00:00:00,2020-03-07 00:29:59","thirtyminutes0000","2020-03-07 00:00:00","2020-03-07 00:29:59",1,2.8333,2.8333,2.8333,2.8333,NA,17.1833333333333
+"thirtyminutes0000#2020-10-31 00:00:00,2020-10-31 00:29:59","thirtyminutes0000","2020-10-31 00:00:00","2020-10-31 00:29:59",1,2.8333,2.8333,2.8333,2.8333,NA,17.1833333333333
+"thirtyminutes0001#2020-03-08 00:30:00,2020-03-08 00:59:59","thirtyminutes0001","2020-03-08 00:30:00","2020-03-08 00:59:59",1,4.9999,4.9999,4.9999,4.9999,NA,55
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,77.1833333333333
+"thirtyminutes0002#2020-03-08 01:00:00,2020-03-08 01:29:59","thirtyminutes0002","2020-03-08 01:00:00","2020-03-08 01:29:59",1,14.99975,14.99975,14.99975,14.99975,NA,60
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,77.1833333333333
+"thirtyminutes0003#2020-11-01 01:30:00,2020-11-01 01:59:59","thirtyminutes0003","2020-11-01 01:30:00","2020-11-01 01:59:59",1,4.9999,4.9999,4.9999,4.9999,NA,115
+"thirtyminutes0004#2020-11-01 02:00:00,2020-11-01 02:29:59","thirtyminutes0004","2020-11-01 02:00:00","2020-11-01 02:29:59",1,14.99975,14.99975,14.99975,14.99975,NA,120
+"thirtyminutes0005#2020-03-06 02:30:00,2020-03-06 02:59:59","thirtyminutes0005","2020-03-06 02:30:00","2020-03-06 02:59:59",1,5.99093333333333,5.99093333333333,5.99093333333333,5.99093333333333,NA,170.5
+"thirtyminutes0005#2020-10-30 02:30:00,2020-10-30 02:59:59","thirtyminutes0005","2020-10-30 02:30:00","2020-10-30 02:59:59",1,5.99093333333333,5.99093333333333,5.99093333333333,5.99093333333333,NA,170.5
+"thirtyminutes0006#2020-03-09 03:00:00,2020-03-09 03:29:59","thirtyminutes0006","2020-03-09 03:00:00","2020-03-09 03:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,181
+"thirtyminutes0006#2020-11-02 03:00:00,2020-11-02 03:29:59","thirtyminutes0006","2020-11-02 03:00:00","2020-11-02 03:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,181
+"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",1,3.13668333333333,3.13668333333333,3.13668333333333,3.13668333333333,NA,356.85
+"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",1,3.13668333333333,3.13668333333333,3.13668333333333,3.13668333333333,NA,356.85
+"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",1,3.85335,3.85335,3.85335,3.85335,NA,360
+"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",1,3.85335,3.85335,3.85335,3.85335,NA,360
+"thirtyminutes0020#2020-03-06 10:00:00,2020-03-06 10:29:59","thirtyminutes0020","2020-03-06 10:00:00","2020-03-06 10:29:59",1,21.6595333333333,21.6595333333333,21.6595333333333,21.6595333333333,NA,600.4
+"thirtyminutes0020#2020-10-30 10:00:00,2020-10-30 10:29:59","thirtyminutes0020","2020-10-30 10:00:00","2020-10-30 10:29:59",1,21.6595333333333,21.6595333333333,21.6595333333333,21.6595333333333,NA,600.4
+"thirtyminutes0023#2020-03-06 11:30:00,2020-03-06 11:59:59","thirtyminutes0023","2020-03-06 11:30:00","2020-03-06 11:59:59",1,2.4361,2.4361,2.4361,2.4361,NA,717.55
+"thirtyminutes0023#2020-10-30 11:30:00,2020-10-30 11:59:59","thirtyminutes0023","2020-10-30 11:30:00","2020-10-30 11:59:59",1,2.4361,2.4361,2.4361,2.4361,NA,717.55
+"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",1,12.5590166666667,12.5590166666667,12.5590166666667,12.5590166666667,NA,720
+"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",1,12.5590166666667,12.5590166666667,12.5590166666667,12.5590166666667,NA,720
+"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",1,2.98328333333333,2.98328333333333,2.98328333333333,2.98328333333333,NA,777.016666666667
+"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",1,2.98328333333333,2.98328333333333,2.98328333333333,2.98328333333333,NA,777.016666666667
+"thirtyminutes0026#2020-03-07 13:00:00,2020-03-07 13:29:59","thirtyminutes0026","2020-03-07 13:00:00","2020-03-07 13:29:59",1,0.01665,0.01665,0.01665,0.01665,NA,780
+"thirtyminutes0026#2020-10-31 13:00:00,2020-10-31 13:29:59","thirtyminutes0026","2020-10-31 13:00:00","2020-10-31 13:29:59",1,0.01665,0.01665,0.01665,0.01665,NA,780
+"thirtyminutes0029#2020-03-06 14:30:00,2020-03-06 14:59:59","thirtyminutes0029","2020-03-06 14:30:00","2020-03-06 14:59:59",1,8.95798333333333,8.95798333333333,8.95798333333333,8.95798333333333,NA,891.033333333333
+"thirtyminutes0029#2020-03-07 14:30:00,2020-03-07 14:59:59","thirtyminutes0029","2020-03-07 14:30:00","2020-03-07 14:59:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,888.016666666667
+"thirtyminutes0029#2020-10-30 14:30:00,2020-10-30 14:59:59","thirtyminutes0029","2020-10-30 14:30:00","2020-10-30 14:59:59",1,8.95798333333333,8.95798333333333,8.95798333333333,8.95798333333333,NA,891.033333333333
+"thirtyminutes0029#2020-10-31 14:30:00,2020-10-31 14:59:59","thirtyminutes0029","2020-10-31 14:30:00","2020-10-31 14:59:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,888.016666666667
+"thirtyminutes0030#2020-03-06 15:00:00,2020-03-06 15:29:59","thirtyminutes0030","2020-03-06 15:00:00","2020-03-06 15:29:59",1,0.0415,0.0415,0.0415,0.0415,NA,900
+"thirtyminutes0030#2020-10-30 15:00:00,2020-10-30 15:29:59","thirtyminutes0030","2020-10-30 15:00:00","2020-10-30 15:29:59",1,0.0415,0.0415,0.0415,0.0415,NA,900
+"thirtyminutes0035#2020-03-06 17:30:00,2020-03-06 17:59:59","thirtyminutes0035","2020-03-06 17:30:00","2020-03-06 17:59:59",1,8.54903333333333,8.54903333333333,8.54903333333333,8.54903333333333,NA,1071.45
+"thirtyminutes0035#2020-10-30 17:30:00,2020-10-30 17:59:59","thirtyminutes0035","2020-10-30 17:30:00","2020-10-30 17:59:59",1,8.54903333333333,8.54903333333333,8.54903333333333,8.54903333333333,NA,1071.45
+"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",1,8.43411666666667,8.43411666666667,8.43411666666667,8.43411666666667,NA,1080
+"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",1,8.43411666666667,8.43411666666667,8.43411666666667,8.43411666666667,NA,1080
+"thirtyminutes0037#2020-03-07 18:30:00,2020-03-07 18:59:59","thirtyminutes0037","2020-03-07 18:30:00","2020-03-07 18:59:59",1,5.9999,5.9999,5.9999,5.9999,NA,1133.01666666667
+"thirtyminutes0037#2020-10-31 18:30:00,2020-10-31 18:59:59","thirtyminutes0037","2020-10-31 18:30:00","2020-10-31 18:59:59",1,5.9999,5.9999,5.9999,5.9999,NA,1133.01666666667
+"thirtyminutes0041#2020-03-06 20:30:00,2020-03-06 20:59:59","thirtyminutes0041","2020-03-06 20:30:00","2020-03-06 20:59:59",1,17.0195166666667,17.0195166666667,17.0195166666667,17.0195166666667,NA,1242.96666666667
+"thirtyminutes0041#2020-10-30 20:30:00,2020-10-30 20:59:59","thirtyminutes0041","2020-10-30 20:30:00","2020-10-30 20:59:59",1,17.0195166666667,17.0195166666667,17.0195166666667,17.0195166666667,NA,1242.96666666667
