Update test suite (sms, calls and screen)

2020-06-22 20:47:56 -04:00 · 2020-06-22 20:47:56 -04:00 · 9da4fb165c
parent 7aa66b9478
commit 9da4fb165c
56 changed files with 341 additions and 13 deletions
--- a/src/features/call/call_base.R
+++ b/src/features/call/call_base.R
@ -1,3 +1,5 @@
+library('tidyr')
+
 filter_by_day_segment <- function(data, day_segment) {
  if(day_segment %in% c("morning", "afternoon", "evening", "night"))
    data <- data %>% filter(local_day_segment == day_segment)
@ -37,15 +39,18 @@ base_call_features <- function(calls, call_type, day_segment, requested_features
    for(feature_name in features_to_compute){
        if(feature_name == "countmostfrequentcontact"){
            # Get the number of messages for the most frequent contact throughout the study
-            feature <- calls %>% group_by(trace) %>% 
+            mostfrequentcontact <- calls %>% 
+                group_by(trace) %>% 
                mutate(N=n()) %>% 
                ungroup() %>%
                filter(N == max(N)) %>% 
                head(1) %>% # if there are multiple contacts with the same amount of messages pick the first one only
+                pull(trace)
+            feature <- calls %>% 
+                filter(trace == mostfrequentcontact) %>% 
                group_by(local_date) %>% 
-                summarise(!!paste("call", call_type, day_segment, feature_name, sep = "_") := N)  %>% 
+                summarise(!!paste("call", call_type, day_segment, feature_name, sep = "_") := n())  %>% 
                replace(is.na(.), 0)
-
            features <- merge(features, feature, by="local_date", all = TRUE)
        } else {
            feature <- calls %>% 
@ -67,6 +72,6 @@ base_call_features <- function(calls, call_type, day_segment, requested_features
            features <- merge(features, feature, by="local_date", all = TRUE)
        }
    }
-
+    features <- features %>% mutate_at(vars(contains("countmostfrequentcontact")), list( ~ replace_na(., 0)))
    return(features)
 }
--- a/src/features/sms/sms_base.R
+++ b/src/features/sms/sms_base.R
@ -1,3 +1,5 @@
+library('tidyr')
+
 filter_by_day_segment <- function(data, day_segment) {
  if(day_segment %in% c("morning", "afternoon", "evening", "night"))
    data <- data %>% filter(local_day_segment == day_segment)
@ -29,17 +31,31 @@ base_sms_features <- function(sms, sms_type, day_segment, requested_features){

    for(feature_name in features_to_compute){
        if(feature_name == "countmostfrequentcontact"){
-            # Get the number of messages for the most frequent contact throughout the study
-            feature <- sms %>% group_by(trace) %>% 
+                        # Get the number of messages for the most frequent contact throughout the study
+            mostfrequentcontact <- sms %>% 
+                group_by(trace) %>% 
                mutate(N=n()) %>% 
                ungroup() %>%
                filter(N == max(N)) %>% 
                head(1) %>% # if there are multiple contacts with the same amount of messages pick the first one only
+                pull(trace)
+            feature <- sms %>% 
+                filter(trace == mostfrequentcontact) %>% 
                group_by(local_date) %>% 
-                summarise(!!paste("sms", sms_type, day_segment, feature_name, sep = "_") := N)  %>% 
+                summarise(!!paste("sms", sms_type, day_segment, feature_name, sep = "_") := n())  %>% 
                replace(is.na(.), 0)
-
            features <- merge(features, feature, by="local_date", all = TRUE)
+            # # Get the number of messages for the most frequent contact throughout the study
+            # feature <- sms %>% group_by(trace) %>% 
+            #     mutate(N=n()) %>% 
+            #     ungroup() %>%
+            #     filter(N == max(N)) %>% 
+            #     head(1) %>% # if there are multiple contacts with the same amount of messages pick the first one only
+            #     group_by(local_date) %>% 
+            #     summarise(!!paste("sms", sms_type, day_segment, feature_name, sep = "_") := N)  %>% 
+            #     replace(is.na(.), 0)
+
+            # features <- merge(features, feature, by="local_date", all = TRUE)
        } else {
            feature <- sms %>% 
                group_by(local_date)
@ -53,6 +69,6 @@ base_sms_features <- function(sms, sms_type, day_segment, requested_features){
