Add firststeptime and laststeptime features to FITBIT_STEPS_INTRADAY RAPIDS provider

2021-11-17 11:22:43 -05:00
44 changed files with 218 additions and 208 deletions
--- a/config.yaml
+++ b/config.yaml
@ -451,9 +451,10 @@ FITBIT_STEPS_INTRADAY:
    RAPIDS:
      COMPUTE: False
      FEATURES:
-        STEPS: ["sum", "max", "min", "avg", "std"]
+        STEPS: ["sum", "max", "min", "avg", "std", "firststeptime", "laststeptime"]
        SEDENTARY_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
        ACTIVE_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
+      REFERENCE_HOUR: 0
      THRESHOLD_ACTIVE_BOUT: 10 # steps
      INCLUDE_ZERO_STEP_ROWS: False
      SRC_SCRIPT: src/features/fitbit_steps_intraday/rapids/main.py
--- a/data/external/timesegments_periodic.csv
+++ b/data/external/timesegments_periodic.csv
@ -1,6 +1,6 @@
 label,start_time,length,repeats_on,repeats_value
 threeday,00:00:00,2D 23H 59M 59S,every_day,0
-daily, 00:00:00,23H 59M 59S, every_day, 0
+daily,00:00:00,23H 59M 59S,every_day,0
 morning,06:00:00,5H 59M 59S,every_day,0
 afternoon,12:00:00,5H 59M 59S,every_day,0
 evening,18:00:00,5H 59M 59S,every_day,0
--- a/docs/change-log.md
+++ b/docs/change-log.md
@ -1,5 +1,7 @@
 # Change Log
-## v.1.7.0
+## v1.7.0
+- Add firststeptime and laststeptime features to FITBIT_STEPS_INTRADAY RAPIDS provider
+- Update tests for Fitbit steps intraday features
 - Add tests for phone battery features
 ## v1.6.0
 - Refactor PHONE_CALLS RAPIDS provider to compute features based on call episodes or events
--- a/docs/features/fitbit-steps-intraday.md
+++ b/docs/features/fitbit-steps-intraday.md
@ -29,6 +29,7 @@ Parameters description for `[FITBIT_STEPS_INTRADAY][PROVIDERS][RAPIDS]`:
 |----------------|-----------------------------------------------------------------------------------------------------------------------------------
 |`[COMPUTE]`                | Set to `True` to extract `FITBIT_STEPS_INTRADAY` features from the `RAPIDS` provider|
 |`[FEATURES]`               |         Features to be computed from steps intraday data, see table below           |
+|`[REFERENCE_HOUR]`         | The reference point from which `firststeptime` or `laststeptime` is to be computed, default is midnight |
 |`[THRESHOLD_ACTIVE_BOUT]`  | Every minute with Fitbit steps data wil be labelled as `sedentary` if its step count is below this threshold, otherwise, `active`.    |
 |`[INCLUDE_ZERO_STEP_ROWS]` | Whether or not to include time segments with a 0 step count during the whole day.                          |

@ -42,6 +43,8 @@ Features description for `[FITBIT_STEPS_INTRADAY][PROVIDERS][RAPIDS]`:
 |minsteps                   |steps          |The minimum step count during a time segment.
 |avgsteps                   |steps          |The average step count during a time segment.
 |stdsteps                   |steps          |The standard deviation of step count during a time segment.
+|firststeptime              |minutes        |Minutes until the first non-zero step count.
+|laststeptime               |minutes        |Minutes until the last non-zero step count.
 |countepisodesedentarybout  |bouts          |Number of sedentary bouts during a time segment.
 |sumdurationsedentarybout   |minutes        |Total duration of all sedentary bouts during a time segment.
 |maxdurationsedentarybout   |minutes        |The maximum duration of any sedentary bout during a time segment.
--- a/docs/team.md
+++ b/docs/team.md
@ -15,7 +15,6 @@ If you are interested in contributing feel free to submit a pull request or cont
    Meng Li received her Master of Science degree in Information Science from the University of Pittsburgh. She is interested in applying machine learning algorithms to the medical field.

    - *lim11* at *upmc* . *edu*
-    - [Linkedin Profile](https://www.linkedin.com/in/meng-li-57238414a)
    - [Github Profile](https://github.com/Meng6)

 ###  Abhineeth Reddy Kunta
--- a/src/features/fitbit_steps_intraday/rapids/main.py
+++ b/src/features/fitbit_steps_intraday/rapids/main.py
@ -1,9 +1,10 @@
 import pandas as pd
 import numpy as np

-def statsFeatures(steps_data, features_to_compute, features_type, steps_features):
+def statsFeatures(steps_data, features_to_compute, features_type, steps_features, *args, **kwargs):
    if features_type == "steps" or features_type == "sumsteps":
        col_name = "steps"
+        reference_hour = kwargs["reference_hour"]
    elif features_type == "durationsedentarybout" or features_type == "durationactivebout":
        col_name = "duration"
    else:
@ -23,6 +24,10 @@ def statsFeatures(steps_data, features_to_compute, features_type, steps_features
        steps_features["median" + features_type] = steps_data.groupby(["local_segment"])[col_name].median()
    if "std" + features_type in features_to_compute:
        steps_features["std" + features_type] = steps_data.groupby(["local_segment"])[col_name].std()
+    if (col_name == "steps") and ("firststeptime" in features_to_compute):
+        steps_features["firststeptime"] = steps_data[steps_data["steps"].ne(0)].groupby(["local_segment"])["local_time"].first().apply(lambda x: (int(x.split(":")[0]) - reference_hour) * 60 + int(x.split(":")[1]) + (int(x.split(":")[2]) / 60))
+    if (col_name == "steps") and ("laststeptime" in features_to_compute):
+        steps_features["laststeptime"] = steps_data[steps_data["steps"].ne(0)].groupby(["local_segment"])["local_time"].last().apply(lambda x: (int(x.split(":")[0]) - reference_hour) * 60 + int(x.split(":")[1]) + (int(x.split(":")[2]) / 60))

    return steps_features

@ -38,11 +43,11 @@ def getBouts(steps_data):

    return bouts

-def extractStepsFeaturesFromIntradayData(steps_intraday_data, threshold_active_bout, intraday_features_to_compute_steps, intraday_features_to_compute_sedentarybout, intraday_features_to_compute_activebout, steps_intraday_features):
+def extractStepsFeaturesFromIntradayData(steps_intraday_data, reference_hour, threshold_active_bout, intraday_features_to_compute_steps, intraday_features_to_compute_sedentarybout, intraday_features_to_compute_activebout, steps_intraday_features):
    steps_intraday_features = pd.DataFrame()

    # statistics features of steps count
-    steps_intraday_features = statsFeatures(steps_intraday_data, intraday_features_to_compute_steps, "steps", steps_intraday_features)
+    steps_intraday_features = statsFeatures(steps_intraday_data, intraday_features_to_compute_steps, "steps", steps_intraday_features, reference_hour=reference_hour)

    # sedentary bout: less than THRESHOLD_ACTIVE_BOUT (default: 10) steps in a minute
    # active bout: greater or equal to THRESHOLD_ACTIVE_BOUT (default: 10) steps in a minute
@ -66,6 +71,7 @@ def extractStepsFeaturesFromIntradayData(steps_intraday_data, threshold_active_b

 def rapids_features(sensor_data_files, time_segment, provider, filter_data_by_segment, *args, **kwargs):

+    reference_hour = provider["REFERENCE_HOUR"]
    threshold_active_bout = provider["THRESHOLD_ACTIVE_BOUT"]
    include_zero_step_rows = provider["INCLUDE_ZERO_STEP_ROWS"]

@ -73,11 +79,11 @@ def rapids_features(sensor_data_files, time_segment, provider, filter_data_by_se

    requested_intraday_features = provider["FEATURES"]

