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Feature/accelerometer unit conversion #234

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merged 8 commits into from
Nov 18, 2024
Merged

Feature/accelerometer unit conversion #234

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878bc22
Harmonize iOS accelerometer data to m/s² to match Android units
harshitha-batta Nov 11, 2024
253cadb
Update renv.lock with updated vctrs version
harshitha-batta Nov 13, 2024
6b0aae5
Update renv.lock with updated vctrs version (vctrs installed)
harshitha-batta Nov 13, 2024
eb33d72
Update change-log.md
harshitha-batta Nov 13, 2024
4521427
Update change-log.md
harshitha-batta Nov 14, 2024
abd7caf
Empty lines preserved between sensors in the format.yaml files for co…
harshitha-batta Nov 13, 2024
bbbd442
Update docs/change-log.md
harshitha-batta Nov 15, 2024
eb0088b
Update docs/change-log.md
harshitha-batta Nov 18, 2024
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590 changes: 407 additions & 183 deletions renv.lock
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2 changes: 1 addition & 1 deletion src/data/streams/aware_csv/format.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ PHONE_ACCELEROMETER:
MUTATION:
COLUMN_MAPPINGS:
SCRIPTS: # List any python or r scripts that mutate your raw data

- "src/data/streams/mutations/phone/aware/accelerometer_ios_unification.py"
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PHONE_ACTIVITY_RECOGNITION:
ANDROID:
RAPIDS_COLUMN_MAPPINGS:
Expand Down
2 changes: 1 addition & 1 deletion src/data/streams/aware_influxdb/format.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ PHONE_ACCELEROMETER:
MUTATION:
COLUMN_MAPPINGS:
SCRIPTS: # List any python or r scripts that mutate your raw data

- "src/data/streams/mutations/phone/aware/accelerometer_ios_unification.py"
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PHONE_ACTIVITY_RECOGNITION:
ANDROID:
RAPIDS_COLUMN_MAPPINGS:
Expand Down
2 changes: 1 addition & 1 deletion src/data/streams/aware_micro_mysql/format.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ PHONE_ACCELEROMETER:
MUTATION:
COLUMN_MAPPINGS:
SCRIPTS: # List any python or r scripts that mutate your raw data

- "src/data/streams/mutations/phone/aware/accelerometer_ios_unification.py"
harshitha-batta marked this conversation as resolved.
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PHONE_ACTIVITY_RECOGNITION:
ANDROID:
RAPIDS_COLUMN_MAPPINGS:
Expand Down
2 changes: 1 addition & 1 deletion src/data/streams/aware_mysql/format.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ PHONE_ACCELEROMETER:
MUTATION:
COLUMN_MAPPINGS:
SCRIPTS: # List any python or r scripts that mutate your raw data

- "src/data/streams/mutations/phone/aware/accelerometer_ios_unification.py"
harshitha-batta marked this conversation as resolved.
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PHONE_ACTIVITY_RECOGNITION:
ANDROID:
RAPIDS_COLUMN_MAPPINGS:
Expand Down
28 changes: 28 additions & 0 deletions src/data/streams/mutations/phone/aware/accelerometer_ios_unification.py
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Original file line number Diff line number Diff line change
@@ -0,0 +1,28 @@
import pandas as pd

def unify_accelerometer_data(data):
"""
Modify accelerometer data to convert readings from G-forces to m/s².

Parameters:
data (DataFrame): A pandas DataFrame containing accelerometer data.

Returns:
DataFrame: Modified accelerometer data with values in m/s².
"""
GRAVITY_CONSTANT = 9.8
data[['double_values_0', 'double_values_1', 'double_values_2']] *= GRAVITY_CONSTANT
return data

def main(data, stream_parameters=None):
"""
Main function to process the data using unify_accelerometer_data.

Parameters:
data (DataFrame): Input DataFrame containing accelerometer data.
stream_parameters (dict): Additional parameters if needed (optional).

