Question

In: Statistics and Probability

#33 Babita Turbid water is muddy or cloudy water. Sunlight is necessary for most life forms;...

#33 Babita

Turbid water is muddy or cloudy water. Sunlight is necessary for most life forms; thus turbid water is considered a threat to wetland ecosystems. Passive filtration systems are commonly used to reduce turbidity in wetlands. Suspended solids are measured in mg/l. Is there a relation between input and output turbidity for a passive filtration system and, if so, is it statistically significant? At a wetlands environment in Illinois, the inlet and outlet turbidity of a passive filtration system have been measured. A random sample of measurements are shown below. (Reference: EPA Wetland Case Studies.)

Reading 1 2 3 4 5 6 7 8 9 10 11 12
Inlet (mg/l) 88.5 58.5 69.8 58.0 80.4 20.2 18.4 63.6 91.5 55.7 70.5 90.5
Outlet (mg/l) 9.9 4.2 13.4 5.8 9.4 4.8 3.2 10.5 16.1 3.5 7.6 14.5

Use a 1% level of significance to test the claim that there is a monotone relationship (either way) between the ranks of the inlet readings and outlet readings.

(a) Rank-order the inlet readings using 1 as the largest data value. Also rank-order the outlet readings using 1 as the largest data value. Then construct a table of ranks to be used for a Spearman rank correlation test.

Reading Inlet
Rank x
Oulet
Rank y
d = x - y d2
1
2
3
4
5
6
7
8
9
10
11
12
















































Σd2 =

(c) Compute the sample test statistic. (Use 3 decimal places.)

Solutions

Expert Solution

a) From the given data

X Y Ranks of X Ranks of Y di = R(xi)-R(yi) di^2
88.5 9.9 3 5 -2 4
58.5 4.2 8 10 -2 4
69.8 13.4 6 3 3 9
58 5.8 9 8 1 1
80.4 9.4 4 6 -2 4
20.2 4.8 11 9 2 4
18.4 3.2 12 12 0 0
63.6 10.5 7 4 3 9
91.5 16.1 1 1 0 0
55.7 3.5 10 11 -1 1
70.5 7.6 5 7 -2 4
90.5 14.5 2 2 0 0
Total = 40

c) Test for correlation Coefficient :

Test Statistic t = 5.332


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