-    requested_intraday_features_steps = [x + "steps" for x in requested_intraday_features["STEPS"]]
+    requested_intraday_features_steps = [x + "steps" if x not in ["firststeptime", "laststeptime"] else x for x in requested_intraday_features["STEPS"]]
    requested_intraday_features_sedentarybout = [x + "sedentarybout" for x in requested_intraday_features["SEDENTARY_BOUT"]]
    requested_intraday_features_activebout = [x + "activebout" for x in requested_intraday_features["ACTIVE_BOUT"]]
    # name of the features this function can compute
-    base_intraday_features_steps = ["sumsteps", "maxsteps", "minsteps", "avgsteps", "stdsteps"]
+    base_intraday_features_steps = ["sumsteps", "maxsteps", "minsteps", "avgsteps", "stdsteps", "firststeptime", "laststeptime"]
    base_intraday_features_sedentarybout = ["countepisodesedentarybout", "sumdurationsedentarybout", "maxdurationsedentarybout", "mindurationsedentarybout", "avgdurationsedentarybout", "stddurationsedentarybout"]
    base_intraday_features_activebout = ["countepisodeactivebout", "sumdurationactivebout", "maxdurationactivebout", "mindurationactivebout", "avgdurationactivebout", "stddurationactivebout"]
    # the subset of requested features this function can compute
@ -99,6 +105,6 @@ def rapids_features(sensor_data_files, time_segment, provider, filter_data_by_se
        steps_intraday_data = filter_data_by_segment(steps_intraday_data, time_segment)

        if not steps_intraday_data.empty:
-            steps_intraday_features = extractStepsFeaturesFromIntradayData(steps_intraday_data, threshold_active_bout, intraday_features_to_compute_steps, intraday_features_to_compute_sedentarybout, intraday_features_to_compute_activebout, steps_intraday_features)
+            steps_intraday_features = extractStepsFeaturesFromIntradayData(steps_intraday_data, reference_hour, threshold_active_bout, intraday_features_to_compute_steps, intraday_features_to_compute_sedentarybout, intraday_features_to_compute_activebout, steps_intraday_features)
    