Returns:
DataFrame: Processed accelerometer data with values in m/s².
"""
return unify_accelerometer_data(data)
4 changes: 2 additions & 2 deletions tests/data/processed/features/mtz_event/ios/phone_accelerometer.csv
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Original file line number Diff line number Diff line change
@@ -1,3 +1,3 @@
"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_accelerometer_rapids_maxmagnitude","phone_accelerometer_rapids_minmagnitude","phone_accelerometer_rapids_avgmagnitude","phone_accelerometer_rapids_medianmagnitude","phone_accelerometer_rapids_stdmagnitude","phone_accelerometer_panda_sumdurationexertionalactivityepisode","phone_accelerometer_panda_maxdurationexertionalactivityepisode","phone_accelerometer_panda_mindurationexertionalactivityepisode","phone_accelerometer_panda_avgdurationexertionalactivityepisode","phone_accelerometer_panda_mediandurationexertionalactivityepisode","phone_accelerometer_panda_stddurationexertionalactivityepisode","phone_accelerometer_panda_sumdurationnonexertionalactivityepisode","phone_accelerometer_panda_maxdurationnonexertionalactivityepisode","phone_accelerometer_panda_mindurationnonexertionalactivityepisode","phone_accelerometer_panda_avgdurationnonexertionalactivityepisode","phone_accelerometer_panda_mediandurationnonexertionalactivityepisode","phone_accelerometer_panda_stddurationnonexertionalactivityepisode"
"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",1.36649222463942,0.924653989338715,1.07074056914283,1.01199851778548,0.171282053904096,0,0,0,0,0,NA,2,1,1,1,1,0
"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",1.36649222463942,0.924653989338715,1.07074056914283,1.01199851778548,0.171282053904096,0,0,0,0,0,NA,2,1,1,1,1,0
"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",13.3916238014663,9.0616090955194,10.4932575775998,9.91758547429766,1.67856412826014,1,1,1,1,1,NA,1,1,1,1,1,NA
"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",13.3916238014663,9.0616090955194,10.4932575775998,9.91758547429766,1.67856412826014,1,1,1,1,1,NA,1,1,1,1,1,NA
56 changes: 28 additions & 28 deletions tests/data/processed/features/mtz_frequency/ios/phone_accelerometer.csv
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Original file line number Diff line number Diff line change
@@ -1,29 +1,29 @@
"local_segment","local_segment_label","local_segment_start_datetime","local_segment_end_datetime","phone_accelerometer_rapids_maxmagnitude","phone_accelerometer_rapids_minmagnitude","phone_accelerometer_rapids_avgmagnitude","phone_accelerometer_rapids_medianmagnitude","phone_accelerometer_rapids_stdmagnitude","phone_accelerometer_panda_sumdurationexertionalactivityepisode","phone_accelerometer_panda_maxdurationexertionalactivityepisode","phone_accelerometer_panda_mindurationexertionalactivityepisode","phone_accelerometer_panda_avgdurationexertionalactivityepisode","phone_accelerometer_panda_mediandurationexertionalactivityepisode","phone_accelerometer_panda_stddurationexertionalactivityepisode","phone_accelerometer_panda_sumdurationnonexertionalactivityepisode","phone_accelerometer_panda_maxdurationnonexertionalactivityepisode","phone_accelerometer_panda_mindurationnonexertionalactivityepisode","phone_accelerometer_panda_avgdurationnonexertionalactivityepisode","phone_accelerometer_panda_mediandurationnonexertionalactivityepisode","phone_accelerometer_panda_stddurationnonexertionalactivityepisode","phone_accelerometer_panda_index"
"thirtyminutes0000#2020-03-06 00:00:00,2020-03-06 00:29:59","thirtyminutes0000","2020-03-06 00:00:00","2020-03-06 00:29:59",10.9625370238827,8.0966289281404,9.68845458950422,9.9945668457862,1.24971284341172,0,0,0,0,0,NA,3,1,1,1,1,0,NA
"thirtyminutes0000#2020-03-08 00:00:00,2020-03-08 00:29:59","thirtyminutes0000","2020-03-08 00:00:00","2020-03-08 00:29:59",1.01199851778548,1.01199851778548,1.01199851778548,1.01199851778548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0000#2020-10-30 00:00:00,2020-10-30 00:29:59","thirtyminutes0000","2020-10-30 00:00:00","2020-10-30 00:29:59",10.9625370238827,8.0966289281404,9.68845458950422,9.9945668457862,1.24971284341172,0,0,0,0,0,NA,3,1,1,1,1,0,NA