+"thirtyminutes0042#2020-03-06 21:00:00,2020-03-06 21:29:59","thirtyminutes0042","2020-03-06 21:00:00","2020-03-06 21:29:59",1,1.96723333333333,1.96723333333333,1.96723333333333,1.96723333333333,NA,1260
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,1265
+"thirtyminutes0042#2020-03-09 21:00:00,2020-03-09 21:29:59","thirtyminutes0042","2020-03-09 21:00:00","2020-03-09 21:29:59",1,24.9995666666667,24.9995666666667,24.9995666666667,24.9995666666667,NA,1265
+"thirtyminutes0042#2020-10-30 21:00:00,2020-10-30 21:29:59","thirtyminutes0042","2020-10-30 21:00:00","2020-10-30 21:29:59",1,1.96723333333333,1.96723333333333,1.96723333333333,1.96723333333333,NA,1260
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,1265
+"thirtyminutes0042#2020-11-02 21:00:00,2020-11-02 21:29:59","thirtyminutes0042","2020-11-02 21:00:00","2020-11-02 21:29:59",1,24.9995666666667,24.9995666666667,24.9995666666667,24.9995666666667,NA,1265
+"thirtyminutes0043#2020-03-09 21:30:00,2020-03-09 21:59:59","thirtyminutes0043","2020-03-09 21:30:00","2020-03-09 21:59:59",1,6.99988333333333,6.99988333333333,6.99988333333333,6.99988333333333,NA,1290
+"thirtyminutes0043#2020-11-02 21:30:00,2020-11-02 21:59:59","thirtyminutes0043","2020-11-02 21:30:00","2020-11-02 21:59:59",1,6.99988333333333,6.99988333333333,6.99988333333333,6.99988333333333,NA,1290
+"thirtyminutes0044#2020-03-08 22:00:00,2020-03-08 22:29:59","thirtyminutes0044","2020-03-08 22:00:00","2020-03-08 22:29:59",1,2.99995,2.99995,2.99995,2.99995,NA,1322
+"thirtyminutes0044#2020-11-01 22:00:00,2020-11-01 22:29:59","thirtyminutes0044","2020-11-01 22:00:00","2020-11-01 22:29:59",1,2.99995,2.99995,2.99995,2.99995,NA,1322
--- a/tests/data/processed/features/mtz_frequency/empatica/phone_screen.csv
+++ b/tests/data/processed/features/mtz_frequency/empatica/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/mtz_frequency/empty/phone_screen.csv
+++ b/tests/data/processed/features/mtz_frequency/empty/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_maxdurationunlock"
--- a/tests/data/processed/features/mtz_frequency/fitbit/phone_screen.csv
+++ b/tests/data/processed/features/mtz_frequency/fitbit/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/mtz_frequency/ios/phone_screen.csv
+++ b/tests/data/processed/features/mtz_frequency/ios/phone_screen.csv
@ -0,0 +1,47 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"thirtyminutes0000#2020-03-07 00:00:00,2020-03-07 00:29:59","thirtyminutes0000","2020-03-07 00:00:00","2020-03-07 00:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,5.18333333333333
+"thirtyminutes0000#2020-10-31 00:00:00,2020-10-31 00:29:59","thirtyminutes0000","2020-10-31 00:00:00","2020-10-31 00:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,5.18333333333333
+"thirtyminutes0001#2020-03-08 00:30:00,2020-03-08 00:59:59","thirtyminutes0001","2020-03-08 00:30:00","2020-03-08 00:59:59",1,4.9999,4.9999,4.9999,4.9999,NA,55
+"thirtyminutes0002#2020-03-08 01:00:00,2020-03-08 01:29:59","thirtyminutes0002","2020-03-08 01:00:00","2020-03-08 01:29:59",1,24.9995833333333,24.9995833333333,24.9995833333333,24.9995833333333,NA,60
+"thirtyminutes0003#2020-11-01 01:30:00,2020-11-01 01:59:59","thirtyminutes0003","2020-11-01 01:30:00","2020-11-01 01:59:59",1,4.9999,4.9999,4.9999,4.9999,NA,115
+"thirtyminutes0004#2020-11-01 02:00:00,2020-11-01 02:29:59","thirtyminutes0004","2020-11-01 02:00:00","2020-11-01 02:29:59",1,24.9995833333333,24.9995833333333,24.9995833333333,24.9995833333333,NA,120
+"thirtyminutes0005#2020-03-06 02:30:00,2020-03-06 02:59:59","thirtyminutes0005","2020-03-06 02:30:00","2020-03-06 02:59:59",1,6.00136666666667,6.00136666666667,6.00136666666667,6.00136666666667,NA,170.5
+"thirtyminutes0005#2020-10-30 02:30:00,2020-10-30 02:59:59","thirtyminutes0005","2020-10-30 02:30:00","2020-10-30 02:59:59",1,6.00136666666667,6.00136666666667,6.00136666666667,6.00136666666667,NA,170.5
+"thirtyminutes0006#2020-03-09 03:00:00,2020-03-09 03:29:59","thirtyminutes0006","2020-03-09 03:00:00","2020-03-09 03:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,181
+"thirtyminutes0006#2020-11-02 03:00:00,2020-11-02 03:29:59","thirtyminutes0006","2020-11-02 03:00:00","2020-11-02 03:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,181
+"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",1,3.13668333333333,3.13668333333333,3.13668333333333,3.13668333333333,NA,356.85
+"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",1,3.13668333333333,3.13668333333333,3.13668333333333,3.13668333333333,NA,356.85
+"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",1,3.86158333333333,3.86158333333333,3.86158333333333,3.86158333333333,NA,360
+"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",1,3.86158333333333,3.86158333333333,3.86158333333333,3.86158333333333,NA,360
+"thirtyminutes0020#2020-03-06 10:00:00,2020-03-06 10:29:59","thirtyminutes0020","2020-03-06 10:00:00","2020-03-06 10:29:59",1,21.6595333333333,21.6595333333333,21.6595333333333,21.6595333333333,NA,600.4
+"thirtyminutes0020#2020-10-30 10:00:00,2020-10-30 10:29:59","thirtyminutes0020","2020-10-30 10:00:00","2020-10-30 10:29:59",1,21.6595333333333,21.6595333333333,21.6595333333333,21.6595333333333,NA,600.4
+"thirtyminutes0023#2020-03-06 11:30:00,2020-03-06 11:59:59","thirtyminutes0023","2020-03-06 11:30:00","2020-03-06 11:59:59",1,2.4361,2.4361,2.4361,2.4361,NA,717.55
+"thirtyminutes0023#2020-10-30 11:30:00,2020-10-30 11:59:59","thirtyminutes0023","2020-10-30 11:30:00","2020-10-30 11:59:59",1,2.4361,2.4361,2.4361,2.4361,NA,717.55
+"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",1,12.5656666666667,12.5656666666667,12.5656666666667,12.5656666666667,NA,720
+"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",1,12.5656666666667,12.5656666666667,12.5656666666667,12.5656666666667,NA,720
+"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",1,1.9833,1.9833,1.9833,1.9833,NA,778.016666666667
+"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",1,1.9833,1.9833,1.9833,1.9833,NA,778.016666666667
+"thirtyminutes0026#2020-03-07 13:00:00,2020-03-07 13:29:59","thirtyminutes0026","2020-03-07 13:00:00","2020-03-07 13:29:59",1,3.0166,3.0166,3.0166,3.0166,NA,780
+"thirtyminutes0026#2020-10-31 13:00:00,2020-10-31 13:29:59","thirtyminutes0026","2020-10-31 13:00:00","2020-10-31 13:29:59",1,3.0166,3.0166,3.0166,3.0166,NA,780
+"thirtyminutes0029#2020-03-06 14:30:00,2020-03-06 14:59:59","thirtyminutes0029","2020-03-06 14:30:00","2020-03-06 14:59:59",1,8.95798333333333,8.95798333333333,8.95798333333333,8.95798333333333,NA,891.033333333333
