Exploratory Data Analysis in R
Andrew Bray
Assistant Professor, Reed College
x
76 78 75 74 76 72 74 73 73 75 74
x
76 78 75 74 76 72 74 73 73 75 74
x - mean(x)
1.4545 3.4545 0.4545 -0.5455 1.4545 -2.5455
-0.5455 -1.5455 -1.5455 0.4545 -0.5455
sum(x - mean(x))
-1.421085e-14
sum((x - mean(x))^2)
28.72727
n <- 11
sum((x - mean(x))^2)/n
2.61157
sum((x - mean(x))^2)/(n - 1)
2.872727
var(x)
2.872727
x
76 78 75 74 76 72 74 73 73 75 74
sd(x) # Standard deviation
1.694912
var(x) # Variance
2.872727
summary(x)
Min. 1st Qu. Median Mean 3rd Qu. Max.
72.00 73.50 74.00 74.55 75.50 78.00
IQR(x) # Interquartile range
2
diff(range(x)) # Range
6
x
76 78 75 74 76 72 74 73 73 75 74
x_new
76 97 75 74 76 72 74 73 73 75 74
sd(x_new) # Was 1.69
6.987001
var(x_new) # Was 2.87
48.81818
diff(range(x_new)) # Was 6
25
IQR(x_new) # Doesn't change
2
Exploratory Data Analysis in R