Question
You are a registered nurse working in a weight loss clinic, and you have collected data on weight loss achieved by your clients who have
You are a registered nurse working in a weight loss clinic, and you have collected data on weight loss achieved by your clients who have undertaken various diets over a 6-week period. You collected background data on sex (0=females, 1=males), weight at the start of the diet (pre_wt, kg), weight at the end of 6 weeks (post_wt, kg), and other demographic variables. The complete data set is in the Data folder in A2L Contents, is called Q8_DIET. Note that the data set has some missing data (sex is missing for first 2 observations), as commonly occurs in the real world. Use these data to answer the questions below.
Conduct the appropriate statistical test to determine whether weight loss is the same in females and males. Assume that weight loss is normally distributed with equal variance in both sexes, and = 0.05. Show all calculations.
Calculate the 95% confidence interval for the mean difference in weight loss between the sexes. Show your calculation.
Calculate the 99% confidence interval for the mean difference in weight loss between the sexes. Show your calculation.
ID | sex | age | heigh | pre_wt | diet | post_wt | Weight_difference |
25 | 41 | 171 | 60 | 2 | 60 | 0 | |
26 | 32 | 174 | 103 | 2 | 103 | 0 | |
1 | 0 | 22 | 159 | 58 | 1 | 54.2 | 3.8 |
2 | 0 | 46 | 192 | 60 | 1 | 54 | 6 |
3 | 0 | 55 | 170 | 64 | 1 | 63.3 | 0.700000000000003 |
4 | 0 | 33 | 171 | 64 | 1 | 61.1 | 2.9 |
5 | 0 | 50 | 170 | 65 | 1 | 62.2 | 2.8 |
6 | 0 | 50 | 201 | 66 | 1 | 64 | 2 |
7 | 0 | 37 | 174 | 67 | 1 | 65 | 2 |
8 | 0 | 28 | 176 | 69 | 1 | 60.5 | 8.5 |
9 | 0 | 28 | 165 | 70 | 1 | 68.1 | 1.90000000000001 |
10 | 0 | 45 | 165 | 70 | 1 | 66.9 | 3.09999999999999 |
11 | 0 | 60 | 173 | 72 | 1 | 70.5 | 1.5 |
12 | 0 | 48 | 156 | 72 | 1 | 69 | 3 |
13 | 0 | 41 | 163 | 72 | 1 | 68.4 | 3.59999999999999 |
14 | 0 | 37 | 167 | 82 | 1 | 81.1 | 0.900000000000006 |
27 | 0 | 44 | 174 | 58 | 2 | 60.1 | -2.1 |
28 | 0 | 37 | 172 | 58 | 2 | 56 | 2 |
29 | 0 | 41 | 165 | 59 | 2 | 57.3 | 1.7 |
30 | 0 | 43 | 171 | 61 | 2 | 56.7 | 4.3 |
31 | 0 | 20 | 169 | 62 | 2 | 55 | 7 |
32 | 0 | 51 | 174 | 63 | 2 | 62.4 | 0.600000000000001 |
33 | 0 | 31 | 163 | 63 | 2 | 60.3 | 2.7 |
34 | 0 | 54 | 173 | 63 | 2 | 59.4 | 3.6 |
35 | 0 | 50 | 166 | 65 | 2 | 62 | 3 |
36 | 0 | 48 | 163 | 66 | 2 | 64 | 2 |
