Merge branch 'master' of https://github.com/carissalow/rapids into docker

2020-09-01 00:26:12 -04:00 · 2020-09-01 00:26:12 -04:00 · 92b6814d2c
parent faee2bd540 148301d468
commit 92b6814d2c
26 changed files with 10736 additions and 4437 deletions
--- a/docs/develop/test_cases.rst
+++ b/docs/develop/test_cases.rst
@ -100,7 +100,7 @@ Activity Recognition
 Conversation
 """""""""""""

-    - The raw conversation data file contains data for 1 day. 
+    - The raw conversation data file contains data for 2 day. 
    - The raw conversation data contains records with a sample of both ``datatypes`` (i.e. ``voice/noise`` = ``0``, and ``conversation`` = ``2`` ) as well as rows with for samples of each of the ``inference`` values (i.e. ``silence`` = ``0``, ``noise`` = ``1``, ``voice`` = ``2``, and ``unknown`` = ``3``) for each ``epoch``. The different ``datatype`` and ``inference`` records are randomly distributed throughout the ``epoch``. 
    - Additionally there are 2 - 5 records for conversations (``datatype`` = 2, and ``inference`` = -1) in each ``epoch`` and for each ``epoch`` except night, there is a conversation record that has a ``double_convo_start`` ``timestamp`` that is from the previous ``epoch``. This is to test the calculations of features across ``epochs``.
    - There is a raw conversation data file for both android and iOS platforms (``plugin_studentlife_audio_android_raw.csv`` and ``plugin_studentlife_audio_raw.csv`` respectively).
--- a/src/features/conversation/conversation_base.py
+++ b/src/features/conversation/conversation_base.py
@ -20,7 +20,7 @@ def base_conversation_features(conversation_data, day_segment, requested_feature
        if not conversation_data.empty:
            conversation_features = pd.DataFrame()

-            conversation_data = conversation_data.drop_duplicates(subset="local_time", keep="first")
+            conversation_data = conversation_data.drop_duplicates(subset=['local_date','local_time'], keep="first")

            if "minutessilence" in features_to_compute:
                conversation_features["conversation_" + day_segment + "_minutessilence"] = conversation_data[conversation_data['inference']==0].groupby(["local_date"])['inference'].count()/60
--- a/src/features/conversation_features.py
+++ b/src/features/conversation_features.py
@ -9,6 +9,7 @@ pausedMinutes = snakemake.params["pausedMinutes"]
 expectedMinutes =  1440 / (recordingMinutes + pausedMinutes)  
 conversation_features = pd.DataFrame(columns=["local_date"])

+
 conversation_features = conversation_features.merge(base_conversation_features(conversation_data, day_segment, requested_features,recordingMinutes,pausedMinutes,expectedMinutes), on="local_date", how="outer")
 assert len(requested_features) + 1 == conversation_features.shape[1], "The number of features in the output dataframe (=" + str(conversation_features.shape[1]) + ") does not match the expected value (=" + str(len(requested_features)) + " + 1). Verify your conversation feature extraction functions"

--- a/tests/data/processed/test01/conversation_afternoon.csv
+++ b/tests/data/processed/test01/conversation_afternoon.csv
@ -1,2 +1,3 @@
-local_date,conversation_afternoon_minutessilence,conversation_afternoon_minutesnoise,conversation_afternoon_minutesvoice,conversation_afternoon_minutesunknown,conversation_afternoon_countconversation,conversation_afternoon_silencesensedfraction,conversation_afternoon_noisesensedfraction,conversation_afternoon_voicesensedfraction,conversation_afternoon_unknownsensedfraction,conversation_afternoon_silenceexpectedfraction,conversation_afternoon_noiseexpectedfraction,conversation_afternoon_voiceexpectedfraction,conversation_afternoon_unknownexpectedfraction,conversation_afternoon_sumconversationduration,conversation_afternoon_avgconversationduration,conversation_afternoon_sdconversationduration,conversation_afternoon_minconversationduration,conversation_afternoon_maxconversationduration,conversation_afternoon_timefirstconversation,conversation_afternoon_timelastconversation,conversation_afternoon_sumenergy,conversation_afternoon_avgenergy,conversation_afternoon_sdenergy,conversation_afternoon_minenergy,conversation_afternoon_maxenergy
-2020-07-07,2.1333333333333333,27.416666666666668,8.266666666666667,1.8,5,0.05384938998737905,0.692048801009676,0.20866638620109385,0.045435422801851075,0.005925925925925926,0.07615740740740741,0.022962962962962966,0.005,12.437950003147126,2.4875900006294254,0.8690951001495368,1.780666669209798,3.9693833351135255,733.0,1038.0,11674618,4901.183039462637,3520.8178232562536,0,11997
+local_date,conversation_afternoon_minutessilence,conversation_afternoon_minutesnoise,conversation_afternoon_minutesvoice,conversation_afternoon_minutesunknown,conversation_afternoon_countconversation,conversation_afternoon_silencesensedfraction,conversation_afternoon_noisesensedfraction,conversation_afternoon_voicesensedfraction,conversation_afternoon_unknownsensedfraction,conversation_afternoon_silenceexpectedfraction,conversation_afternoon_noiseexpectedfraction,conversation_afternoon_voiceexpectedfraction,conversation_afternoon_unknownexpectedfraction,conversation_afternoon_sumconversationduration,conversation_afternoon_avgconversationduration,conversation_afternoon_sdconversationduration,conversation_afternoon_minconversationduration,conversation_afternoon_maxconversationduration,conversation_afternoon_timefirstconversation,conversation_afternoon_timelastconversation,conversation_afternoon_noisesumenergy,conversation_afternoon_noiseavgenergy,conversation_afternoon_noisesdenergy,conversation_afternoon_noiseminenergy,conversation_afternoon_noisemaxenergy,conversation_afternoon_voicesumenergy,conversation_afternoon_voiceavgenergy,conversation_afternoon_voicesdenergy,conversation_afternoon_voiceminenergy,conversation_afternoon_voicemaxenergy
+2020-07-07,2.1333333333333333,27.416666666666668,8.266666666666667,1.8,5,0.05384938998737905,0.692048801009676,0.20866638620109385,0.045435422801851075,0.005925925925925926,0.07615740740740741,0.022962962962962966,0.005,12.437950003147126,2.4875900006294254,0.8690951001495368,1.780666669209798,3.9693833351135255,733.0,1038.0,9942436,6044.034042553191,3481.1514888929237,15,11997,1506807,3037.9173387096776,1754.9205154010617,5,5998
+2020-07-08,0.65,8.883333333333333,2.433333333333333,0.6166666666666667,3,0.051655629139072845,0.7059602649006622,0.1933774834437086,0.04900662251655629,0.0018055555555555557,0.024675925925925924,0.006759259259259258,0.001712962962962963,10.930666665236155,3.643555555078718,2.8616790499886138,0.34016666412353513,5.365416669845581,725.0,1079.0,3300159,6191.667917448405,3457.367505499712,32,11994,434210,2974.041095890411,1728.009925245731,26,5965
--- a/tests/data/processed/test01/conversation_daily.csv
+++ b/tests/data/processed/test01/conversation_daily.csv
@ -1,2 +1,3 @@
-local_date,conversation_daily_minutessilence,conversation_daily_minutesnoise,conversation_daily_minutesvoice,conversation_daily_minutesunknown,conversation_daily_countconversation,conversation_daily_silencesensedfraction,conversation_daily_noisesensedfraction,conversation_daily_voicesensedfraction,conversation_daily_unknownsensedfraction,conversation_daily_silenceexpectedfraction,conversation_daily_noiseexpectedfraction,conversation_daily_voiceexpectedfraction,conversation_daily_unknownexpectedfraction,conversation_daily_sumconversationduration,conversation_daily_avgconversationduration,conversation_daily_sdconversationduration,conversation_daily_minconversationduration,conversation_daily_maxconversationduration,conversation_daily_timefirstconversation,conversation_daily_timelastconversation,conversation_daily_sumenergy,conversation_daily_avgenergy,conversation_daily_sdenergy,conversation_daily_minenergy,conversation_daily_maxenergy