    return steps_intraday_features
--- a/tests/data/processed/features/mtz_event/android/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_event/android/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
--- a/tests/data/processed/features/mtz_event/empatica/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_event/empatica/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
--- a/tests/data/processed/features/mtz_event/empty/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_event/empty/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
--- a/tests/data/processed/features/mtz_event/fitbit/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_event/fitbit/fitbit_steps_intraday.csv
@ -1,3 +1,3 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
-"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",513,69,2,21.375,21.86283823414,6,12,4,1,2,1.09544511501033,6,12,3,1,2,0.894427190999916
-"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",372,64,2,18.6,19.0798874541533,5,10,4,1,2,1.22474487139159,5,10,3,1,2,1
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
+"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",513,69,2,21.375,21.86283823414,780,666,6,12,4,1,2,1.09544511501033,6,12,3,1,2,0.894427190999916
+"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",372,64,2,18.6,19.0798874541533,780,541,5,10,4,1,2,1.22474487139159,5,10,3,1,2,1
--- a/tests/data/processed/features/mtz_event/ios/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_event/ios/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
--- a/tests/data/processed/features/mtz_frequency/android/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_frequency/android/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
--- a/tests/data/processed/features/mtz_frequency/empatica/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_frequency/empatica/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
--- a/tests/data/processed/features/mtz_frequency/empty/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_frequency/empty/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
--- a/tests/data/processed/features/mtz_frequency/fitbit/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_frequency/fitbit/fitbit_steps_intraday.csv
@ -1,53 +1,53 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
-"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",23,8,4,5.75,1.70782512765993,1,4,4,4,4,NA,NA,NA,NA,NA,NA,NA
-"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",23,8,4,5.75,1.70782512765993,1,4,4,4,4,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0002#2020-03-09 01:00:00,2020-03-09 01:29:59","thirtyminutes0002","2020-03-09 01:00:00","2020-03-09 01:29:59",19,7,6,6.33333333333333,0.577350269189626,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0002#2020-11-02 01:00:00,2020-11-02 01:29:59","thirtyminutes0002","2020-11-02 01:00:00","2020-11-02 01:29:59",19,7,6,6.33333333333333,0.577350269189626,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"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",6,3,3,3,0,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",6,3,3,3,0,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",10,7,3,5,2.82842712474619,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",10,7,3,5,2.82842712474619,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0014#2020-03-06 07:00:00,2020-03-06 07:29:59","thirtyminutes0014","2020-03-06 07:00:00","2020-03-06 07:29:59",103,63,7,25.75,25.9663243451976,1,2,2,2,2,NA,1,2,2,2,2,NA
-"thirtyminutes0014#2020-10-30 07:00:00,2020-10-30 07:29:59","thirtyminutes0014","2020-10-30 07:00:00","2020-10-30 07:29:59",103,63,7,25.75,25.9663243451976,1,2,2,2,2,NA,1,2,2,2,2,NA
-"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",48,28,20,24,5.65685424949238,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",48,28,20,24,5.65685424949238,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0017#2020-03-07 08:30:00,2020-03-07 08:59:59","thirtyminutes0017","2020-03-07 08:30:00","2020-03-07 08:59:59",15,9,6,7.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0017#2020-10-31 08:30:00,2020-10-31 08:59:59","thirtyminutes0017","2020-10-31 08:30:00","2020-10-31 08:59:59",15,9,6,7.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0018#2020-03-07 09:00:00,2020-03-07 09:29:59","thirtyminutes0018","2020-03-07 09:00:00","2020-03-07 09:29:59",8,8,8,8,NA,1,1,1,1,1,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0018#2020-03-08 09:00:00,2020-03-08 09:29:59","thirtyminutes0018","2020-03-08 09:00:00","2020-03-08 09:29:59",40,28,12,20,11.3137084989848,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0018#2020-10-31 09:00:00,2020-10-31 09:29:59","thirtyminutes0018","2020-10-31 09:00:00","2020-10-31 09:29:59",8,8,8,8,NA,1,1,1,1,1,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0018#2020-11-01 09:00:00,2020-11-01 09:29:59","thirtyminutes0018","2020-11-01 09:00:00","2020-11-01 09:29:59",40,28,12,20,11.3137084989848,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0020#2020-03-08 10:00:00,2020-03-08 10:29:59","thirtyminutes0020","2020-03-08 10:00:00","2020-03-08 10:29:59",15,8,7,7.5,0.707106781186548,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0020#2020-11-01 10:00:00,2020-11-01 10:29:59","thirtyminutes0020","2020-11-01 10:00:00","2020-11-01 10:29:59",15,8,7,7.5,0.707106781186548,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0022#2020-03-08 11:00:00,2020-03-08 11:29:59","thirtyminutes0022","2020-03-08 11:00:00","2020-03-08 11:29:59",126,69,57,63,8.48528137423857,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0022#2020-11-01 11:00:00,2020-11-01 11:29:59","thirtyminutes0022","2020-11-01 11:00:00","2020-11-01 11:29:59",126,69,57,63,8.48528137423857,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",11,5,3,3.66666666666667,1.15470053837925,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0023#2020-03-07 11:30:00,2020-03-07 11:59:59","thirtyminutes0023","2020-03-07 11:30:00","2020-03-07 11:59:59",173,72,17,43.25,28.2886903196313,NA,NA,NA,NA,NA,NA,1,4,4,4,4,NA
-"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",11,5,3,3.66666666666667,1.15470053837925,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0023#2020-10-31 11:30:00,2020-10-31 11:59:59","thirtyminutes0023","2020-10-31 11:30:00","2020-10-31 11:59:59",173,72,17,43.25,28.2886903196313,NA,NA,NA,NA,NA,NA,1,4,4,4,4,NA
-"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",13,6,1,4.33333333333333,2.88675134594813,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0024#2020-03-07 12:00:00,2020-03-07 12:29:59","thirtyminutes0024","2020-03-07 12:00:00","2020-03-07 12:29:59",15,9,6,7.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0024#2020-03-08 12:00:00,2020-03-08 12:29:59","thirtyminutes0024","2020-03-08 12:00:00","2020-03-08 12:29:59",13,7,6,6.5,0.707106781186548,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",13,6,1,4.33333333333333,2.88675134594813,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0024#2020-10-31 12:00:00,2020-10-31 12:29:59","thirtyminutes0024","2020-10-31 12:00:00","2020-10-31 12:29:59",15,9,6,7.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0024#2020-11-01 12:00:00,2020-11-01 12:29:59","thirtyminutes0024","2020-11-01 12:00:00","2020-11-01 12:29:59",13,7,6,6.5,0.707106781186548,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",20,20,20,20,NA,NA,NA,NA,NA,NA,NA,1,1,1,1,1,NA
-"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",20,20,20,20,NA,NA,NA,NA,NA,NA,NA,1,1,1,1,1,NA
-"thirtyminutes0026#2020-03-06 13:00:00,2020-03-06 13:29:59","thirtyminutes0026","2020-03-06 13:00:00","2020-03-06 13:29:59",40,21,19,20,1.4142135623731,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",80,59,2,20,26.4952825989835,1,2,2,2,2,NA,1,2,2,2,2,NA
-"thirtyminutes0026#2020-10-30 13:00:00,2020-10-30 13:29:59","thirtyminutes0026","2020-10-30 13:00:00","2020-10-30 13:29:59",40,21,19,20,1.4142135623731,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",80,59,2,20,26.4952825989835,1,2,2,2,2,NA,1,2,2,2,2,NA
-"thirtyminutes0029#2020-03-09 14:30:00,2020-03-09 14:59:59","thirtyminutes0029","2020-03-09 14:30:00","2020-03-09 14:59:59",107,62,45,53.5,12.0208152801713,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0029#2020-11-02 14:30:00,2020-11-02 14:59:59","thirtyminutes0029","2020-11-02 14:30:00","2020-11-02 14:59:59",107,62,45,53.5,12.0208152801713,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",115,64,16,38.3333333333333,24.1729876790879,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"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",115,64,16,38.3333333333333,24.1729876790879,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"thirtyminutes0034#2020-03-08 17:00:00,2020-03-08 17:29:59","thirtyminutes0034","2020-03-08 17:00:00","2020-03-08 17:29:59",90,49,13,30,18.0831413200251,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"thirtyminutes0034#2020-11-01 17:00:00,2020-11-01 17:29:59","thirtyminutes0034","2020-11-01 17:00:00","2020-11-01 17:29:59",90,49,13,30,18.0831413200251,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"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",12,8,4,6,2.82842712474619,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",12,8,4,6,2.82842712474619,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",8,5,3,4,1.4142135623731,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",8,5,3,4,1.4142135623731,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0038#2020-03-07 19:00:00,2020-03-07 19:29:59","thirtyminutes0038","2020-03-07 19:00:00","2020-03-07 19:29:59",13,8,5,6.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0038#2020-10-31 19:00:00,2020-10-31 19:29:59","thirtyminutes0038","2020-10-31 19:00:00","2020-10-31 19:29:59",13,8,5,6.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0040#2020-03-07 20:00:00,2020-03-07 20:29:59","thirtyminutes0040","2020-03-07 20:00:00","2020-03-07 20:29:59",88,51,15,29.3333333333333,19.0875177362939,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"thirtyminutes0040#2020-10-31 20:00:00,2020-10-31 20:29:59","thirtyminutes0040","2020-10-31 20:00:00","2020-10-31 20:29:59",88,51,15,29.3333333333333,19.0875177362939,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
+"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",23,8,4,5.75,1.70782512765993,19,22,1,4,4,4,4,NA,NA,NA,NA,NA,NA,NA
