Add screen deltas

.gitignore

@@ -104,4 +104,6 @@ data/processed/*
 !/data/processed/.gitkeep
 reports/
 .Rproj.user
-*.Rproj
+*.Rproj
+.RData
+.Rhistory

Snakefile

@@ -8,6 +8,7 @@ rule all:
         expand("data/raw/{pid}/{sensor}_raw.csv", pid=config["PIDS"], sensor=config["SENSORS"]),
         expand("data/raw/{pid}/{sensor}_with_datetime.csv", pid=config["PIDS"], sensor=config["SENSORS"]),
         expand("data/processed/{pid}/battery_deltas.csv", pid=config["PIDS"]),
+        expand("data/processed/{pid}/screen_deltas.csv", pid=config["PIDS"]),
         expand("data/interim/{pid}/phone_valid_sensed_days.csv", pid=config["PIDS"]),
         expand("data/processed/{pid}/sms_{sms_type}_{day_segment}.csv",
                             pid=config["PIDS"],

rules/features.snakefile

@@ -30,6 +30,14 @@ rule battery_deltas:
     script:
         "../src/features/battery_deltas.R"
 
+rule screen_deltas:
+    input:
+        "data/raw/{pid}/screen_with_datetime.csv"
+    output:
+        "data/processed/{pid}/screen_deltas.csv"
+    script:
+        "../src/features/screen_deltas.R"
+
 rule location_barnett_metrics:
     input:
         "data/raw/{pid}/locations_with_datetime.csv"

src/features/screen_deltas.R

@@ -0,0 +1,44 @@
+source("packrat/init.R")
+
+library("tidyverse")
+
+screen <- read.csv(snakemake@input[[1]])
+
+if(nrow(screen) > 0){
+  unlock_episodes <-
+    screen %>%
+    # in iOS there are unlock (3) events on the same second, discard them
+    distinct(screen_status, utc_date_time, .keep_all = TRUE) %>%
+    # in Android we discard on and off events (0,1) for now (iOS does not collect them)
+    filter(screen_status == 2 | screen_status == 3) %>% 
+    # create groups of consecutive unlock/lock (3/2) events
+    mutate(screen_episode = cumsum(c(1, head(screen_status, -1) == 2 & tail(screen_status, -1) == 3))) %>% 
+    group_by(screen_episode) %>%
+    # in Android there are multiple consecutive unlock/lock events so we keep the closest pair
+    # this happens because ACTION_SCREEN_OFF and ON are "sent when the device becomes non-interactive 
+    # which may have nothing to do with the screen turning off" see:
+    # https://developer.android.com/reference/android/content/Intent.html#ACTION_SCREEN_OFF
+    filter((screen_status == 2 & screen_status != lag(screen_status, default="1")) |
+            (screen_status == 3 & screen_status != lead(screen_status, default="1"))) %>%
+    filter(n() == 2) %>%
+    summarize(episode = "unlock",
+              time_diff = (last(timestamp) - first(timestamp)) / (1000 * 60),
+              local_start_date_time = first(local_date_time),
+              local_end_date_time = last(local_date_time),
+              local_start_date = first(local_date),
+              local_end_date = last(local_date),
+              local_start_day_segment = first(local_day_segment),
+              local_end_day_segment = last(local_day_segment)) %>%
+    select(-screen_episode)
+} else {
+  unlock_episodes <- data.frame(episode = character(), 
+                            time_diff = numeric(),
+                            local_start_date_time = character(),
+                            local_end_date_time = character(),
+                            local_start_date = character(),
+                            local_end_date = character(),
+                            local_start_day_segment = character(),
+                            local_end_day_segment = character())
+}
+
+write.csv(unlock_episodes, snakemake@output[[1]], row.names = FALSE)