-2020-07-07,3.7,50.63333333333333,15.066666666666666,3.683333333333333,14,0.05062713797035348,0.6928164196123148,0.206157354618016,0.05039908779931585,0.010277777777777778,0.14064814814814813,0.04185185185185185,0.01023148148148148,32.67243332862854,2.3337452377591816,2.374837824698354,0.7180166641871134,10.046433333555857,73.0,1436.0,21622427,4915.305069333939,3516.4999695807187,0,11997
+local_date,conversation_daily_minutessilence,conversation_daily_minutesnoise,conversation_daily_minutesvoice,conversation_daily_minutesunknown,conversation_daily_countconversation,conversation_daily_silencesensedfraction,conversation_daily_noisesensedfraction,conversation_daily_voicesensedfraction,conversation_daily_unknownsensedfraction,conversation_daily_silenceexpectedfraction,conversation_daily_noiseexpectedfraction,conversation_daily_voiceexpectedfraction,conversation_daily_unknownexpectedfraction,conversation_daily_sumconversationduration,conversation_daily_avgconversationduration,conversation_daily_sdconversationduration,conversation_daily_minconversationduration,conversation_daily_maxconversationduration,conversation_daily_timefirstconversation,conversation_daily_timelastconversation,conversation_daily_noisesumenergy,conversation_daily_noiseavgenergy,conversation_daily_noisesdenergy,conversation_daily_noiseminenergy,conversation_daily_noisemaxenergy,conversation_daily_voicesumenergy,conversation_daily_voiceavgenergy,conversation_daily_voicesdenergy,conversation_daily_voiceminenergy,conversation_daily_voicemaxenergy
+2020-07-07,3.7,50.63333333333333,15.066666666666666,3.683333333333333,14,0.05062713797035348,0.6928164196123148,0.206157354618016,0.05039908779931585,0.010277777777777778,0.14064814814814813,0.04185185185185185,0.01023148148148148,32.67243332862854,2.3337452377591816,2.374837824698354,0.7180166641871134,10.046433333555857,73.0,1436.0,18439355,6069.570441079658,3468.929368777422,13,11997,2734745,3025.1603982300885,1740.005342891663,5,5998
+2020-07-08,2.65,35.68333333333333,9.35,2.55,9,0.052753815527538155,0.7103516921035169,0.18613138686131386,0.05076310550763105,0.007361111111111111,0.09912037037037036,0.025972222222222223,0.007083333333333333,34.320483330885565,3.8133870367650626,4.319944870646438,0.2900833328564962,14.262033331394196,77.0,1079.0,12899840,6025.147127510509,3479.798678961238,21,11994,1772024,3158.688057040998,1734.437004379429,15,5983
--- a/tests/data/processed/test01/conversation_evening.csv
+++ b/tests/data/processed/test01/conversation_evening.csv
@ -1,2 +1,3 @@
-local_date,conversation_evening_minutessilence,conversation_evening_minutesnoise,conversation_evening_minutesvoice,conversation_evening_minutesunknown,conversation_evening_countconversation,conversation_evening_silencesensedfraction,conversation_evening_noisesensedfraction,conversation_evening_voicesensedfraction,conversation_evening_unknownsensedfraction,conversation_evening_silenceexpectedfraction,conversation_evening_noiseexpectedfraction,conversation_evening_voiceexpectedfraction,conversation_evening_unknownexpectedfraction,conversation_evening_sumconversationduration,conversation_evening_avgconversationduration,conversation_evening_sdconversationduration,conversation_evening_minconversationduration,conversation_evening_maxconversationduration,conversation_evening_timefirstconversation,conversation_evening_timelastconversation,conversation_evening_sumenergy,conversation_evening_avgenergy,conversation_evening_sdenergy,conversation_evening_minenergy,conversation_evening_maxenergy
-2020-07-07,0.36666666666666664,4.65,1.5166666666666666,0.4166666666666667,3,0.05275779376498801,0.6690647482014389,0.21822541966426856,0.05995203836930456,0.0010185185185185184,0.012916666666666668,0.004212962962962963,0.0011574074074074076,4.880700000127156,1.6269000000423854,0.44788788134076357,1.3510499993960063,2.1436833341916404,1204.0,1436.0,1989527,4736.969047619048,3421.199118663052,0,11997
+local_date,conversation_evening_minutessilence,conversation_evening_minutesnoise,conversation_evening_minutesvoice,conversation_evening_minutesunknown,conversation_evening_countconversation,conversation_evening_silencesensedfraction,conversation_evening_noisesensedfraction,conversation_evening_voicesensedfraction,conversation_evening_unknownsensedfraction,conversation_evening_silenceexpectedfraction,conversation_evening_noiseexpectedfraction,conversation_evening_voiceexpectedfraction,conversation_evening_unknownexpectedfraction,conversation_evening_sumconversationduration,conversation_evening_avgconversationduration,conversation_evening_sdconversationduration,conversation_evening_minconversationduration,conversation_evening_maxconversationduration,conversation_evening_timefirstconversation,conversation_evening_timelastconversation,conversation_evening_noisesumenergy,conversation_evening_noiseavgenergy,conversation_evening_noisesdenergy,conversation_evening_noiseminenergy,conversation_evening_noisemaxenergy,conversation_evening_voicesumenergy,conversation_evening_voiceavgenergy,conversation_evening_voicesdenergy,conversation_evening_voiceminenergy,conversation_evening_voicemaxenergy
+2020-07-07,0.36666666666666664,4.65,1.5166666666666666,0.4166666666666667,3.0,0.05275779376498801,0.6690647482014389,0.21822541966426856,0.05995203836930456,0.0010185185185185184,0.012916666666666668,0.004212962962962963,0.0011574074074074076,4.880700000127156,1.6269000000423854,0.44788788134076357,1.3510499993960063,2.1436833341916404,1204.0,1436.0,1653662,5927.103942652329,3410.0136025729585,117,11997,288277,3167.879120879121,1716.9777377393546,116,5961
+2020-07-08,0.1,2.1,0.7166666666666667,0.06666666666666667,,0.0335195530726257,0.7039106145251397,0.24022346368715083,0.0223463687150838,0.0002777777777777778,0.005833333333333334,0.001990740740740741,0.00018518518518518518,0.0,,,,0.0,,,737899,5856.341269841269,3586.7682415516033,65,11872,138265,3215.4651162790697,1685.612271816093,344,5791
--- a/tests/data/processed/test01/conversation_morning.csv
+++ b/tests/data/processed/test01/conversation_morning.csv
@ -1,2 +1,3 @@
-local_date,conversation_morning_minutessilence,conversation_morning_minutesnoise,conversation_morning_minutesvoice,conversation_morning_minutesunknown,conversation_morning_countconversation,conversation_morning_silencesensedfraction,conversation_morning_noisesensedfraction,conversation_morning_voicesensedfraction,conversation_morning_unknownsensedfraction,conversation_morning_silenceexpectedfraction,conversation_morning_noiseexpectedfraction,conversation_morning_voiceexpectedfraction,conversation_morning_unknownexpectedfraction,conversation_morning_sumconversationduration,conversation_morning_avgconversationduration,conversation_morning_sdconversationduration,conversation_morning_minconversationduration,conversation_morning_maxconversationduration,conversation_morning_timefirstconversation,conversation_morning_timelastconversation,conversation_morning_sumenergy,conversation_morning_avgenergy,conversation_morning_sdenergy,conversation_morning_minenergy,conversation_morning_maxenergy
-2020-07-07,0.5,8.266666666666667,2.433333333333333,0.65,4,0.04219409282700422,0.6976090014064699,0.20534458509142053,0.05485232067510549,0.001388888888888889,0.022962962962962966,0.006759259259259258,0.0018055555555555557,4.589333327611287,1.1473333319028218,0.42892803694050957,0.749316664536794,1.6650999983151753,392.0,656.0,3535623,4944.927272727273,3443.3314096066924,0,11985
