1) Test of two means. You should select a hypothesis you are interested in testing and then use a test of two means to test this hypothesis. For example, you may be interested in testing whether the GPA of females is higher than that of males in that class. One is going to draw the inference by using a random sample with replacement of size 25 from each group. Report the p-value of the test. Perform the test using a significance level a = .05. Use graphical methods to present the two populations of interest.
Data
Sex |
Height |
Weight |
GPA |
LArm |
RArm |
LFoot |
RFoot |
Smoker |
0 |
67 |
125 |
2.4 |
25.5 |
25.5 |
27.2 |
27 |
N |
1 |
68 |
140 |
2.81 |
23 |
23 |
23 |
23 |
N |
1 |
67 |
142 |
2.8 |
26 |
27 |
22 |
22 |
N |
1 |
60 |
110 |
3.6 |
24 |
24 |
24 |
24.5 |
S |
1 |
64 |
97 |
2.5 |
24 |
24 |
21 |
21 |
S |
1 |
61 |
106 |
3.85 |
21.5 |
21.5 |
22 |
22 |
N |
0 |
79 |
210 |
3.33 |
30.5 |
30.5 |
28 |
28 |
N |
1 |
61 |
110 |
1.94 |
23.5 |
22.5 |
21.5 |
21 |
N |
0 |
71 |
150 |
3.46 |
26 |
26 |
29 |
28 |
N |
1 |
66 |
145 |
2.56 |
24 |
25 |
24 |
25 |
N |
1 |
59.5 |
113 |
3.33 |
21 |
23 |
20 |
22 |
S |
0 |
71 |
175 |
2.8 |
27 |
27 |
27.5 |
26 |
N |
0 |
72 |
145 |
2.85 |
25.5 |
25 |
28 |
28 |
N |
1 |
55 |
110 |
* |
24 |
23 |
22 |
23.5 |
S |
1 |
64 |
112 |
3.59 |
23 |
23.5 |
23 |
23.5 |
S |
1 |
65 |
135 |
3.33 |
22 |
23 |
21 |
20 |
S |
1 |
65 |
135 |
3.25 |
23 |
23 |
26 |
27 |
N |
1 |
71 |
140 |
3.63 |
27 |
27 |
25 |
25 |
N |
1 |
68 |
130 |
3.7 |
25 |
25 |
24 |
25 |
N |
0 |
71 |
152 |
2.8 |
25.4 |
27.9 |
27.9 |
27.9 |
N |
1 |
67 |
127 |
3.13 |
25.5 |
25.5 |
24.5 |
24.5 |
N |
0 |
70 |
143 |
3.53 |
26.5 |
27 |
26.3 |
26.3 |
N |
1 |
68 |
165 |
2.13 |
24.5 |
24.5 |
24.5 |
25.5 |
S |
0 |
72 |
160 |
2.5 |
25 |
26 |
28.5 |
29 |
S |
0 |
71 |
185 |
3 |
28 |
27 |
29 |
27 |
N |
1 |
65 |
114 |
2.5 |
25.4 |
25 |
24.7 |
24.5 |
N |
1 |
67 |
116 |
3.33 |
23 |
24.5 |
22.5 |
23 |
N |
1 |
66 |
113 |
3.3 |
25.5 |
26 |
25.3 |
25.5 |
N |
1 |
63 |
145 |
2.4 |
21 |
22 |
