Updated phone battery test data and results (#165)

Co-authored-by: Weiyu <weiyuhuang7@gmail.com>
2021-10-21 22:54:19 -04:00 · 2021-10-21 22:54:19 -04:00 · dfa11acf87
parent da633c5d08
commit dfa11acf87
40 changed files with 866 additions and 27 deletions
--- a/docs/change-log.md
+++ b/docs/change-log.md
@ -1,4 +1,6 @@
 # Change Log
 ## v.1.7.0
 - Add tests for phone battery features
 ## v1.6.0
 - Refactor PHONE_CALLS RAPIDS provider to compute features based on call episodes or events
 - Refactor PHONE_LOCATIONS DORYAB provider to compute features based on location episodes
--- a/docs/developers/test-cases.md
+++ b/docs/developers/test-cases.md
@ -11,7 +11,7 @@ The following is a list of the sensors that testing is currently available.
 | Phone Accelerometer           | RAPIDS   | Y        | Y         | Y     |
 | Phone Activity Recognition    | RAPIDS   | Y        | Y         | Y     |
 | Phone Applications Foreground | RAPIDS   | Y        | Y         | Y     |
-| Phone Battery                 | RAPIDS   | Y        | Y         | N     |
+| Phone Battery                 | RAPIDS   | Y        | Y         | Y     |
 | Phone Bluetooth               | Doryab   | Y        | Y         | Y     |
 | Phone Bluetooth               | RAPIDS   | Y        | Y         | Y     |
 | Phone Calls                   | RAPIDS   | Y        | Y         | Y     |
@ -28,7 +28,7 @@ The following is a list of the sensors that testing is currently available.
 | Fitbit Data Yield             | RAPIDS   | Y        | Y         | Y     |
 | Fitbit Heart Rate Summary     | RAPIDS   | Y        | Y         | Y     |
 | Fitbit Heart Rate Intraday    | RAPIDS   | Y        | Y         | Y     |
-| Fitbit Sleep Summary          | RAPIDS   | N        | N         | N     |
+| Fitbit Sleep Summary          | RAPIDS   | Y        | Y         | Y     |
 | Fitbit Sleep Intraday         | RAPIDS   | Y        | Y         | Y     |
 | Fitbit Sleep Intraday         | PRICE    | Y        | Y         | Y     |
 | Fitbit Steps Summary          | RAPIDS   | Y        | Y         | Y     |
@ -46,7 +46,7 @@ Description
 - One episode before the time switch (`Sun 00:02:00`) and one episode after the time switch (`Sun 04:18:00`)
 - Multiple episodes within one min which cause variance in magnitude (`Fri 00:10:25`, `Fri 00:10:27` and `Fri 00:10:46`)
-Checklist:
+Checklist
 |time segment| single tz | multi tz|platform|
 |-|-|-|-|
@ -69,7 +69,7 @@ Description
 - Two episodes locate in the same daily segment (`Fri 11:57:56.385` and `Sat 10:54:10.000`)
 - One episode before the time switch (`Sun 00:48:01.000`) and one episode after the time switch (`Sun 06:21:01.000`)
-Checklist:
+Checklist
 |time segment| single tz | multi tz|platform|
 |-|-|-|-|
@ -158,24 +158,26 @@ Checklist
 ## Battery
-Due to the difference in the format of the raw battery data for iOS and Android as well as versions of iOS the following is the expected results the `battery_deltas.csv`. This would give a better idea of the use cases being tested since the `battery_deltas.csv` would make both the iOS and Android data comparable. These files are used to calculate the features for the battery sensor.
+Description
-   The battery delta data file contains data for 1 day.
+- The 4-day raw data is contained in `phone_battery_raw.csv`
-   The battery delta data contains 1 record each for a `charging` and
+- One discharge episode acrossing two 30-min time segements (`Fri 05:57:30.123` to `Fri 06:04:32.456`)
-    `discharging` episode that falls within an `epoch` for every
+- One charging episode acrossing two 30-min time segments (`Fri 11:55:58.416` to `Fri 12:08:07.876`)
-    `epoch`. Thus, for the `daily` epoch there would be multiple
+- One discharge episode and one charging episode locate within the same 30-min time segement (`Fri 21:30:00` to `Fri 22:00:00`)
-    `charging` and `discharging` episodes
+- One episode before the time switch (`Sun 00:24:00.000`) and one episode after the time switch (`Sun 21:58:00`)
-   Since either a `charging` episode or a `discharging` episode and
+- Two episodes locate in the same daily segment
-    not both can occur across epochs, in order to test episodes that
+  
-    occur across epochs alternating episodes of `charging` and
+Checklist
-    `discharging` episodes that fall across `night` to `morning`,
+
-    `morning` to `afternoon` and finally `afternoon` to `night` are
+|time segment| single tz | multi tz|platform|
-    present in the battery delta data. This starts with a
+|-|-|-|-|
-    `discharging` episode that begins in `night` and end in `morning`.
+|30min|OK|OK|android|
-   There is one battery data file each, for testing both iOS and
+|morning|OK|OK|android|
-    Android data formats.
+|daily|OK|OK|android|
-   There is also an additional empty data file for both android and
+|threeday|OK|OK|android|
-    iOS for testing empty data files
+|weekend|OK|OK|android|
 |beforeMarchEvent|OK|OK|android|
 |beforeNovemberEvent|OK|OK|android|
 ## Bluetooth
--- a/tests/data/external/aware_csv/phone_battery_raw.csv
+++ b/tests/data/external/aware_csv/phone_battery_raw.csv
@ -0,0 +1,339 @@
 timestamp,device_id,battery_status,battery_level,battery_scale,battery_voltage,battery_temperature,battery_adaptor,battery_health,battery_technology
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 1604108123679,ios,4.0,72.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
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 1604116667875,ios,4.0,65.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 1604116727875,ios,4.0,64.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 1604178005000,ios,4.0,90.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604178420000,ios,4.0,89.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604178900000,ios,4.0,88.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604194320000,ios,2.0,78.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604194740000,ios,2.0,79.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604195280000,ios,2.0,80.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604204640000,ios,4.0,50.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604205420000,ios,4.0,49.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604205960000,ios,4.0,48.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604206200000,ios,2.0,49.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604206680000,ios,2.0,50.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604285880000,ios,2.0,59.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
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 1604286900000,ios,4.0,75.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604287200000,ios,4.0,74.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
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 1604313060000,ios,4.0,60.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604313300000,ios,4.0,59.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604313780000,ios,4.0,58.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 1604318700000,ios,2.0,78.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
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 1604319420000,ios,2.0,80.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
--- a/tests/data/manual/aware_csv/phone_battery_raw.csv
+++ b/tests/data/manual/aware_csv/phone_battery_raw.csv
@ -0,0 +1,170 @@
 test_time,device_id,battery_status,battery_level,battery_scale,battery_voltage,battery_temperature,battery_adaptor,battery_health,battery_technology