+local_date,conversation_morning_minutessilence,conversation_morning_minutesnoise,conversation_morning_minutesvoice,conversation_morning_minutesunknown,conversation_morning_countconversation,conversation_morning_silencesensedfraction,conversation_morning_noisesensedfraction,conversation_morning_voicesensedfraction,conversation_morning_unknownsensedfraction,conversation_morning_silenceexpectedfraction,conversation_morning_noiseexpectedfraction,conversation_morning_voiceexpectedfraction,conversation_morning_unknownexpectedfraction,conversation_morning_sumconversationduration,conversation_morning_avgconversationduration,conversation_morning_sdconversationduration,conversation_morning_minconversationduration,conversation_morning_maxconversationduration,conversation_morning_timefirstconversation,conversation_morning_timelastconversation,conversation_morning_noisesumenergy,conversation_morning_noiseavgenergy,conversation_morning_noisesdenergy,conversation_morning_noiseminenergy,conversation_morning_noisemaxenergy,conversation_morning_voicesumenergy,conversation_morning_voiceavgenergy,conversation_morning_voicesdenergy,conversation_morning_voiceminenergy,conversation_morning_voicemaxenergy
+2020-07-07,0.5,8.266666666666667,2.433333333333333,0.65,4,0.04219409282700422,0.6976090014064699,0.20534458509142053,0.05485232067510549,0.001388888888888889,0.022962962962962966,0.006759259259259258,0.0018055555555555557,4.589333327611287,1.1473333319028218,0.42892803694050957,0.749316664536794,1.6650999983151753,392.0,656.0,3018217,6085.114919354839,3372.11073498322,13,11985,439819,3012.458904109589,1708.9791513294683,18,5974
+2020-07-08,0.8166666666666667,8.966666666666667,2.4833333333333334,0.5666666666666667,3,0.06363636363636363,0.6987012987012987,0.19350649350649352,0.04415584415584415,0.0022685185185185187,0.02490740740740741,0.006898148148148148,0.001574074074074074,5.447933332125346,1.8159777773751153,1.3228078214374743,0.2900833328564962,2.638549999396006,481.0,719.0,3328403,6186.622676579926,3507.2428114622626,21,11986,484712,3253.1006711409395,1731.8302018110644,39,5972
--- a/tests/data/processed/test01/conversation_night.csv
+++ b/tests/data/processed/test01/conversation_night.csv
@ -1,2 +1,3 @@
-local_date,conversation_night_minutessilence,conversation_night_minutesnoise,conversation_night_minutesvoice,conversation_night_minutesunknown,conversation_night_countconversation,conversation_night_silencesensedfraction,conversation_night_noisesensedfraction,conversation_night_voicesensedfraction,conversation_night_unknownsensedfraction,conversation_night_silenceexpectedfraction,conversation_night_noiseexpectedfraction,conversation_night_voiceexpectedfraction,conversation_night_unknownexpectedfraction,conversation_night_sumconversationduration,conversation_night_avgconversationduration,conversation_night_sdconversationduration,conversation_night_minconversationduration,conversation_night_maxconversationduration,conversation_night_timefirstconversation,conversation_night_timelastconversation,conversation_night_sumenergy,conversation_night_avgenergy,conversation_night_sdenergy,conversation_night_minenergy,conversation_night_maxenergy
-2020-07-07,0.7,10.3,2.85,0.8166666666666667,2,0.04772727272727273,0.7022727272727274,0.19431818181818183,0.055681818181818186,0.0019444444444444444,0.02861111111111111,0.007916666666666667,0.0022685185185185187,10.76444999774297,5.382224998871485,6.596186684644267,0.7180166641871134,10.046433333555857,73.0,359.0,4422659,5014.35260770975,3609.249684373919,0,11976
+local_date,conversation_night_minutessilence,conversation_night_minutesnoise,conversation_night_minutesvoice,conversation_night_minutesunknown,conversation_night_countconversation,conversation_night_silencesensedfraction,conversation_night_noisesensedfraction,conversation_night_voicesensedfraction,conversation_night_unknownsensedfraction,conversation_night_silenceexpectedfraction,conversation_night_noiseexpectedfraction,conversation_night_voiceexpectedfraction,conversation_night_unknownexpectedfraction,conversation_night_sumconversationduration,conversation_night_avgconversationduration,conversation_night_sdconversationduration,conversation_night_minconversationduration,conversation_night_maxconversationduration,conversation_night_timefirstconversation,conversation_night_timelastconversation,conversation_night_noisesumenergy,conversation_night_noiseavgenergy,conversation_night_noisesdenergy,conversation_night_noiseminenergy,conversation_night_noisemaxenergy,conversation_night_voicesumenergy,conversation_night_voiceavgenergy,conversation_night_voicesdenergy,conversation_night_voiceminenergy,conversation_night_voicemaxenergy
+2020-07-07,0.7,10.3,2.85,0.8166666666666667,2,0.04772727272727273,0.7022727272727274,0.19431818181818183,0.055681818181818186,0.0019444444444444444,0.02861111111111111,0.007916666666666667,0.0022685185185185187,10.76444999774297,5.382224998871485,6.596186684644267,0.7180166641871134,10.046433333555857,73.0,359.0,3825040,6189.385113268609,3543.1815292214824,31,11976,499842,2923.0526315789475,1743.7537375482877,54,5982
+2020-07-08,1.0833333333333333,15.733333333333333,3.716666666666667,1.3,3,0.04961832061068702,0.7206106870229008,0.1702290076335878,0.05954198473282443,0.0030092592592592593,0.0437037037037037,0.010324074074074074,0.0036111111111111114,17.941883333524068,5.980627777841356,7.185787281636153,1.3935166676839192,14.262033331394196,77.0,359.0,5533379,5861.630296610169,3459.015959830812,49,11981,714837,3205.547085201794,1752.0956065993914,15,5983
--- a/tests/data/processed/test02/conversation_afternoon.csv
+++ b/tests/data/processed/test02/conversation_afternoon.csv
@ -1,2 +1,3 @@
-local_date,conversation_afternoon_minutessilence,conversation_afternoon_minutesnoise,conversation_afternoon_minutesvoice,conversation_afternoon_minutesunknown,conversation_afternoon_countconversation,conversation_afternoon_silencesensedfraction,conversation_afternoon_noisesensedfraction,conversation_afternoon_voicesensedfraction,conversation_afternoon_unknownsensedfraction,conversation_afternoon_silenceexpectedfraction,conversation_afternoon_noiseexpectedfraction,conversation_afternoon_voiceexpectedfraction,conversation_afternoon_unknownexpectedfraction,conversation_afternoon_sumconversationduration,conversation_afternoon_avgconversationduration,conversation_afternoon_sdconversationduration,conversation_afternoon_minconversationduration,conversation_afternoon_maxconversationduration,conversation_afternoon_timefirstconversation,conversation_afternoon_timelastconversation,conversation_afternoon_sumenergy,conversation_afternoon_avgenergy,conversation_afternoon_sdenergy,conversation_afternoon_minenergy,conversation_afternoon_maxenergy
-2020-07-07,2.1333333333333333,27.416666666666668,8.266666666666667,1.8,5,0.05384938998737905,0.692048801009676,0.20866638620109385,0.045435422801851075,0.005925925925925926,0.07615740740740741,0.022962962962962966,0.005,12.416666666666668,2.4833333333333334,0.8701053576052348,1.7833333333333334,3.966666666666667,733.0,1038.0,11674618,4901.183039462637,3520.8178232562536,0,11997
+local_date,conversation_afternoon_minutessilence,conversation_afternoon_minutesnoise,conversation_afternoon_minutesvoice,conversation_afternoon_minutesunknown,conversation_afternoon_countconversation,conversation_afternoon_silencesensedfraction,conversation_afternoon_noisesensedfraction,conversation_afternoon_voicesensedfraction,conversation_afternoon_unknownsensedfraction,conversation_afternoon_silenceexpectedfraction,conversation_afternoon_noiseexpectedfraction,conversation_afternoon_voiceexpectedfraction,conversation_afternoon_unknownexpectedfraction,conversation_afternoon_sumconversationduration,conversation_afternoon_avgconversationduration,conversation_afternoon_sdconversationduration,conversation_afternoon_minconversationduration,conversation_afternoon_maxconversationduration,conversation_afternoon_timefirstconversation,conversation_afternoon_timelastconversation,conversation_afternoon_noisesumenergy,conversation_afternoon_noiseavgenergy,conversation_afternoon_noisesdenergy,conversation_afternoon_noiseminenergy,conversation_afternoon_noisemaxenergy,conversation_afternoon_voicesumenergy,conversation_afternoon_voiceavgenergy,conversation_afternoon_voicesdenergy,conversation_afternoon_voiceminenergy,conversation_afternoon_voicemaxenergy