24 |
25 |
S |
1 |
62 |
116 |
3.3 |
25 |
25 |
27 |
25 |
S |
0 |
70.5 |
155 |
2.53 |
25.5 |
28 |
26 |
25.5 |
S |
1 |
64 |
107 |
3.24 |
24.5 |
24 |
23.5 |
24.5 |
S |
1 |
64 |
104 |
3.4 |
24.5 |
24.1 |
22.5 |
22.8 |
N |
1 |
69 |
137 |
2.6 |
23.5 |
23.5 |
24 |
24.5 |
N |
0 |
75 |
200 |
3.1 |
31 |
28 |
28 |
29 |
S |
0 |
65 |
150 |
2.89 |
25 |
25 |
23.5 |
23 |
N |
1 |
67 |
140 |
3.1 |
25.5 |
25 |
25 |
25.5 |
N |
1 |
65 |
125 |
* |
23.5 |
23 |
24 |
23.5 |
N |
0 |
75 |
240 |
2.7 |
27 |
27.5 |
31 |
32 |
S |
1 |
57 |
140 |
3.16 |
22 |
24 |
25.5 |
24.3 |
S |
0 |
68 |
135 |
3 |
23.5 |
25.5 |
25 |
25 |
S |
0 |
73 |
178 |
2.3 |
26 |
25 |
29 |
29.5 |
N |
1 |
68 |
122 |
1.89 |
24.5 |
24.6 |
24.3 |
24.5 |
N |
1 |
62 |
145 |
2 |
23.4 |
23.5 |
23.8 |
24 |
N |
0 |
68 |
190 |
2.9 |
25 |
25 |
25 |
25.5 |
N |
0 |
73.5 |
180 |
3.33 |
26.2 |
26.5 |
26.2 |
26.5 |
N |
1 |
63 |
125 |
2 |
27.5 |
27.5 |
22.5 |
22.5 |
N |
0 |
72.5 |
165 |
2.5 |
24.8 |
24.5 |
28 |
27.5 |
N |
1 |
66 |
115 |
2 |
27 |
27.5 |
22.5 |
23.5 |
N |
1 |
68 |
125 |
3.91 |
25.5 |
25 |
25.5 |
25 |
S |
0 |
72 |
210 |
2.8 |
26.5 |
26.5 |
28.5 |
28.5 |
N |
1 |
63 |
118 |
3.63 |
23 |
23 |
24 |
23 |
N |
1 |
65 |
135 |
3 |
22.5 |
23 |
22.9 |
23.2 |
N |
0 |
75 |
225 |
1.24 |
24.5 |
24.5 |
30 |
30 |
N |
1 |
69 |
145 |
3.31 |
25.5 |
26.5 |
25.5 |
25.5 |
N |
1 |
72 |
240 |
3.78 |
28 |
28 |
26.2 |
25.7 |
N |
1 |
69 |
170 |
3.1 |
27 |
26.5 |
28 |
28.5 |
N |
1 |
62 |
105 |
2.8 |
23 |
22 |
24 |
23 |
N |
1 |
64 |
125 |
3.4 |
24 |
23.5 |
23.5 |
23.5 |
N |
1 |
62.5 |
130 |
3.1 |
22.5 |
22 |
23.5 |
24.5 |
N |
0 |
78 |
190 |
3 |
30 |
29.5 |
31.5 |
32 |
N |
1 |
63 |
115 |
2.8 |
22 |
22.5 |
21 |
22 |
N |
0 |
73 |
280 |
2.1 |
26.5 |
26.5 |
26 |
26 |
S |
1 |
69 |
125 |
3.72 |
24.5 |
24.5 |
24.5 |
24.5 |
N |
1 |
62.5 |
120 |
2.17 |
24 |
24 |
23 |
23.5 |
N |
1 |
63 |
145 |
2.65 |
22.5 |
21 |
22.8 |
22.5 |
S |
1 |
63 |
132 |
3.48 |
22.5 |
22 |
24.5 |
23 |
S |
0 |
69.5 |
195 |
3.1 |
27 |
27 |
27 |
27 |
N |
0 |
69 |
168 |