 Fri 00:08:10.416,android,3.0,80.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 00:11:23.435,android,3.0,79.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 00:15:30.630,android,3.0,78.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 00:17:38.603,android,3.0,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 01:27:40.603,android,4.0,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 03:20:30.416,android,2.0,77.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 03:23:50.435,android,2.0,78.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 03:30:35.630,android,2.0,79.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 03:30:35.876,android,2.0,80.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 05:57:30.123,android,3.0,80.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 05:59:49.435,android,3.0,79.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 06:02:19.321,android,3.0,78.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 06:04:32.456,android,3.0,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 08:04:32.416,android,2.0,72.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 08:07:12.435,android,2.0,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 08:09:52.679,android,2.0,74.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 08:13:07.876,android,2.0,75.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 09:13:07.603,android,4.0,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 10:23:17.416,android,3.0,74.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 10:26:23.435,android,3.0,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 10:29:43.679,android,3.0,72.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 10:34:18.876,android,3.0,71.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 11:55:58.416,android,2.0,62.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 00:08:10.416,android,3.0,80.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 00:11:23.435,android,3.0,79.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 00:15:30.630,android,3.0,78.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 00:17:38.603,android,3.0,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 01:27:40.603,android,4.0,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 03:20:30.416,android,2.0,77.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 03:23:50.435,android,2.0,78.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 03:30:35.630,android,2.0,79.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 03:30:35.876,android,2.0,80.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 05:57:30.123,android,3.0,80.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 05:59:49.435,android,3.0,79.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 06:02:19.321,android,3.0,78.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 06:04:32.456,android,3.0,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 08:04:32.416,android,2.0,72.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 08:07:12.435,android,2.0,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 08:09:52.679,android,2.0,74.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 08:13:07.876,android,2.0,75.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 09:13:07.603,android,4.0,75.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 10:23:17.416,android,3.0,74.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 10:26:23.435,android,3.0,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 10:29:43.679,android,3.0,72.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 10:34:18.876,android,3.0,71.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 11:55:58.416,android,2.0,62.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 11:59:28.435,android,2.0,63.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 12:04:37.679,android,2.0,64.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 12:08:07.876,android,2.0,65.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 13:52:07.416,android,3.0,64.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 13:54:59.435,android,3.0,63.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 13:57:09.679,android,3.0,62.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 14:00:19.876,android,3.0,61.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 15:10:29.603,android,4.0,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 16:13:27.416,android,2.0,60.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 16:17:57.435,android,2.0,61.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 16:21:27.679,android,2.0,62.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 16:24:47.876,android,2.0,63.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 17:56:03.123,android,3.0,60.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 17:59:41.435,android,3.0,59.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 18:04:14.321,android,3.0,58.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 18:07:24.456,android,3.0,57.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 20:03:03.416,android,2.0,72.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 20:05:12.435,android,2.0,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 20:07:24.679,android,2.0,74.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 20:10:34.876,android,2.0,75.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 20:50:44.603,android,4.0,75.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 21:30:04.416,android,3.0,74.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 21:32:14.435,android,3.0,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 21:35:23.679,android,3.0,72.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 21:37:47.876,android,3.0,71.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 21:40:01.875,android,2.0,70.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 21:43:21.075,android,2.0,78.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 23:57:47.875,android,3.0,65.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 23:58:47.875,android,3.0,64.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Sat 17:00:05,android,3,90,100,4170,23,0,2,Li-ion
 Sat 17:07:00,android,3,89,100,4170,23,0,2,Li-ion
 Sat 17:15:00,android,3,88,100,4170,23,0,2,Li-ion
 Sat 21:32:00,android,2,78,100,4170,23,0,2,Li-ion
 Sat 21:39:00,android,2,79,100,4170,23,0,2,Li-ion
 Sat 21:48:00,android,2,80,100,4170,23,0,2,Li-ion
 Sun 00:24:00,android,3,50,100,4170,23,0,2,Li-ion
 Sun 00:37:00,android,3,49,100,4170,23,0,2,Li-ion
 Sun 00:46:00,android,3,48,100,4170,23,0,2,Li-ion
 Sun 00:50:00,android,2,49,100,4170,23,0,2,Li-ion
 Sun 00:58:00,android,2,50,100,4170,23,0,2,Li-ion
 Sun 21:58:00,android,2,59,100,4170,23,0,2,Li-ion
 Sun 22:08:00,android,2,60,100,4170,23,0,2,Li-ion
 Sun 22:15:00,android,2,61,100,4170,23,0,2,Li-ion
 Sun 22:15:00,android,3,75,100,4170,23,0,2,Li-ion
 Sun 22:20:00,android,3,74,100,4170,23,0,2,Li-ion
 Sun 22:29:00,android,3,73,100,4170,23,0,2,Li-ion
 Mon 05:31:00,android,3,60,100,4170,23,0,2,Li-ion
 Mon 05:35:00,android,3,59,100,4170,23,0,2,Li-ion
 Mon 05:43:00,android,3,58,100,4170,23,0,2,Li-ion
 Mon 07:05:00,android,2,78,100,4170,23,0,2,Li-ion
 Mon 07:10:00,android,2,79,100,4170,23,0,2,Li-ion
 Mon 07:17:00,android,2,80,100,4170,23,0,2,Li-ion