+2020-07-07,2.1333333333333333,27.416666666666668,8.266666666666667,1.8,5,0.05384938998737905,0.692048801009676,0.20866638620109385,0.045435422801851075,0.005925925925925926,0.07615740740740741,0.022962962962962966,0.005,12.416666666666668,2.4833333333333334,0.8701053576052348,1.7833333333333334,3.966666666666667,733.0,1038.0,9942436,6044.034042553191,3481.1514888929237,15,11997,1506807,3037.9173387096776,1754.9205154010617,5,5998
+2020-07-08,0.65,8.883333333333333,2.433333333333333,0.6166666666666667,3,0.051655629139072845,0.7059602649006622,0.1933774834437086,0.04900662251655629,0.0018055555555555557,0.024675925925925924,0.006759259259259258,0.001712962962962963,10.95,3.65,2.858661302855664,0.35,5.366666666666666,725.0,1079.0,3300159,6191.667917448405,3457.367505499712,32,11994,434210,2974.041095890411,1728.009925245731,26,5965
--- a/tests/data/processed/test02/conversation_daily.csv
+++ b/tests/data/processed/test02/conversation_daily.csv
@ -1,2 +1,3 @@
-local_date,conversation_daily_minutessilence,conversation_daily_minutesnoise,conversation_daily_minutesvoice,conversation_daily_minutesunknown,conversation_daily_countconversation,conversation_daily_silencesensedfraction,conversation_daily_noisesensedfraction,conversation_daily_voicesensedfraction,conversation_daily_unknownsensedfraction,conversation_daily_silenceexpectedfraction,conversation_daily_noiseexpectedfraction,conversation_daily_voiceexpectedfraction,conversation_daily_unknownexpectedfraction,conversation_daily_sumconversationduration,conversation_daily_avgconversationduration,conversation_daily_sdconversationduration,conversation_daily_minconversationduration,conversation_daily_maxconversationduration,conversation_daily_timefirstconversation,conversation_daily_timelastconversation,conversation_daily_sumenergy,conversation_daily_avgenergy,conversation_daily_sdenergy,conversation_daily_minenergy,conversation_daily_maxenergy
-2020-07-07,3.7,50.63333333333333,15.066666666666666,3.683333333333333,14,0.05062713797035348,0.6928164196123148,0.206157354618016,0.05039908779931585,0.010277777777777778,0.14064814814814813,0.04185185185185185,0.01023148148148148,32.666666666666664,2.333333333333333,2.375453173139344,0.7166666666666667,10.05,73.0,1436.0,21622427,4915.305069333939,3516.4999695807187,0,11997
+local_date,conversation_daily_minutessilence,conversation_daily_minutesnoise,conversation_daily_minutesvoice,conversation_daily_minutesunknown,conversation_daily_countconversation,conversation_daily_silencesensedfraction,conversation_daily_noisesensedfraction,conversation_daily_voicesensedfraction,conversation_daily_unknownsensedfraction,conversation_daily_silenceexpectedfraction,conversation_daily_noiseexpectedfraction,conversation_daily_voiceexpectedfraction,conversation_daily_unknownexpectedfraction,conversation_daily_sumconversationduration,conversation_daily_avgconversationduration,conversation_daily_sdconversationduration,conversation_daily_minconversationduration,conversation_daily_maxconversationduration,conversation_daily_timefirstconversation,conversation_daily_timelastconversation,conversation_daily_noisesumenergy,conversation_daily_noiseavgenergy,conversation_daily_noisesdenergy,conversation_daily_noiseminenergy,conversation_daily_noisemaxenergy,conversation_daily_voicesumenergy,conversation_daily_voiceavgenergy,conversation_daily_voicesdenergy,conversation_daily_voiceminenergy,conversation_daily_voicemaxenergy
+2020-07-07,3.7,50.63333333333333,15.066666666666666,3.683333333333333,14,0.05062713797035348,0.6928164196123148,0.206157354618016,0.05039908779931585,0.010277777777777778,0.14064814814814813,0.04185185185185185,0.01023148148148148,32.666666666666664,2.333333333333333,2.375453173139344,0.7166666666666667,10.05,73.0,1436.0,18439355,6069.570441079658,3468.929368777422,13,11997,2734745,3025.1603982300885,1740.005342891663,5,5998
+2020-07-08,2.65,35.68333333333333,9.35,2.55,10,0.052753815527538155,0.7103516921035169,0.18613138686131386,0.05076310550763105,0.007361111111111111,0.09912037037037036,0.025972222222222223,0.007083333333333333,35.95,3.595,4.133124621373335,0.2833333333333333,14.266666666666667,77.0,1198.0,12899840,6025.147127510509,3479.798678961238,21,11994,1772024,3158.688057040998,1734.437004379429,15,5983
--- a/tests/data/processed/test02/conversation_evening.csv
+++ b/tests/data/processed/test02/conversation_evening.csv
@ -1,2 +1,3 @@
-local_date,conversation_evening_minutessilence,conversation_evening_minutesnoise,conversation_evening_minutesvoice,conversation_evening_minutesunknown,conversation_evening_countconversation,conversation_evening_silencesensedfraction,conversation_evening_noisesensedfraction,conversation_evening_voicesensedfraction,conversation_evening_unknownsensedfraction,conversation_evening_silenceexpectedfraction,conversation_evening_noiseexpectedfraction,conversation_evening_voiceexpectedfraction,conversation_evening_unknownexpectedfraction,conversation_evening_sumconversationduration,conversation_evening_avgconversationduration,conversation_evening_sdconversationduration,conversation_evening_minconversationduration,conversation_evening_maxconversationduration,conversation_evening_timefirstconversation,conversation_evening_timelastconversation,conversation_evening_sumenergy,conversation_evening_avgenergy,conversation_evening_sdenergy,conversation_evening_minenergy,conversation_evening_maxenergy
-2020-07-07,0.36666666666666664,4.65,1.5166666666666666,0.4166666666666667,3,0.05275779376498801,0.6690647482014389,0.21822541966426856,0.05995203836930456,0.0010185185185185184,0.012916666666666668,0.004212962962962963,0.0011574074074074076,4.883333333333333,1.6277777777777775,0.4525647078759177,1.35,2.15,1204.0,1436.0,1989527,4736.969047619048,3421.199118663052,0,11997
+local_date,conversation_evening_minutessilence,conversation_evening_minutesnoise,conversation_evening_minutesvoice,conversation_evening_minutesunknown,conversation_evening_countconversation,conversation_evening_silencesensedfraction,conversation_evening_noisesensedfraction,conversation_evening_voicesensedfraction,conversation_evening_unknownsensedfraction,conversation_evening_silenceexpectedfraction,conversation_evening_noiseexpectedfraction,conversation_evening_voiceexpectedfraction,conversation_evening_unknownexpectedfraction,conversation_evening_sumconversationduration,conversation_evening_avgconversationduration,conversation_evening_sdconversationduration,conversation_evening_minconversationduration,conversation_evening_maxconversationduration,conversation_evening_timefirstconversation,conversation_evening_timelastconversation,conversation_evening_noisesumenergy,conversation_evening_noiseavgenergy,conversation_evening_noisesdenergy,conversation_evening_noiseminenergy,conversation_evening_noisemaxenergy,conversation_evening_voicesumenergy,conversation_evening_voiceavgenergy,conversation_evening_voicesdenergy,conversation_evening_voiceminenergy,conversation_evening_voicemaxenergy
+2020-07-07,0.36666666666666664,4.65,1.5166666666666666,0.4166666666666667,3,0.05275779376498801,0.6690647482014389,0.21822541966426856,0.05995203836930456,0.0010185185185185184,0.012916666666666668,0.004212962962962963,0.0011574074074074076,4.883333333333333,1.6277777777777775,0.4525647078759177,1.35,2.15,1204.0,1436.0,1653662,5927.103942652329,3410.0136025729585,117,11997,288277,3167.879120879121,1716.9777377393546,116,5961
+2020-07-08,0.1,2.1,0.7166666666666667,0.06666666666666667,1,0.0335195530726257,0.7039106145251397,0.24022346368715083,0.0223463687150838,0.0002777777777777778,0.005833333333333334,0.001990740740740741,0.00018518518518518518,1.6166666666666667,1.6166666666666667,,1.6166666666666667,1.6166666666666667,1198.0,1198.0,737899,5856.341269841269,3586.7682415516033,65,11872,138265,3215.4651162790697,1685.612271816093,344,5791
--- a/tests/data/processed/test02/conversation_morning.csv
+++ b/tests/data/processed/test02/conversation_morning.csv
@ -1,2 +1,3 @@