            features <- merge(features, feature, by="local_date", all = TRUE)
        }
    }
-
+    features <- features %>% mutate_at(vars(contains("countmostfrequentcontact")), list( ~ replace_na(., 0)))
    return(features)
 }
--- a/tests/data/external/test02
+++ b/tests/data/external/test02
@ -0,0 +1,4 @@
+7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w
+ios
+test02 ios
+2020/01/01,2020/06/01 
--- a/tests/data/processed/test01/call_incoming_daily.csv
+++ b/tests/data/processed/test01/call_incoming_daily.csv
@ -1,2 +1,3 @@
 "local_date","call_incoming_daily_count","call_incoming_daily_distinctcontacts","call_incoming_daily_meanduration","call_incoming_daily_sumduration","call_incoming_daily_minduration","call_incoming_daily_maxduration","call_incoming_daily_stdduration","call_incoming_daily_modeduration","call_incoming_daily_entropyduration","call_incoming_daily_timefirstcall","call_incoming_daily_timelastcall","call_incoming_daily_countmostfrequentcontact"
 "2020-06-01",10,6,976.4,9764,213,1719,465.141603289913,439,2.18820020272087,163,1331,5
+"2020-06-02",5,5,1213.2,6066,667,1719,375.767481296612,667,1.56941860966338,519,1331,1
--- a/tests/data/processed/test01/call_incoming_evening.csv
+++ b/tests/data/processed/test01/call_incoming_evening.csv
@ -1,2 +1,3 @@
 "local_date","call_incoming_evening_count","call_incoming_evening_distinctcontacts","call_incoming_evening_meanduration","call_incoming_evening_sumduration","call_incoming_evening_minduration","call_incoming_evening_maxduration","call_incoming_evening_stdduration","call_incoming_evening_modeduration","call_incoming_evening_entropyduration","call_incoming_evening_timefirstcall","call_incoming_evening_timelastcall","call_incoming_evening_countmostfrequentcontact"
 "2020-06-01",3,3,1366.66666666667,4100,1157,1719,306.963081384934,1157,1.08260122332248,1144,1331,1
+"2020-06-02",3,3,1366.66666666667,4100,1157,1719,306.963081384934,1157,1.08260122332248,1144,1331,1
--- a/tests/data/processed/test01/call_incoming_morning.csv
+++ b/tests/data/processed/test01/call_incoming_morning.csv
@ -1,2 +1,3 @@
 "local_date","call_incoming_morning_count","call_incoming_morning_distinctcontacts","call_incoming_morning_meanduration","call_incoming_morning_sumduration","call_incoming_morning_minduration","call_incoming_morning_maxduration","call_incoming_morning_stdduration","call_incoming_morning_modeduration","call_incoming_morning_entropyduration","call_incoming_morning_timefirstcall","call_incoming_morning_timelastcall","call_incoming_morning_countmostfrequentcontact"
 "2020-06-01",2,2,983,1966,667,1299,446.891485709898,667,0.640802774623272,519,600,1
+"2020-06-02",2,2,983,1966,667,1299,446.891485709898,667,0.640802774623272,519,600,1
--- a/tests/data/processed/test01/call_missed_daily.csv
+++ b/tests/data/processed/test01/call_missed_daily.csv
@ -1,2 +1,3 @@
 "local_date","call_missed_daily_count","call_missed_daily_distinctcontacts","call_missed_daily_timefirstcall","call_missed_daily_timelastcall","call_missed_daily_countmostfrequentcontact"
 "2020-06-01",6,3,13,1167,4
+"2020-06-02",2,2,589,1167,1
--- a/tests/data/processed/test01/call_missed_evening.csv
+++ b/tests/data/processed/test01/call_missed_evening.csv
@ -1,2 +1,3 @@
 "local_date","call_missed_evening_count","call_missed_evening_distinctcontacts","call_missed_evening_timefirstcall","call_missed_evening_timelastcall","call_missed_evening_countmostfrequentcontact"
 "2020-06-01",1,1,1167,1167,1
+"2020-06-02",1,1,1167,1167,1
--- a/tests/data/processed/test01/call_missed_morning.csv
+++ b/tests/data/processed/test01/call_missed_morning.csv
@ -1,2 +1,3 @@
 "local_date","call_missed_morning_count","call_missed_morning_distinctcontacts","call_missed_morning_timefirstcall","call_missed_morning_timelastcall","call_missed_morning_countmostfrequentcontact"
 "2020-06-01",1,1,589,589,1
+"2020-06-02",1,1,589,589,1
--- a/tests/data/processed/test01/call_outgoing_daily.csv
+++ b/tests/data/processed/test01/call_outgoing_daily.csv
@ -1,2 +1,3 @@
 "local_date","call_outgoing_daily_count","call_outgoing_daily_distinctcontacts","call_outgoing_daily_meanduration","call_outgoing_daily_sumduration","call_outgoing_daily_minduration","call_outgoing_daily_maxduration","call_outgoing_daily_stdduration","call_outgoing_daily_modeduration","call_outgoing_daily_entropyduration","call_outgoing_daily_timefirstcall","call_outgoing_daily_timelastcall","call_outgoing_daily_countmostfrequentcontact"
