5. Two types of sh attractors, one made from vitried clay pipes, and the other f
ID: 3358805 • Letter: 5
Question
5. Two types of sh attractors, one made from vitried clay pipes, and the other from cement blocks and
brush, were used during 16 dierent time periods spanning four years at Lake Tohopekaliga, Florida.
The following observations are of the average number of sh caught per shing day.
Table 1: Fish caught per day, by time period and fish attractors Time Periods Pipe Brush 1 6.64 9.73 2 7.89 8.21 3 1.83 2.17 4 0.42 0.75 5 0.85 1.61 6 0.29 0.75 7 0.57 0.83 8 0.63 0.56 9 0.32 0.76 10 0.37 0.32 11 0.00 0.48 12 0.11 0.52 13 4.86 5.38 14 1.80 2.33 15 0.23 0.91 16 0.58 0.79 (a) Use the R t.test() function to do a paired t-test to determine whether or not one attractor is more effective. Use level 0.01 (b) Repeat part (a), but assume the samples are independent. Use procedures for both equal and unequal variances. Does your conclusion change?Explanation / Answer
Result:
R code:
# t test
pipe <- c(6.64,7.89,1.83,0.42,0.85,0.29,0.57,0.63,0.32,0.37,0.0,0.11,4.86,1.80,0.23,0.58)
brush <- c(9.73,8.21,2.17,0.75,1.61,0.75,0.83,0.56,0.76,0.32,0.48,0.52,5.38,2.33,0.91,0.79)
t.test(pipe,brush,paired = TRUE)
t.test(pipe,brush,alternative = "two.sided", var.equal = TRUE, conf.level=.95)
t.test(pipe,brush,alternative = "two.sided", var.equal = FALSE, conf.level=.95)
R output:
t.test(pipe,brush,paired = TRUE)
Paired t-test
data: pipe and brush
t = -3.0496, df = 15, p-value = 0.00811
alternative hypothesis: true difference in means is not equal to 0
95 percent confidence interval:
-0.924855 -0.163895
sample estimates:
mean of the differences
-0.544375
> t.test(pipe,brush,alternative = "two.sided", var.equal = TRUE, conf.level=.95)
Two Sample t-test
data: pipe and brush
t = -0.56979, df = 30, p-value = 0.5731
alternative hypothesis: true difference in means is not equal to 0
95 percent confidence interval:
-2.495559 1.406809
sample estimates:
mean of x mean of y
1.711875 2.256250
> t.test(pipe,brush,alternative = "two.sided", var.equal = FALSE, conf.level=.95)
Welch Two Sample t-test
data: pipe and brush
t = -0.56979, df = 29.251, p-value = 0.5732
alternative hypothesis: true difference in means is not equal to 0
95 percent confidence interval:
-2.497656 1.408906
sample estimates:
mean of x mean of y
1.711875 2.256250
Paired t result, t = -3.0496, df = 15, p-value = 0.00811 which is < 0.05 level. The difference is significant.
Independent t test with equal variance, t = -0.56979, df = 30, p-value = 0.5731. The difference is not significant. Independent t test with un equal variance, t = -0.56979, df = 29.251, p-value = 0.5732. The difference is not significant.
Both equal and unequal variance tests gave similar result.
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