-local_date,conversation_morning_minutessilence,conversation_morning_minutesnoise,conversation_morning_minutesvoice,conversation_morning_minutesunknown,conversation_morning_countconversation,conversation_morning_silencesensedfraction,conversation_morning_noisesensedfraction,conversation_morning_voicesensedfraction,conversation_morning_unknownsensedfraction,conversation_morning_silenceexpectedfraction,conversation_morning_noiseexpectedfraction,conversation_morning_voiceexpectedfraction,conversation_morning_unknownexpectedfraction,conversation_morning_sumconversationduration,conversation_morning_avgconversationduration,conversation_morning_sdconversationduration,conversation_morning_minconversationduration,conversation_morning_maxconversationduration,conversation_morning_timefirstconversation,conversation_morning_timelastconversation,conversation_morning_sumenergy,conversation_morning_avgenergy,conversation_morning_sdenergy,conversation_morning_minenergy,conversation_morning_maxenergy
-2020-07-07,0.5,8.266666666666667,2.433333333333333,0.65,4,0.04219409282700422,0.6976090014064699,0.20534458509142053,0.05485232067510549,0.001388888888888889,0.022962962962962966,0.006759259259259258,0.0018055555555555557,4.6,1.15,0.4283906144146001,0.75,1.6666666666666667,392.0,656.0,3535623,4944.927272727273,3443.3314096066924,0,11985
+local_date,conversation_morning_minutessilence,conversation_morning_minutesnoise,conversation_morning_minutesvoice,conversation_morning_minutesunknown,conversation_morning_countconversation,conversation_morning_silencesensedfraction,conversation_morning_noisesensedfraction,conversation_morning_voicesensedfraction,conversation_morning_unknownsensedfraction,conversation_morning_silenceexpectedfraction,conversation_morning_noiseexpectedfraction,conversation_morning_voiceexpectedfraction,conversation_morning_unknownexpectedfraction,conversation_morning_sumconversationduration,conversation_morning_avgconversationduration,conversation_morning_sdconversationduration,conversation_morning_minconversationduration,conversation_morning_maxconversationduration,conversation_morning_timefirstconversation,conversation_morning_timelastconversation,conversation_morning_noisesumenergy,conversation_morning_noiseavgenergy,conversation_morning_noisesdenergy,conversation_morning_noiseminenergy,conversation_morning_noisemaxenergy,conversation_morning_voicesumenergy,conversation_morning_voiceavgenergy,conversation_morning_voicesdenergy,conversation_morning_voiceminenergy,conversation_morning_voicemaxenergy
+2020-07-07,0.5,8.266666666666667,2.433333333333333,0.65,4,0.04219409282700422,0.6976090014064699,0.20534458509142053,0.05485232067510549,0.001388888888888889,0.022962962962962966,0.006759259259259258,0.0018055555555555557,4.6,1.15,0.4283906144146001,0.75,1.6666666666666667,392.0,656.0,3018217,6085.114919354839,3372.11073498322,13,11985,439819,3012.458904109589,1708.9791513294683,18,5974
+2020-07-08,0.8166666666666667,8.966666666666667,2.4833333333333334,0.5666666666666667,3,0.06363636363636363,0.6987012987012987,0.19350649350649352,0.04415584415584415,0.0022685185185185187,0.02490740740740741,0.006898148148148148,0.001574074074074074,5.433333333333334,1.8111111111111111,1.3243796591164791,0.2833333333333333,2.6333333333333333,481.0,719.0,3328403,6186.622676579926,3507.2428114622626,21,11986,484712,3253.1006711409395,1731.8302018110644,39,5972
--- a/tests/data/processed/test02/conversation_night.csv
+++ b/tests/data/processed/test02/conversation_night.csv
@ -1,2 +1,3 @@
-local_date,conversation_night_minutessilence,conversation_night_minutesnoise,conversation_night_minutesvoice,conversation_night_minutesunknown,conversation_night_countconversation,conversation_night_silencesensedfraction,conversation_night_noisesensedfraction,conversation_night_voicesensedfraction,conversation_night_unknownsensedfraction,conversation_night_silenceexpectedfraction,conversation_night_noiseexpectedfraction,conversation_night_voiceexpectedfraction,conversation_night_unknownexpectedfraction,conversation_night_sumconversationduration,conversation_night_avgconversationduration,conversation_night_sdconversationduration,conversation_night_minconversationduration,conversation_night_maxconversationduration,conversation_night_timefirstconversation,conversation_night_timelastconversation,conversation_night_sumenergy,conversation_night_avgenergy,conversation_night_sdenergy,conversation_night_minenergy,conversation_night_maxenergy
-2020-07-07,0.7,10.3,2.85,0.8166666666666667,2,0.04772727272727273,0.7022727272727274,0.19431818181818183,0.055681818181818186,0.0019444444444444444,0.02861111111111111,0.007916666666666667,0.0022685185185185187,10.766666666666667,5.383333333333334,6.599663291074444,0.7166666666666667,10.05,73.0,359.0,4422659,5014.35260770975,3609.249684373919,0,11976
+local_date,conversation_night_minutessilence,conversation_night_minutesnoise,conversation_night_minutesvoice,conversation_night_minutesunknown,conversation_night_countconversation,conversation_night_silencesensedfraction,conversation_night_noisesensedfraction,conversation_night_voicesensedfraction,conversation_night_unknownsensedfraction,conversation_night_silenceexpectedfraction,conversation_night_noiseexpectedfraction,conversation_night_voiceexpectedfraction,conversation_night_unknownexpectedfraction,conversation_night_sumconversationduration,conversation_night_avgconversationduration,conversation_night_sdconversationduration,conversation_night_minconversationduration,conversation_night_maxconversationduration,conversation_night_timefirstconversation,conversation_night_timelastconversation,conversation_night_noisesumenergy,conversation_night_noiseavgenergy,conversation_night_noisesdenergy,conversation_night_noiseminenergy,conversation_night_noisemaxenergy,conversation_night_voicesumenergy,conversation_night_voiceavgenergy,conversation_night_voicesdenergy,conversation_night_voiceminenergy,conversation_night_voicemaxenergy
+2020-07-07,0.7,10.3,2.85,0.8166666666666667,2,0.04772727272727273,0.7022727272727274,0.19431818181818183,0.055681818181818186,0.0019444444444444444,0.02861111111111111,0.007916666666666667,0.0022685185185185187,10.766666666666667,5.383333333333334,6.599663291074444,0.7166666666666667,10.05,73.0,359.0,3825040,6189.385113268609,3543.1815292214824,31,11976,499842,2923.0526315789475,1743.7537375482877,54,5982
+2020-07-08,1.0833333333333333,15.733333333333333,3.716666666666667,1.3,3,0.04961832061068702,0.7206106870229008,0.1702290076335878,0.05954198473282443,0.0030092592592592593,0.0437037037037037,0.010324074074074074,0.0036111111111111114,17.95,5.983333333333333,7.187160620006888,1.4,14.266666666666667,77.0,359.0,5533379,5861.630296610169,3459.015959830812,49,11981,714837,3205.547085201794,1752.0956065993914,15,5983
--- a/tests/data/processed/test03/conversation_afternoon.csv
+++ b/tests/data/processed/test03/conversation_afternoon.csv
@ -1 +1 @@
-local_date,conversation_afternoon_maxenergy,conversation_afternoon_unknownexpectedfraction,conversation_afternoon_avgconversationduration,conversation_afternoon_unknownsensedfraction,conversation_afternoon_noisesensedfraction,conversation_afternoon_minutesvoice,conversation_afternoon_maxconversationduration,conversation_afternoon_avgenergy,conversation_afternoon_sdconversationduration,conversation_afternoon_silenceexpectedfraction,conversation_afternoon_noiseexpectedfraction,conversation_afternoon_minutesnoise,conversation_afternoon_voicesensedfraction,conversation_afternoon_silencesensedfraction,conversation_afternoon_minenergy,conversation_afternoon_timelastconversation,conversation_afternoon_voiceexpectedfraction,conversation_afternoon_timefirstconversation,conversation_afternoon_minutesunknown,conversation_afternoon_sumconversationduration,conversation_afternoon_minconversationduration,conversation_afternoon_sumenergy,conversation_afternoon_sdenergy,conversation_afternoon_countconversation,conversation_afternoon_minutessilence