2.5 |
25 |
25 |
23 |
23 |
N |
1 |
70 |
* |
1.5 |
29 |
29 |
29 |
29 |
N |
1 |
60.5 |
105 |
2.17 |
20.5 |
21 |
23 |
22.5 |
S |
1 |
65 |
112 |
3.31 |
21.5 |
22 |
22 |
23.5 |
S |
0 |
72 |
215 |
2.84 |
26.5 |
26.5 |
27.5 |
27.2 |
N |
1 |
69 |
150 |
2.98 |
29 |
29 |
28.5 |
28.7 |
N |
1 |
70 |
150 |
2.56 |
26.7 |
25.4 |
26.7 |
25.4 |
N |
1 |
67 |
125 |
3.23 |
23 |
25 |
25 |
23 |
S |
1 |
64 |
135 |
3.67 |
23.5 |
24 |
22 |
22.6 |
N |
0 |
70 |
185 |
2.3 |
25 |
26 |
25.5 |
26 |
S |
1 |
71 |
127 |
2.8 |
25.5 |
28 |
25.5 |
28 |
S |
0 |
72 |
178 |
2.7 |
25.5 |
28 |
29.5 |
29.7 |
S |
1 |
66 |
123 |
2.49 |
25.5 |
25.5 |
24 |
25.5 |
N |
0 |
65.5 |
145 |
3.55 |
26 |
25 |
27 |
27 |
S |
1 |
71 |
135 |
3 |
25.5 |
28 |
25.5 |
28 |
N |
0 |
68 |
135 |
2.4 |
27 |
27 |
27 |
27 |
S |
0 |
66.5 |
145 |
3.61 |
27 |
27 |
27 |
27 |
N |
1 |
67 |
145 |
3.2 |
26.1 |
27.7 |
24.9 |
25.4 |
N |
0 |
69 |
193 |
2.95 |
28 |
28 |
27.2 |
27.8 |
N |
1 |
66 |
125 |
3.23 |
24 |
24.5 |
24 |
24.5 |
S |
0 |
71 |
148 |
2.5 |
28 |
28.5 |
28 |
27 |
N |
1 |
65 |
125 |
2.8 |
25 |
25 |
22 |
23 |
S |
1 |
62 |
120 |
3.55 |
26 |
26 |
23 |
23 |
N |
1 |
65 |
119 |
2.9 |
24 |
26 |
23 |
23 |
S |
1 |
68 |
160 |
3.35 |
26.5 |
26.5 |
23.5 |
22.5 |
N |
1 |
67 |
140 |
3.74 |
23.3 |
24 |
24.5 |
23.5 |
S |
1 |
62.5 |
115 |
2.5 |
24 |
24 |
24 |
24 |
N |
1 |
64 |
125 |
3.76 |
23.4 |
23.4 |
23.4 |
23.5 |
N |
1 |
61 |
95 |
3.15 |
22.2 |
22.2 |
22 |
22.2 |
N |
1 |
62 |
126 |
3.33 |
24.6 |
23.9 |
23.5 |
23.8 |
S |
1 |
62.5 |
165 |
2.5 |
24.9 |
25.5 |
23.9 |
23.7 |
N |
0 |
70 |
167 |
2.6 |
27 |
27 |
26 |
26 |
S |
0 |
73 |
250 |
2.9 |
26 |
26 |
29 |
29.5 |
N |
0 |
73.5 |
280 |
3.54 |
26 |
28.5 |
29 |
30 |
S |
0 |
79 |
180 |
2.6 |
30.5 |
30.5 |
32 |
32 |
N |
0 |
71 |
175 |
3.48 |
29 |
28 |
28 |
30.5 |
S |
1 |
63 |
120 |
3 |
27 |
27 |
27 |
27 |
S |
0 |
72.5 |
125 |
3 |
27 |
27 |
28 |
28 |
N |
0 |
69.5 |
156 |
3.45 |
26 |
26 |
24 |
24 |
S |
0 |
75 |
185 |
2.9 |
30 |
30 |
30 |
30 |
N |
1 |
62 |
130 |
2.33 |
23.5 |
23.5 |