+"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",23,8,4,5.75,1.70782512765993,19,22,1,4,4,4,4,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0002#2020-03-09 01:00:00,2020-03-09 01:29:59","thirtyminutes0002","2020-03-09 01:00:00","2020-03-09 01:29:59",19,7,6,6.33333333333333,0.577350269189626,78,80,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0002#2020-11-02 01:00:00,2020-11-02 01:29:59","thirtyminutes0002","2020-11-02 01:00:00","2020-11-02 01:29:59",19,7,6,6.33333333333333,0.577350269189626,78,80,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"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",6,3,3,3,0,358,359,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",6,3,3,3,0,358,359,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",10,7,3,5,2.82842712474619,360,361,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",10,7,3,5,2.82842712474619,360,361,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0014#2020-03-06 07:00:00,2020-03-06 07:29:59","thirtyminutes0014","2020-03-06 07:00:00","2020-03-06 07:29:59",103,63,7,25.75,25.9663243451976,421,441,1,2,2,2,2,NA,1,2,2,2,2,NA
+"thirtyminutes0014#2020-10-30 07:00:00,2020-10-30 07:29:59","thirtyminutes0014","2020-10-30 07:00:00","2020-10-30 07:29:59",103,63,7,25.75,25.9663243451976,421,441,1,2,2,2,2,NA,1,2,2,2,2,NA
+"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",48,28,20,24,5.65685424949238,481,482,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",48,28,20,24,5.65685424949238,481,482,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0017#2020-03-07 08:30:00,2020-03-07 08:59:59","thirtyminutes0017","2020-03-07 08:30:00","2020-03-07 08:59:59",15,9,6,7.5,2.12132034355964,538,539,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0017#2020-10-31 08:30:00,2020-10-31 08:59:59","thirtyminutes0017","2020-10-31 08:30:00","2020-10-31 08:59:59",15,9,6,7.5,2.12132034355964,538,539,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0018#2020-03-07 09:00:00,2020-03-07 09:29:59","thirtyminutes0018","2020-03-07 09:00:00","2020-03-07 09:29:59",8,8,8,8,NA,540,540,1,1,1,1,1,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0018#2020-03-08 09:00:00,2020-03-08 09:29:59","thirtyminutes0018","2020-03-08 09:00:00","2020-03-08 09:29:59",40,28,12,20,11.3137084989848,540,541,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0018#2020-10-31 09:00:00,2020-10-31 09:29:59","thirtyminutes0018","2020-10-31 09:00:00","2020-10-31 09:29:59",8,8,8,8,NA,540,540,1,1,1,1,1,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0018#2020-11-01 09:00:00,2020-11-01 09:29:59","thirtyminutes0018","2020-11-01 09:00:00","2020-11-01 09:29:59",40,28,12,20,11.3137084989848,540,541,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0020#2020-03-08 10:00:00,2020-03-08 10:29:59","thirtyminutes0020","2020-03-08 10:00:00","2020-03-08 10:29:59",15,8,7,7.5,0.707106781186548,615,616,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0020#2020-11-01 10:00:00,2020-11-01 10:29:59","thirtyminutes0020","2020-11-01 10:00:00","2020-11-01 10:29:59",15,8,7,7.5,0.707106781186548,615,616,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0022#2020-03-08 11:00:00,2020-03-08 11:29:59","thirtyminutes0022","2020-03-08 11:00:00","2020-03-08 11:29:59",126,69,57,63,8.48528137423857,665,666,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0022#2020-11-01 11:00:00,2020-11-01 11:29:59","thirtyminutes0022","2020-11-01 11:00:00","2020-11-01 11:29:59",126,69,57,63,8.48528137423857,665,666,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",11,5,3,3.66666666666667,1.15470053837925,717,719,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0023#2020-03-07 11:30:00,2020-03-07 11:59:59","thirtyminutes0023","2020-03-07 11:30:00","2020-03-07 11:59:59",173,72,17,43.25,28.2886903196313,705,708,NA,NA,NA,NA,NA,NA,1,4,4,4,4,NA
+"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",11,5,3,3.66666666666667,1.15470053837925,717,719,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0023#2020-10-31 11:30:00,2020-10-31 11:59:59","thirtyminutes0023","2020-10-31 11:30:00","2020-10-31 11:59:59",173,72,17,43.25,28.2886903196313,705,708,NA,NA,NA,NA,NA,NA,1,4,4,4,4,NA
+"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",13,6,1,4.33333333333333,2.88675134594813,720,722,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0024#2020-03-07 12:00:00,2020-03-07 12:29:59","thirtyminutes0024","2020-03-07 12:00:00","2020-03-07 12:29:59",15,9,6,7.5,2.12132034355964,721,722,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0024#2020-03-08 12:00:00,2020-03-08 12:29:59","thirtyminutes0024","2020-03-08 12:00:00","2020-03-08 12:29:59",13,7,6,6.5,0.707106781186548,720,721,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",13,6,1,4.33333333333333,2.88675134594813,720,722,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0024#2020-10-31 12:00:00,2020-10-31 12:29:59","thirtyminutes0024","2020-10-31 12:00:00","2020-10-31 12:29:59",15,9,6,7.5,2.12132034355964,721,722,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0024#2020-11-01 12:00:00,2020-11-01 12:29:59","thirtyminutes0024","2020-11-01 12:00:00","2020-11-01 12:29:59",13,7,6,6.5,0.707106781186548,720,721,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",20,20,20,20,NA,779,779,NA,NA,NA,NA,NA,NA,1,1,1,1,1,NA
+"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",20,20,20,20,NA,779,779,NA,NA,NA,NA,NA,NA,1,1,1,1,1,NA
+"thirtyminutes0026#2020-03-06 13:00:00,2020-03-06 13:29:59","thirtyminutes0026","2020-03-06 13:00:00","2020-03-06 13:29:59",40,21,19,20,1.4142135623731,802,803,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",80,59,2,20,26.4952825989835,780,783,1,2,2,2,2,NA,1,2,2,2,2,NA
+"thirtyminutes0026#2020-10-30 13:00:00,2020-10-30 13:29:59","thirtyminutes0026","2020-10-30 13:00:00","2020-10-30 13:29:59",40,21,19,20,1.4142135623731,802,803,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",80,59,2,20,26.4952825989835,780,783,1,2,2,2,2,NA,1,2,2,2,2,NA
+"thirtyminutes0029#2020-03-09 14:30:00,2020-03-09 14:59:59","thirtyminutes0029","2020-03-09 14:30:00","2020-03-09 14:59:59",107,62,45,53.5,12.0208152801713,890,891,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0029#2020-11-02 14:30:00,2020-11-02 14:59:59","thirtyminutes0029","2020-11-02 14:30:00","2020-11-02 14:59:59",107,62,45,53.5,12.0208152801713,890,891,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",115,64,16,38.3333333333333,24.1729876790879,968,970,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"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",115,64,16,38.3333333333333,24.1729876790879,968,970,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"thirtyminutes0034#2020-03-08 17:00:00,2020-03-08 17:29:59","thirtyminutes0034","2020-03-08 17:00:00","2020-03-08 17:29:59",90,49,13,30,18.0831413200251,1043,1045,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"thirtyminutes0034#2020-11-01 17:00:00,2020-11-01 17:29:59","thirtyminutes0034","2020-11-01 17:00:00","2020-11-01 17:29:59",90,49,13,30,18.0831413200251,1043,1045,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"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",12,8,4,6,2.82842712474619,1078,1079,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",12,8,4,6,2.82842712474619,1078,1079,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",8,5,3,4,1.4142135623731,1080,1081,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",8,5,3,4,1.4142135623731,1080,1081,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0038#2020-03-07 19:00:00,2020-03-07 19:29:59","thirtyminutes0038","2020-03-07 19:00:00","2020-03-07 19:29:59",13,8,5,6.5,2.12132034355964,1140,1141,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0038#2020-10-31 19:00:00,2020-10-31 19:29:59","thirtyminutes0038","2020-10-31 19:00:00","2020-10-31 19:29:59",13,8,5,6.5,2.12132034355964,1140,1141,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0040#2020-03-07 20:00:00,2020-03-07 20:29:59","thirtyminutes0040","2020-03-07 20:00:00","2020-03-07 20:29:59",88,51,15,29.3333333333333,19.0875177362939,1201,1203,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"thirtyminutes0040#2020-10-31 20:00:00,2020-10-31 20:29:59","thirtyminutes0040","2020-10-31 20:00:00","2020-10-31 20:29:59",88,51,15,29.3333333333333,19.0875177362939,1201,1203,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
--- a/tests/data/processed/features/mtz_frequency/ios/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_frequency/ios/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
--- a/tests/data/processed/features/mtz_periodic/android/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_periodic/android/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_mindurationactivebout"
--- a/tests/data/processed/features/mtz_periodic/empatica/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_periodic/empatica/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_mindurationactivebout"
--- a/tests/data/processed/features/mtz_periodic/empty/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_periodic/empty/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_mindurationactivebout"
--- a/tests/data/processed/features/mtz_periodic/fitbit/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_periodic/fitbit/fitbit_steps_intraday.csv
@ -1,27 +1,27 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
-"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",251,63,1,11.4090909090909,13.9784156432732,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
-"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",527,72,2,23.9545454545455,22.5081514815607,5,9,2,1,1.8,0.447213595499958,4,13,4,3,3.25,0.5
-"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",307,69,4,20.4666666666667,21.2934150339847,4,8,4,1,2,1.4142135623731,4,7,3,1,1.75,0.957427107756338
-"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",126,62,6,25.2,26.5273443827308,1,3,3,3,3,NA,1,2,2,2,2,NA
-"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",251,63,1,11.4090909090909,13.9784156432732,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
-"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",527,72,2,23.9545454545455,22.5081514815607,5,9,2,1,1.8,0.447213595499958,4,13,4,3,3.25,0.5