+local_date,conversation_afternoon_minutessilence,conversation_afternoon_voicesumenergy,conversation_afternoon_unknownsensedfraction,conversation_afternoon_voiceexpectedfraction,conversation_afternoon_timelastconversation,conversation_afternoon_sdconversationduration,conversation_afternoon_noisesdenergy,conversation_afternoon_voicesensedfraction,conversation_afternoon_unknownexpectedfraction,conversation_afternoon_sumconversationduration,conversation_afternoon_noisemaxenergy,conversation_afternoon_silenceexpectedfraction,conversation_afternoon_timefirstconversation,conversation_afternoon_noiseexpectedfraction,conversation_afternoon_avgconversationduration,conversation_afternoon_countconversation,conversation_afternoon_maxconversationduration,conversation_afternoon_voicemaxenergy,conversation_afternoon_noisesumenergy,conversation_afternoon_voicesdenergy,conversation_afternoon_minutesunknown,conversation_afternoon_noisesensedfraction,conversation_afternoon_noiseavgenergy,conversation_afternoon_minutesnoise,conversation_afternoon_voiceminenergy,conversation_afternoon_noiseminenergy,conversation_afternoon_minutesvoice,conversation_afternoon_voiceavgenergy,conversation_afternoon_minconversationduration,conversation_afternoon_silencesensedfraction
--- a/tests/data/processed/test03/conversation_daily.csv
+++ b/tests/data/processed/test03/conversation_daily.csv
@ -1 +1 @@
-local_date,conversation_daily_unknownsensedfraction,conversation_daily_sumconversationduration,conversation_daily_maxenergy,conversation_daily_unknownexpectedfraction,conversation_daily_minutesvoice,conversation_daily_minutessilence,conversation_daily_avgenergy,conversation_daily_minenergy,conversation_daily_timelastconversation,conversation_daily_sdconversationduration,conversation_daily_silenceexpectedfraction,conversation_daily_noiseexpectedfraction,conversation_daily_voicesensedfraction,conversation_daily_sdenergy,conversation_daily_maxconversationduration,conversation_daily_avgconversationduration,conversation_daily_sumenergy,conversation_daily_voiceexpectedfraction,conversation_daily_minutesnoise,conversation_daily_minutesunknown,conversation_daily_noisesensedfraction,conversation_daily_minconversationduration,conversation_daily_timefirstconversation,conversation_daily_countconversation,conversation_daily_silencesensedfraction
+local_date,conversation_daily_timelastconversation,conversation_daily_noisesumenergy,conversation_daily_voiceminenergy,conversation_daily_noisesdenergy,conversation_daily_voiceexpectedfraction,conversation_daily_sdconversationduration,conversation_daily_noisemaxenergy,conversation_daily_noiseavgenergy,conversation_daily_minutesvoice,conversation_daily_voicesensedfraction,conversation_daily_countconversation,conversation_daily_voicesumenergy,conversation_daily_minutesunknown,conversation_daily_noisesensedfraction,conversation_daily_unknownexpectedfraction,conversation_daily_silencesensedfraction,conversation_daily_minutesnoise,conversation_daily_silenceexpectedfraction,conversation_daily_avgconversationduration,conversation_daily_minconversationduration,conversation_daily_noiseexpectedfraction,conversation_daily_voiceavgenergy,conversation_daily_maxconversationduration,conversation_daily_sumconversationduration,conversation_daily_voicesdenergy,conversation_daily_noiseminenergy,conversation_daily_voicemaxenergy,conversation_daily_minutessilence,conversation_daily_timefirstconversation,conversation_daily_unknownsensedfraction
--- a/tests/data/processed/test03/conversation_evening.csv
+++ b/tests/data/processed/test03/conversation_evening.csv
@ -1 +1 @@
-local_date,conversation_evening_noiseexpectedfraction,conversation_evening_minenergy,conversation_evening_noisesensedfraction,conversation_evening_voicesensedfraction,conversation_evening_sdenergy,conversation_evening_unknownsensedfraction,conversation_evening_minutesvoice,conversation_evening_minutesunknown,conversation_evening_minutesnoise,conversation_evening_timelastconversation,conversation_evening_silenceexpectedfraction,conversation_evening_timefirstconversation,conversation_evening_minutessilence,conversation_evening_silencesensedfraction,conversation_evening_sdconversationduration,conversation_evening_countconversation,conversation_evening_maxconversationduration,conversation_evening_unknownexpectedfraction,conversation_evening_avgenergy,conversation_evening_voiceexpectedfraction,conversation_evening_minconversationduration,conversation_evening_maxenergy,conversation_evening_sumenergy,conversation_evening_sumconversationduration,conversation_evening_avgconversationduration
+local_date,conversation_evening_sumconversationduration,conversation_evening_sdconversationduration,conversation_evening_countconversation,conversation_evening_voicemaxenergy,conversation_evening_voicesensedfraction,conversation_evening_timefirstconversation,conversation_evening_unknownexpectedfraction,conversation_evening_timelastconversation,conversation_evening_noisesumenergy,conversation_evening_minutessilence,conversation_evening_voicesumenergy,conversation_evening_noisesensedfraction,conversation_evening_minconversationduration,conversation_evening_minutesvoice,conversation_evening_maxconversationduration,conversation_evening_minutesnoise,conversation_evening_noisemaxenergy,conversation_evening_noisesdenergy,conversation_evening_noiseexpectedfraction,conversation_evening_noiseminenergy,conversation_evening_noiseavgenergy,conversation_evening_unknownsensedfraction,conversation_evening_silencesensedfraction,conversation_evening_voiceavgenergy,conversation_evening_silenceexpectedfraction,conversation_evening_voicesdenergy,conversation_evening_voiceminenergy,conversation_evening_avgconversationduration,conversation_evening_minutesunknown,conversation_evening_voiceexpectedfraction
--- a/tests/data/processed/test03/conversation_morning.csv
+++ b/tests/data/processed/test03/conversation_morning.csv
@ -1 +1 @@
-local_date,conversation_morning_unknownexpectedfraction,conversation_morning_voicesensedfraction,conversation_morning_avgconversationduration,conversation_morning_minconversationduration,conversation_morning_sumconversationduration,conversation_morning_unknownsensedfraction,conversation_morning_sdconversationduration,conversation_morning_avgenergy,conversation_morning_minutesunknown,conversation_morning_timefirstconversation,conversation_morning_minenergy,conversation_morning_timelastconversation,conversation_morning_silenceexpectedfraction,conversation_morning_minutesnoise,conversation_morning_sumenergy,conversation_morning_silencesensedfraction,conversation_morning_maxenergy,conversation_morning_voiceexpectedfraction,conversation_morning_sdenergy,conversation_morning_minutesvoice,conversation_morning_maxconversationduration,conversation_morning_noiseexpectedfraction,conversation_morning_minutessilence,conversation_morning_noisesensedfraction,conversation_morning_countconversation
+local_date,conversation_morning_sumconversationduration,conversation_morning_voicesumenergy,conversation_morning_noisesensedfraction,conversation_morning_timelastconversation,conversation_morning_noiseexpectedfraction,conversation_morning_minutesnoise,conversation_morning_voiceminenergy,conversation_morning_maxconversationduration,conversation_morning_avgconversationduration,conversation_morning_voicesdenergy,conversation_morning_noiseavgenergy,conversation_morning_unknownsensedfraction,conversation_morning_noisesdenergy,conversation_morning_minutessilence,conversation_morning_timefirstconversation,conversation_morning_minutesvoice,conversation_morning_minconversationduration,conversation_morning_silencesensedfraction,conversation_morning_unknownexpectedfraction,conversation_morning_noisemaxenergy,conversation_morning_voicesensedfraction,conversation_morning_countconversation,conversation_morning_silenceexpectedfraction,conversation_morning_noiseminenergy,conversation_morning_voiceexpectedfraction,conversation_morning_voicemaxenergy,conversation_morning_noisesumenergy,conversation_morning_minutesunknown,conversation_morning_sdconversationduration,conversation_morning_voiceavgenergy