 Fri 00:08:10.416,ios,4,80.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 00:11:23.435,ios,4,79.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 00:15:30.630,ios,4,78.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 00:17:38.603,ios,4,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 03:20:30.416,ios,2,77.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 03:23:50.435,ios,2,78.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 03:30:35.630,ios,2,79.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 03:30:35.876,ios,2,80.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 05:57:30.123,ios,4,80.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 05:59:49.435,ios,4,79.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 06:02:19.321,ios,4,78.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 06:04:32.456,ios,4,77.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 08:04:32.416,ios,2,72.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 08:07:12.435,ios,2,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 08:09:52.679,ios,2,74.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 08:13:07.876,ios,2,75.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 10:23:17.416,ios,4,74.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 10:26:23.435,ios,4,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 10:29:43.679,ios,4,72.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 10:34:18.876,ios,4,71.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 11:55:58.416,ios,2,62.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 11:59:28.435,ios,2,63.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 12:04:37.679,ios,2,64.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 12:08:07.876,ios,2,65.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 13:52:07.416,ios,4,64.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 13:54:59.435,ios,4,63.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 13:57:09.679,ios,4,62.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 14:00:19.876,ios,4,61.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 16:13:27.416,ios,2,60.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 16:17:57.435,ios,2,61.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 16:21:27.679,ios,2,62.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 16:24:47.876,ios,2,63.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 17:56:03.123,ios,4,60.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 17:59:41.435,ios,4,59.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 18:04:14.321,ios,4,58.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 18:07:24.456,ios,4,57.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 20:03:03.416,ios,2,72.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 20:05:12.435,ios,2,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 20:07:24.679,ios,2,74.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 20:10:34.876,ios,2,75.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 21:30:04.416,ios,4,74.0,100.0,4170.0,23.0,0.0,2.0,Li-ion
 Fri 21:32:14.435,ios,4,73.0,100.0,4094.0,23.0,0.0,2.0,Li-ion
 Fri 21:35:23.679,ios,4,72.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 21:37:47.876,ios,4,71.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 21:40:01.875,ios,2,70.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 21:43:21.075,ios,2,78.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 23:57:47.875,ios,4,65.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Fri 23:58:47.875,ios,4,64.0,100.0,4157.0,23.0,0.0,2.0,Li-ion
 Sat 17:00:05,ios,4,90,100,4170,23,0,2,Li-ion
 Sat 17:07:00,ios,4,89,100,4170,23,0,2,Li-ion
 Sat 17:15:00,ios,4,88,100,4170,23,0,2,Li-ion
 Sat 21:32:00,ios,2,78,100,4170,23,0,2,Li-ion
 Sat 21:39:00,ios,2,79,100,4170,23,0,2,Li-ion
 Sat 21:48:00,ios,2,80,100,4170,23,0,2,Li-ion
 Sun 00:24:00,ios,4,50,100,4170,23,0,2,Li-ion
 Sun 00:37:00,ios,4,49,100,4170,23,0,2,Li-ion
 Sun 00:46:00,ios,4,48,100,4170,23,0,2,Li-ion
 Sun 00:50:00,ios,2,49,100,4170,23,0,2,Li-ion
 Sun 00:58:00,ios,2,50,100,4170,23,0,2,Li-ion
 Sun 21:58:00,ios,2,59,100,4170,23,0,2,Li-ion
 Sun 22:08:00,ios,2,60,100,4170,23,0,2,Li-ion
 Sun 22:15:00,ios,2,61,100,4170,23,0,2,Li-ion
 Sun 22:15:00,ios,4,75,100,4170,23,0,2,Li-ion
 Sun 22:20:00,ios,4,74,100,4170,23,0,2,Li-ion
 Sun 22:29:00,ios,4,73,100,4170,23,0,2,Li-ion
 Mon 05:31:00,ios,4,60,100,4170,23,0,2,Li-ion
 Mon 05:35:00,ios,4,59,100,4170,23,0,2,Li-ion
 Mon 05:43:00,ios,4,58,100,4170,23,0,2,Li-ion
 Mon 07:05:00,ios,2,78,100,4170,23,0,2,Li-ion
 Mon 07:10:00,ios,2,79,100,4170,23,0,2,Li-ion
 Mon 07:17:00,ios,2,80,100,4170,23,0,2,Li-ion
--- a/tests/data/processed/features/mtz_event/android/phone_battery.csv
+++ b/tests/data/processed/features/mtz_event/android/phone_battery.csv
@ -0,0 +1,3 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
--- a/tests/data/processed/features/mtz_event/empatica/phone_battery.csv
+++ b/tests/data/processed/features/mtz_event/empatica/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countdischarge","phone_battery_rapids_countcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/mtz_event/empty/phone_battery.csv
+++ b/tests/data/processed/features/mtz_event/empty/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countdischarge","phone_battery_rapids_countcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/mtz_event/fitbit/phone_battery.csv
+++ b/tests/data/processed/features/mtz_event/fitbit/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countdischarge","phone_battery_rapids_countcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/mtz_event/ios/phone_battery.csv
+++ b/tests/data/processed/features/mtz_event/ios/phone_battery.csv
@ -0,0 +1,3 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
--- a/tests/data/processed/features/mtz_frequency/android/phone_battery.csv
+++ b/tests/data/processed/features/mtz_frequency/android/phone_battery.csv
@ -0,0 +1,49 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "thirtyminutes0000#2020-03-06 00:00:00,2020-03-06 00:29:59","thirtyminutes0000","2020-03-06 00:00:00","2020-03-06 00:29:59",1,21.8259833333333,0.137450851775292,0.137450851775292,0,0
 "thirtyminutes0000#2020-10-30 00:00:00,2020-10-30 00:29:59","thirtyminutes0000","2020-10-30 00:00:00","2020-10-30 00:29:59",1,21.8259833333333,0.137450851775292,0.137450851775292,0,0
 "thirtyminutes0006#2020-03-06 03:00:00,2020-03-06 03:29:59","thirtyminutes0006","2020-03-06 03:00:00","2020-03-06 03:29:59",0,0,0,0,1,9.49288333333333
 "thirtyminutes0006#2020-10-30 03:00:00,2020-10-30 03:29:59","thirtyminutes0006","2020-10-30 03:00:00","2020-10-30 03:29:59",0,0,0,0,1,9.49288333333333
 "thirtyminutes0007#2020-03-06 03:30:00,2020-03-06 03:59:59","thirtyminutes0007","2020-03-06 03:30:00","2020-03-06 03:59:59",0,0,0,0,1,29.9994666666667
 "thirtyminutes0007#2020-10-30 03:30:00,2020-10-30 03:59:59","thirtyminutes0007","2020-10-30 03:30:00","2020-10-30 03:59:59",0,0,0,0,1,29.9994666666667
 "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",1,2.49788333333333,0.400338953647421,0.400338953647421,0,0
 "thirtyminutes0011#2020-03-09 05:30:00,2020-03-09 05:59:59","thirtyminutes0011","2020-03-09 05:30:00","2020-03-09 05:59:59",1,28.9995166666667,0.0689666666858241,0.0689666666858241,0,0
 "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",1,2.49788333333333,0.400338953647421,0.400338953647421,0,0
 "thirtyminutes0011#2020-11-02 05:30:00,2020-11-02 05:59:59","thirtyminutes0011","2020-11-02 05:30:00","2020-11-02 05:59:59",1,28.9995166666667,0.0689666666858241,0.0689666666858241,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "thirtyminutes0014#2020-03-09 07:00:00,2020-03-09 07:29:59","thirtyminutes0014","2020-03-09 07:00:00","2020-03-09 07:29:59",0,0,0,0,1,24.9995833333333
 "thirtyminutes0014#2020-11-02 07:00:00,2020-11-02 07:29:59","thirtyminutes0014","2020-11-02 07:00:00","2020-11-02 07:29:59",0,0,0,0,1,24.9995833333333
