问题:已知A地家蝇翅膀长度均值47mm,为研究B地家蝇翅膀长度和A地有无差异,随机抽取B地100只家蝇,测量其翅膀长度。
H0假设:μ=47,即B地家蝇翅膀长度与A地一致
Ha假设:μ≠47,即B地家蝇翅膀长度与A地不一致
α=0.05
data <- read.csv("Wing.csv")
l <- data$wl
l
## [1] 36 37 38 38 39 39 40 40 40 40 41 41 41 41 41 41 42 42 42 42 42 42 42
## [24] 43 43 43 43 43 43 43 43 44 44 44 44 44 44 44 44 44 45 45 45 45 45 45
## [47] 45 45 45 45 46 46 46 46 46 46 46 46 46 46 47 47 47 47 47 47 47 47 47
## [70] 48 48 48 48 48 48 48 48 49 49 49 49 49 49 49 50 50 50 50 50 50 51 51
## [93] 51 51 52 52 53 53 54 55
mean(l)
## [1] 45.5
sd(l)
## [1] 3.92
shapiro.test(l)
##
## Shapiro-Wilk normality test
##
## data: l
## W = 0.9928, p-value = 0.8761
qqnorm(l)
hist(l)
quantile(l)
## 0% 25% 50% 75% 100%
## 36.0 43.0 45.5 48.0 55.0
t.test(l, mu = 47, var.equal = FALSE, alternative = c("two.sided"))
##
## One Sample t-test
##
## data: l
## t = -3.827, df = 99, p-value = 0.0002274
## alternative hypothesis: true mean is not equal to 47
## 95 percent confidence interval:
## 44.72 46.28
## sample estimates:
## mean of x
## 45.5
基于100个样本的p-value = 0.0002274 < 0.05,因此有充足的理由拒绝H0假设,即B地家蝇翅膀长度与A地不一致,并且有超过95%的把握确信B地家蝇翅膀长度比A地短。