-"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",307,69,4,20.4666666666667,21.2934150339847,4,8,4,1,2,1.4142135623731,4,7,3,1,1.75,0.957427107756338
-"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",126,62,6,25.2,26.5273443827308,1,3,3,3,3,NA,1,2,2,2,2,NA
-"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",172,63,3,15.6363636363636,18.0846494424013,3,7,3,2,2.33333333333333,0.577350269189626,2,4,2,2,2,0
-"morning#2020-03-07 06:00:00,2020-03-07 11:59:59","morning","2020-03-07 06:00:00","2020-03-07 11:59:59",196,72,6,28,27.6164202362773,2,3,2,1,1.5,0.707106781186548,1,4,4,4,4,NA
-"morning#2020-03-08 06:00:00,2020-03-08 11:59:59","morning","2020-03-08 06:00:00","2020-03-08 11:59:59",181,69,7,30.1666666666667,26.7986318058715,1,2,2,2,2,NA,2,4,2,2,2,0
-"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",172,63,3,15.6363636363636,18.0846494424013,3,7,3,2,2.33333333333333,0.577350269189626,2,4,2,2,2,0
-"morning#2020-10-31 06:00:00,2020-10-31 11:59:59","morning","2020-10-31 06:00:00","2020-10-31 11:59:59",196,72,6,28,27.6164202362773,2,3,2,1,1.5,0.707106781186548,1,4,4,4,4,NA
-"morning#2020-11-01 06:00:00,2020-11-01 11:59:59","morning","2020-11-01 06:00:00","2020-11-01 11:59:59",181,69,7,30.1666666666667,26.7986318058715,1,2,2,2,2,NA,2,4,2,2,2,0
-"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",1085,72,1,18.3898305084746,19.8737540916384,12,33,6,1,2.75,1.81533868615599,11,26,4,1,2.36363636363636,0.924416277737175
-"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",960,72,2,22.8571428571429,22.0537828496404,10,20,4,1,2,0.942809041582063,9,22,4,1,2.44444444444444,1.0137937550497
-"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",433,69,4,21.65,22.0603836393611,5,11,4,1,2.2,1.30384048104053,5,9,3,1,1.8,0.836660026534076
-"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",126,62,6,25.2,26.5273443827308,1,3,3,3,3,NA,1,2,2,2,2,NA
-"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",251,63,1,11.4090909090909,13.9784156432732,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
-"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",778,72,1,17.6818181818182,19.5730863239614,8,25,6,1,3.125,1.95940953204931,7,19,4,2,2.71428571428571,0.755928946018454
-"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",1085,72,1,18.3898305084746,19.8737540916384,12,33,6,1,2.75,1.81533868615599,11,26,4,1,2.36363636363636,0.924416277737175
-"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",960,72,2,22.8571428571429,22.0537828496404,10,20,4,1,2,0.942809041582063,9,22,4,1,2.44444444444444,1.0137937550497
-"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",433,69,4,21.65,22.0603836393611,5,11,4,1,2.2,1.30384048104053,5,9,3,1,1.8,0.836660026534076
-"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",126,62,6,25.2,26.5273443827308,1,3,3,3,3,NA,1,2,2,2,2,NA
-"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",1085,72,1,18.3898305084746,19.8737540916384,12,33,6,1,2.75,1.81533868615599,11,26,4,1,2.36363636363636,0.924416277737175
-"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",1085,72,1,18.3898305084746,19.8737540916384,12,33,6,1,2.75,1.81533868615599,11,26,4,1,2.36363636363636,0.924416277737175
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
+"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",251,63,1,11.4090909090909,13.9784156432732,358,1081,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
+"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",527,72,2,23.9545454545455,22.5081514815607,538,1203,5,9,2,1,1.8,0.447213595499958,4,13,4,3,3.25,0.5
+"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",307,69,4,20.4666666666667,21.2934150339847,19,1045,4,8,4,1,2,1.4142135623731,4,7,3,1,1.75,0.957427107756338
+"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",126,62,6,25.2,26.5273443827308,78,891,1,3,3,3,3,NA,1,2,2,2,2,NA
+"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",251,63,1,11.4090909090909,13.9784156432732,358,1081,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
+"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",527,72,2,23.9545454545455,22.5081514815607,538,1203,5,9,2,1,1.8,0.447213595499958,4,13,4,3,3.25,0.5
+"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",307,69,4,20.4666666666667,21.2934150339847,19,1045,4,8,4,1,2,1.4142135623731,4,7,3,1,1.75,0.957427107756338
+"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",126,62,6,25.2,26.5273443827308,78,891,1,3,3,3,3,NA,1,2,2,2,2,NA
+"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",172,63,3,15.6363636363636,18.0846494424013,360,719,3,7,3,2,2.33333333333333,0.577350269189626,2,4,2,2,2,0
+"morning#2020-03-07 06:00:00,2020-03-07 11:59:59","morning","2020-03-07 06:00:00","2020-03-07 11:59:59",196,72,6,28,27.6164202362773,538,708,2,3,2,1,1.5,0.707106781186548,1,4,4,4,4,NA
+"morning#2020-03-08 06:00:00,2020-03-08 11:59:59","morning","2020-03-08 06:00:00","2020-03-08 11:59:59",181,69,7,30.1666666666667,26.7986318058715,540,666,1,2,2,2,2,NA,2,4,2,2,2,0
+"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",172,63,3,15.6363636363636,18.0846494424013,360,719,3,7,3,2,2.33333333333333,0.577350269189626,2,4,2,2,2,0
+"morning#2020-10-31 06:00:00,2020-10-31 11:59:59","morning","2020-10-31 06:00:00","2020-10-31 11:59:59",196,72,6,28,27.6164202362773,538,708,2,3,2,1,1.5,0.707106781186548,1,4,4,4,4,NA
+"morning#2020-11-01 06:00:00,2020-11-01 11:59:59","morning","2020-11-01 06:00:00","2020-11-01 11:59:59",181,69,7,30.1666666666667,26.7986318058715,540,666,1,2,2,2,2,NA,2,4,2,2,2,0
+"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",1085,72,1,18.3898305084746,19.8737540916384,358,1045,12,33,6,1,2.75,1.81533868615599,11,26,4,1,2.36363636363636,0.924416277737175
+"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",960,72,2,22.8571428571429,22.0537828496404,538,891,10,20,4,1,2,0.942809041582063,9,22,4,1,2.44444444444444,1.0137937550497
+"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",433,69,4,21.65,22.0603836393611,19,891,5,11,4,1,2.2,1.30384048104053,5,9,3,1,1.8,0.836660026534076
+"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",126,62,6,25.2,26.5273443827308,78,891,1,3,3,3,3,NA,1,2,2,2,2,NA
+"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",251,63,1,11.4090909090909,13.9784156432732,358,1081,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
+"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",778,72,1,17.6818181818182,19.5730863239614,358,1203,8,25,6,1,3.125,1.95940953204931,7,19,4,2,2.71428571428571,0.755928946018454
+"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",1085,72,1,18.3898305084746,19.8737540916384,358,1045,12,33,6,1,2.75,1.81533868615599,11,26,4,1,2.36363636363636,0.924416277737175
+"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",960,72,2,22.8571428571429,22.0537828496404,538,891,10,20,4,1,2,0.942809041582063,9,22,4,1,2.44444444444444,1.0137937550497
+"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",433,69,4,21.65,22.0603836393611,19,891,5,11,4,1,2.2,1.30384048104053,5,9,3,1,1.8,0.836660026534076
+"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",126,62,6,25.2,26.5273443827308,78,891,1,3,3,3,3,NA,1,2,2,2,2,NA
+"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",1085,72,1,18.3898305084746,19.8737540916384,358,1045,12,33,6,1,2.75,1.81533868615599,11,26,4,1,2.36363636363636,0.924416277737175
+"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",1085,72,1,18.3898305084746,19.8737540916384,358,1045,12,33,6,1,2.75,1.81533868615599,11,26,4,1,2.36363636363636,0.924416277737175
--- a/tests/data/processed/features/mtz_periodic/ios/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/mtz_periodic/ios/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_mindurationactivebout"
--- a/tests/data/processed/features/stz_event/android/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_event/android/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout"
--- a/tests/data/processed/features/stz_event/empatica/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_event/empatica/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout"
--- a/tests/data/processed/features/stz_event/empty/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_event/empty/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout"
--- a/tests/data/processed/features/stz_event/fitbit/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_event/fitbit/fitbit_steps_intraday.csv
@ -1,3 +1,3 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
-"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",433,69,4,21.65,21.6169402382289,4,10,4,2,2.5,1,4,10,3,2,2.5,0.577350269189626
-"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",433,69,4,21.65,21.6169402382289,4,10,4,2,2.5,1,4,10,3,2,2.5,0.577350269189626
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
+"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",433,69,4,21.65,21.6169402382289,968,721,4,10,4,2,2.5,1,4,10,3,2,2.5,0.577350269189626
+"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",433,69,4,21.65,21.6169402382289,968,721,4,10,4,2,2.5,1,4,10,3,2,2.5,0.577350269189626
--- a/tests/data/processed/features/stz_event/ios/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_event/ios/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout"
--- a/tests/data/processed/features/stz_frequency/android/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_frequency/android/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout"
--- a/tests/data/processed/features/stz_frequency/android/fitbit_steps_summary
+++ b/tests/data/processed/features/stz_frequency/android/fitbit_steps_summary
@ -1 +0,0 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_summary_rapids_minsumsteps","fitbit_steps_summary_rapids_mediansumsteps","fitbit_steps_summary_rapids_stdsumsteps","fitbit_steps_summary_rapids_maxsumsteps","fitbit_steps_summary_rapids_avgsumsteps"
--- a/tests/data/processed/features/stz_frequency/empatica/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_frequency/empatica/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout"
--- a/tests/data/processed/features/stz_frequency/empty/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_frequency/empty/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout"
--- a/tests/data/processed/features/stz_frequency/fitbit/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_frequency/fitbit/fitbit_steps_intraday.csv