 "thirtyminutes0016#2020-03-06 08:00:00,2020-03-06 08:29:59","thirtyminutes0016","2020-03-06 08:00:00","2020-03-06 08:29:59",0,0,0,0,1,25.4592833333333
 "thirtyminutes0016#2020-10-30 08:00:00,2020-10-30 08:29:59","thirtyminutes0016","2020-10-30 08:00:00","2020-10-30 08:29:59",0,0,0,0,1,25.4592833333333
 "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",1,6.70958333333333,0.298081102900081,0.298081102900081,0,0
 "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",1,6.70958333333333,0.298081102900081,0.298081102900081,0,0
 "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",1,29.9994833333333,0.0333339074172944,0.0333339074172944,0,0
 "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",1,29.9994833333333,0.0333339074172944,0.0333339074172944,0,0
 "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",0,0,0,0,1,4.02631666666667
 "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",0,0,0,0,1,4.02631666666667
 "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",0,0,0,0,1,29.9994666666667
 "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",0,0,0,0,1,29.9994666666667
 "thirtyminutes0027#2020-03-06 13:30:00,2020-03-06 13:59:59","thirtyminutes0027","2020-03-06 13:30:00","2020-03-06 13:59:59",1,7.87625,0.253927947944771,0.253927947944771,0,0
 "thirtyminutes0027#2020-10-30 13:30:00,2020-10-30 13:59:59","thirtyminutes0027","2020-10-30 13:30:00","2020-10-30 13:59:59",1,7.87625,0.253927947944771,0.253927947944771,0,0
 "thirtyminutes0028#2020-03-06 14:00:00,2020-03-06 14:29:59","thirtyminutes0028","2020-03-06 14:00:00","2020-03-06 14:29:59",1,29.9994666666667,0.0333339259364611,0.0333339259364611,0,0
 "thirtyminutes0028#2020-03-07 14:00:00,2020-03-07 14:29:59","thirtyminutes0028","2020-03-07 14:00:00","2020-03-07 14:29:59",1,29.9161666666667,0.0668534850164627,0.0668534850164627,0,0
 "thirtyminutes0028#2020-10-30 14:00:00,2020-10-30 14:29:59","thirtyminutes0028","2020-10-30 14:00:00","2020-10-30 14:29:59",1,29.9994666666667,0.0333339259364611,0.0333339259364611,0,0
 "thirtyminutes0028#2020-10-31 14:00:00,2020-10-31 14:29:59","thirtyminutes0028","2020-10-31 14:00:00","2020-10-31 14:29:59",1,29.9161666666667,0.0668534850164627,0.0668534850164627,0,0
 "thirtyminutes0032#2020-03-06 16:00:00,2020-03-06 16:29:59","thirtyminutes0032","2020-03-06 16:00:00","2020-03-06 16:29:59",0,0,0,0,1,16.54275
 "thirtyminutes0032#2020-10-30 16:00:00,2020-10-30 16:29:59","thirtyminutes0032","2020-10-30 16:00:00","2020-10-30 16:29:59",0,0,0,0,1,16.54275
 "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",1,3.94786666666667,0.253301361072647,0.253301361072647,0,0
 "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",1,3.94786666666667,0.253301361072647,0.253301361072647,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",0,0,0,0,1,27.9995333333333
 "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",0,0,0,0,1,27.9995333333333
 "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",0,0,0,0,1,26.9425666666667
 "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",0,0,0,0,1,26.9425666666667
 "thirtyminutes0043#2020-03-06 21:30:00,2020-03-06 21:59:59","thirtyminutes0043","2020-03-06 21:30:00","2020-03-06 21:59:59",1,9.95743333333333,0.301282459000479,0.301282459000479,1,19.9684
 "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",1,19.9996666666667,0.100001666694445,0.100001666694445,1,9.99983333333333
 "thirtyminutes0043#2020-10-30 21:30:00,2020-10-30 21:59:59","thirtyminutes0043","2020-10-30 21:30:00","2020-10-30 21:59:59",1,9.95743333333333,0.301282459000479,0.301282459000479,1,19.9684
 "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",1,19.9996666666667,0.100001666694445,0.100001666694445,1,9.99983333333333
 "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",1,14.99975,0.133335555592593,0.133335555592593,1,14.99975
 "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",1,14.99975,0.133335555592593,0.133335555592593,1,14.99975
 "thirtyminutes0047#2020-03-06 23:30:00,2020-03-06 23:59:59","thirtyminutes0047","2020-03-06 23:30:00","2020-03-06 23:59:59",1,2.20203333333333,0.454125732277743,0.454125732277743,0,0
 "thirtyminutes0047#2020-10-30 23:30:00,2020-10-30 23:59:59","thirtyminutes0047","2020-10-30 23:30:00","2020-10-30 23:59:59",1,2.20203333333333,0.454125732277743,0.454125732277743,0,0
--- a/tests/data/processed/features/mtz_frequency/empatica/phone_battery.csv
+++ b/tests/data/processed/features/mtz_frequency/empatica/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/mtz_frequency/empty/phone_battery.csv
+++ b/tests/data/processed/features/mtz_frequency/empty/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/mtz_frequency/fitbit/phone_battery.csv
+++ b/tests/data/processed/features/mtz_frequency/fitbit/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/mtz_frequency/ios/phone_battery.csv
+++ b/tests/data/processed/features/mtz_frequency/ios/phone_battery.csv
@ -0,0 +1,49 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "thirtyminutes0000#2020-03-06 00:00:00,2020-03-06 00:29:59","thirtyminutes0000","2020-03-06 00:00:00","2020-03-06 00:29:59",1,21.8259833333333,0.137450851775292,0.137450851775292,0,0
 "thirtyminutes0000#2020-10-30 00:00:00,2020-10-30 00:29:59","thirtyminutes0000","2020-10-30 00:00:00","2020-10-30 00:29:59",1,21.8259833333333,0.137450851775292,0.137450851775292,0,0
 "thirtyminutes0006#2020-03-06 03:00:00,2020-03-06 03:29:59","thirtyminutes0006","2020-03-06 03:00:00","2020-03-06 03:29:59",0,0,0,0,1,9.49288333333333
 "thirtyminutes0006#2020-10-30 03:00:00,2020-10-30 03:29:59","thirtyminutes0006","2020-10-30 03:00:00","2020-10-30 03:29:59",0,0,0,0,1,9.49288333333333
 "thirtyminutes0007#2020-03-06 03:30:00,2020-03-06 03:59:59","thirtyminutes0007","2020-03-06 03:30:00","2020-03-06 03:59:59",0,0,0,0,1,29.9994666666667
 "thirtyminutes0007#2020-10-30 03:30:00,2020-10-30 03:59:59","thirtyminutes0007","2020-10-30 03:30:00","2020-10-30 03:59:59",0,0,0,0,1,29.9994666666667
 "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",1,2.49788333333333,0.400338953647421,0.400338953647421,0,0
 "thirtyminutes0011#2020-03-09 05:30:00,2020-03-09 05:59:59","thirtyminutes0011","2020-03-09 05:30:00","2020-03-09 05:59:59",1,28.9995166666667,0.0689666666858241,0.0689666666858241,0,0
 "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",1,2.49788333333333,0.400338953647421,0.400338953647421,0,0
 "thirtyminutes0011#2020-11-02 05:30:00,2020-11-02 05:59:59","thirtyminutes0011","2020-11-02 05:30:00","2020-11-02 05:59:59",1,28.9995166666667,0.0689666666858241,0.0689666666858241,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "thirtyminutes0014#2020-03-09 07:00:00,2020-03-09 07:29:59","thirtyminutes0014","2020-03-09 07:00:00","2020-03-09 07:29:59",0,0,0,0,1,24.9995833333333
 "thirtyminutes0014#2020-11-02 07:00:00,2020-11-02 07:29:59","thirtyminutes0014","2020-11-02 07:00:00","2020-11-02 07:29:59",0,0,0,0,1,24.9995833333333
 "thirtyminutes0016#2020-03-06 08:00:00,2020-03-06 08:29:59","thirtyminutes0016","2020-03-06 08:00:00","2020-03-06 08:29:59",0,0,0,0,1,25.4592833333333
 "thirtyminutes0016#2020-10-30 08:00:00,2020-10-30 08:29:59","thirtyminutes0016","2020-10-30 08:00:00","2020-10-30 08:29:59",0,0,0,0,1,25.4592833333333
 "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",1,6.70958333333333,0.298081102900081,0.298081102900081,0,0
 "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",1,6.70958333333333,0.298081102900081,0.298081102900081,0,0
 "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",1,29.9994833333333,0.0333339074172944,0.0333339074172944,0,0
