cg
Stress Level
## # A tibble: 11 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 48 14.0
## 2 1 23 6.69
## 3 2 43 12.5
## 4 3 47 13.7
## 5 4 44 12.8
## 6 5 32 9.30
## 7 6 52 15.1
## 8 7 32 9.30
## 9 8 15 4.36
## 10 9 3 0.872
## 11 10 5 1.45
Stress Managment
## # A tibble: 3 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 4530 87.0
## 2 1 615 11.8
## 3 NA 64 1.23
GAD
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 54 20.9
## 2 1 88 34.1
## 3 2 80 31.0
## 4 3 34 13.2
## 5 NA 2 0.775
PHQ
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 62 23.1
## 2 1 92 34.3
## 3 2 90 33.6
## 4 3 23 8.58
## 5 NA 1 0.373
PANAS
## # A tibble: 3 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 2822 83.3
## 2 1 478 14.1
## 3 NA 87 2.57
Life Satisfaction
## # A tibble: 8 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 1 3 1.13
## 2 2 29 10.9
## 3 3 36 13.5
## 4 4 40 15.0
## 5 5 36 13.5
## 6 6 80 30.1
## 7 7 41 15.4
## 8 NA 1 0.376
Sleep
## # A tibble: 6 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 1 33 9.68
## 2 2 92 27.0
## 3 3 58 17.0
## 4 4 125 36.7
## 5 5 32 9.38
## 6 NA 1 0.293
Family
## # A tibble: 3 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 1 15 16.0
## 2 2 38 40.4
## 3 3 41 43.6
Social Functioning 1
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 1 8 6.50
## 2 2 37 30.1
## 3 3 23 18.7
## 4 4 35 28.5
## 5 5 20 16.3
Social Functioning 2
## # A tibble: 11 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 1 0.813
## 2 1 4 3.25
## 3 2 5 4.07
## 4 3 13 10.6
## 5 4 13 10.6
## 6 5 28 22.8
## 7 6 28 22.8
## 8 7 14 11.4
## 9 8 11 8.94
## 10 9 4 3.25
## 11 10 2 1.63
Physical Activity
## # A tibble: 4 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 56 37.6
## 2 1 60 40.3
## 3 2 16 10.7
## 4 3 17 11.4
Dyadic
## # A tibble: 3 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 1196 81.4
## 2 1 260 17.7
## 3 NA 14 0.952
Social Interaction1
## # A tibble: 2 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 54 56.2
## 2 1 42 43.8
Social Interaction2
## # A tibble: 7 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 1 2.38
## 2 2 6 14.3
## 3 3 3 7.14
## 4 4 7 16.7
## 5 5 6 14.3
## 6 6 8 19.0
## 7 7 11 26.2
Social Interaction3
## # A tibble: 4 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 17 40.5
## 2 1 3 7.14
## 3 2 4 9.52
## 4 3 18 42.9
Social Interaction4
## # A tibble: 2 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 364 86.7
## 2 1 56 13.3
DUKE
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 8 4.40
## 2 1 43 23.6
## 3 2 75 41.2
## 4 3 55 30.2
## 5 NA 1 0.549
Symptoms1
## # A tibble: 3 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 1351 84.4
## 2 1 239 14.9
## 3 NA 10 0.625
Symptoms2
## # A tibble: 3 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 1198 78.3
## 2 1 323 21.1
## 3 NA 9 0.588
General Health
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 4 1.45
## 2 1 48 17.5
## 3 2 163 59.3
## 4 3 38 13.8
## 5 4 22 8
Pain Level
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 63 26.9
## 2 1 78 33.3
## 3 2 70 29.9
## 4 3 22 9.40
## 5 NA 1 0.427
Pain Interference
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 19 8.15
## 2 1 38 16.3
## 3 2 77 33.0
## 4 3 98 42.1
## 5 NA 1 0.429
QOLIBRI
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 37 6.75
## 2 1 186 33.9
## 3 2 206 37.6
## 4 3 69 12.6
## 5 4 50 9.12
V
Stress Level
## # A tibble: 12 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 28 8.72
## 2 1 20 6.23
## 3 2 37 11.5
## 4 3 48 15.0
## 5 4 17 5.30
## 6 5 40 12.5
## 7 6 28 8.72
## 8 7 34 10.6
## 9 8 26 8.10
## 10 9 15 4.67
## 11 10 27 8.41
## 12 NA 1 0.312
Stress Managment