 "2020-06-01",8,6,1168,9344,759,1543,250.842010607702,970,2.05922274128194,172,1277,3
+"2020-06-02",5,5,1179.8,5899,759,1543,310.478179587552,1116,1.58127936063292,418,1277,1
--- a/tests/data/processed/test01/call_outgoing_evening.csv
+++ b/tests/data/processed/test01/call_outgoing_evening.csv
@ -1,2 +1,3 @@
 "local_date","call_outgoing_evening_count","call_outgoing_evening_distinctcontacts","call_outgoing_evening_meanduration","call_outgoing_evening_sumduration","call_outgoing_evening_minduration","call_outgoing_evening_maxduration","call_outgoing_evening_stdduration","call_outgoing_evening_modeduration","call_outgoing_evening_entropyduration","call_outgoing_evening_timefirstcall","call_outgoing_evening_timelastcall","call_outgoing_evening_countmostfrequentcontact"
 "2020-06-01",2,2,1482,2964,1421,1543,86.2670273047588,1421,0.692468534923961,1156,1277,1
+"2020-06-02",2,2,1482,2964,1421,1543,86.2670273047588,1421,0.692468534923961,1156,1277,1
--- a/tests/data/processed/test01/call_outgoing_morning.csv
+++ b/tests/data/processed/test01/call_outgoing_morning.csv
@ -1,2 +1,3 @@
 "local_date","call_outgoing_morning_count","call_outgoing_morning_distinctcontacts","call_outgoing_morning_meanduration","call_outgoing_morning_sumduration","call_outgoing_morning_minduration","call_outgoing_morning_maxduration","call_outgoing_morning_stdduration","call_outgoing_morning_modeduration","call_outgoing_morning_entropyduration","call_outgoing_morning_timefirstcall","call_outgoing_morning_timelastcall","call_outgoing_morning_countmostfrequentcontact"
 "2020-06-01",3,3,978.333333333333,2935,759,1116,192.000868053593,1116,1.08558305836162,418,687,1
+"2020-06-02",3,3,978.333333333333,2935,759,1116,192.000868053593,1116,1.08558305836162,418,687,1
--- a/tests/data/processed/test01/sms_received_daily.csv
+++ b/tests/data/processed/test01/sms_received_daily.csv
@ -1,2 +1,3 @@
 "local_date","sms_received_daily_countmostfrequentcontact","sms_received_daily_count","sms_received_daily_distinctcontacts","sms_received_daily_timefirstsms","sms_received_daily_timelastsms"
 "2020-05-28",7,12,6,6,1382
+"2020-05-29",3,6,4,401,1382
--- a/tests/data/processed/test01/sms_received_evening.csv
+++ b/tests/data/processed/test01/sms_received_evening.csv
@ -1,2 +1,3 @@
 "local_date","sms_received_evening_countmostfrequentcontact","sms_received_evening_count","sms_received_evening_distinctcontacts","sms_received_evening_timefirstsms","sms_received_evening_timelastsms"
 "2020-05-28",2,3,2,1173,1382
+"2020-05-29",2,3,2,1173,1382
--- a/tests/data/processed/test01/sms_received_morning.csv
+++ b/tests/data/processed/test01/sms_received_morning.csv
@ -1,2 +1,3 @@
 "local_date","sms_received_morning_countmostfrequentcontact","sms_received_morning_count","sms_received_morning_distinctcontacts","sms_received_morning_timefirstsms","sms_received_morning_timelastsms"
 "2020-05-28",1,3,3,401,660
+"2020-05-29",1,3,3,401,660
--- a/tests/data/processed/test01/sms_sent_daily.csv
+++ b/tests/data/processed/test01/sms_sent_daily.csv
@ -1,2 +1,3 @@
 "local_date","sms_sent_daily_countmostfrequentcontact","sms_sent_daily_count","sms_sent_daily_distinctcontacts","sms_sent_daily_timefirstsms","sms_sent_daily_timelastsms"
 "2020-05-28",3,8,6,219,1401
+"2020-05-29",1,4,4,388,1401
--- a/tests/data/processed/test01/sms_sent_evening.csv
+++ b/tests/data/processed/test01/sms_sent_evening.csv
@ -1,2 +1,3 @@
 "local_date","sms_sent_evening_countmostfrequentcontact","sms_sent_evening_count","sms_sent_evening_distinctcontacts","sms_sent_evening_timefirstsms","sms_sent_evening_timelastsms"
 "2020-05-28",1,2,2,1218,1401
+"2020-05-29",1,2,2,1218,1401
--- a/tests/data/processed/test01/sms_sent_morning.csv
+++ b/tests/data/processed/test01/sms_sent_morning.csv
@ -1,2 +1,3 @@
 "local_date","sms_sent_morning_countmostfrequentcontact","sms_sent_morning_count","sms_sent_morning_distinctcontacts","sms_sent_morning_timefirstsms","sms_sent_morning_timelastsms"
 "2020-05-28",1,2,2,388,654
+"2020-05-29",1,2,2,388,654
--- a/tests/data/processed/test02/call_incoming_afternoon.csv
+++ b/tests/data/processed/test02/call_incoming_afternoon.csv
@ -0,0 +1,2 @@
+"local_date","call_incoming_afternoon_count","call_incoming_afternoon_distinctcontacts","call_incoming_afternoon_meanduration","call_incoming_afternoon_sumduration","call_incoming_afternoon_minduration","call_incoming_afternoon_maxduration","call_incoming_afternoon_stdduration","call_incoming_afternoon_modeduration","call_incoming_afternoon_entropyduration","call_incoming_afternoon_timefirstcall","call_incoming_afternoon_timelastcall","call_incoming_afternoon_countmostfrequentcontact"