@ -1,53 +1,53 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
-"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",23,8,4,5.75,1.70782512765993,1,4,4,4,4,NA,NA,NA,NA,NA,NA,NA
-"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",23,8,4,5.75,1.70782512765993,1,4,4,4,4,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0002#2020-03-09 01:00:00,2020-03-09 01:29:59","thirtyminutes0002","2020-03-09 01:00:00","2020-03-09 01:29:59",19,7,6,6.33333333333333,0.577350269189626,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0002#2020-11-02 01:00:00,2020-11-02 01:29:59","thirtyminutes0002","2020-11-02 01:00:00","2020-11-02 01:29:59",19,7,6,6.33333333333333,0.577350269189626,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"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",6,3,3,3,0,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",6,3,3,3,0,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",10,7,3,5,2.82842712474619,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",10,7,3,5,2.82842712474619,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0014#2020-03-06 07:00:00,2020-03-06 07:29:59","thirtyminutes0014","2020-03-06 07:00:00","2020-03-06 07:29:59",103,63,7,25.75,25.9663243451976,1,2,2,2,2,NA,1,2,2,2,2,NA
-"thirtyminutes0014#2020-10-30 07:00:00,2020-10-30 07:29:59","thirtyminutes0014","2020-10-30 07:00:00","2020-10-30 07:29:59",103,63,7,25.75,25.9663243451976,1,2,2,2,2,NA,1,2,2,2,2,NA
-"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",48,28,20,24,5.65685424949238,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",48,28,20,24,5.65685424949238,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0017#2020-03-07 08:30:00,2020-03-07 08:59:59","thirtyminutes0017","2020-03-07 08:30:00","2020-03-07 08:59:59",15,9,6,7.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0017#2020-10-31 08:30:00,2020-10-31 08:59:59","thirtyminutes0017","2020-10-31 08:30:00","2020-10-31 08:59:59",15,9,6,7.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0018#2020-03-07 09:00:00,2020-03-07 09:29:59","thirtyminutes0018","2020-03-07 09:00:00","2020-03-07 09:29:59",8,8,8,8,NA,1,1,1,1,1,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0018#2020-03-08 09:00:00,2020-03-08 09:29:59","thirtyminutes0018","2020-03-08 09:00:00","2020-03-08 09:29:59",40,28,12,20,11.3137084989848,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0018#2020-10-31 09:00:00,2020-10-31 09:29:59","thirtyminutes0018","2020-10-31 09:00:00","2020-10-31 09:29:59",8,8,8,8,NA,1,1,1,1,1,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0018#2020-11-01 09:00:00,2020-11-01 09:29:59","thirtyminutes0018","2020-11-01 09:00:00","2020-11-01 09:29:59",40,28,12,20,11.3137084989848,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0020#2020-03-08 10:00:00,2020-03-08 10:29:59","thirtyminutes0020","2020-03-08 10:00:00","2020-03-08 10:29:59",15,8,7,7.5,0.707106781186548,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0020#2020-11-01 10:00:00,2020-11-01 10:29:59","thirtyminutes0020","2020-11-01 10:00:00","2020-11-01 10:29:59",15,8,7,7.5,0.707106781186548,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0022#2020-03-08 11:00:00,2020-03-08 11:29:59","thirtyminutes0022","2020-03-08 11:00:00","2020-03-08 11:29:59",126,69,57,63,8.48528137423857,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0022#2020-11-01 11:00:00,2020-11-01 11:29:59","thirtyminutes0022","2020-11-01 11:00:00","2020-11-01 11:29:59",126,69,57,63,8.48528137423857,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",11,5,3,3.66666666666667,1.15470053837925,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0023#2020-03-07 11:30:00,2020-03-07 11:59:59","thirtyminutes0023","2020-03-07 11:30:00","2020-03-07 11:59:59",173,72,17,43.25,28.2886903196313,NA,NA,NA,NA,NA,NA,1,4,4,4,4,NA
-"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",11,5,3,3.66666666666667,1.15470053837925,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0023#2020-10-31 11:30:00,2020-10-31 11:59:59","thirtyminutes0023","2020-10-31 11:30:00","2020-10-31 11:59:59",173,72,17,43.25,28.2886903196313,NA,NA,NA,NA,NA,NA,1,4,4,4,4,NA
-"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",13,6,1,4.33333333333333,2.88675134594813,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0024#2020-03-07 12:00:00,2020-03-07 12:29:59","thirtyminutes0024","2020-03-07 12:00:00","2020-03-07 12:29:59",15,9,6,7.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0024#2020-03-08 12:00:00,2020-03-08 12:29:59","thirtyminutes0024","2020-03-08 12:00:00","2020-03-08 12:29:59",13,7,6,6.5,0.707106781186548,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",13,6,1,4.33333333333333,2.88675134594813,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0024#2020-10-31 12:00:00,2020-10-31 12:29:59","thirtyminutes0024","2020-10-31 12:00:00","2020-10-31 12:29:59",15,9,6,7.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0024#2020-11-01 12:00:00,2020-11-01 12:29:59","thirtyminutes0024","2020-11-01 12:00:00","2020-11-01 12:29:59",13,7,6,6.5,0.707106781186548,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",20,20,20,20,NA,NA,NA,NA,NA,NA,NA,1,1,1,1,1,NA
-"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",20,20,20,20,NA,NA,NA,NA,NA,NA,NA,1,1,1,1,1,NA
-"thirtyminutes0026#2020-03-06 13:00:00,2020-03-06 13:29:59","thirtyminutes0026","2020-03-06 13:00:00","2020-03-06 13:29:59",40,21,19,20,1.4142135623731,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",80,59,2,20,26.4952825989835,1,2,2,2,2,NA,1,2,2,2,2,NA
-"thirtyminutes0026#2020-10-30 13:00:00,2020-10-30 13:29:59","thirtyminutes0026","2020-10-30 13:00:00","2020-10-30 13:29:59",40,21,19,20,1.4142135623731,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",80,59,2,20,26.4952825989835,1,2,2,2,2,NA,1,2,2,2,2,NA
-"thirtyminutes0029#2020-03-09 14:30:00,2020-03-09 14:59:59","thirtyminutes0029","2020-03-09 14:30:00","2020-03-09 14:59:59",107,62,45,53.5,12.0208152801713,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"thirtyminutes0029#2020-11-02 14:30:00,2020-11-02 14:59:59","thirtyminutes0029","2020-11-02 14:30:00","2020-11-02 14:59:59",107,62,45,53.5,12.0208152801713,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
-"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",115,64,16,38.3333333333333,24.1729876790879,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"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",115,64,16,38.3333333333333,24.1729876790879,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"thirtyminutes0034#2020-03-08 17:00:00,2020-03-08 17:29:59","thirtyminutes0034","2020-03-08 17:00:00","2020-03-08 17:29:59",90,49,13,30,18.0831413200251,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"thirtyminutes0034#2020-11-01 17:00:00,2020-11-01 17:29:59","thirtyminutes0034","2020-11-01 17:00:00","2020-11-01 17:29:59",90,49,13,30,18.0831413200251,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"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",12,8,4,6,2.82842712474619,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",12,8,4,6,2.82842712474619,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",8,5,3,4,1.4142135623731,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"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",8,5,3,4,1.4142135623731,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0038#2020-03-07 19:00:00,2020-03-07 19:29:59","thirtyminutes0038","2020-03-07 19:00:00","2020-03-07 19:29:59",13,8,5,6.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0038#2020-10-31 19:00:00,2020-10-31 19:29:59","thirtyminutes0038","2020-10-31 19:00:00","2020-10-31 19:29:59",13,8,5,6.5,2.12132034355964,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
-"thirtyminutes0040#2020-03-07 20:00:00,2020-03-07 20:29:59","thirtyminutes0040","2020-03-07 20:00:00","2020-03-07 20:29:59",88,51,15,29.3333333333333,19.0875177362939,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
-"thirtyminutes0040#2020-10-31 20:00:00,2020-10-31 20:29:59","thirtyminutes0040","2020-10-31 20:00:00","2020-10-31 20:29:59",88,51,15,29.3333333333333,19.0875177362939,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
+"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",23,8,4,5.75,1.70782512765993,19,22,1,4,4,4,4,NA,NA,NA,NA,NA,NA,NA
+"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",23,8,4,5.75,1.70782512765993,19,22,1,4,4,4,4,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0002#2020-03-09 01:00:00,2020-03-09 01:29:59","thirtyminutes0002","2020-03-09 01:00:00","2020-03-09 01:29:59",19,7,6,6.33333333333333,0.577350269189626,78,80,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0002#2020-11-02 01:00:00,2020-11-02 01:29:59","thirtyminutes0002","2020-11-02 01:00:00","2020-11-02 01:29:59",19,7,6,6.33333333333333,0.577350269189626,78,80,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"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",6,3,3,3,0,358,359,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",6,3,3,3,0,358,359,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",10,7,3,5,2.82842712474619,360,361,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",10,7,3,5,2.82842712474619,360,361,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0014#2020-03-06 07:00:00,2020-03-06 07:29:59","thirtyminutes0014","2020-03-06 07:00:00","2020-03-06 07:29:59",103,63,7,25.75,25.9663243451976,421,441,1,2,2,2,2,NA,1,2,2,2,2,NA
+"thirtyminutes0014#2020-10-30 07:00:00,2020-10-30 07:29:59","thirtyminutes0014","2020-10-30 07:00:00","2020-10-30 07:29:59",103,63,7,25.75,25.9663243451976,421,441,1,2,2,2,2,NA,1,2,2,2,2,NA