+"thirtyminutes0029#2020-03-07 14:30:00,2020-03-07 14:59:59","thirtyminutes0029","2020-03-07 14:30:00","2020-03-07 14:59:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,888.016666666667
+"thirtyminutes0029#2020-10-30 14:30:00,2020-10-30 14:59:59","thirtyminutes0029","2020-10-30 14:30:00","2020-10-30 14:59:59",1,8.95798333333333,8.95798333333333,8.95798333333333,8.95798333333333,NA,891.033333333333
+"thirtyminutes0029#2020-10-31 14:30:00,2020-10-31 14:59:59","thirtyminutes0029","2020-10-31 14:30:00","2020-10-31 14:59:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,888.016666666667
+"thirtyminutes0030#2020-03-06 15:00:00,2020-03-06 15:29:59","thirtyminutes0030","2020-03-06 15:00:00","2020-03-06 15:29:59",1,0.0489333333333333,0.0489333333333333,0.0489333333333333,0.0489333333333333,NA,900
+"thirtyminutes0030#2020-10-30 15:00:00,2020-10-30 15:29:59","thirtyminutes0030","2020-10-30 15:00:00","2020-10-30 15:29:59",1,0.0489333333333333,0.0489333333333333,0.0489333333333333,0.0489333333333333,NA,900
+"thirtyminutes0035#2020-03-06 17:30:00,2020-03-06 17:59:59","thirtyminutes0035","2020-03-06 17:30:00","2020-03-06 17:59:59",1,8.54903333333333,8.54903333333333,8.54903333333333,8.54903333333333,NA,1071.45
+"thirtyminutes0035#2020-10-30 17:30:00,2020-10-30 17:59:59","thirtyminutes0035","2020-10-30 17:30:00","2020-10-30 17:59:59",1,8.54903333333333,8.54903333333333,8.54903333333333,8.54903333333333,NA,1071.45
+"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",1,8.43993333333333,8.43993333333333,8.43993333333333,8.43993333333333,NA,1080
+"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",1,8.43993333333333,8.43993333333333,8.43993333333333,8.43993333333333,NA,1080
+"thirtyminutes0037#2020-03-07 18:30:00,2020-03-07 18:59:59","thirtyminutes0037","2020-03-07 18:30:00","2020-03-07 18:59:59",1,5.9999,5.9999,5.9999,5.9999,NA,1133.01666666667
+"thirtyminutes0037#2020-10-31 18:30:00,2020-10-31 18:59:59","thirtyminutes0037","2020-10-31 18:30:00","2020-10-31 18:59:59",1,5.9999,5.9999,5.9999,5.9999,NA,1133.01666666667
+"thirtyminutes0041#2020-03-06 20:30:00,2020-03-06 20:59:59","thirtyminutes0041","2020-03-06 20:30:00","2020-03-06 20:59:59",1,17.0195166666667,17.0195166666667,17.0195166666667,17.0195166666667,NA,1242.96666666667
+"thirtyminutes0041#2020-10-30 20:30:00,2020-10-30 20:59:59","thirtyminutes0041","2020-10-30 20:30:00","2020-10-30 20:59:59",1,17.0195166666667,17.0195166666667,17.0195166666667,17.0195166666667,NA,1242.96666666667
+"thirtyminutes0042#2020-03-06 21:00:00,2020-03-06 21:29:59","thirtyminutes0042","2020-03-06 21:00:00","2020-03-06 21:29:59",1,1.97485,1.97485,1.97485,1.97485,NA,1260
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,1265
+"thirtyminutes0042#2020-03-09 21:00:00,2020-03-09 21:29:59","thirtyminutes0042","2020-03-09 21:00:00","2020-03-09 21:29:59",1,1.99996666666667,1.99996666666667,1.99996666666667,1.99996666666667,NA,1265
+"thirtyminutes0042#2020-10-30 21:00:00,2020-10-30 21:29:59","thirtyminutes0042","2020-10-30 21:00:00","2020-10-30 21:29:59",1,1.97485,1.97485,1.97485,1.97485,NA,1260
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,1265
+"thirtyminutes0042#2020-11-02 21:00:00,2020-11-02 21:29:59","thirtyminutes0042","2020-11-02 21:00:00","2020-11-02 21:29:59",1,1.99996666666667,1.99996666666667,1.99996666666667,1.99996666666667,NA,1265
+"thirtyminutes0044#2020-03-08 22:00:00,2020-03-08 22:29:59","thirtyminutes0044","2020-03-08 22:00:00","2020-03-08 22:29:59",1,2.99995,2.99995,2.99995,2.99995,NA,1322
+"thirtyminutes0044#2020-11-01 22:00:00,2020-11-01 22:29:59","thirtyminutes0044","2020-11-01 22:00:00","2020-11-01 22:29:59",1,2.99995,2.99995,2.99995,2.99995,NA,1322
--- a/tests/data/processed/features/mtz_periodic/android/phone_screen.csv
+++ b/tests/data/processed/features/mtz_periodic/android/phone_screen.csv
@ -0,0 +1,23 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"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",7,94.6050833333333,21.6595333333333,5.99093333333333,13.5150119047619,6.19231944078572,170.5
+"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",6,21.8329833333333,5.9999,2.8333,3.63883055555556,1.23113189434297,17.1833333333333
+"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",2,22.9996166666667,19.9996666666667,2.99995,11.4998083333333,12.02061493325,55
+"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",2,35.9994,31.9994666666667,3.99993333333333,17.9997,19.7986598900588,181
+"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",7,94.6050833333333,21.6595333333333,5.99093333333333,13.5150119047619,6.19231944078572,170.5
+"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",6,21.8329833333333,5.9999,2.8333,3.63883055555556,1.23113189434297,17.1833333333333
+"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",2,22.9996166666667,19.9996666666667,2.99995,11.4998083333333,12.02061493325,115
+"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",2,35.9994,31.9994666666667,3.99993333333333,17.9997,19.7986598900588,181
+"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",3,27.9489833333333,21.6595333333333,2.4361,9.31632777777778,10.7129917357687,360
+"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",3,27.9489833333333,21.6595333333333,2.4361,9.31632777777778,10.7129917357687,360
+"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",15,139.437683333333,21.6595333333333,2.8333,9.29584555555556,7.11375880805815,170.5
+"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",10,80.832,31.9994666666667,2.8333,8.0832,9.9028359214313,17.1833333333333
+"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",4,58.9990166666666,31.9994666666667,2.99995,14.7497541666667,13.8892129425932,55
+"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",2,35.9994,31.9994666666667,3.99993333333333,17.9997,19.7986598900588,181
+"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",7,94.6050833333333,21.6595333333333,5.99093333333333,13.5150119047619,6.19231944078572,170.5
+"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",13,116.438066666667,21.6595333333333,2.8333,8.95677435897436,6.78707849207751,170.5
+"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",15,139.437683333333,21.6595333333333,2.8333,9.29584555555556,7.11375880805815,170.5
+"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",10,80.832,31.9994666666667,2.8333,8.0832,9.9028359214313,17.1833333333333
+"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",4,58.9990166666666,31.9994666666667,2.99995,14.7497541666667,13.8892129425932,115