+"2020-06-01",3,3,642.666666666667,1928,213,1053,420.333597673721,1053,0.941278069255821,753,921,1
--- a/tests/data/processed/test02/call_incoming_daily.csv
+++ b/tests/data/processed/test02/call_incoming_daily.csv
@ -0,0 +1,3 @@
+"local_date","call_incoming_daily_count","call_incoming_daily_distinctcontacts","call_incoming_daily_meanduration","call_incoming_daily_sumduration","call_incoming_daily_minduration","call_incoming_daily_maxduration","call_incoming_daily_stdduration","call_incoming_daily_modeduration","call_incoming_daily_entropyduration","call_incoming_daily_timefirstcall","call_incoming_daily_timelastcall","call_incoming_daily_countmostfrequentcontact"
+"2020-06-01",10,10,976.4,9764,213,1719,465.141603289913,439,2.18820020272087,163,1331,1
+"2020-06-02",5,5,1213.2,6066,667,1719,375.767481296612,667,1.56941860966338,519,1331,0
--- a/tests/data/processed/test02/call_incoming_evening.csv
+++ b/tests/data/processed/test02/call_incoming_evening.csv
@ -0,0 +1,3 @@
+"local_date","call_incoming_evening_count","call_incoming_evening_distinctcontacts","call_incoming_evening_meanduration","call_incoming_evening_sumduration","call_incoming_evening_minduration","call_incoming_evening_maxduration","call_incoming_evening_stdduration","call_incoming_evening_modeduration","call_incoming_evening_entropyduration","call_incoming_evening_timefirstcall","call_incoming_evening_timelastcall","call_incoming_evening_countmostfrequentcontact"
+"2020-06-01",3,3,1366.66666666667,4100,1157,1719,306.963081384934,1157,1.08260122332248,1144,1331,1
+"2020-06-02",3,3,1366.66666666667,4100,1157,1719,306.963081384934,1157,1.08260122332248,1144,1331,0
--- a/tests/data/processed/test02/call_incoming_morning.csv
+++ b/tests/data/processed/test02/call_incoming_morning.csv
@ -0,0 +1,3 @@
+"local_date","call_incoming_morning_count","call_incoming_morning_distinctcontacts","call_incoming_morning_meanduration","call_incoming_morning_sumduration","call_incoming_morning_minduration","call_incoming_morning_maxduration","call_incoming_morning_stdduration","call_incoming_morning_modeduration","call_incoming_morning_entropyduration","call_incoming_morning_timefirstcall","call_incoming_morning_timelastcall","call_incoming_morning_countmostfrequentcontact"
+"2020-06-01",2,2,983,1966,667,1299,446.891485709898,667,0.640802774623272,519,600,1
+"2020-06-02",2,2,983,1966,667,1299,446.891485709898,667,0.640802774623272,519,600,0
--- a/tests/data/processed/test02/call_incoming_night.csv
+++ b/tests/data/processed/test02/call_incoming_night.csv
@ -0,0 +1,2 @@
+"local_date","call_incoming_night_count","call_incoming_night_distinctcontacts","call_incoming_night_meanduration","call_incoming_night_sumduration","call_incoming_night_minduration","call_incoming_night_maxduration","call_incoming_night_stdduration","call_incoming_night_modeduration","call_incoming_night_entropyduration","call_incoming_night_timefirstcall","call_incoming_night_timelastcall","call_incoming_night_countmostfrequentcontact"
+"2020-06-01",2,2,885,1770,439,1331,630.7392488184,439,0.560434787927257,163,257,1
--- a/tests/data/processed/test02/call_missed_afternoon.csv
+++ b/tests/data/processed/test02/call_missed_afternoon.csv
@ -0,0 +1,2 @@
+"local_date","call_missed_afternoon_count","call_missed_afternoon_distinctcontacts","call_missed_afternoon_timefirstcall","call_missed_afternoon_timelastcall","call_missed_afternoon_countmostfrequentcontact"
+"2020-06-01",1,1,874,874,1
--- a/tests/data/processed/test02/call_missed_daily.csv
+++ b/tests/data/processed/test02/call_missed_daily.csv
@ -0,0 +1,3 @@
+"local_date","call_missed_daily_count","call_missed_daily_distinctcontacts","call_missed_daily_timefirstcall","call_missed_daily_timelastcall","call_missed_daily_countmostfrequentcontact"
+"2020-06-01",6,6,13,1167,1
+"2020-06-02",2,2,589,1167,0
--- a/tests/data/processed/test02/call_missed_evening.csv
+++ b/tests/data/processed/test02/call_missed_evening.csv
@ -0,0 +1,3 @@
+"local_date","call_missed_evening_count","call_missed_evening_distinctcontacts","call_missed_evening_timefirstcall","call_missed_evening_timelastcall","call_missed_evening_countmostfrequentcontact"
+"2020-06-01",1,1,1167,1167,1