--- a/tests/data/processed/test03/conversation_night.csv
+++ b/tests/data/processed/test03/conversation_night.csv
@ -1 +1 @@
-local_date,conversation_night_minenergy,conversation_night_voicesensedfraction,conversation_night_noisesensedfraction,conversation_night_minutesunknown,conversation_night_timelastconversation,conversation_night_avgconversationduration,conversation_night_sdconversationduration,conversation_night_silenceexpectedfraction,conversation_night_minconversationduration,conversation_night_sumenergy,conversation_night_maxconversationduration,conversation_night_minutessilence,conversation_night_maxenergy,conversation_night_unknownsensedfraction,conversation_night_noiseexpectedfraction,conversation_night_minutesvoice,conversation_night_avgenergy,conversation_night_minutesnoise,conversation_night_timefirstconversation,conversation_night_unknownexpectedfraction,conversation_night_voiceexpectedfraction,conversation_night_sdenergy,conversation_night_silencesensedfraction,conversation_night_countconversation,conversation_night_sumconversationduration
+local_date,conversation_night_minutessilence,conversation_night_minutesnoise,conversation_night_voiceminenergy,conversation_night_minconversationduration,conversation_night_voicesumenergy,conversation_night_voicemaxenergy,conversation_night_noiseavgenergy,conversation_night_avgconversationduration,conversation_night_unknownsensedfraction,conversation_night_silenceexpectedfraction,conversation_night_noiseminenergy,conversation_night_noisesensedfraction,conversation_night_unknownexpectedfraction,conversation_night_countconversation,conversation_night_minutesunknown,conversation_night_noisesumenergy,conversation_night_noisemaxenergy,conversation_night_timefirstconversation,conversation_night_sdconversationduration,conversation_night_maxconversationduration,conversation_night_noiseexpectedfraction,conversation_night_minutesvoice,conversation_night_silencesensedfraction,conversation_night_sumconversationduration,conversation_night_timelastconversation,conversation_night_voicesdenergy,conversation_night_voicesensedfraction,conversation_night_noisesdenergy,conversation_night_voiceexpectedfraction,conversation_night_voiceavgenergy
--- a/tests/data/processed/test04/conversation_afternoon.csv
+++ b/tests/data/processed/test04/conversation_afternoon.csv
@ -1 +1 @@
-local_date,conversation_afternoon_sdconversationduration,conversation_afternoon_noisesensedfraction,conversation_afternoon_timefirstconversation,conversation_afternoon_noiseexpectedfraction,conversation_afternoon_silencesensedfraction,conversation_afternoon_minutesnoise,conversation_afternoon_voicesensedfraction,conversation_afternoon_silenceexpectedfraction,conversation_afternoon_minutesunknown,conversation_afternoon_minconversationduration,conversation_afternoon_countconversation,conversation_afternoon_maxenergy,conversation_afternoon_sumconversationduration,conversation_afternoon_unknownsensedfraction,conversation_afternoon_sdenergy,conversation_afternoon_minutesvoice,conversation_afternoon_minutessilence,conversation_afternoon_timelastconversation,conversation_afternoon_sumenergy,conversation_afternoon_maxconversationduration,conversation_afternoon_avgenergy,conversation_afternoon_avgconversationduration,conversation_afternoon_minenergy,conversation_afternoon_voiceexpectedfraction,conversation_afternoon_unknownexpectedfraction
+local_date,conversation_afternoon_minutessilence,conversation_afternoon_sumconversationduration,conversation_afternoon_sdconversationduration,conversation_afternoon_voicesensedfraction,conversation_afternoon_timelastconversation,conversation_afternoon_minutesvoice,conversation_afternoon_avgconversationduration,conversation_afternoon_unknownsensedfraction,conversation_afternoon_voiceexpectedfraction,conversation_afternoon_voicesdenergy,conversation_afternoon_noiseminenergy,conversation_afternoon_unknownexpectedfraction,conversation_afternoon_minconversationduration,conversation_afternoon_noisesensedfraction,conversation_afternoon_voiceavgenergy,conversation_afternoon_voicemaxenergy,conversation_afternoon_timefirstconversation,conversation_afternoon_noiseavgenergy,conversation_afternoon_silenceexpectedfraction,conversation_afternoon_minutesunknown,conversation_afternoon_voiceminenergy,conversation_afternoon_noisemaxenergy,conversation_afternoon_noisesumenergy,conversation_afternoon_voicesumenergy,conversation_afternoon_maxconversationduration,conversation_afternoon_noisesdenergy,conversation_afternoon_noiseexpectedfraction,conversation_afternoon_silencesensedfraction,conversation_afternoon_minutesnoise,conversation_afternoon_countconversation
--- a/tests/data/processed/test04/conversation_daily.csv
+++ b/tests/data/processed/test04/conversation_daily.csv
@ -1 +1 @@
-local_date,conversation_daily_timelastconversation,conversation_daily_maxenergy,conversation_daily_minutesunknown,conversation_daily_silenceexpectedfraction,conversation_daily_silencesensedfraction,conversation_daily_minutesnoise,conversation_daily_timefirstconversation,conversation_daily_minconversationduration,conversation_daily_voiceexpectedfraction,conversation_daily_minutesvoice,conversation_daily_sumenergy,conversation_daily_avgenergy,conversation_daily_noiseexpectedfraction,conversation_daily_avgconversationduration,conversation_daily_sdenergy,conversation_daily_minutessilence,conversation_daily_countconversation,conversation_daily_maxconversationduration,conversation_daily_sumconversationduration,conversation_daily_unknownexpectedfraction,conversation_daily_voicesensedfraction,conversation_daily_minenergy,conversation_daily_unknownsensedfraction,conversation_daily_noisesensedfraction,conversation_daily_sdconversationduration
+local_date,conversation_daily_avgconversationduration,conversation_daily_timefirstconversation,conversation_daily_noiseminenergy,conversation_daily_minutessilence,conversation_daily_voicemaxenergy,conversation_daily_voicesensedfraction,conversation_daily_minutesvoice,conversation_daily_voiceavgenergy,conversation_daily_sdconversationduration,conversation_daily_maxconversationduration,conversation_daily_noisesumenergy,conversation_daily_noisesdenergy,conversation_daily_minutesnoise,conversation_daily_noiseexpectedfraction,conversation_daily_noisesensedfraction,conversation_daily_voicesumenergy,conversation_daily_silenceexpectedfraction,conversation_daily_noiseavgenergy,conversation_daily_voiceexpectedfraction,conversation_daily_noisemaxenergy,conversation_daily_minutesunknown,conversation_daily_minconversationduration,conversation_daily_voiceminenergy,conversation_daily_unknownexpectedfraction,conversation_daily_sumconversationduration,conversation_daily_silencesensedfraction,conversation_daily_voicesdenergy,conversation_daily_unknownsensedfraction,conversation_daily_timelastconversation,conversation_daily_countconversation
--- a/tests/data/processed/test04/conversation_evening.csv
+++ b/tests/data/processed/test04/conversation_evening.csv
@ -1 +1 @@
-local_date,conversation_evening_avgconversationduration,conversation_evening_maxenergy,conversation_evening_minenergy,conversation_evening_minconversationduration,conversation_evening_minutesunknown,conversation_evening_noiseexpectedfraction,conversation_evening_minutesnoise,conversation_evening_noisesensedfraction,conversation_evening_sdconversationduration,conversation_evening_silenceexpectedfraction,conversation_evening_minutesvoice,conversation_evening_unknownsensedfraction,conversation_evening_voicesensedfraction,conversation_evening_sumenergy,conversation_evening_unknownexpectedfraction,conversation_evening_timefirstconversation,conversation_evening_sdenergy,conversation_evening_minutessilence,conversation_evening_maxconversationduration,conversation_evening_countconversation,conversation_evening_silencesensedfraction,conversation_evening_sumconversationduration,conversation_evening_timelastconversation,conversation_evening_avgenergy,conversation_evening_voiceexpectedfraction