 "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",1,29.9994833333333,0.0333339074172944,0.0333339074172944,0,0
 "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",0,0,0,0,1,4.02631666666667
 "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",0,0,0,0,1,4.02631666666667
 "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",0,0,0,0,1,29.9994666666667
 "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",0,0,0,0,1,29.9994666666667
 "thirtyminutes0027#2020-03-06 13:30:00,2020-03-06 13:59:59","thirtyminutes0027","2020-03-06 13:30:00","2020-03-06 13:59:59",1,7.87625,0.253927947944771,0.253927947944771,0,0
 "thirtyminutes0027#2020-10-30 13:30:00,2020-10-30 13:59:59","thirtyminutes0027","2020-10-30 13:30:00","2020-10-30 13:59:59",1,7.87625,0.253927947944771,0.253927947944771,0,0
 "thirtyminutes0028#2020-03-06 14:00:00,2020-03-06 14:29:59","thirtyminutes0028","2020-03-06 14:00:00","2020-03-06 14:29:59",1,29.9994666666667,0.0333339259364611,0.0333339259364611,0,0
 "thirtyminutes0028#2020-03-07 14:00:00,2020-03-07 14:29:59","thirtyminutes0028","2020-03-07 14:00:00","2020-03-07 14:29:59",1,29.9161666666667,0.0668534850164627,0.0668534850164627,0,0
 "thirtyminutes0028#2020-10-30 14:00:00,2020-10-30 14:29:59","thirtyminutes0028","2020-10-30 14:00:00","2020-10-30 14:29:59",1,29.9994666666667,0.0333339259364611,0.0333339259364611,0,0
 "thirtyminutes0028#2020-10-31 14:00:00,2020-10-31 14:29:59","thirtyminutes0028","2020-10-31 14:00:00","2020-10-31 14:29:59",1,29.9161666666667,0.0668534850164627,0.0668534850164627,0,0
 "thirtyminutes0032#2020-03-06 16:00:00,2020-03-06 16:29:59","thirtyminutes0032","2020-03-06 16:00:00","2020-03-06 16:29:59",0,0,0,0,1,16.54275
 "thirtyminutes0032#2020-10-30 16:00:00,2020-10-30 16:29:59","thirtyminutes0032","2020-10-30 16:00:00","2020-10-30 16:29:59",0,0,0,0,1,16.54275
 "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",1,3.94786666666667,0.253301361072647,0.253301361072647,0,0
 "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",1,3.94786666666667,0.253301361072647,0.253301361072647,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",0,0,0,0,1,27.9995333333333
 "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",0,0,0,0,1,27.9995333333333
 "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",0,0,0,0,1,26.9425666666667
 "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",0,0,0,0,1,26.9425666666667
 "thirtyminutes0043#2020-03-06 21:30:00,2020-03-06 21:59:59","thirtyminutes0043","2020-03-06 21:30:00","2020-03-06 21:59:59",1,9.95743333333333,0.301282459000479,0.301282459000479,1,19.9684
 "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",1,19.9996666666667,0.100001666694445,0.100001666694445,1,9.99983333333333
 "thirtyminutes0043#2020-10-30 21:30:00,2020-10-30 21:59:59","thirtyminutes0043","2020-10-30 21:30:00","2020-10-30 21:59:59",1,9.95743333333333,0.301282459000479,0.301282459000479,1,19.9684
 "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",1,19.9996666666667,0.100001666694445,0.100001666694445,1,9.99983333333333
 "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",1,14.99975,0.133335555592593,0.133335555592593,1,14.99975
 "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",1,14.99975,0.133335555592593,0.133335555592593,1,14.99975
 "thirtyminutes0047#2020-03-06 23:30:00,2020-03-06 23:59:59","thirtyminutes0047","2020-03-06 23:30:00","2020-03-06 23:59:59",1,2.20203333333333,0.454125732277743,0.454125732277743,0,0
 "thirtyminutes0047#2020-10-30 23:30:00,2020-10-30 23:59:59","thirtyminutes0047","2020-10-30 23:30:00","2020-10-30 23:59:59",1,2.20203333333333,0.454125732277743,0.454125732277743,0,0
--- a/tests/data/processed/features/mtz_periodic/android/phone_battery.csv
+++ b/tests/data/processed/features/mtz_periodic/android/phone_battery.csv
@ -0,0 +1,25 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
 "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",1,43.9992666666667,0.0454553030429295,0.0454553030429295,1,16.9997166666667
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
 "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",1,43.9992666666667,0.0454553030429295,0.0454553030429295,1,16.9997166666667
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",2,75.56395,0.065515964597609,0.0731286084397727,2,42.61665
 "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",0,0,0,0,1,41.9993
 "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",2,75.56395,0.065515964597609,0.0731286084397727,2,42.61665
 "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",0,0,0,0,1,41.9993
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",4,156.91405,0.0536317871239409,0.0769243589957268,4,142.997616666667
 "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",2,85.9985666666666,0.0465375721629993,0.047619841283069,2,58.9990166666667
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",9,308.965166666667,0.0929100523281352,0.301282459000479,8,317.01955
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",4,156.91405,0.0536317871239409,0.0769243589957268,4,142.997616666667
 "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",2,85.9985666666666,0.0465375721629993,0.047619841283069,2,58.9990166666667
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
--- a/tests/data/processed/features/mtz_periodic/empatica/phone_battery.csv
+++ b/tests/data/processed/features/mtz_periodic/empatica/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countdischarge","phone_battery_rapids_maxconsumptionrate"
--- a/tests/data/processed/features/mtz_periodic/empty/phone_battery.csv
+++ b/tests/data/processed/features/mtz_periodic/empty/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countdischarge","phone_battery_rapids_maxconsumptionrate"
--- a/tests/data/processed/features/mtz_periodic/fitbit/phone_battery.csv
+++ b/tests/data/processed/features/mtz_periodic/fitbit/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countdischarge","phone_battery_rapids_maxconsumptionrate"
--- a/tests/data/processed/features/mtz_periodic/ios/phone_battery.csv
+++ b/tests/data/processed/features/mtz_periodic/ios/phone_battery.csv
@ -0,0 +1,25 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
 "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",1,43.9992666666667,0.0454553030429295,0.0454553030429295,1,16.9997166666667
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
 "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",1,43.9992666666667,0.0454553030429295,0.0454553030429295,1,16.9997166666667
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",2,75.56395,0.065515964597609,0.0731286084397727,2,42.61665
 "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",0,0,0,0,1,41.9993
 "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",2,75.56395,0.065515964597609,0.0731286084397727,2,42.61665
 "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",0,0,0,0,1,41.9993
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",4,156.91405,0.0536317871239409,0.0769243589957268,4,142.997616666667
 "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",2,85.9985666666666,0.0465375721629993,0.047619841283069,2,58.9990166666667
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",9,308.965166666667,0.0929100523281352,0.301282459000479,8,317.01955
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",4,156.91405,0.0536317871239409,0.0769243589957268,4,142.997616666667
 "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",2,85.9985666666666,0.0465375721629993,0.047619841283069,2,58.9990166666667