+"2020-06-02",1,1,1167,1167,0
--- a/tests/data/processed/test02/call_missed_morning.csv
+++ b/tests/data/processed/test02/call_missed_morning.csv
@ -0,0 +1,3 @@
+"local_date","call_missed_morning_count","call_missed_morning_distinctcontacts","call_missed_morning_timefirstcall","call_missed_morning_timelastcall","call_missed_morning_countmostfrequentcontact"
+"2020-06-01",1,1,589,589,1
+"2020-06-02",1,1,589,589,0
--- a/tests/data/processed/test02/call_missed_night.csv
+++ b/tests/data/processed/test02/call_missed_night.csv
@ -0,0 +1,2 @@
+"local_date","call_missed_night_count","call_missed_night_distinctcontacts","call_missed_night_timefirstcall","call_missed_night_timelastcall","call_missed_night_countmostfrequentcontact"
+"2020-06-01",3,3,13,257,1
--- a/tests/data/processed/test02/call_outgoing_afternoon.csv
+++ b/tests/data/processed/test02/call_outgoing_afternoon.csv
@ -0,0 +1,2 @@
+"local_date","call_outgoing_afternoon_count","call_outgoing_afternoon_distinctcontacts","call_outgoing_afternoon_meanduration","call_outgoing_afternoon_sumduration","call_outgoing_afternoon_minduration","call_outgoing_afternoon_maxduration","call_outgoing_afternoon_stdduration","call_outgoing_afternoon_modeduration","call_outgoing_afternoon_entropyduration","call_outgoing_afternoon_timefirstcall","call_outgoing_afternoon_timelastcall","call_outgoing_afternoon_countmostfrequentcontact"
+"2020-06-01",2,2,1237.5,2475,1186,1289,72.8319984622144,1289,0.692482998176928,869,1051,1
--- a/tests/data/processed/test02/call_outgoing_daily.csv
+++ b/tests/data/processed/test02/call_outgoing_daily.csv
@ -0,0 +1,3 @@
+"local_date","call_outgoing_daily_count","call_outgoing_daily_distinctcontacts","call_outgoing_daily_meanduration","call_outgoing_daily_sumduration","call_outgoing_daily_minduration","call_outgoing_daily_maxduration","call_outgoing_daily_stdduration","call_outgoing_daily_modeduration","call_outgoing_daily_entropyduration","call_outgoing_daily_timefirstcall","call_outgoing_daily_timelastcall","call_outgoing_daily_countmostfrequentcontact"
+"2020-06-01",8,8,1168,9344,759,1543,250.842010607702,970,2.05922274128194,172,1277,1
+"2020-06-02",5,5,1179.8,5899,759,1543,310.478179587552,1116,1.58127936063292,418,1277,0
--- a/tests/data/processed/test02/call_outgoing_evening.csv
+++ b/tests/data/processed/test02/call_outgoing_evening.csv
@ -0,0 +1,3 @@
+"local_date","call_outgoing_evening_count","call_outgoing_evening_distinctcontacts","call_outgoing_evening_meanduration","call_outgoing_evening_sumduration","call_outgoing_evening_minduration","call_outgoing_evening_maxduration","call_outgoing_evening_stdduration","call_outgoing_evening_modeduration","call_outgoing_evening_entropyduration","call_outgoing_evening_timefirstcall","call_outgoing_evening_timelastcall","call_outgoing_evening_countmostfrequentcontact"
+"2020-06-01",2,2,1482,2964,1421,1543,86.2670273047588,1421,0.692468534923961,1156,1277,1
+"2020-06-02",2,2,1482,2964,1421,1543,86.2670273047588,1421,0.692468534923961,1156,1277,0
--- a/tests/data/processed/test02/call_outgoing_morning.csv
+++ b/tests/data/processed/test02/call_outgoing_morning.csv
@ -0,0 +1,3 @@
+"local_date","call_outgoing_morning_count","call_outgoing_morning_distinctcontacts","call_outgoing_morning_meanduration","call_outgoing_morning_sumduration","call_outgoing_morning_minduration","call_outgoing_morning_maxduration","call_outgoing_morning_stdduration","call_outgoing_morning_modeduration","call_outgoing_morning_entropyduration","call_outgoing_morning_timefirstcall","call_outgoing_morning_timelastcall","call_outgoing_morning_countmostfrequentcontact"
+"2020-06-01",3,3,978.333333333333,2935,759,1116,192.000868053593,1116,1.08558305836162,418,687,1
+"2020-06-02",3,3,978.333333333333,2935,759,1116,192.000868053593,1116,1.08558305836162,418,687,0
--- a/tests/data/processed/test02/call_outgoing_night.csv
+++ b/tests/data/processed/test02/call_outgoing_night.csv
@ -0,0 +1,2 @@
+"local_date","call_outgoing_night_count","call_outgoing_night_distinctcontacts","call_outgoing_night_meanduration","call_outgoing_night_sumduration","call_outgoing_night_minduration","call_outgoing_night_maxduration","call_outgoing_night_stdduration","call_outgoing_night_modeduration","call_outgoing_night_entropyduration","call_outgoing_night_timefirstcall","call_outgoing_night_timelastcall","call_outgoing_night_countmostfrequentcontact"