"thirtyminutes0002#2020-11-01 01:00:00,2020-11-01 01:29:59","thirtyminutes0002","2020-11-01 01:00:00","2020-11-01 01:29:59",1.01199851778548,1.01199851778548,1.01199851778548,1.01199851778548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0010#2020-03-09 05:00:00,2020-03-09 05:29:59","thirtyminutes0010","2020-03-09 05:00:00","2020-03-09 05:29:59",0.99230741204528,0.99230741204528,0.99230741204528,0.99230741204528,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0010#2020-11-02 05:00:00,2020-11-02 05:29:59","thirtyminutes0010","2020-11-02 05:00:00","2020-11-02 05:29:59",0.99230741204528,0.99230741204528,0.99230741204528,0.99230741204528,NA,NA,NA,NA,NA,NA,NA,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",10.3039260963965,10.2137509760127,10.2663758674561,10.2814505299593,0.046939558703135,0,0,0,0,0,NA,1,1,1,1,1,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",10.3039260963965,10.2137509760127,10.2663758674561,10.2814505299593,0.046939558703135,0,0,0,0,0,NA,1,1,1,1,1,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",10.1941809381627,10.1223021096982,10.1694035742647,10.1917276749332,0.0408095037748902,0,0,0,0,0,NA,1,1,1,1,1,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",10.1941809381627,10.1223021096982,10.1694035742647,10.1917276749332,0.0408095037748902,0,0,0,0,0,NA,1,1,1,1,1,NA,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",9.95862706400837,9.95862706400837,9.95862706400837,9.95862706400837,NA,NA,NA,NA,NA,NA,NA,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",1.28937969582276,0.939363614368792,1.11437165509578,1.11437165509578,0.247498744720446,0,0,0,0,0,NA,1,1,1,1,1,NA,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",9.95862706400837,9.95862706400837,9.95862706400837,9.95862706400837,NA,NA,NA,NA,NA,NA,NA,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",1.28937969582276,0.939363614368792,1.11437165509578,1.11437165509578,0.247498744720446,0,0,0,0,0,NA,1,1,1,1,1,NA,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",1.00588170278617,1.00588170278617,1.00588170278617,1.00588170278617,NA,NA,NA,NA,NA,NA,NA,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",1.00588170278617,1.00588170278617,1.00588170278617,1.00588170278617,NA,NA,NA,NA,NA,NA,NA,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",0.9866235350933,0.9866235350933,0.9866235350933,0.9866235350933,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,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",0.9866235350933,0.9866235350933,0.9866235350933,0.9866235350933,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,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",1.04713895925994,1.0034191546906,1.02527905697527,1.02527905697527,0.0309145702831337,0,0,0,0,0,NA,1,1,1,1,1,NA,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",1.04713895925994,1.0034191546906,1.02527905697527,1.02527905697527,0.0309145702831337,0,0,0,0,0,NA,1,1,1,1,1,NA,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",0.929392812539456,0.929392812539456,0.929392812539456,0.929392812539456,NA,NA,NA,NA,NA,NA,NA,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",0.929392812539456,0.929392812539456,0.929392812539456,0.929392812539456,NA,NA,NA,NA,NA,NA,NA,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",1.04294343087245,1.04294343087245,1.04294343087245,1.04294343087245,NA,NA,NA,NA,NA,NA,NA,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",1.04294343087245,1.04294343087245,1.04294343087245,1.04294343087245,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0042#2020-03-07 21:00:00,2020-03-07 21:29:59","thirtyminutes0042","2020-03-07 21:00:00","2020-03-07 21:29:59",1.36649222463942,0.924653989338715,1.14557310698907,1.14557310698907,0.312426812368628,0,0,0,0,0,NA,1,1,1,1,1,NA,NA
"thirtyminutes0042#2020-10-31 21:00:00,2020-10-31 21:29:59","thirtyminutes0042","2020-10-31 21:00:00","2020-10-31 21:29:59",1.36649222463942,0.924653989338715,1.14557310698907,1.14557310698907,0.312426812368628,0,0,0,0,0,NA,1,1,1,1,1,NA,NA
"thirtyminutes0045#2020-03-08 22:30:00,2020-03-08 22:59:59","thirtyminutes0045","2020-03-08 22:30:00","2020-03-08 22:59:59",0.990880921200928,0.990880921200928,0.990880921200928,0.990880921200928,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0045#2020-11-01 22:30:00,2020-11-01 22:59:59","thirtyminutes0045","2020-11-01 22:30:00","2020-11-01 22:59:59",0.990880921200928,0.990880921200928,0.990880921200928,0.990880921200928,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0000#2020-03-06 00:00:00,2020-03-06 00:29:59","thirtyminutes0000","2020-03-06 00:00:00","2020-03-06 00:29:59",107.432862834051,79.346963495776,94.9468549771413,97.9467550887048,12.2471858654348,1,1,1,1,1,NA,2,1,1,1,1,0,NA
"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",9.91758547429766,9.91758547429766,9.91758547429766,9.91758547429766,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0000#2020-10-30 00:00:00,2020-10-30 00:29:59","thirtyminutes0000","2020-10-30 00:00:00","2020-10-30 00:29:59",107.432862834051,79.346963495776,94.9468549771413,97.9467550887048,12.2471858654348,1,1,1,1,1,NA,2,1,1,1,1,0,NA