+"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",2,35.9994,31.9994666666667,3.99993333333333,17.9997,19.7986598900588,181
+"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",15,139.437683333333,21.6595333333333,2.8333,9.29584555555556,7.11375880805815,170.5
+"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",15,139.437683333333,21.6595333333333,2.8333,9.29584555555556,7.11375880805815,170.5
--- a/tests/data/processed/features/mtz_periodic/empatica/phone_screen.csv
+++ b/tests/data/processed/features/mtz_periodic/empatica/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/mtz_periodic/empty/phone_screen.csv
+++ b/tests/data/processed/features/mtz_periodic/empty/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_maxdurationunlock"
--- a/tests/data/processed/features/mtz_periodic/fitbit/phone_screen.csv
+++ b/tests/data/processed/features/mtz_periodic/fitbit/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/mtz_periodic/ios/phone_screen.csv
+++ b/tests/data/processed/features/mtz_periodic/ios/phone_screen.csv
@ -0,0 +1,23 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"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",7,94.6512666666667,21.6595333333333,6.00136666666667,13.5216095238095,6.18978716736703,170.5
+"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",5,21.9996333333333,5.9999,2.99995,4.39992666666667,1.14015642217539,5.18333333333333
+"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",2,32.99945,29.9995,2.99995,16.499725,19.0915648939852,55
+"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",2,5.9999,3.99993333333333,1.99996666666667,2.99995,1.41418999214706,181
+"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",7,94.6512666666667,21.6595333333333,6.00136666666667,13.5216095238095,6.18978716736703,170.5
+"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",5,21.9996333333333,5.9999,2.99995,4.39992666666667,1.14015642217539,5.18333333333333
+"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",2,32.99945,29.9995,2.99995,16.499725,19.0915648939852,115
+"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",2,5.9999,3.99993333333333,1.99996666666667,2.99995,1.41418999214706,181
+"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",3,27.9572166666667,21.6595333333333,2.4361,9.31907222222222,10.7108933338698,360
+"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",3,27.9572166666667,21.6595333333333,2.4361,9.31907222222222,10.7108933338698,360
+"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",14,149.65035,29.9995,2.99995,10.6893107142857,8.41713211936808,170.5
+"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",9,60.9989833333333,29.9995,1.99996666666667,6.77766481481481,8.78589046811643,5.18333333333333
+"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",4,38.99935,29.9995,1.99996666666667,9.7498375,13.5244434079652,55
+"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",2,5.9999,3.99993333333333,1.99996666666667,2.99995,1.41418999214706,181
+"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",7,94.6512666666667,21.6595333333333,6.00136666666667,13.5216095238095,6.18978716736703,170.5
+"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",12,116.6509,21.6595333333333,2.99995,9.72090833333333,6.59036592991442,170.5
+"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",14,149.65035,29.9995,2.99995,10.6893107142857,8.41713211936808,170.5
+"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",9,60.9989833333333,29.9995,1.99996666666667,6.77766481481481,8.78589046811643,5.18333333333333
+"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",4,38.99935,29.9995,1.99996666666667,9.7498375,13.5244434079652,115
+"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",2,5.9999,3.99993333333333,1.99996666666667,2.99995,1.41418999214706,181
+"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",14,149.65035,29.9995,2.99995,10.6893107142857,8.41713211936808,170.5
+"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",14,149.65035,29.9995,2.99995,10.6893107142857,8.41713211936808,170.5
--- a/tests/data/processed/features/stz_event/android/phone_screen.csv
+++ b/tests/data/processed/features/stz_event/android/phone_screen.csv
@ -0,0 +1,3 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"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",5,33.0161,19.9996666666667,0.01665,6.60322,7.79378500540477,960
+"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",5,33.0161,19.9996666666667,0.01665,6.60322,7.79378500540477,960
--- a/tests/data/processed/features/stz_event/empatica/phone_screen.csv
+++ b/tests/data/processed/features/stz_event/empatica/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/stz_event/empty/phone_screen.csv
+++ b/tests/data/processed/features/stz_event/empty/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
--- a/tests/data/processed/features/stz_event/fitbit/phone_screen.csv
+++ b/tests/data/processed/features/stz_event/fitbit/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/stz_event/ios/phone_screen.csv
+++ b/tests/data/processed/features/stz_event/ios/phone_screen.csv
@ -0,0 +1,3 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"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",5,46.0158833333333,29.9995,2.99995,9.20317666666666,11.6894775193785,960
+"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",5,46.0158833333333,29.9995,2.99995,9.20317666666666,11.6894775193785,960
--- a/tests/data/processed/features/stz_frequency/android/phone_screen.csv
+++ b/tests/data/processed/features/stz_frequency/android/phone_screen.csv
@ -0,0 +1,51 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"thirtyminutes0000#2020-03-07 00:00:00,2020-03-07 00:29:59","thirtyminutes0000","2020-03-07 00:00:00","2020-03-07 00:29:59",1,2.8333,2.8333,2.8333,2.8333,NA,17.1833333333333
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,5
+"thirtyminutes0000#2020-10-31 00:00:00,2020-10-31 00:29:59","thirtyminutes0000","2020-10-31 00:00:00","2020-10-31 00:29:59",1,2.8333,2.8333,2.8333,2.8333,NA,17.1833333333333
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,5
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,77.1833333333333
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,77.1833333333333
+"thirtyminutes0005#2020-03-06 02:30:00,2020-03-06 02:59:59","thirtyminutes0005","2020-03-06 02:30:00","2020-03-06 02:59:59",1,5.99093333333333,5.99093333333333,5.99093333333333,5.99093333333333,NA,170.5
+"thirtyminutes0005#2020-10-30 02:30:00,2020-10-30 02:59:59","thirtyminutes0005","2020-10-30 02:30:00","2020-10-30 02:59:59",1,5.99093333333333,5.99093333333333,5.99093333333333,5.99093333333333,NA,170.5