+"2020-06-01",1,1,970,970,970,970,NA,970,0,172,172,1
--- a/tests/data/processed/test02/screen_afternoon.csv
+++ b/tests/data/processed/test02/screen_afternoon.csv
@ -0,0 +1,2 @@
+local_date,screen_afternoon_countepisodeunlock,screen_afternoon_episodepersensedminutesunlock,screen_afternoon_sumdurationunlock,screen_afternoon_maxdurationunlock,screen_afternoon_mindurationunlock,screen_afternoon_avgdurationunlock,screen_afternoon_stddurationunlock,screen_afternoon_firstuseafter00unlock
+2020-06-01,3,0.05,30.09043333333333,12.55,8.533333333333333,10.030144444444444,2.1950780690579683,43200
--- a/tests/data/processed/test02/screen_daily.csv
+++ b/tests/data/processed/test02/screen_daily.csv
@ -0,0 +1,2 @@
+local_date,screen_daily_countepisodeunlock,screen_daily_episodepersensedminutesunlock,screen_daily_sumdurationunlock,screen_daily_maxdurationunlock,screen_daily_mindurationunlock,screen_daily_avgdurationunlock,screen_daily_stddurationunlock,screen_daily_firstuseafter00unlock
+2020-06-01,7,0.029166666666666667,94.6528166666666,21.6598833333333,6.00145,13.521830952380942,6.189885966253717,10230
--- a/tests/data/processed/test02/screen_deltas.csv
+++ b/tests/data/processed/test02/screen_deltas.csv
@ -0,0 +1,8 @@
+"episode_id","episode","screen_sequence","time_diff","local_start_date_time","local_end_date_time","local_start_date","local_end_date","local_start_day_segment","local_end_day_segment"
+2,"unlock","3, 2",6.00145,"2020-06-01 02:50:30","2020-06-01 02:56:30","2020-06-01","2020-06-01","night","night"
+4,"unlock","3, 2",6.9984,"2020-06-01 05:56:51","2020-06-01 06:03:51","2020-06-01","2020-06-01","night","morning"
+6,"unlock","3, 2",21.6598833333333,"2020-06-01 10:00:24","2020-06-01 10:22:04","2020-06-01","2020-06-01","morning","morning"
+8,"unlock","3, 2",15.00205,"2020-06-01 11:57:33","2020-06-01 12:12:33","2020-06-01","2020-06-01","morning","afternoon"
+10,"unlock","3, 2",9.0071,"2020-06-01 14:51:02","2020-06-01 15:00:02","2020-06-01","2020-06-01","afternoon","afternoon"
+12,"unlock","3, 2",16.98925,"2020-06-01 17:51:27","2020-06-01 18:08:26","2020-06-01","2020-06-01","afternoon","evening"
+14,"unlock","3, 2",18.9946833333333,"2020-06-01 20:42:58","2020-06-01 21:01:58","2020-06-01","2020-06-01","evening","evening"
--- a/tests/data/processed/test02/screen_evening.csv
+++ b/tests/data/processed/test02/screen_evening.csv
@ -0,0 +1,2 @@
+local_date,screen_evening_countepisodeunlock,screen_evening_episodepersensedminutesunlock,screen_evening_sumdurationunlock,screen_evening_maxdurationunlock,screen_evening_mindurationunlock,screen_evening_avgdurationunlock,screen_evening_stddurationunlock,screen_evening_firstuseafter00unlock
+2020-06-01,2,0.02857142857142857,27.428016666666636,18.994683333333302,8.433333333333334,13.714008333333318,7.468002203484522,64800
--- a/tests/data/processed/test02/screen_morning.csv
+++ b/tests/data/processed/test02/screen_morning.csv
@ -0,0 +1,2 @@
+local_date,screen_morning_countepisodeunlock,screen_morning_episodepersensedminutesunlock,screen_morning_sumdurationunlock,screen_morning_maxdurationunlock,screen_morning_mindurationunlock,screen_morning_avgdurationunlock,screen_morning_stddurationunlock,screen_morning_firstuseafter00unlock
+2020-06-01,3,0.046153846153846156,27.943216666666636,21.6598833333333,2.433333333333333,9.314405555555545,10.714935943920263,21600
--- a/tests/data/processed/test02/screen_night.csv
+++ b/tests/data/processed/test02/screen_night.csv
@ -0,0 +1,2 @@
+local_date,screen_night_countepisodeunlock,screen_night_episodepersensedminutesunlock,screen_night_sumdurationunlock,screen_night_maxdurationunlock,screen_night_mindurationunlock,screen_night_avgdurationunlock,screen_night_stddurationunlock,screen_night_firstuseafter00unlock
+2020-06-01,2,0.044444444444444446,9.134783333333333,6.00145,3.1333333333333333,4.5673916666666665,2.0280647442341566,10230
--- a/tests/data/processed/test02/sms_received_afternoon.csv
+++ b/tests/data/processed/test02/sms_received_afternoon.csv
@ -0,0 +1,2 @@
+"local_date","sms_received_afternoon_countmostfrequentcontact","sms_received_afternoon_count","sms_received_afternoon_distinctcontacts","sms_received_afternoon_timefirstsms","sms_received_afternoon_timelastsms"
+"2020-05-28",1,2,2,830,949
--- a/tests/data/processed/test02/sms_received_daily.csv
+++ b/tests/data/processed/test02/sms_received_daily.csv
@ -0,0 +1,3 @@