"thirtyminutes0002#2020-11-01 01:00:00,2020-11-01 01:29:59","thirtyminutes0002","2020-11-01 01:00:00","2020-11-01 01:29:59",9.91758547429766,9.91758547429766,9.91758547429766,9.91758547429766,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0010#2020-03-09 05:00:00,2020-03-09 05:29:59","thirtyminutes0010","2020-03-09 05:00:00","2020-03-09 05:29:59",9.72461263804374,9.72461263804374,9.72461263804374,9.72461263804374,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0010#2020-11-02 05:00:00,2020-11-02 05:29:59","thirtyminutes0010","2020-11-02 05:00:00","2020-11-02 05:29:59",9.72461263804374,9.72461263804374,9.72461263804374,9.72461263804374,NA,NA,NA,NA,NA,NA,NA,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",100.978475744685,100.094759564924,100.61048350107,100.758215193601,0.460007675290722,0,0,0,0,0,NA,1,1,1,1,1,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",100.978475744685,100.094759564924,100.61048350107,100.758215193601,0.460007675290722,0,0,0,0,0,NA,1,1,1,1,1,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",99.9029731939946,99.1985606750421,99.6601550277941,99.8789312143457,0.399933136993937,0,0,0,0,0,NA,1,1,1,1,1,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",99.9029731939946,99.1985606750421,99.6601550277941,99.8789312143457,0.399933136993937,0,0,0,0,0,NA,1,1,1,1,1,NA,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",97.5945452272821,97.5945452272821,97.5945452272821,97.5945452272821,NA,NA,NA,NA,NA,NA,NA,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",12.6359210190631,9.20576342081416,10.9208422199386,10.9208422199386,2.42548769826037,1,1,1,1,1,NA,0,0,0,0,0,NA,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",97.5945452272821,97.5945452272821,97.5945452272821,97.5945452272821,NA,NA,NA,NA,NA,NA,NA,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",12.6359210190631,9.20576342081416,10.9208422199386,10.9208422199386,2.42548769826037,1,1,1,1,1,NA,0,0,0,0,0,NA,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",9.85764068730444,9.85764068730444,9.85764068730444,9.85764068730444,NA,NA,NA,NA,NA,NA,NA,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",9.85764068730444,9.85764068730444,9.85764068730444,9.85764068730444,NA,NA,NA,NA,NA,NA,NA,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",9.66891064391434,9.66891064391434,9.66891064391434,9.66891064391434,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,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",9.66891064391434,9.66891064391434,9.66891064391434,9.66891064391434,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,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",10.2619618007475,9.83350771596789,10.0477347583577,10.0477347583577,0.30296278877471,0,0,0,0,0,NA,1,1,1,1,1,NA,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",10.2619618007475,9.83350771596789,10.0477347583577,10.0477347583577,0.30296278877471,0,0,0,0,0,NA,1,1,1,1,1,NA,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",9.10804956288667,9.10804956288667,9.10804956288667,9.10804956288667,NA,NA,NA,NA,NA,NA,NA,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",9.10804956288667,9.10804956288667,9.10804956288667,9.10804956288667,NA,NA,NA,NA,NA,NA,NA,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",10.22084562255,10.22084562255,10.22084562255,10.22084562255,NA,NA,NA,NA,NA,NA,NA,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",10.22084562255,10.22084562255,10.22084562255,10.22084562255,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0042#2020-03-07 21:00:00,2020-03-07 21:29:59","thirtyminutes0042","2020-03-07 21:00:00","2020-03-07 21:29:59",13.3916238014663,9.0616090955194,11.2266164484929,11.2266164484929,3.06178276121256,1,1,1,1,1,NA,0,0,0,0,0,NA,NA
"thirtyminutes0042#2020-10-31 21:00:00,2020-10-31 21:29:59","thirtyminutes0042","2020-10-31 21:00:00","2020-10-31 21:29:59",13.3916238014663,9.0616090955194,11.2266164484929,11.2266164484929,3.06178276121256,1,1,1,1,1,NA,0,0,0,0,0,NA,NA
"thirtyminutes0045#2020-03-08 22:30:00,2020-03-08 22:59:59","thirtyminutes0045","2020-03-08 22:30:00","2020-03-08 22:59:59",9.7106330277691,9.7106330277691,9.7106330277691,9.7106330277691,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
"thirtyminutes0045#2020-11-01 22:30:00,2020-11-01 22:59:59","thirtyminutes0045","2020-11-01 22:30:00","2020-11-01 22:59:59",9.7106330277691,9.7106330277691,9.7106330277691,9.7106330277691,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
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