library(readxl)
library(rstatix)
##
## Attaching package: 'rstatix'
## The following object is masked from 'package:stats':
##
## filter
A6Q3 <- read_excel("C:/Users/DeSheila Hatcher/OneDrive/AA 5221/Assignment 6/A6Q3.xlsx")
Cardio <- A6Q3$Weight[A6Q3$Exercise == "cardio"]
NoCardio <- A6Q3$Weight[A6Q3$Exercise == "nocardio"]
mean(Cardio, na.rm = TRUE)
## [1] 74.73336
median(Cardio, na.rm = TRUE)
## [1] 73.2562
sd(Cardio, na.rm = TRUE)
## [1] 7.573859
mean(NoCardio, na.rm = TRUE)
## [1] 70.8171
median(NoCardio, na.rm = TRUE)
## [1] 69.50471
sd(NoCardio, na.rm = TRUE)
## [1] 7.350987
shapiro.test(Cardio)
##
## Shapiro-Wilk normality test
##
## data: Cardio
## W = 0.96745, p-value = 0.5812
shapiro.test(NoCardio)
##
## Shapiro-Wilk normality test
##
## data: NoCardio
## W = 0.97686, p-value = 0.8166
t.test(Weight ~ Exercise, data = A6Q3)
##
## Welch Two Sample t-test
##
## data: Weight by Exercise
## t = 1.8552, df = 47.957, p-value = 0.06972
## alternative hypothesis: true difference in means between group cardio and group nocardio is not equal to 0
## 95 percent confidence interval:
## -0.3281432 8.1606600
## sample estimates:
## mean in group cardio mean in group nocardio
## 74.73336 70.81710
cohens_d(Weight ~ Exercise, data = A6Q3)
## # A tibble: 1 × 7
## .y. group1 group2 effsize n1 n2 magnitude
## * <chr> <chr> <chr> <dbl> <int> <int> <ord>
## 1 Weight cardio nocardio 0.525 25 25 moderate
An independent-samples t-test was conducted to determine whether weight differed between participants who completed cardio exercise and those who did not. Participants in the cardio group (M = 74.73) had a higher mean weight than participants in the no-cardio group (M = 70.82), but the difference was not statistically significant, t(47.96) = 1.86, p = .070. The effect size was moderate, Cohen’s d = 0.53.