+"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",48,28,20,24,5.65685424949238,481,482,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",48,28,20,24,5.65685424949238,481,482,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0017#2020-03-07 08:30:00,2020-03-07 08:59:59","thirtyminutes0017","2020-03-07 08:30:00","2020-03-07 08:59:59",15,9,6,7.5,2.12132034355964,538,539,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0017#2020-10-31 08:30:00,2020-10-31 08:59:59","thirtyminutes0017","2020-10-31 08:30:00","2020-10-31 08:59:59",15,9,6,7.5,2.12132034355964,538,539,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0018#2020-03-07 09:00:00,2020-03-07 09:29:59","thirtyminutes0018","2020-03-07 09:00:00","2020-03-07 09:29:59",8,8,8,8,NA,540,540,1,1,1,1,1,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0018#2020-03-08 09:00:00,2020-03-08 09:29:59","thirtyminutes0018","2020-03-08 09:00:00","2020-03-08 09:29:59",40,28,12,20,11.3137084989848,540,541,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0018#2020-10-31 09:00:00,2020-10-31 09:29:59","thirtyminutes0018","2020-10-31 09:00:00","2020-10-31 09:29:59",8,8,8,8,NA,540,540,1,1,1,1,1,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0018#2020-11-01 09:00:00,2020-11-01 09:29:59","thirtyminutes0018","2020-11-01 09:00:00","2020-11-01 09:29:59",40,28,12,20,11.3137084989848,540,541,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0020#2020-03-08 10:00:00,2020-03-08 10:29:59","thirtyminutes0020","2020-03-08 10:00:00","2020-03-08 10:29:59",15,8,7,7.5,0.707106781186548,615,616,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0020#2020-11-01 10:00:00,2020-11-01 10:29:59","thirtyminutes0020","2020-11-01 10:00:00","2020-11-01 10:29:59",15,8,7,7.5,0.707106781186548,615,616,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0022#2020-03-08 11:00:00,2020-03-08 11:29:59","thirtyminutes0022","2020-03-08 11:00:00","2020-03-08 11:29:59",126,69,57,63,8.48528137423857,665,666,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0022#2020-11-01 11:00:00,2020-11-01 11:29:59","thirtyminutes0022","2020-11-01 11:00:00","2020-11-01 11:29:59",126,69,57,63,8.48528137423857,665,666,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",11,5,3,3.66666666666667,1.15470053837925,717,719,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0023#2020-03-07 11:30:00,2020-03-07 11:59:59","thirtyminutes0023","2020-03-07 11:30:00","2020-03-07 11:59:59",173,72,17,43.25,28.2886903196313,705,708,NA,NA,NA,NA,NA,NA,1,4,4,4,4,NA
+"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",11,5,3,3.66666666666667,1.15470053837925,717,719,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0023#2020-10-31 11:30:00,2020-10-31 11:59:59","thirtyminutes0023","2020-10-31 11:30:00","2020-10-31 11:59:59",173,72,17,43.25,28.2886903196313,705,708,NA,NA,NA,NA,NA,NA,1,4,4,4,4,NA
+"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",13,6,1,4.33333333333333,2.88675134594813,720,722,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0024#2020-03-07 12:00:00,2020-03-07 12:29:59","thirtyminutes0024","2020-03-07 12:00:00","2020-03-07 12:29:59",15,9,6,7.5,2.12132034355964,721,722,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0024#2020-03-08 12:00:00,2020-03-08 12:29:59","thirtyminutes0024","2020-03-08 12:00:00","2020-03-08 12:29:59",13,7,6,6.5,0.707106781186548,720,721,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",13,6,1,4.33333333333333,2.88675134594813,720,722,1,3,3,3,3,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0024#2020-10-31 12:00:00,2020-10-31 12:29:59","thirtyminutes0024","2020-10-31 12:00:00","2020-10-31 12:29:59",15,9,6,7.5,2.12132034355964,721,722,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0024#2020-11-01 12:00:00,2020-11-01 12:29:59","thirtyminutes0024","2020-11-01 12:00:00","2020-11-01 12:29:59",13,7,6,6.5,0.707106781186548,720,721,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",20,20,20,20,NA,779,779,NA,NA,NA,NA,NA,NA,1,1,1,1,1,NA
+"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",20,20,20,20,NA,779,779,NA,NA,NA,NA,NA,NA,1,1,1,1,1,NA
+"thirtyminutes0026#2020-03-06 13:00:00,2020-03-06 13:29:59","thirtyminutes0026","2020-03-06 13:00:00","2020-03-06 13:29:59",40,21,19,20,1.4142135623731,802,803,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",80,59,2,20,26.4952825989835,780,783,1,2,2,2,2,NA,1,2,2,2,2,NA
+"thirtyminutes0026#2020-10-30 13:00:00,2020-10-30 13:29:59","thirtyminutes0026","2020-10-30 13:00:00","2020-10-30 13:29:59",40,21,19,20,1.4142135623731,802,803,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",80,59,2,20,26.4952825989835,780,783,1,2,2,2,2,NA,1,2,2,2,2,NA
+"thirtyminutes0029#2020-03-09 14:30:00,2020-03-09 14:59:59","thirtyminutes0029","2020-03-09 14:30:00","2020-03-09 14:59:59",107,62,45,53.5,12.0208152801713,890,891,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"thirtyminutes0029#2020-11-02 14:30:00,2020-11-02 14:59:59","thirtyminutes0029","2020-11-02 14:30:00","2020-11-02 14:59:59",107,62,45,53.5,12.0208152801713,890,891,NA,NA,NA,NA,NA,NA,1,2,2,2,2,NA
+"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",115,64,16,38.3333333333333,24.1729876790879,968,970,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"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",115,64,16,38.3333333333333,24.1729876790879,968,970,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"thirtyminutes0034#2020-03-08 17:00:00,2020-03-08 17:29:59","thirtyminutes0034","2020-03-08 17:00:00","2020-03-08 17:29:59",90,49,13,30,18.0831413200251,1043,1045,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"thirtyminutes0034#2020-11-01 17:00:00,2020-11-01 17:29:59","thirtyminutes0034","2020-11-01 17:00:00","2020-11-01 17:29:59",90,49,13,30,18.0831413200251,1043,1045,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"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",12,8,4,6,2.82842712474619,1078,1079,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",12,8,4,6,2.82842712474619,1078,1079,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",8,5,3,4,1.4142135623731,1080,1081,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"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",8,5,3,4,1.4142135623731,1080,1081,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0038#2020-03-07 19:00:00,2020-03-07 19:29:59","thirtyminutes0038","2020-03-07 19:00:00","2020-03-07 19:29:59",13,8,5,6.5,2.12132034355964,1140,1141,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0038#2020-10-31 19:00:00,2020-10-31 19:29:59","thirtyminutes0038","2020-10-31 19:00:00","2020-10-31 19:29:59",13,8,5,6.5,2.12132034355964,1140,1141,1,2,2,2,2,NA,NA,NA,NA,NA,NA,NA
+"thirtyminutes0040#2020-03-07 20:00:00,2020-03-07 20:29:59","thirtyminutes0040","2020-03-07 20:00:00","2020-03-07 20:29:59",88,51,15,29.3333333333333,19.0875177362939,1201,1203,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
+"thirtyminutes0040#2020-10-31 20:00:00,2020-10-31 20:29:59","thirtyminutes0040","2020-10-31 20:00:00","2020-10-31 20:29:59",88,51,15,29.3333333333333,19.0875177362939,1201,1203,NA,NA,NA,NA,NA,NA,1,3,3,3,3,NA
--- a/tests/data/processed/features/stz_frequency/ios/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_frequency/ios/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout"
--- a/tests/data/processed/features/stz_periodic/android/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_periodic/android/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout"
--- a/tests/data/processed/features/stz_periodic/empatica/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_periodic/empatica/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout"
--- a/tests/data/processed/features/stz_periodic/empty/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_periodic/empty/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout"
--- a/tests/data/processed/features/stz_periodic/fitbit/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_periodic/fitbit/fitbit_steps_intraday.csv
@ -1,27 +1,27 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
-"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",251,63,1,11.4090909090909,13.9784156432732,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
-"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",527,72,2,23.9545454545455,22.5081514815607,4,9,3,2,2.25,0.5,4,13,4,3,3.25,0.5
-"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",307,69,4,20.4666666666667,21.2934150339847,3,8,4,2,2.66666666666667,1.15470053837925,3,7,3,2,2.33333333333333,0.577350269189626
-"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",126,62,6,25.2,26.5273443827308,1,3,3,3,3,NA,1,2,2,2,2,NA
-"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",251,63,1,11.4090909090909,13.9784156432732,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
-"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",527,72,2,23.9545454545455,22.5081514815607,4,9,3,2,2.25,0.5,4,13,4,3,3.25,0.5
-"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",307,69,4,20.4666666666667,21.2934150339847,3,8,4,2,2.66666666666667,1.15470053837925,3,7,3,2,2.33333333333333,0.577350269189626
-"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",126,62,6,25.2,26.5273443827308,1,3,3,3,3,NA,1,2,2,2,2,NA
-"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",172,63,3,15.6363636363636,18.0846494424013,3,7,3,2,2.33333333333333,0.577350269189626,2,4,2,2,2,0
-"morning#2020-03-07 06:00:00,2020-03-07 11:59:59","morning","2020-03-07 06:00:00","2020-03-07 11:59:59",196,72,6,28,27.6164202362773,1,3,3,3,3,NA,1,4,4,4,4,NA
-"morning#2020-03-08 06:00:00,2020-03-08 11:59:59","morning","2020-03-08 06:00:00","2020-03-08 11:59:59",181,69,7,30.1666666666667,26.7986318058715,1,2,2,2,2,NA,2,4,2,2,2,0
-"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",172,63,3,15.6363636363636,18.0846494424013,3,7,3,2,2.33333333333333,0.577350269189626,2,4,2,2,2,0
-"morning#2020-10-31 06:00:00,2020-10-31 11:59:59","morning","2020-10-31 06:00:00","2020-10-31 11:59:59",196,72,6,28,27.6164202362773,1,3,3,3,3,NA,1,4,4,4,4,NA
-"morning#2020-11-01 06:00:00,2020-11-01 11:59:59","morning","2020-11-01 06:00:00","2020-11-01 11:59:59",181,69,7,30.1666666666667,26.7986318058715,1,2,2,2,2,NA,2,4,2,2,2,0
-"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",1085,72,1,18.3898305084746,19.8737540916384,10,33,7,2,3.3,1.88856206322871,10,26,4,2,2.6,0.699205898780101
-"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",960,72,2,22.8571428571429,22.0537828496404,8,20,4,2,2.5,0.755928946018454,8,22,4,2,2.75,0.707106781186548
-"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",433,69,4,21.65,22.0603836393611,4,11,4,2,2.75,0.957427107756338,4,9,3,2,2.25,0.5
-"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",126,62,6,25.2,26.5273443827308,1,3,3,3,3,NA,1,2,2,2,2,NA
-"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",251,63,1,11.4090909090909,13.9784156432732,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
-"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",778,72,1,17.6818181818182,19.5730863239614,7,25,7,2,3.57142857142857,2.14919697074224,7,19,4,2,2.71428571428571,0.755928946018454