+"local_date","sms_received_daily_countmostfrequentcontact","sms_received_daily_count","sms_received_daily_distinctcontacts","sms_received_daily_timefirstsms","sms_received_daily_timelastsms"
+"2020-05-28",1,12,12,6,1382
+"2020-05-29",0,6,6,401,1382
--- a/tests/data/processed/test02/sms_received_evening.csv
+++ b/tests/data/processed/test02/sms_received_evening.csv
@ -0,0 +1,3 @@
+"local_date","sms_received_evening_countmostfrequentcontact","sms_received_evening_count","sms_received_evening_distinctcontacts","sms_received_evening_timefirstsms","sms_received_evening_timelastsms"
+"2020-05-28",1,3,3,1173,1382
+"2020-05-29",0,3,3,1173,1382
--- a/tests/data/processed/test02/sms_received_morning.csv
+++ b/tests/data/processed/test02/sms_received_morning.csv
@ -0,0 +1,3 @@
+"local_date","sms_received_morning_countmostfrequentcontact","sms_received_morning_count","sms_received_morning_distinctcontacts","sms_received_morning_timefirstsms","sms_received_morning_timelastsms"
+"2020-05-28",1,3,3,401,660
+"2020-05-29",0,3,3,401,660
--- a/tests/data/processed/test02/sms_received_night.csv
+++ b/tests/data/processed/test02/sms_received_night.csv
@ -0,0 +1,2 @@
+"local_date","sms_received_night_countmostfrequentcontact","sms_received_night_count","sms_received_night_distinctcontacts","sms_received_night_timefirstsms","sms_received_night_timelastsms"
+"2020-05-28",1,4,4,6,312
--- a/tests/data/processed/test02/sms_sent_afternoon.csv
+++ b/tests/data/processed/test02/sms_sent_afternoon.csv
@ -0,0 +1,2 @@
+"local_date","sms_sent_afternoon_countmostfrequentcontact","sms_sent_afternoon_count","sms_sent_afternoon_distinctcontacts","sms_sent_afternoon_timefirstsms","sms_sent_afternoon_timelastsms"
+"2020-05-28",1,3,3,722,979
--- a/tests/data/processed/test02/sms_sent_daily.csv
+++ b/tests/data/processed/test02/sms_sent_daily.csv
@ -0,0 +1,3 @@
+"local_date","sms_sent_daily_countmostfrequentcontact","sms_sent_daily_count","sms_sent_daily_distinctcontacts","sms_sent_daily_timefirstsms","sms_sent_daily_timelastsms"
+"2020-05-28",1,8,8,219,1401
+"2020-05-29",0,4,4,388,1401
--- a/tests/data/processed/test02/sms_sent_evening.csv
+++ b/tests/data/processed/test02/sms_sent_evening.csv
@ -0,0 +1,3 @@
+"local_date","sms_sent_evening_countmostfrequentcontact","sms_sent_evening_count","sms_sent_evening_distinctcontacts","sms_sent_evening_timefirstsms","sms_sent_evening_timelastsms"
+"2020-05-28",1,2,2,1218,1401
+"2020-05-29",0,2,2,1218,1401
--- a/tests/data/processed/test02/sms_sent_morning.csv
+++ b/tests/data/processed/test02/sms_sent_morning.csv
@ -0,0 +1,3 @@
+"local_date","sms_sent_morning_countmostfrequentcontact","sms_sent_morning_count","sms_sent_morning_distinctcontacts","sms_sent_morning_timefirstsms","sms_sent_morning_timelastsms"
+"2020-05-28",1,2,2,388,654
+"2020-05-29",0,2,2,388,654
--- a/tests/data/processed/test02/sms_sent_night.csv
+++ b/tests/data/processed/test02/sms_sent_night.csv
@ -0,0 +1,2 @@
+"local_date","sms_sent_night_countmostfrequentcontact","sms_sent_night_count","sms_sent_night_distinctcontacts","sms_sent_night_timefirstsms","sms_sent_night_timelastsms"
+"2020-05-28",1,1,1,219,219
--- a/tests/data/raw/test01/calls_raw.csv
+++ b/tests/data/raw/test01/calls_raw.csv
@ -22,4 +22,16 @@ timestamp,device_id,call_type,call_duration,trace
 1590999462000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1331,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
 1590994337000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,970,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
 1590999471000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1590993791000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,439,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
+1590993791000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,439,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
+1591106425000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1299,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
+1591105765000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
+1591095525000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1116,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
+1591101177000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1060,cnUUS8QfrJ16VB6cakgg7IBWGP2OFzpJ7xlBAG8S
+1591111670000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,759,1RgyLrcxRB4kPDTpszr6ocy2qtxvtyoTGl1WltUF
+1591101594000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,667,JGtSHqWU2rTwJsHNzFiAzHUNHHYLYNUKjrGmB7G4