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
--- a/tests/data/processed/features/stz_event/android/phone_battery.csv
+++ b/tests/data/processed/features/stz_event/android/phone_battery.csv
@ -0,0 +1,3 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
--- a/tests/data/processed/features/stz_event/empatica/phone_battery.csv
+++ b/tests/data/processed/features/stz_event/empatica/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/stz_event/empty/phone_battery.csv
+++ b/tests/data/processed/features/stz_event/empty/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/stz_event/fitbit/phone_battery.csv
+++ b/tests/data/processed/features/stz_event/fitbit/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/stz_event/ios/phone_battery.csv
+++ b/tests/data/processed/features/stz_event/ios/phone_battery.csv
@ -0,0 +1,3 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
 "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",2,70.9154833333333,0.0607260020848825,0.0769243589957268,2,83.9986
--- a/tests/data/processed/features/stz_frequency/android/phone_battery.csv
+++ b/tests/data/processed/features/stz_frequency/android/phone_battery.csv
@ -0,0 +1,49 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "thirtyminutes0000#2020-03-06 00:00:00,2020-03-06 00:29:59","thirtyminutes0000","2020-03-06 00:00:00","2020-03-06 00:29:59",1,21.8259833333333,0.137450851775292,0.137450851775292,0,0
 "thirtyminutes0000#2020-10-30 00:00:00,2020-10-30 00:29:59","thirtyminutes0000","2020-10-30 00:00:00","2020-10-30 00:29:59",1,21.8259833333333,0.137450851775292,0.137450851775292,0,0
 "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",1,19.9996666666667,0.100001666694445,0.100001666694445,1,9.99983333333333
 "thirtyminutes0001#2020-11-01 00:30:00,2020-11-01 00:59:59","thirtyminutes0001","2020-11-01 00:30:00","2020-11-01 00:59:59",1,19.9996666666667,0.100001666694445,0.100001666694445,1,9.99983333333333
 "thirtyminutes0006#2020-03-06 03:00:00,2020-03-06 03:29:59","thirtyminutes0006","2020-03-06 03:00:00","2020-03-06 03:29:59",0,0,0,0,1,9.49288333333333
 "thirtyminutes0006#2020-10-30 03:00:00,2020-10-30 03:29:59","thirtyminutes0006","2020-10-30 03:00:00","2020-10-30 03:29:59",0,0,0,0,1,9.49288333333333
 "thirtyminutes0007#2020-03-06 03:30:00,2020-03-06 03:59:59","thirtyminutes0007","2020-03-06 03:30:00","2020-03-06 03:59:59",0,0,0,0,1,29.9994666666667
 "thirtyminutes0007#2020-10-30 03:30:00,2020-10-30 03:59:59","thirtyminutes0007","2020-10-30 03:30:00","2020-10-30 03:59:59",0,0,0,0,1,29.9994666666667
 "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",1,2.49788333333333,0.400338953647421,0.400338953647421,0,0
 "thirtyminutes0011#2020-03-09 05:30:00,2020-03-09 05:59:59","thirtyminutes0011","2020-03-09 05:30:00","2020-03-09 05:59:59",1,28.9995166666667,0.0689666666858241,0.0689666666858241,0,0
 "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",1,2.49788333333333,0.400338953647421,0.400338953647421,0,0
 "thirtyminutes0011#2020-11-02 05:30:00,2020-11-02 05:59:59","thirtyminutes0011","2020-11-02 05:30:00","2020-11-02 05:59:59",1,28.9995166666667,0.0689666666858241,0.0689666666858241,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "thirtyminutes0014#2020-03-09 07:00:00,2020-03-09 07:29:59","thirtyminutes0014","2020-03-09 07:00:00","2020-03-09 07:29:59",0,0,0,0,1,24.9995833333333
 "thirtyminutes0014#2020-11-02 07:00:00,2020-11-02 07:29:59","thirtyminutes0014","2020-11-02 07:00:00","2020-11-02 07:29:59",0,0,0,0,1,24.9995833333333
 "thirtyminutes0016#2020-03-06 08:00:00,2020-03-06 08:29:59","thirtyminutes0016","2020-03-06 08:00:00","2020-03-06 08:29:59",0,0,0,0,1,25.4592833333333
 "thirtyminutes0016#2020-10-30 08:00:00,2020-10-30 08:29:59","thirtyminutes0016","2020-10-30 08:00:00","2020-10-30 08:29:59",0,0,0,0,1,25.4592833333333
 "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",1,6.70958333333333,0.298081102900081,0.298081102900081,0,0
 "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",1,6.70958333333333,0.298081102900081,0.298081102900081,0,0
 "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",1,29.9994833333333,0.0333339074172944,0.0333339074172944,0,0
 "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",1,29.9994833333333,0.0333339074172944,0.0333339074172944,0,0
 "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",0,0,0,0,1,4.02631666666667
 "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",0,0,0,0,1,4.02631666666667
 "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",0,0,0,0,1,29.9994666666667
 "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",0,0,0,0,1,29.9994666666667
 "thirtyminutes0027#2020-03-06 13:30:00,2020-03-06 13:59:59","thirtyminutes0027","2020-03-06 13:30:00","2020-03-06 13:59:59",1,7.87625,0.253927947944771,0.253927947944771,0,0
 "thirtyminutes0027#2020-10-30 13:30:00,2020-10-30 13:59:59","thirtyminutes0027","2020-10-30 13:30:00","2020-10-30 13:59:59",1,7.87625,0.253927947944771,0.253927947944771,0,0
 "thirtyminutes0028#2020-03-06 14:00:00,2020-03-06 14:29:59","thirtyminutes0028","2020-03-06 14:00:00","2020-03-06 14:29:59",1,29.9994666666667,0.0333339259364611,0.0333339259364611,0,0
 "thirtyminutes0028#2020-10-30 14:00:00,2020-10-30 14:29:59","thirtyminutes0028","2020-10-30 14:00:00","2020-10-30 14:29:59",1,29.9994666666667,0.0333339259364611,0.0333339259364611,0,0
 "thirtyminutes0032#2020-03-06 16:00:00,2020-03-06 16:29:59","thirtyminutes0032","2020-03-06 16:00:00","2020-03-06 16:29:59",0,0,0,0,1,16.54275
 "thirtyminutes0032#2020-10-30 16:00:00,2020-10-30 16:29:59","thirtyminutes0032","2020-10-30 16:00:00","2020-10-30 16:29:59",0,0,0,0,1,16.54275
 "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",1,29.9161666666667,0.0668534850164627,0.0668534850164627,0,0
 "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",1,29.9161666666667,0.0668534850164627,0.0668534850164627,0,0
 "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",1,3.94786666666667,0.253301361072647,0.253301361072647,0,0
 "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",1,3.94786666666667,0.253301361072647,0.253301361072647,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",0,0,0,0,1,26.9425666666667
 "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",0,0,0,0,1,26.9425666666667
 "thirtyminutes0043#2020-03-06 21:30:00,2020-03-06 21:59:59","thirtyminutes0043","2020-03-06 21:30:00","2020-03-06 21:59:59",1,9.95743333333333,0.301282459000479,0.301282459000479,1,19.9684
 "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",0,0,0,0,1,27.9995333333333
 "thirtyminutes0043#2020-10-30 21:30:00,2020-10-30 21:59:59","thirtyminutes0043","2020-10-30 21:30:00","2020-10-30 21:59:59",1,9.95743333333333,0.301282459000479,0.301282459000479,1,19.9684
 "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",0,0,0,0,1,27.9995333333333
 "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",1,14.99975,0.133335555592593,0.133335555592593,1,14.99975
 "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",1,14.99975,0.133335555592593,0.133335555592593,1,14.99975
 "thirtyminutes0047#2020-03-06 23:30:00,2020-03-06 23:59:59","thirtyminutes0047","2020-03-06 23:30:00","2020-03-06 23:59:59",1,2.20203333333333,0.454125732277743,0.454125732277743,0,0
 "thirtyminutes0047#2020-10-30 23:30:00,2020-10-30 23:59:59","thirtyminutes0047","2020-10-30 23:30:00","2020-10-30 23:59:59",1,2.20203333333333,0.454125732277743,0.454125732277743,0,0
--- a/tests/data/processed/features/stz_frequency/empatica/phone_battery.csv