37 | 0 | 16 | 165 | 68 | 2 | 63.8 | 4.2 |
38 | 0 | 37 | 167 | 68 | 2 | 63.3 | 4.7 |
39 | 0 | 30 | 161 | 76 | 2 | 72.7 | 3.3 |
40 | 0 | 29 | 169 | 77 | 2 | 77.5 | -0.5 |
52 | 0 | 51 | 165 | 60 | 3 | 53 | 7 |
53 | 0 | 35 | 169 | 62 | 3 | 56.4 | 5.6 |
54 | 0 | 21 | 159 | 64 | 3 | 60.6 | 3.4 |
55 | 0 | 22 | 169 | 65 | 3 | 58.2 | 6.8 |
56 | 0 | 36 | 160 | 66 | 3 | 58.2 | 7.8 |
57 | 0 | 20 | 169 | 67 | 3 | 61.6 | 5.4 |
58 | 0 | 35 | 163 | 67 | 3 | 60.2 | 6.8 |
59 | 0 | 45 | 155 | 69 | 3 | 61.8 | 7.2 |
60 | 0 | 58 | 141 | 70 | 3 | 63 | 7 |
61 | 0 | 37 | 170 | 70 | 3 | 62.7 | 7.3 |
62 | 0 | 31 | 170 | 72 | 3 | 71.1 | 0.900000000000006 |
63 | 0 | 35 | 171 | 72 | 3 | 64.4 | 7.59999999999999 |
64 | 0 | 56 | 171 | 73 | 3 | 68.9 | 4.09999999999999 |
65 | 0 | 48 | 153 | 75 | 3 | 68.7 | 6.3 |
66 | 0 | 41 | 157 | 76 | 3 | 71 | 5 |
15 | 1 | 39 | 168 | 71 | 1 | 71.6 | -0.599999999999994 |
16 | 1 | 31 | 158 | 72 | 1 | 70.9 | 1.09999999999999 |
17 | 1 | 40 | 173 | 74 | 1 | 69.5 | 4.5 |
18 | 1 | 50 | 160 | 78 | 1 | 73.9 | 4.09999999999999 |
19 | 1 | 43 | 162 | 80 | 1 | 71 | 9 |
20 | 1 | 25 | 165 | 80 | 1 | 77.6 | 2.40000000000001 |
21 | 1 | 52 | 177 | 83 | 1 | 79.1 | 3.90000000000001 |
22 | 1 | 42 | 166 | 85 | 1 | 81.5 | 3.5 |
23 | 1 | 39 | 166 | 87 | 1 | 81.9 | 5.09999999999999 |
24 | 1 | 40 | 190 | 88 | 1 | 84.5 | 3.5 |
41 | 1 | 51 | 191 | 71 | 2 | 66.8 | 4.2 |
42 | 1 | 38 | 199 | 75 | 2 | 72.6 | 2.40000000000001 |
43 | 1 | 54 | 196 | 75 | 2 | 69.2 | 5.8 |
44 | 1 | 33 | 190 | 76 | 2 | 72.5 | 3.5 |
45 | 1 | 45 | 160 | 78 | 2 | 72.7 | 5.3 |
46 | 1 | 37 | 194 | 78 | 2 | 76.3 | 1.7 |
47 | 1 | 44 | 163 | 79 | 2 | 73.6 | 5.40000000000001 |
48 | 1 | 40 | 171 | 79 | 2 | 72.9 | 6.09999999999999 |
49 | 1 | 37 | 198 | 79 | 2 | 71.1 | 7.90000000000001 |
50 | 1 | 39 | 180 | 80 | 2 | 81.4 | -1.40000000000001 |
51 | 1 | 31 | 182 | 80 | 2 | 75.7 | 4.3 |
67 | 1 | 36 | 155 | 71 | 3 | 68.5 | 2.5 |
68 | 1 | 47 | 179 | 73 | 3 | 72.1 | 0.900000000000006 |
69 | 1 | 29 | 166 | 76 | 3 | 72.5 | 3.5 |
70 | 1 | 37 | 173 | 78 | 3 | 77.5 | 0.5 |
71 | 1 | 31 | 177 | 78 | 3 | 75.2 | 2.8 |
72 | 1 | 26 | 179 | 78 | 3 | 69.4 | 8.59999999999999 |
73 | 1 | 40 | 179 | 79 | 3 | 74.5 | 4.5 |
74 | 1 | 35 | 183 | 83 | 3 | 80.2 | 2.8 |
75 | 1 | 49 | 177 | 84 | 3 | 79.9 | 4.09999999999999 |
76 | 1 | 28 | 164 | 85 | 3 | 79.7 | 5.3 |
77 | 1 | 40 | 167 | 87 | 3 | 77.8 | 9.2 |
78 | 1 | 51 | 175 | 88 | 3 | 81.9 | 6.09999999999999 |
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