+"thirtyminutes0006#2020-03-09 03:00:00,2020-03-09 03:29:59","thirtyminutes0006","2020-03-09 03:00:00","2020-03-09 03:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,181
+"thirtyminutes0006#2020-11-02 03:00:00,2020-11-02 03:29:59","thirtyminutes0006","2020-11-02 03:00:00","2020-11-02 03:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,181
+"thirtyminutes0009#2020-03-08 04:30:00,2020-03-08 04:59:59","thirtyminutes0009","2020-03-08 04:30:00","2020-03-08 04:59:59",1,4.9999,4.9999,4.9999,4.9999,NA,295
+"thirtyminutes0009#2020-11-01 04:30:00,2020-11-01 04:59:59","thirtyminutes0009","2020-11-01 04:30:00","2020-11-01 04:59:59",1,4.9999,4.9999,4.9999,4.9999,NA,295
+"thirtyminutes0010#2020-03-08 05:00:00,2020-03-08 05:29:59","thirtyminutes0010","2020-03-08 05:00:00","2020-03-08 05:29:59",1,14.99975,14.99975,14.99975,14.99975,NA,300
+"thirtyminutes0010#2020-11-01 05:00:00,2020-11-01 05:29:59","thirtyminutes0010","2020-11-01 05:00:00","2020-11-01 05:29:59",1,14.99975,14.99975,14.99975,14.99975,NA,300
+"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",1,3.13668333333333,3.13668333333333,3.13668333333333,3.13668333333333,NA,356.85
+"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",1,3.13668333333333,3.13668333333333,3.13668333333333,3.13668333333333,NA,356.85
+"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",1,3.85335,3.85335,3.85335,3.85335,NA,360
+"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",1,3.85335,3.85335,3.85335,3.85335,NA,360
+"thirtyminutes0020#2020-03-06 10:00:00,2020-03-06 10:29:59","thirtyminutes0020","2020-03-06 10:00:00","2020-03-06 10:29:59",1,21.6595333333333,21.6595333333333,21.6595333333333,21.6595333333333,NA,600.4
+"thirtyminutes0020#2020-10-30 10:00:00,2020-10-30 10:29:59","thirtyminutes0020","2020-10-30 10:00:00","2020-10-30 10:29:59",1,21.6595333333333,21.6595333333333,21.6595333333333,21.6595333333333,NA,600.4
+"thirtyminutes0023#2020-03-06 11:30:00,2020-03-06 11:59:59","thirtyminutes0023","2020-03-06 11:30:00","2020-03-06 11:59:59",1,2.4361,2.4361,2.4361,2.4361,NA,717.55
+"thirtyminutes0023#2020-10-30 11:30:00,2020-10-30 11:59:59","thirtyminutes0023","2020-10-30 11:30:00","2020-10-30 11:59:59",1,2.4361,2.4361,2.4361,2.4361,NA,717.55
+"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",1,12.5590166666667,12.5590166666667,12.5590166666667,12.5590166666667,NA,720
+"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",1,12.5590166666667,12.5590166666667,12.5590166666667,12.5590166666667,NA,720
+"thirtyminutes0029#2020-03-06 14:30:00,2020-03-06 14:59:59","thirtyminutes0029","2020-03-06 14:30:00","2020-03-06 14:59:59",1,8.95798333333333,8.95798333333333,8.95798333333333,8.95798333333333,NA,891.033333333333
+"thirtyminutes0029#2020-10-30 14:30:00,2020-10-30 14:59:59","thirtyminutes0029","2020-10-30 14:30:00","2020-10-30 14:59:59",1,8.95798333333333,8.95798333333333,8.95798333333333,8.95798333333333,NA,891.033333333333
+"thirtyminutes0030#2020-03-06 15:00:00,2020-03-06 15:29:59","thirtyminutes0030","2020-03-06 15:00:00","2020-03-06 15:29:59",1,0.0415,0.0415,0.0415,0.0415,NA,900
+"thirtyminutes0030#2020-10-30 15:00:00,2020-10-30 15:29:59","thirtyminutes0030","2020-10-30 15:00:00","2020-10-30 15:29:59",1,0.0415,0.0415,0.0415,0.0415,NA,900
+"thirtyminutes0031#2020-03-07 15:30:00,2020-03-07 15:59:59","thirtyminutes0031","2020-03-07 15:30:00","2020-03-07 15:59:59",1,2.98328333333333,2.98328333333333,2.98328333333333,2.98328333333333,NA,957.016666666667
+"thirtyminutes0031#2020-10-31 15:30:00,2020-10-31 15:59:59","thirtyminutes0031","2020-10-31 15:30:00","2020-10-31 15:59:59",1,2.98328333333333,2.98328333333333,2.98328333333333,2.98328333333333,NA,957.016666666667
+"thirtyminutes0032#2020-03-07 16:00:00,2020-03-07 16:29:59","thirtyminutes0032","2020-03-07 16:00:00","2020-03-07 16:29:59",1,0.01665,0.01665,0.01665,0.01665,NA,960
+"thirtyminutes0032#2020-10-31 16:00:00,2020-10-31 16:29:59","thirtyminutes0032","2020-10-31 16:00:00","2020-10-31 16:29:59",1,0.01665,0.01665,0.01665,0.01665,NA,960
+"thirtyminutes0035#2020-03-06 17:30:00,2020-03-06 17:59:59","thirtyminutes0035","2020-03-06 17:30:00","2020-03-06 17:59:59",1,8.54903333333333,8.54903333333333,8.54903333333333,8.54903333333333,NA,1071.45
+"thirtyminutes0035#2020-03-07 17:30:00,2020-03-07 17:59:59","thirtyminutes0035","2020-03-07 17:30:00","2020-03-07 17:59:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,1068.01666666667
+"thirtyminutes0035#2020-10-30 17:30:00,2020-10-30 17:59:59","thirtyminutes0035","2020-10-30 17:30:00","2020-10-30 17:59:59",1,8.54903333333333,8.54903333333333,8.54903333333333,8.54903333333333,NA,1071.45
+"thirtyminutes0035#2020-10-31 17:30:00,2020-10-31 17:59:59","thirtyminutes0035","2020-10-31 17:30:00","2020-10-31 17:59:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,1068.01666666667
+"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",1,8.43411666666667,8.43411666666667,8.43411666666667,8.43411666666667,NA,1080
+"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",1,8.43411666666667,8.43411666666667,8.43411666666667,8.43411666666667,NA,1080
+"thirtyminutes0041#2020-03-06 20:30:00,2020-03-06 20:59:59","thirtyminutes0041","2020-03-06 20:30:00","2020-03-06 20:59:59",1,17.0195166666667,17.0195166666667,17.0195166666667,17.0195166666667,NA,1242.96666666667
+"thirtyminutes0041#2020-10-30 20:30:00,2020-10-30 20:59:59","thirtyminutes0041","2020-10-30 20:30:00","2020-10-30 20:59:59",1,17.0195166666667,17.0195166666667,17.0195166666667,17.0195166666667,NA,1242.96666666667
+"thirtyminutes0042#2020-03-06 21:00:00,2020-03-06 21:29:59","thirtyminutes0042","2020-03-06 21:00:00","2020-03-06 21:29:59",1,1.96723333333333,1.96723333333333,1.96723333333333,1.96723333333333,NA,1260
+"thirtyminutes0042#2020-03-09 21:00:00,2020-03-09 21:29:59","thirtyminutes0042","2020-03-09 21:00:00","2020-03-09 21:29:59",1,24.9995666666667,24.9995666666667,24.9995666666667,24.9995666666667,NA,1265
+"thirtyminutes0042#2020-10-30 21:00:00,2020-10-30 21:29:59","thirtyminutes0042","2020-10-30 21:00:00","2020-10-30 21:29:59",1,1.96723333333333,1.96723333333333,1.96723333333333,1.96723333333333,NA,1260
+"thirtyminutes0042#2020-11-02 21:00:00,2020-11-02 21:29:59","thirtyminutes0042","2020-11-02 21:00:00","2020-11-02 21:29:59",1,24.9995666666667,24.9995666666667,24.9995666666667,24.9995666666667,NA,1265
+"thirtyminutes0043#2020-03-07 21:30:00,2020-03-07 21:59:59","thirtyminutes0043","2020-03-07 21:30:00","2020-03-07 21:59:59",1,5.9999,5.9999,5.9999,5.9999,NA,1313.01666666667