## # A tibble: 3 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 4117 85.0
## 2 1 683 14.1
## 3 NA 42 0.867
GAD
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 29 12.3
## 2 1 88 37.3
## 3 2 81 34.3
## 4 3 34 14.4
## 5 NA 4 1.69
PHQ
## # A tibble: 4 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 57 25.1
## 2 1 85 37.4
## 3 2 57 25.1
## 4 3 28 12.3
PANAS
## # A tibble: 3 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 2453 81.6
## 2 1 497 16.5
## 3 NA 56 1.86
Life Satisfaction
## # A tibble: 7 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 1 29 11.0
## 2 2 59 22.4
## 3 3 23 8.75
## 4 4 62 23.6
## 5 5 38 14.4
## 6 6 21 7.98
## 7 7 31 11.8
Sleep
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 1 68 21.8
## 2 2 71 22.8
## 3 3 53 17.0
## 4 4 77 24.7
## 5 5 43 13.8
Family
## # A tibble: 4 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 7 8.24
## 2 1 12 14.1
## 3 2 39 45.9
## 4 3 27 31.8
Social Functioning 1
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 1 17 17.9
## 2 2 23 24.2
## 3 3 20 21.1
## 4 4 31 32.6
## 5 5 4 4.21
Social Functioning 2
## # A tibble: 11 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 4 4.21
## 2 1 8 8.42
## 3 2 6 6.32
## 4 3 6 6.32
## 5 4 9 9.47
## 6 5 37 38.9
## 7 6 12 12.6
## 8 7 4 4.21
## 9 8 5 5.26
## 10 9 1 1.05
## 11 10 3 3.16
Physical Activity
## # A tibble: 4 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 68 54.4
## 2 1 45 36
## 3 2 8 6.4
## 4 3 4 3.2
Dyadic
## # A tibble: 2 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 981 77.9
## 2 1 279 22.1
Social Interaction1
## # A tibble: 2 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 58 63.7
## 2 1 33 36.3
Social Interaction2
## # A tibble: 6 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 2 2 6.06
## 2 3 1 3.03
## 3 4 6 18.2
## 4 5 4 12.1
## 5 6 6 18.2
## 6 7 14 42.4
Social Interaction3
## # A tibble: 4 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 13 39.4
## 2 1 6 18.2
## 3 3 10 30.3
## 4 5 4 12.1
Social Interaction4
## # A tibble: 2 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 258 78.2
## 2 1 72 21.8
DUKE
## # A tibble: 4 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 42 25.9
## 2 1 37 22.8
## 3 2 50 30.9
## 4 3 33 20.4
Symptoms1
## # A tibble: 2 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 1112 74.1
## 2 1 388 25.9
Symptoms2
## # A tibble: 2 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 1051 71.2
## 2 1 425 28.8
General Health
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 9 3.57
## 2 1 20 7.94
## 3 2 63 25
## 4 3 140 55.6
## 5 4 20 7.94
Pain Level
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 26 11.8
## 2 1 77 35
## 3 2 65 29.5
## 4 3 38 17.3
## 5 4 14 6.36
Pain Interference
## # A tibble: 4 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 17 7.73
## 2 1 89 40.5
## 3 2 75 34.1
## 4 3 39 17.7
QOLIBRI
## # A tibble: 5 x 3
## Response n freq
## <dbl> <int> <dbl>
## 1 0 239 47.9
## 2 1 147 29.5
## 3 2 88 17.6
## 4 3 18 3.61
## 5 4 7 1.40
Stress level
df_V_long$Notification.Time <- mdy_hm(df_V_long$Notification.Time)
xx<-df_V_long %>%
select(Participant.ID, Prompt, Response,Session.Name, Notification.Time) %>%
filter(Prompt=="How stressed do you feel right now?")
xx<-xx %>%
arrange(Notification.Time) %>%
group_by(Participant.ID) %>%
mutate(dummy = 1) %>%
mutate(times = cumsum(dummy)) %>%
select(-dummy)
xx$Participant.ID<-as.factor(xx$Participant.ID)
library(ggplot2)
ggplot(xx, aes(x = times, y = as.numeric(Response))) +
geom_line(aes(color = Participant.ID), size = 1) +
theme_minimal()
Social Functioning 1