+++ b/tests/data/processed/features/stz_frequency/empatica/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_countdischarge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countcharge"
--- a/tests/data/processed/features/stz_frequency/empty/phone_battery.csv
+++ b/tests/data/processed/features/stz_frequency/empty/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_countdischarge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countcharge"
--- a/tests/data/processed/features/stz_frequency/fitbit/phone_battery.csv
+++ b/tests/data/processed/features/stz_frequency/fitbit/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_countdischarge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countcharge"
--- a/tests/data/processed/features/stz_frequency/ios/phone_battery.csv
+++ b/tests/data/processed/features/stz_frequency/ios/phone_battery.csv
@ -0,0 +1,49 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "thirtyminutes0000#2020-03-06 00:00:00,2020-03-06 00:29:59","thirtyminutes0000","2020-03-06 00:00:00","2020-03-06 00:29:59",1,21.8259833333333,0.137450851775292,0.137450851775292,0,0
 "thirtyminutes0000#2020-10-30 00:00:00,2020-10-30 00:29:59","thirtyminutes0000","2020-10-30 00:00:00","2020-10-30 00:29:59",1,21.8259833333333,0.137450851775292,0.137450851775292,0,0
 "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",1,19.9996666666667,0.100001666694445,0.100001666694445,1,9.99983333333333
 "thirtyminutes0001#2020-11-01 00:30:00,2020-11-01 00:59:59","thirtyminutes0001","2020-11-01 00:30:00","2020-11-01 00:59:59",1,19.9996666666667,0.100001666694445,0.100001666694445,1,9.99983333333333
 "thirtyminutes0006#2020-03-06 03:00:00,2020-03-06 03:29:59","thirtyminutes0006","2020-03-06 03:00:00","2020-03-06 03:29:59",0,0,0,0,1,9.49288333333333
 "thirtyminutes0006#2020-10-30 03:00:00,2020-10-30 03:29:59","thirtyminutes0006","2020-10-30 03:00:00","2020-10-30 03:29:59",0,0,0,0,1,9.49288333333333
 "thirtyminutes0007#2020-03-06 03:30:00,2020-03-06 03:59:59","thirtyminutes0007","2020-03-06 03:30:00","2020-03-06 03:59:59",0,0,0,0,1,29.9994666666667
 "thirtyminutes0007#2020-10-30 03:30:00,2020-10-30 03:59:59","thirtyminutes0007","2020-10-30 03:30:00","2020-10-30 03:59:59",0,0,0,0,1,29.9994666666667
 "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",1,2.49788333333333,0.400338953647421,0.400338953647421,0,0
 "thirtyminutes0011#2020-03-09 05:30:00,2020-03-09 05:59:59","thirtyminutes0011","2020-03-09 05:30:00","2020-03-09 05:59:59",1,28.9995166666667,0.0689666666858241,0.0689666666858241,0,0
 "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",1,2.49788333333333,0.400338953647421,0.400338953647421,0,0
 "thirtyminutes0011#2020-11-02 05:30:00,2020-11-02 05:59:59","thirtyminutes0011","2020-11-02 05:30:00","2020-11-02 05:59:59",1,28.9995166666667,0.0689666666858241,0.0689666666858241,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "thirtyminutes0014#2020-03-09 07:00:00,2020-03-09 07:29:59","thirtyminutes0014","2020-03-09 07:00:00","2020-03-09 07:29:59",0,0,0,0,1,24.9995833333333
 "thirtyminutes0014#2020-11-02 07:00:00,2020-11-02 07:29:59","thirtyminutes0014","2020-11-02 07:00:00","2020-11-02 07:29:59",0,0,0,0,1,24.9995833333333
 "thirtyminutes0016#2020-03-06 08:00:00,2020-03-06 08:29:59","thirtyminutes0016","2020-03-06 08:00:00","2020-03-06 08:29:59",0,0,0,0,1,25.4592833333333
 "thirtyminutes0016#2020-10-30 08:00:00,2020-10-30 08:29:59","thirtyminutes0016","2020-10-30 08:00:00","2020-10-30 08:29:59",0,0,0,0,1,25.4592833333333
 "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",1,6.70958333333333,0.298081102900081,0.298081102900081,0,0
 "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",1,6.70958333333333,0.298081102900081,0.298081102900081,0,0
 "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",1,29.9994833333333,0.0333339074172944,0.0333339074172944,0,0
 "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",1,29.9994833333333,0.0333339074172944,0.0333339074172944,0,0
 "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",0,0,0,0,1,4.02631666666667
 "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",0,0,0,0,1,4.02631666666667
 "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",0,0,0,0,1,29.9994666666667
 "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",0,0,0,0,1,29.9994666666667
 "thirtyminutes0027#2020-03-06 13:30:00,2020-03-06 13:59:59","thirtyminutes0027","2020-03-06 13:30:00","2020-03-06 13:59:59",1,7.87625,0.253927947944771,0.253927947944771,0,0
 "thirtyminutes0027#2020-10-30 13:30:00,2020-10-30 13:59:59","thirtyminutes0027","2020-10-30 13:30:00","2020-10-30 13:59:59",1,7.87625,0.253927947944771,0.253927947944771,0,0
 "thirtyminutes0028#2020-03-06 14:00:00,2020-03-06 14:29:59","thirtyminutes0028","2020-03-06 14:00:00","2020-03-06 14:29:59",1,29.9994666666667,0.0333339259364611,0.0333339259364611,0,0
 "thirtyminutes0028#2020-10-30 14:00:00,2020-10-30 14:29:59","thirtyminutes0028","2020-10-30 14:00:00","2020-10-30 14:29:59",1,29.9994666666667,0.0333339259364611,0.0333339259364611,0,0
 "thirtyminutes0032#2020-03-06 16:00:00,2020-03-06 16:29:59","thirtyminutes0032","2020-03-06 16:00:00","2020-03-06 16:29:59",0,0,0,0,1,16.54275
 "thirtyminutes0032#2020-10-30 16:00:00,2020-10-30 16:29:59","thirtyminutes0032","2020-10-30 16:00:00","2020-10-30 16:29:59",0,0,0,0,1,16.54275
 "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",1,29.9161666666667,0.0668534850164627,0.0668534850164627,0,0
 "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",1,29.9161666666667,0.0668534850164627,0.0668534850164627,0,0
 "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",1,3.94786666666667,0.253301361072647,0.253301361072647,0,0
 "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",1,3.94786666666667,0.253301361072647,0.253301361072647,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",1,29.9994666666667,0.0666678518729222,0.0666678518729222,0,0
 "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",0,0,0,0,1,26.9425666666667
 "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",0,0,0,0,1,26.9425666666667
 "thirtyminutes0043#2020-03-06 21:30:00,2020-03-06 21:59:59","thirtyminutes0043","2020-03-06 21:30:00","2020-03-06 21:59:59",1,9.95743333333333,0.301282459000479,0.301282459000479,1,19.9684
 "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",0,0,0,0,1,27.9995333333333
 "thirtyminutes0043#2020-10-30 21:30:00,2020-10-30 21:59:59","thirtyminutes0043","2020-10-30 21:30:00","2020-10-30 21:59:59",1,9.95743333333333,0.301282459000479,0.301282459000479,1,19.9684
 "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",0,0,0,0,1,27.9995333333333
 "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",1,14.99975,0.133335555592593,0.133335555592593,1,14.99975
 "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",1,14.99975,0.133335555592593,0.133335555592593,1,14.99975
 "thirtyminutes0047#2020-03-06 23:30:00,2020-03-06 23:59:59","thirtyminutes0047","2020-03-06 23:30:00","2020-03-06 23:59:59",1,2.20203333333333,0.454125732277743,0.454125732277743,0,0
 "thirtyminutes0047#2020-10-30 23:30:00,2020-10-30 23:59:59","thirtyminutes0047","2020-10-30 23:30:00","2020-10-30 23:59:59",1,2.20203333333333,0.454125732277743,0.454125732277743,0,0
--- a/tests/data/processed/features/stz_periodic/android/phone_battery.csv
+++ b/tests/data/processed/features/stz_periodic/android/phone_battery.csv
@ -0,0 +1,25 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",1,44.9159166666667,0.0445276451740382,0.0445276451740382,1,45.9992333333333
 "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",2,69.9988333333333,0.0611898310193282,0.0769243589957268,2,54.9990833333333