+"thirtyminutes0043#2020-03-09 21:30:00,2020-03-09 21:59:59","thirtyminutes0043","2020-03-09 21:30:00","2020-03-09 21:59:59",1,6.99988333333333,6.99988333333333,6.99988333333333,6.99988333333333,NA,1290
+"thirtyminutes0043#2020-10-31 21:30:00,2020-10-31 21:59:59","thirtyminutes0043","2020-10-31 21:30:00","2020-10-31 21:59:59",1,5.9999,5.9999,5.9999,5.9999,NA,1313.01666666667
+"thirtyminutes0043#2020-11-02 21:30:00,2020-11-02 21:59:59","thirtyminutes0043","2020-11-02 21:30:00","2020-11-02 21:59:59",1,6.99988333333333,6.99988333333333,6.99988333333333,6.99988333333333,NA,1290
+"thirtyminutes0044#2020-03-08 22:00:00,2020-03-08 22:29:59","thirtyminutes0044","2020-03-08 22:00:00","2020-03-08 22:29:59",1,2.99995,2.99995,2.99995,2.99995,NA,1322
+"thirtyminutes0044#2020-11-01 22:00:00,2020-11-01 22:29:59","thirtyminutes0044","2020-11-01 22:00:00","2020-11-01 22:29:59",1,2.99995,2.99995,2.99995,2.99995,NA,1322
--- a/tests/data/processed/features/stz_frequency/empatica/phone_screen.csv
+++ b/tests/data/processed/features/stz_frequency/empatica/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_mindurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_avgdurationunlock"
--- a/tests/data/processed/features/stz_frequency/empty/phone_screen.csv
+++ b/tests/data/processed/features/stz_frequency/empty/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_mindurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_avgdurationunlock"
--- a/tests/data/processed/features/stz_frequency/fitbit/phone_screen.csv
+++ b/tests/data/processed/features/stz_frequency/fitbit/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/stz_frequency/ios/phone_screen.csv
+++ b/tests/data/processed/features/stz_frequency/ios/phone_screen.csv
@ -0,0 +1,47 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"thirtyminutes0000#2020-03-07 00:00:00,2020-03-07 00:29:59","thirtyminutes0000","2020-03-07 00:00:00","2020-03-07 00:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,5.18333333333333
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,5
+"thirtyminutes0000#2020-10-31 00:00:00,2020-10-31 00:29:59","thirtyminutes0000","2020-10-31 00:00:00","2020-10-31 00:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,5.18333333333333
+"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",1,2.99995,2.99995,2.99995,2.99995,NA,5
+"thirtyminutes0005#2020-03-06 02:30:00,2020-03-06 02:59:59","thirtyminutes0005","2020-03-06 02:30:00","2020-03-06 02:59:59",1,6.00136666666667,6.00136666666667,6.00136666666667,6.00136666666667,NA,170.5
+"thirtyminutes0005#2020-10-30 02:30:00,2020-10-30 02:59:59","thirtyminutes0005","2020-10-30 02:30:00","2020-10-30 02:59:59",1,6.00136666666667,6.00136666666667,6.00136666666667,6.00136666666667,NA,170.5
+"thirtyminutes0006#2020-03-09 03:00:00,2020-03-09 03:29:59","thirtyminutes0006","2020-03-09 03:00:00","2020-03-09 03:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,181
+"thirtyminutes0006#2020-11-02 03:00:00,2020-11-02 03:29:59","thirtyminutes0006","2020-11-02 03:00:00","2020-11-02 03:29:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,181
+"thirtyminutes0009#2020-03-08 04:30:00,2020-03-08 04:59:59","thirtyminutes0009","2020-03-08 04:30:00","2020-03-08 04:59:59",1,4.9999,4.9999,4.9999,4.9999,NA,295
+"thirtyminutes0009#2020-11-01 04:30:00,2020-11-01 04:59:59","thirtyminutes0009","2020-11-01 04:30:00","2020-11-01 04:59:59",1,4.9999,4.9999,4.9999,4.9999,NA,295
+"thirtyminutes0010#2020-03-08 05:00:00,2020-03-08 05:29:59","thirtyminutes0010","2020-03-08 05:00:00","2020-03-08 05:29:59",1,24.9995833333333,24.9995833333333,24.9995833333333,24.9995833333333,NA,300
+"thirtyminutes0010#2020-11-01 05:00:00,2020-11-01 05:29:59","thirtyminutes0010","2020-11-01 05:00:00","2020-11-01 05:29:59",1,24.9995833333333,24.9995833333333,24.9995833333333,24.9995833333333,NA,300
+"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",1,3.13668333333333,3.13668333333333,3.13668333333333,3.13668333333333,NA,356.85
+"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",1,3.13668333333333,3.13668333333333,3.13668333333333,3.13668333333333,NA,356.85
+"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",1,3.86158333333333,3.86158333333333,3.86158333333333,3.86158333333333,NA,360
+"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",1,3.86158333333333,3.86158333333333,3.86158333333333,3.86158333333333,NA,360
+"thirtyminutes0020#2020-03-06 10:00:00,2020-03-06 10:29:59","thirtyminutes0020","2020-03-06 10:00:00","2020-03-06 10:29:59",1,21.6595333333333,21.6595333333333,21.6595333333333,21.6595333333333,NA,600.4
+"thirtyminutes0020#2020-10-30 10:00:00,2020-10-30 10:29:59","thirtyminutes0020","2020-10-30 10:00:00","2020-10-30 10:29:59",1,21.6595333333333,21.6595333333333,21.6595333333333,21.6595333333333,NA,600.4
+"thirtyminutes0023#2020-03-06 11:30:00,2020-03-06 11:59:59","thirtyminutes0023","2020-03-06 11:30:00","2020-03-06 11:59:59",1,2.4361,2.4361,2.4361,2.4361,NA,717.55
+"thirtyminutes0023#2020-10-30 11:30:00,2020-10-30 11:59:59","thirtyminutes0023","2020-10-30 11:30:00","2020-10-30 11:59:59",1,2.4361,2.4361,2.4361,2.4361,NA,717.55
+"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",1,12.5656666666667,12.5656666666667,12.5656666666667,12.5656666666667,NA,720
+"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",1,12.5656666666667,12.5656666666667,12.5656666666667,12.5656666666667,NA,720
+"thirtyminutes0029#2020-03-06 14:30:00,2020-03-06 14:59:59","thirtyminutes0029","2020-03-06 14:30:00","2020-03-06 14:59:59",1,8.95798333333333,8.95798333333333,8.95798333333333,8.95798333333333,NA,891.033333333333
+"thirtyminutes0029#2020-10-30 14:30:00,2020-10-30 14:59:59","thirtyminutes0029","2020-10-30 14:30:00","2020-10-30 14:59:59",1,8.95798333333333,8.95798333333333,8.95798333333333,8.95798333333333,NA,891.033333333333
+"thirtyminutes0030#2020-03-06 15:00:00,2020-03-06 15:29:59","thirtyminutes0030","2020-03-06 15:00:00","2020-03-06 15:29:59",1,0.0489333333333333,0.0489333333333333,0.0489333333333333,0.0489333333333333,NA,900
+"thirtyminutes0030#2020-10-30 15:00:00,2020-10-30 15:29:59","thirtyminutes0030","2020-10-30 15:00:00","2020-10-30 15:29:59",1,0.0489333333333333,0.0489333333333333,0.0489333333333333,0.0489333333333333,NA,900
+"thirtyminutes0031#2020-03-07 15:30:00,2020-03-07 15:59:59","thirtyminutes0031","2020-03-07 15:30:00","2020-03-07 15:59:59",1,1.9833,1.9833,1.9833,1.9833,NA,958.016666666667
+"thirtyminutes0031#2020-10-31 15:30:00,2020-10-31 15:59:59","thirtyminutes0031","2020-10-31 15:30:00","2020-10-31 15:59:59",1,1.9833,1.9833,1.9833,1.9833,NA,958.016666666667