+local_date,conversation_evening_maxconversationduration,conversation_evening_voiceexpectedfraction,conversation_evening_countconversation,conversation_evening_avgconversationduration,conversation_evening_noisesensedfraction,conversation_evening_unknownsensedfraction,conversation_evening_timelastconversation,conversation_evening_voicesdenergy,conversation_evening_sdconversationduration,conversation_evening_minutessilence,conversation_evening_minutesnoise,conversation_evening_silenceexpectedfraction,conversation_evening_silencesensedfraction,conversation_evening_voicesumenergy,conversation_evening_noiseminenergy,conversation_evening_voiceminenergy,conversation_evening_minutesunknown,conversation_evening_noisemaxenergy,conversation_evening_noisesdenergy,conversation_evening_voicesensedfraction,conversation_evening_sumconversationduration,conversation_evening_minconversationduration,conversation_evening_timefirstconversation,conversation_evening_noiseexpectedfraction,conversation_evening_unknownexpectedfraction,conversation_evening_voiceavgenergy,conversation_evening_voicemaxenergy,conversation_evening_noisesumenergy,conversation_evening_noiseavgenergy,conversation_evening_minutesvoice
--- a/tests/data/processed/test04/conversation_morning.csv
+++ b/tests/data/processed/test04/conversation_morning.csv
@ -1 +1 @@
-local_date,conversation_morning_silencesensedfraction,conversation_morning_voiceexpectedfraction,conversation_morning_minenergy,conversation_morning_maxconversationduration,conversation_morning_sumenergy,conversation_morning_sdconversationduration,conversation_morning_maxenergy,conversation_morning_timefirstconversation,conversation_morning_silenceexpectedfraction,conversation_morning_minutesvoice,conversation_morning_timelastconversation,conversation_morning_noiseexpectedfraction,conversation_morning_minutessilence,conversation_morning_avgconversationduration,conversation_morning_noisesensedfraction,conversation_morning_countconversation,conversation_morning_sdenergy,conversation_morning_sumconversationduration,conversation_morning_minconversationduration,conversation_morning_unknownsensedfraction,conversation_morning_minutesnoise,conversation_morning_minutesunknown,conversation_morning_avgenergy,conversation_morning_unknownexpectedfraction,conversation_morning_voicesensedfraction
+local_date,conversation_morning_voicesensedfraction,conversation_morning_noiseminenergy,conversation_morning_noisemaxenergy,conversation_morning_unknownsensedfraction,conversation_morning_sumconversationduration,conversation_morning_countconversation,conversation_morning_noisesumenergy,conversation_morning_voicesumenergy,conversation_morning_voicesdenergy,conversation_morning_minutesnoise,conversation_morning_noiseavgenergy,conversation_morning_maxconversationduration,conversation_morning_noisesdenergy,conversation_morning_voicemaxenergy,conversation_morning_noiseexpectedfraction,conversation_morning_silencesensedfraction,conversation_morning_minutesunknown,conversation_morning_sdconversationduration,conversation_morning_voiceminenergy,conversation_morning_voiceexpectedfraction,conversation_morning_minconversationduration,conversation_morning_silenceexpectedfraction,conversation_morning_timelastconversation,conversation_morning_unknownexpectedfraction,conversation_morning_avgconversationduration,conversation_morning_noisesensedfraction,conversation_morning_timefirstconversation,conversation_morning_minutesvoice,conversation_morning_voiceavgenergy,conversation_morning_minutessilence
--- a/tests/data/processed/test04/conversation_night.csv
+++ b/tests/data/processed/test04/conversation_night.csv
@ -1 +1 @@
-local_date,conversation_night_noisesensedfraction,conversation_night_minutesvoice,conversation_night_maxenergy,conversation_night_voiceexpectedfraction,conversation_night_avgconversationduration,conversation_night_timelastconversation,conversation_night_minutessilence,conversation_night_minutesunknown,conversation_night_avgenergy,conversation_night_noiseexpectedfraction,conversation_night_sumenergy,conversation_night_minenergy,conversation_night_minconversationduration,conversation_night_sdenergy,conversation_night_sumconversationduration,conversation_night_countconversation,conversation_night_voicesensedfraction,conversation_night_maxconversationduration,conversation_night_silencesensedfraction,conversation_night_minutesnoise,conversation_night_unknownsensedfraction,conversation_night_timefirstconversation,conversation_night_silenceexpectedfraction,conversation_night_sdconversationduration,conversation_night_unknownexpectedfraction
+local_date,conversation_night_countconversation,conversation_night_avgconversationduration,conversation_night_voiceexpectedfraction,conversation_night_voicemaxenergy,conversation_night_noisesumenergy,conversation_night_noiseexpectedfraction,conversation_night_silenceexpectedfraction,conversation_night_minconversationduration,conversation_night_voiceavgenergy,conversation_night_minutessilence,conversation_night_timelastconversation,conversation_night_unknownsensedfraction,conversation_night_timefirstconversation,conversation_night_sdconversationduration,conversation_night_silencesensedfraction,conversation_night_noiseavgenergy,conversation_night_minutesunknown,conversation_night_voicesumenergy,conversation_night_noiseminenergy,conversation_night_minutesvoice,conversation_night_unknownexpectedfraction,conversation_night_maxconversationduration,conversation_night_noisesensedfraction,conversation_night_noisesdenergy,conversation_night_voicesdenergy,conversation_night_voiceminenergy,conversation_night_noisemaxenergy,conversation_night_voicesensedfraction,conversation_night_minutesnoise,conversation_night_sumconversationduration
--- a/tests/data/raw/test01/plugin_studentlife_audio_android_raw.csv
+++ b/tests/data/raw/test01/plugin_studentlife_audio_android_raw.csv
--- a/tests/data/raw/test02/plugin_studentlife_audio_raw.csv
+++ b/tests/data/raw/test02/plugin_studentlife_audio_raw.csv
--- a/tests/settings/testing_config.yaml
+++ b/tests/settings/testing_config.yaml
@ -81,14 +81,13 @@ APPLICATIONS_FOREGROUND:
  FEATURES: ["count", "timeoffirstuse", "timeoflastuse", "frequencyentropy"]

 WIFI:
-  COMPUTE: True
+  COMPUTE: True 
  DB_TABLE: 
    VISIBLE_ACCESS_POINTS: "wifi" # if you only have a CONNECTED_ACCESS_POINTS table, set this value to ""
    CONNECTED_ACCESS_POINTS: "sensor_wifi" # if you only have a VISIBLE_ACCESS_POINTS table, set this value to ""
  DAY_SEGMENTS: *day_segments
  FEATURES: ["countscans", "uniquedevices", "countscansmostuniquedevice"]

-
 CONVERSATION:
  COMPUTE: True
  DB_TABLE: 
@ -96,9 +95,10 @@ CONVERSATION:
    IOS: plugin_studentlife_audio
  DAY_SEGMENTS: *day_segments
  FEATURES: ["minutessilence", "minutesnoise", "minutesvoice", "minutesunknown","sumconversationduration","avgconversationduration",
-    "sdconversationduration","minconversationduration","maxconversationduration","timefirstconversation","timelastconversation","sumenergy",
-    "avgenergy","sdenergy","minenergy","maxenergy","silencesensedfraction","noisesensedfraction",
+    "sdconversationduration","minconversationduration","maxconversationduration","timefirstconversation","timelastconversation","noisesumenergy",
+    "noiseavgenergy","noisesdenergy","noiseminenergy","noisemaxenergy","voicesumenergy",
+    "voiceavgenergy","voicesdenergy","voiceminenergy","voicemaxenergy","silencesensedfraction","noisesensedfraction",
    "voicesensedfraction","unknownsensedfraction","silenceexpectedfraction","noiseexpectedfraction","voiceexpectedfraction",
    "unknownexpectedfraction","countconversation"]
  RECORDINGMINUTES: 1
-  PAUSEDMINUTES : 3
+  PAUSEDMINUTES : 3