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",1,44.9159166666667,0.0445276451740382,0.0445276451740382,1,45.9992333333333
 "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",2,69.9988333333333,0.0611898310193282,0.0769243589957268,2,54.9990833333333
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",2,75.56395,0.065515964597609,0.0731286084397727,2,42.61665
 "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",0,0,0,0,1,41.9993
 "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",2,75.56395,0.065515964597609,0.0731286084397727,2,42.61665
 "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",0,0,0,0,1,41.9993
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",4,156.91405,0.0536317871239409,0.0769243589957268,4,142.997616666667
 "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",3,111.998133333333,0.0566665011072418,0.0769243589957268,3,96.9983833333333
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",8,282.9656,0.0949082639946863,0.301282459000479,7,279.020183333333
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",4,156.91405,0.0536317871239409,0.0769243589957268,4,142.997616666667
 "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",3,111.998133333333,0.0566665011072418,0.0769243589957268,3,96.9983833333333
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
--- a/tests/data/processed/features/stz_periodic/empatica/phone_battery.csv
+++ b/tests/data/processed/features/stz_periodic/empatica/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/stz_periodic/empty/phone_battery.csv
+++ b/tests/data/processed/features/stz_periodic/empty/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/stz_periodic/fitbit/phone_battery.csv
+++ b/tests/data/processed/features/stz_periodic/fitbit/phone_battery.csv
@ -0,0 +1 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge"
--- a/tests/data/processed/features/stz_periodic/ios/phone_battery.csv
+++ b/tests/data/processed/features/stz_periodic/ios/phone_battery.csv
@ -0,0 +1,25 @@
 "local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_countdischarge","phone_battery_rapids_sumdurationdischarge","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_countcharge","phone_battery_rapids_sumdurationcharge"
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",1,44.9159166666667,0.0445276451740382,0.0445276451740382,1,45.9992333333333
 "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",2,69.9988333333333,0.0611898310193282,0.0769243589957268,2,54.9990833333333
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",1,44.9159166666667,0.0445276451740382,0.0445276451740382,1,45.9992333333333
 "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",2,69.9988333333333,0.0611898310193282,0.0769243589957268,2,54.9990833333333
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",2,75.56395,0.065515964597609,0.0731286084397727,2,42.61665
 "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",0,0,0,0,1,41.9993
 "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",2,75.56395,0.065515964597609,0.0731286084397727,2,42.61665
 "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",0,0,0,0,1,41.9993
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",4,156.91405,0.0536317871239409,0.0769243589957268,4,142.997616666667
 "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",3,111.998133333333,0.0566665011072418,0.0769243589957268,3,96.9983833333333
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",7,209.252233333333,0.162372228128814,0.454125732277743,6,233.02095
 "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",8,282.9656,0.0949082639946863,0.301282459000479,7,279.020183333333
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",4,156.91405,0.0536317871239409,0.0769243589957268,4,142.997616666667
 "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",3,111.998133333333,0.0566665011072418,0.0769243589957268,3,96.9983833333333
 "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",1,41.9993,0.047619841283069,0.047619841283069,1,41.9993
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
 "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",10,352.964433333333,0.0881645773996147,0.301282459000479,9,334.019266666667
--- a/tests/settings/mtz_event_config.yaml
+++ b/tests/settings/mtz_event_config.yaml
@ -148,7 +148,7 @@ PHONE_BATTERY:
  EPISODE_THRESHOLD_BETWEEN_ROWS: 30 # minutes. Max time difference for two consecutive rows to be considered within the same battery episode.
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["countdischarge", "sumdurationdischarge", "countcharge", "sumdurationcharge", "avgconsumptionrate", "maxconsumptionrate"]
      SRC_SCRIPT: src/features/phone_battery/rapids/main.py
--- a/tests/settings/mtz_frequency_config.yaml
+++ b/tests/settings/mtz_frequency_config.yaml
@ -148,7 +148,7 @@ PHONE_BATTERY:
  EPISODE_THRESHOLD_BETWEEN_ROWS: 30 # minutes. Max time difference for two consecutive rows to be considered within the same battery episode.
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["countdischarge", "sumdurationdischarge", "countcharge", "sumdurationcharge", "avgconsumptionrate", "maxconsumptionrate"]
      SRC_SCRIPT: src/features/phone_battery/rapids/main.py
--- a/tests/settings/mtz_periodic_config.yaml
+++ b/tests/settings/mtz_periodic_config.yaml
@ -148,7 +148,7 @@ PHONE_BATTERY:
  EPISODE_THRESHOLD_BETWEEN_ROWS: 30 # minutes. Max time difference for two consecutive rows to be considered within the same battery episode.
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["countdischarge", "sumdurationdischarge", "countcharge", "sumdurationcharge", "avgconsumptionrate", "maxconsumptionrate"]
      SRC_SCRIPT: src/features/phone_battery/rapids/main.py
--- a/tests/settings/stz_event_config.yaml
+++ b/tests/settings/stz_event_config.yaml
@ -148,7 +148,7 @@ PHONE_BATTERY:
  EPISODE_THRESHOLD_BETWEEN_ROWS: 30 # minutes. Max time difference for two consecutive rows to be considered within the same battery episode.
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["countdischarge", "sumdurationdischarge", "countcharge", "sumdurationcharge", "avgconsumptionrate", "maxconsumptionrate"]
      SRC_SCRIPT: src/features/phone_battery/rapids/main.py
--- a/tests/settings/stz_frequency_config.yaml
+++ b/tests/settings/stz_frequency_config.yaml
@ -148,7 +148,7 @@ PHONE_BATTERY:
  EPISODE_THRESHOLD_BETWEEN_ROWS: 30 # minutes. Max time difference for two consecutive rows to be considered within the same battery episode.
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["countdischarge", "sumdurationdischarge", "countcharge", "sumdurationcharge", "avgconsumptionrate", "maxconsumptionrate"]
      SRC_SCRIPT: src/features/phone_battery/rapids/main.py
--- a/tests/settings/stz_periodic_config.yaml
+++ b/tests/settings/stz_periodic_config.yaml
@ -148,7 +148,7 @@ PHONE_BATTERY:
  EPISODE_THRESHOLD_BETWEEN_ROWS: 30 # minutes. Max time difference for two consecutive rows to be considered within the same battery episode.
  PROVIDERS:
    RAPIDS:
-      COMPUTE: False
+      COMPUTE: True
      FEATURES: ["countdischarge", "sumdurationdischarge", "countcharge", "sumdurationcharge", "avgconsumptionrate", "maxconsumptionrate"]
      SRC_SCRIPT: src/features/phone_battery/rapids/main.py
		`@ -0,0 +1 @@`
							`"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_battery_rapids_avgconsumptionrate","phone_battery_rapids_countdischarge","phone_battery_rapids_countcharge","phone_battery_rapids_maxconsumptionrate","phone_battery_rapids_sumdurationcharge","phone_battery_rapids_sumdurationdischarge"`