+1591139091000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1157,jVa0Xjl53p52AStkexUSNzJYHgcDihBWFeBmsAzr
+1591143259000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1719,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
+1591139798000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1421,YTCSxqJMuECsKhqaTr6uH8xd5qIKNpGCJGvv9W0y
+1591150306000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1224,ekgS3LcK86nxkl3O9jzA3BWU5tJMiYHPbRsdHS2P
+1591147037000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1543,TjnOnOjHqcE2q2yzzwfcFoZfaIKN6VylfqkD0Zk7
+1591140446000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
--- a/tests/data/raw/test01/messages_raw.csv
+++ b/tests/data/raw/test01/messages_raw.csv
@ -18,4 +18,14 @@ timestamp,device_id,message_type,trace
 1590643557000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
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 1590649392000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1590638774000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
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+1590748918000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
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--- a/tests/data/raw/test02/calls_raw.csv
+++ b/tests/data/raw/test02/calls_raw.csv
@ -0,0 +1,136 @@
+timestamp,device_id,call_type,call_duration,trace
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+
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+
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+
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+
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+
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+
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+
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--- a/tests/data/raw/test02/messages_raw.csv
+++ b/tests/data/raw/test02/messages_raw.csv
@ -0,0 +1,31 @@
+timestamp,device_id,message_type,trace
+1590678031000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,1,CL7fbZt00s6SCQrraJw1jlkwAFTSiyAISkMPmzng
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+1590795228000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,1,HweZuo0OmWk15QDFjeGCKI5CVxw2bkjsacmjsjws
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+1590799198000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,1,FkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGrS
+1590797892000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2,FVPAjfv1ZLVs6vqxsqVeBJ1afdbUBXuZ7dByKned
--- a/tests/data/raw/test02/screen_raw.csv
+++ b/tests/data/raw/test02/screen_raw.csv
@ -0,0 +1,15 @@
+timestamp,device_id,screen_status
+1590994230688,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,3
+1590994590775,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2
+1591005411795,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,3
+1591005831699,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2
+1591020024938,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,3
+1591021324531,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2
+1591027053831,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,3
+1591027953954,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2
+1591037462512,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,3
+1591038002938,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2
+1591048287050,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,3
+1591049306405,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2
+1591058578811,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,3
+1591059718492,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2
--- a/tests/settings/config.yaml
+++ b/tests/settings/config.yaml
@ -2,4 +2,4 @@ directory: ./
 configfile: ./tests/settings/testing_config.yaml
 snakefile: ./tests/Snakefile
 cores: 1
-forcerun: [sms_features, call_features, screen_features]
+forcerun: [sms_features, call_features, screen_features]
--- a/tests/settings/testing_config.yaml
+++ b/tests/settings/testing_config.yaml
@ -1,10 +1,11 @@
 # Valid database table name
 SENSORS: [messages, calls, screen]
+#SENSORS: [calls]

 # Test Participant data to include in the unit testing
 # You must create a file for each participant
 # named pXXX containing their device_id
-PIDS: [test01]
+PIDS: [test01, test02]

 # Global var with common day segments
 DAY_SEGMENTS: &day_segments