-"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",1085,72,1,18.3898305084746,19.8737540916384,10,33,7,2,3.3,1.88856206322871,10,26,4,2,2.6,0.699205898780101
-"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",960,72,2,22.8571428571429,22.0537828496404,8,20,4,2,2.5,0.755928946018454,8,22,4,2,2.75,0.707106781186548
-"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",433,69,4,21.65,22.0603836393611,4,11,4,2,2.75,0.957427107756338,4,9,3,2,2.25,0.5
-"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",126,62,6,25.2,26.5273443827308,1,3,3,3,3,NA,1,2,2,2,2,NA
-"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",1085,72,1,18.3898305084746,19.8737540916384,10,33,7,2,3.3,1.88856206322871,10,26,4,2,2.6,0.699205898780101
-"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",1085,72,1,18.3898305084746,19.8737540916384,10,33,7,2,3.3,1.88856206322871,10,26,4,2,2.6,0.699205898780101
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout"
+"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",251,63,1,11.4090909090909,13.9784156432732,358,1081,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
+"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",527,72,2,23.9545454545455,22.5081514815607,538,1203,4,9,3,2,2.25,0.5,4,13,4,3,3.25,0.5
+"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",307,69,4,20.4666666666667,21.2934150339847,19,1045,3,8,4,2,2.66666666666667,1.15470053837925,3,7,3,2,2.33333333333333,0.577350269189626
+"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",126,62,6,25.2,26.5273443827308,78,891,1,3,3,3,3,NA,1,2,2,2,2,NA
+"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",251,63,1,11.4090909090909,13.9784156432732,358,1081,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
+"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",527,72,2,23.9545454545455,22.5081514815607,538,1203,4,9,3,2,2.25,0.5,4,13,4,3,3.25,0.5
+"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",307,69,4,20.4666666666667,21.2934150339847,19,1045,3,8,4,2,2.66666666666667,1.15470053837925,3,7,3,2,2.33333333333333,0.577350269189626
+"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",126,62,6,25.2,26.5273443827308,78,891,1,3,3,3,3,NA,1,2,2,2,2,NA
+"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",172,63,3,15.6363636363636,18.0846494424013,360,719,3,7,3,2,2.33333333333333,0.577350269189626,2,4,2,2,2,0
+"morning#2020-03-07 06:00:00,2020-03-07 11:59:59","morning","2020-03-07 06:00:00","2020-03-07 11:59:59",196,72,6,28,27.6164202362773,538,708,1,3,3,3,3,NA,1,4,4,4,4,NA
+"morning#2020-03-08 06:00:00,2020-03-08 11:59:59","morning","2020-03-08 06:00:00","2020-03-08 11:59:59",181,69,7,30.1666666666667,26.7986318058715,540,666,1,2,2,2,2,NA,2,4,2,2,2,0
+"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",172,63,3,15.6363636363636,18.0846494424013,360,719,3,7,3,2,2.33333333333333,0.577350269189626,2,4,2,2,2,0
+"morning#2020-10-31 06:00:00,2020-10-31 11:59:59","morning","2020-10-31 06:00:00","2020-10-31 11:59:59",196,72,6,28,27.6164202362773,538,708,1,3,3,3,3,NA,1,4,4,4,4,NA
+"morning#2020-11-01 06:00:00,2020-11-01 11:59:59","morning","2020-11-01 06:00:00","2020-11-01 11:59:59",181,69,7,30.1666666666667,26.7986318058715,540,666,1,2,2,2,2,NA,2,4,2,2,2,0
+"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",1085,72,1,18.3898305084746,19.8737540916384,358,1045,10,33,7,2,3.3,1.88856206322871,10,26,4,2,2.6,0.699205898780101
+"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",960,72,2,22.8571428571429,22.0537828496404,538,891,8,20,4,2,2.5,0.755928946018454,8,22,4,2,2.75,0.707106781186548
+"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",433,69,4,21.65,22.0603836393611,19,891,4,11,4,2,2.75,0.957427107756338,4,9,3,2,2.25,0.5
+"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",126,62,6,25.2,26.5273443827308,78,891,1,3,3,3,3,NA,1,2,2,2,2,NA
+"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",251,63,1,11.4090909090909,13.9784156432732,358,1081,4,16,6,2,4,1.63299316185545,3,6,2,2,2,0
+"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",778,72,1,17.6818181818182,19.5730863239614,358,1203,7,25,7,2,3.57142857142857,2.14919697074224,7,19,4,2,2.71428571428571,0.755928946018454
+"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",1085,72,1,18.3898305084746,19.8737540916384,358,1045,10,33,7,2,3.3,1.88856206322871,10,26,4,2,2.6,0.699205898780101
+"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",960,72,2,22.8571428571429,22.0537828496404,538,891,8,20,4,2,2.5,0.755928946018454,8,22,4,2,2.75,0.707106781186548
+"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",433,69,4,21.65,22.0603836393611,19,891,4,11,4,2,2.75,0.957427107756338,4,9,3,2,2.25,0.5
+"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",126,62,6,25.2,26.5273443827308,78,891,1,3,3,3,3,NA,1,2,2,2,2,NA
+"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",1085,72,1,18.3898305084746,19.8737540916384,358,1045,10,33,7,2,3.3,1.88856206322871,10,26,4,2,2.6,0.699205898780101
+"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",1085,72,1,18.3898305084746,19.8737540916384,358,1045,10,33,7,2,3.3,1.88856206322871,10,26,4,2,2.6,0.699205898780101
--- a/tests/data/processed/features/stz_periodic/ios/fitbit_steps_intraday.csv
+++ b/tests/data/processed/features/stz_periodic/ios/fitbit_steps_intraday.csv
@ -1 +1 @@
-"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodeactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout"
+"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_intraday_rapids_laststeptime","fitbit_steps_intraday_rapids_maxsteps","fitbit_steps_intraday_rapids_stdsteps","fitbit_steps_intraday_rapids_minsteps","fitbit_steps_intraday_rapids_avgsteps","fitbit_steps_intraday_rapids_sumsteps","fitbit_steps_intraday_rapids_firststeptime","fitbit_steps_intraday_rapids_sumdurationsedentarybout","fitbit_steps_intraday_rapids_countepisodesedentarybout","fitbit_steps_intraday_rapids_avgdurationsedentarybout","fitbit_steps_intraday_rapids_mindurationsedentarybout","fitbit_steps_intraday_rapids_maxdurationsedentarybout","fitbit_steps_intraday_rapids_stddurationsedentarybout","fitbit_steps_intraday_rapids_mindurationactivebout","fitbit_steps_intraday_rapids_sumdurationactivebout","fitbit_steps_intraday_rapids_avgdurationactivebout","fitbit_steps_intraday_rapids_stddurationactivebout","fitbit_steps_intraday_rapids_maxdurationactivebout","fitbit_steps_intraday_rapids_countepisodeactivebout"
--- a/tests/settings/mtz_event_config.yaml
+++ b/tests/settings/mtz_event_config.yaml
@ -452,7 +452,7 @@ FITBIT_STEPS_INTRADAY:
    RAPIDS:
      COMPUTE: True
      FEATURES:
-        STEPS: ["sum", "max", "min", "avg", "std"]
+        STEPS: ["sum", "max", "min", "avg", "std", "firststeptime", "laststeptime"]
        SEDENTARY_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
        ACTIVE_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
      THRESHOLD_ACTIVE_BOUT: 10 # steps
--- a/tests/settings/mtz_frequency_config.yaml
+++ b/tests/settings/mtz_frequency_config.yaml
@ -453,7 +453,7 @@ FITBIT_STEPS_INTRADAY:
    RAPIDS:
      COMPUTE: True
      FEATURES:
-        STEPS: ["sum", "max", "min", "avg", "std"]
+        STEPS: ["sum", "max", "min", "avg", "std", "firststeptime", "laststeptime"]
        SEDENTARY_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
        ACTIVE_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
      THRESHOLD_ACTIVE_BOUT: 10 # steps
--- a/tests/settings/mtz_periodic_config.yaml
+++ b/tests/settings/mtz_periodic_config.yaml
@ -452,7 +452,7 @@ FITBIT_STEPS_INTRADAY:
    RAPIDS:
      COMPUTE: True
      FEATURES:
-        STEPS: ["sum", "max", "min", "avg", "std"]
+        STEPS: ["sum", "max", "min", "avg", "std", "firststeptime", "laststeptime"]
        SEDENTARY_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
        ACTIVE_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
      THRESHOLD_ACTIVE_BOUT: 10 # steps
--- a/tests/settings/stz_event_config.yaml
+++ b/tests/settings/stz_event_config.yaml
@ -452,7 +452,7 @@ FITBIT_STEPS_INTRADAY:
    RAPIDS:
      COMPUTE: True
      FEATURES:
-        STEPS: ["sum", "max", "min", "avg", "std"]
+        STEPS: ["sum", "max", "min", "avg", "std", "firststeptime", "laststeptime"]
        SEDENTARY_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
        ACTIVE_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
      THRESHOLD_ACTIVE_BOUT: 10 # steps
--- a/tests/settings/stz_frequency_config.yaml
+++ b/tests/settings/stz_frequency_config.yaml
@ -453,7 +453,7 @@ FITBIT_STEPS_INTRADAY:
    RAPIDS:
      COMPUTE: True
      FEATURES:
-        STEPS: ["sum", "max", "min", "avg", "std"]
+        STEPS: ["sum", "max", "min", "avg", "std", "firststeptime", "laststeptime"]
        SEDENTARY_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
        ACTIVE_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
      THRESHOLD_ACTIVE_BOUT: 10 # steps
--- a/tests/settings/stz_periodic_config.yaml
+++ b/tests/settings/stz_periodic_config.yaml
@ -452,7 +452,7 @@ FITBIT_STEPS_INTRADAY:
    RAPIDS:
      COMPUTE: True
      FEATURES:
-        STEPS: ["sum", "max", "min", "avg", "std"]
+        STEPS: ["sum", "max", "min", "avg", "std", "firststeptime", "laststeptime"]
        SEDENTARY_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
        ACTIVE_BOUT: ["countepisode", "sumduration", "maxduration", "minduration", "avgduration", "stdduration"]
      THRESHOLD_ACTIVE_BOUT: 10 # steps
--- a/tools/config.schema.yaml
+++ b/tools/config.schema.yaml
@ -1142,7 +1142,7 @@ properties:
                        uniqueItems: True
                        items:
                          type: string
-                          enum: ["sum", "max", "min", "avg", "std"]
+                          enum: ["sum", "max", "min", "avg", "std", "firststeptime", "laststeptime"]
                      SEDENTARY_BOUT:
                        type: array
                        uniqueItems: True
				`@ -1 +0,0 @@`
				`"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","fitbit_steps_summary_rapids_minsumsteps","fitbit_steps_summary_rapids_mediansumsteps","fitbit_steps_summary_rapids_stdsumsteps","fitbit_steps_summary_rapids_maxsumsteps","fitbit_steps_summary_rapids_avgsumsteps"`