+"thirtyminutes0032#2020-03-07 16:00:00,2020-03-07 16:29:59","thirtyminutes0032","2020-03-07 16:00:00","2020-03-07 16:29:59",1,3.0166,3.0166,3.0166,3.0166,NA,960
+"thirtyminutes0032#2020-10-31 16:00:00,2020-10-31 16:29:59","thirtyminutes0032","2020-10-31 16:00:00","2020-10-31 16:29:59",1,3.0166,3.0166,3.0166,3.0166,NA,960
+"thirtyminutes0035#2020-03-06 17:30:00,2020-03-06 17:59:59","thirtyminutes0035","2020-03-06 17:30:00","2020-03-06 17:59:59",1,8.54903333333333,8.54903333333333,8.54903333333333,8.54903333333333,NA,1071.45
+"thirtyminutes0035#2020-03-07 17:30:00,2020-03-07 17:59:59","thirtyminutes0035","2020-03-07 17:30:00","2020-03-07 17:59:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,1068.01666666667
+"thirtyminutes0035#2020-10-30 17:30:00,2020-10-30 17:59:59","thirtyminutes0035","2020-10-30 17:30:00","2020-10-30 17:59:59",1,8.54903333333333,8.54903333333333,8.54903333333333,8.54903333333333,NA,1071.45
+"thirtyminutes0035#2020-10-31 17:30:00,2020-10-31 17:59:59","thirtyminutes0035","2020-10-31 17:30:00","2020-10-31 17:59:59",1,3.99993333333333,3.99993333333333,3.99993333333333,3.99993333333333,NA,1068.01666666667
+"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",1,8.43993333333333,8.43993333333333,8.43993333333333,8.43993333333333,NA,1080
+"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",1,8.43993333333333,8.43993333333333,8.43993333333333,8.43993333333333,NA,1080
+"thirtyminutes0041#2020-03-06 20:30:00,2020-03-06 20:59:59","thirtyminutes0041","2020-03-06 20:30:00","2020-03-06 20:59:59",1,17.0195166666667,17.0195166666667,17.0195166666667,17.0195166666667,NA,1242.96666666667
+"thirtyminutes0041#2020-10-30 20:30:00,2020-10-30 20:59:59","thirtyminutes0041","2020-10-30 20:30:00","2020-10-30 20:59:59",1,17.0195166666667,17.0195166666667,17.0195166666667,17.0195166666667,NA,1242.96666666667
+"thirtyminutes0042#2020-03-06 21:00:00,2020-03-06 21:29:59","thirtyminutes0042","2020-03-06 21:00:00","2020-03-06 21:29:59",1,1.97485,1.97485,1.97485,1.97485,NA,1260
+"thirtyminutes0042#2020-03-09 21:00:00,2020-03-09 21:29:59","thirtyminutes0042","2020-03-09 21:00:00","2020-03-09 21:29:59",1,1.99996666666667,1.99996666666667,1.99996666666667,1.99996666666667,NA,1265
+"thirtyminutes0042#2020-10-30 21:00:00,2020-10-30 21:29:59","thirtyminutes0042","2020-10-30 21:00:00","2020-10-30 21:29:59",1,1.97485,1.97485,1.97485,1.97485,NA,1260
+"thirtyminutes0042#2020-11-02 21:00:00,2020-11-02 21:29:59","thirtyminutes0042","2020-11-02 21:00:00","2020-11-02 21:29:59",1,1.99996666666667,1.99996666666667,1.99996666666667,1.99996666666667,NA,1265
+"thirtyminutes0043#2020-03-07 21:30:00,2020-03-07 21:59:59","thirtyminutes0043","2020-03-07 21:30:00","2020-03-07 21:59:59",1,5.9999,5.9999,5.9999,5.9999,NA,1313.01666666667
+"thirtyminutes0043#2020-10-31 21:30:00,2020-10-31 21:59:59","thirtyminutes0043","2020-10-31 21:30:00","2020-10-31 21:59:59",1,5.9999,5.9999,5.9999,5.9999,NA,1313.01666666667
+"thirtyminutes0044#2020-03-08 22:00:00,2020-03-08 22:29:59","thirtyminutes0044","2020-03-08 22:00:00","2020-03-08 22:29:59",1,2.99995,2.99995,2.99995,2.99995,NA,1322
+"thirtyminutes0044#2020-11-01 22:00:00,2020-11-01 22:29:59","thirtyminutes0044","2020-11-01 22:00:00","2020-11-01 22:29:59",1,2.99995,2.99995,2.99995,2.99995,NA,1322
--- a/tests/data/processed/features/stz_periodic/android/phone_screen.csv
+++ b/tests/data/processed/features/stz_periodic/android/phone_screen.csv
@ -0,0 +1,23 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"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",7,94.6050833333333,21.6595333333333,5.99093333333333,13.5150119047619,6.19231944078572,170.5
+"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",5,18.8330333333333,5.9999,2.8333,3.76660666666667,1.33122374802494,17.1833333333333
+"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",3,25.9995666666667,19.9996666666667,2.99995,8.66652222222222,9.81479099364737,5
+"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",2,35.9994,31.9994666666667,3.99993333333333,17.9997,19.7986598900588,181
+"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",7,94.6050833333333,21.6595333333333,5.99093333333333,13.5150119047619,6.19231944078572,170.5
+"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",5,18.8330333333333,5.9999,2.8333,3.76660666666667,1.33122374802494,17.1833333333333
+"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",3,25.9995666666667,19.9996666666667,2.99995,8.66652222222222,9.81479099364737,5
+"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",2,35.9994,31.9994666666667,3.99993333333333,17.9997,19.7986598900588,181
+"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",3,27.9489833333333,21.6595333333333,2.4361,9.31632777777778,10.7129917357687,360
+"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",3,27.9489833333333,21.6595333333333,2.4361,9.31632777777778,10.7129917357687,360
+"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",15,139.437683333333,21.6595333333333,2.8333,9.29584555555556,7.11375880805815,170.5
+"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",10,80.832,31.9994666666667,2.8333,8.0832,9.9028359214313,17.1833333333333
+"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",5,61.9989666666666,31.9994666666667,2.99995,12.3997933333333,13.126090686664,5
+"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",2,35.9994,31.9994666666667,3.99993333333333,17.9997,19.7986598900588,181
+"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",7,94.6050833333333,21.6595333333333,5.99093333333333,13.5150119047619,6.19231944078572,170.5
+"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",12,113.438116666667,21.6595333333333,2.8333,9.45317638888889,6.8379454473092,170.5
+"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",15,139.437683333333,21.6595333333333,2.8333,9.29584555555556,7.11375880805815,170.5
+"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",10,80.832,31.9994666666667,2.8333,8.0832,9.9028359214313,17.1833333333333
+"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",5,61.9989666666666,31.9994666666667,2.99995,12.3997933333333,13.126090686664,5
+"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",2,35.9994,31.9994666666667,3.99993333333333,17.9997,19.7986598900588,181
+"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",15,139.437683333333,21.6595333333333,2.8333,9.29584555555556,7.11375880805815,170.5
+"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",15,139.437683333333,21.6595333333333,2.8333,9.29584555555556,7.11375880805815,170.5
--- a/tests/data/processed/features/stz_periodic/empatica/phone_screen.csv
+++ b/tests/data/processed/features/stz_periodic/empatica/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/stz_periodic/empty/phone_screen.csv
+++ b/tests/data/processed/features/stz_periodic/empty/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock"
--- a/tests/data/processed/features/stz_periodic/fitbit/phone_screen.csv
+++ b/tests/data/processed/features/stz_periodic/fitbit/phone_screen.csv
@ -0,0 +1 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"
--- a/tests/data/processed/features/stz_periodic/ios/phone_screen.csv
+++ b/tests/data/processed/features/stz_periodic/ios/phone_screen.csv
@ -0,0 +1,23 @@
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_sumdurationunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_firstuseafter00unlock"
+"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",7,94.6512666666667,21.6595333333333,6.00136666666667,13.5216095238095,6.18978716736703,170.5
+"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",4,18.9996833333333,5.9999,3.99993333333333,4.74992083333333,0.957411150637875,5.18333333333333
+"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",3,35.9994,29.9995,2.99995,11.9998,15.5881974604988,5
+"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",2,5.9999,3.99993333333333,1.99996666666667,2.99995,1.41418999214706,181
+"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",7,94.6512666666667,21.6595333333333,6.00136666666667,13.5216095238095,6.18978716736703,170.5
+"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",4,18.9996833333333,5.9999,3.99993333333333,4.74992083333333,0.957411150637875,5.18333333333333
+"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",3,35.9994,29.9995,2.99995,11.9998,15.5881974604988,5
+"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",2,5.9999,3.99993333333333,1.99996666666667,2.99995,1.41418999214706,181
+"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",3,27.9572166666667,21.6595333333333,2.4361,9.31907222222222,10.7108933338698,360
+"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",3,27.9572166666667,21.6595333333333,2.4361,9.31907222222222,10.7108933338698,360
+"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",14,149.65035,29.9995,2.99995,10.6893107142857,8.41713211936808,170.5
+"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",9,60.9989833333333,29.9995,1.99996666666667,6.77766481481481,8.78589046811643,5.18333333333333
+"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",5,41.9993,29.9995,1.99996666666667,8.39986,12.095252100472,5
+"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",2,5.9999,3.99993333333333,1.99996666666667,2.99995,1.41418999214706,181
+"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",7,94.6512666666667,21.6595333333333,6.00136666666667,13.5216095238095,6.18978716736703,170.5
+"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",11,113.65095,21.6595333333333,3.99993333333333,10.3319045454545,6.54587192809369,170.5
+"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",14,149.65035,29.9995,2.99995,10.6893107142857,8.41713211936808,170.5
+"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",9,60.9989833333333,29.9995,1.99996666666667,6.77766481481481,8.78589046811643,5.18333333333333
+"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",5,41.9993,29.9995,1.99996666666667,8.39986,12.095252100472,5
+"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",2,5.9999,3.99993333333333,1.99996666666667,2.99995,1.41418999214706,181
+"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",14,149.65035,29.9995,2.99995,10.6893107142857,8.41713211936808,170.5
+"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",14,149.65035,29.9995,2.99995,10.6893107142857,8.41713211936808,170.5
--- a/tests/scripts/assign_test_timestamps.py
+++ b/tests/scripts/assign_test_timestamps.py
@ -26,7 +26,7 @@ def assign_test_timestamps(file_path):
    else:
        # Convert local_date_time with timezone to timestamp
        data_with_timestamps.insert(0, "timestamp", data_with_timestamps["local_date_time"].dt.tz_localize(tz="America/New_York").astype(np.int64) // 10**6)
-        columns_to_delete.add("local_date_time")
+        columns_to_delete.append("local_date_time")
    
    # Discard useless columns
    for col in columns_to_delete:
--- a/tests/settings/mtz_event_config.yaml
+++ b/tests/settings/mtz_event_config.yaml
@ -282,7 +282,7 @@ PHONE_MESSAGES:

 # See https://www.rapids.science/latest/features/phone-screen/
 PHONE_SCREEN:
-  CONTAINER: screen
+  CONTAINER: phone_screen_raw.csv
  PROVIDERS:
    RAPIDS:
      COMPUTE: False
--- a/tests/settings/mtz_frequency_config.yaml
+++ b/tests/settings/mtz_frequency_config.yaml
@ -282,7 +282,7 @@ PHONE_MESSAGES:

 # See https://www.rapids.science/latest/features/phone-screen/
 PHONE_SCREEN:
-  CONTAINER: screen
+  CONTAINER: phone_screen_raw.csv
  PROVIDERS:
    RAPIDS:
      COMPUTE: False
--- a/tests/settings/mtz_periodic_config.yaml
+++ b/tests/settings/mtz_periodic_config.yaml
@ -282,7 +282,7 @@ PHONE_MESSAGES:

 # See https://www.rapids.science/latest/features/phone-screen/
 PHONE_SCREEN:
-  CONTAINER: screen
+  CONTAINER: phone_screen_raw.csv
  PROVIDERS:
    RAPIDS:
      COMPUTE: False
--- a/tests/settings/stz_event_config.yaml
+++ b/tests/settings/stz_event_config.yaml
@ -282,7 +282,7 @@ PHONE_MESSAGES:

 # See https://www.rapids.science/latest/features/phone-screen/
 PHONE_SCREEN:
-  CONTAINER: screen
+  CONTAINER: phone_screen_raw.csv
  PROVIDERS:
    RAPIDS:
      COMPUTE: False
--- a/tests/settings/stz_frequency_config.yaml
+++ b/tests/settings/stz_frequency_config.yaml
@ -282,7 +282,7 @@ PHONE_MESSAGES:

 # See https://www.rapids.science/latest/features/phone-screen/
 PHONE_SCREEN:
-  CONTAINER: screen
+  CONTAINER: phone_screen_raw.csv
  PROVIDERS:
    RAPIDS:
      COMPUTE: False
--- a/tests/settings/stz_periodic_config.yaml
+++ b/tests/settings/stz_periodic_config.yaml
@ -282,7 +282,7 @@ PHONE_MESSAGES:

 # See https://www.rapids.science/latest/features/phone-screen/
 PHONE_SCREEN:
-  CONTAINER: screen
+  CONTAINER: phone_screen_raw.csv
  PROVIDERS:
    RAPIDS:
      COMPUTE: False
				`@ -0,0 +1 @@`
				`"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_screen_rapids_avgdurationunlock","phone_screen_rapids_countepisodeunlock","phone_screen_rapids_maxdurationunlock","phone_screen_rapids_firstuseafter00unlock","phone_screen_rapids_stddurationunlock","phone_screen_rapids_mindurationunlock","phone_screen_rapids_sumdurationunlock"`