23.5 |
23 |
N |
0 |
67 |
140 |
1.96 |
26 |
26.5 |
26.5 |
27 |
N |
1 |
64.5 |
120 |
3.62 |
22.5 |
21.5 |
23.3 |
23 |
N |
1 |
66 |
140 |
2.9 |
25.5 |
25.5 |
23 |
23 |
S |
0 |
69 |
155 |
2.5 |
25 |
25.5 |
25.5 |
25.5 |
N |
1 |
60 |
105 |
2.82 |
21.5 |
20.5 |
19.5 |
20.5 |
N |
1 |
67 |
125 |
3 |
25.5 |
25.5 |
22 |
23 |
N |
1 |
65 |
115 |
3.7 |
25.5 |
26.5 |
23 |
21 |
N |
1 |
66 |
130 |
3.37 |
24.5 |
25 |
22.5 |
22.5 |
N |
0 |
69 |
170 |
3.5 |
28 |
26 |
25 |
26 |
N |
0 |
73 |
247 |
2.57 |
27.2 |
25.9 |
27.2 |
25.9 |
N |
0 |
73.5 |
172 |
3.43 |
25.5 |
25.5 |
26.5 |
26.5 |
N |
0 |
65 |
147 |
3.69 |
24 |
25 |
24 |
25.5 |
N |
1 |
67 |
* |
3.48 |
23 |
23 |
23 |
23 |
N |
1 |
67.5 |
* |
3.1 |
24 |
26 |
26 |
24 |
N |
1 |
62 |
140 |
2.58 |
22.5 |
22.5 |
23 |
23 |
S |
1 |
64 |
120 |
3.35 |
23.5 |
23.5 |
22 |
22 |
S |
1 |
63 |
110 |
3.66 |
26 |
26 |
24 |
24 |
S |
1 |
65 |
115 |
3.81 |
25.5 |
25.5 |
23.5 |
23.5 |
N |
1 |
61 |
115 |
3.5 |
25 |
24 |
23.5 |
24 |
N |
0 |
73 |
165 |
2.2 |
30 |
29 |
23.5 |
24 |
N |
0 |
74 |
180 |
3.6 |
29 |
31 |
28 |
28 |
N |
0 |
72 |
182 |
2.89 |
27 |
27 |
27.5 |
28.5 |
N |
1 |
65 |
130 |
3.89 |
25.5 |
26 |
23 |
22.5 |
N |
0 |
73 |
160 |
3.78 |
23 |
23 |
28.5 |
27.5 |
N |
0 |
74 |
190 |
2.3 |
28 |
27 |
29 |
30 |
N |
0 |
75 |
180 |
2.67 |
29.5 |
29.5 |
29 |
29 |
N |
1 |
70 |
165 |
3 |
29 |
29 |
26.5 |
26.5 |
N |
1 |
62 |
140 |
2.8 |
22 |
22 |
24 |
24 |
N |
0 |
68 |
165 |
3.53 |
26 |
28 |
27.5 |
27.5 |
S |
1 |
57 |
125 |
2.6 |
23 |
23 |
23 |
23 |
S |
0 |
72 |
160 |
3.2 |
28.5 |
28 |
26.5 |
27.5 |
N |
1 |
66 |
128 |
3.54 |
24.5 |
25.5 |
24.5 |
24 |
N |
1 |
65 |
115 |
3.32 |
24 |
24 |
24 |
23.5 |
N |
1 |
63 |
135 |
3.27 |
24.5 |
25.5 |
25 |
25 |
N |
1 |
66 |
118 |
2.9 |
23.5 |
22.9 |
22.9 |
24.1 |
N |
1 |
74 |
130 |
2.5 |
22.9 |
22.9 |
21.6 |
20.3 |
N |
1 |
64 |
130 |
3.17 |
25.4 |
25.4 |
24.1 |
22.9 |
S |
1 |
67 |
140 |
2.79 |
25.4 |
26.7 |
25.4 |
24.1 |
S |
0 |
71 |
174 |
3.67 |
25.4 |
26.7 |
26.7 |
26.7 |
N |
1 |
60 |
118 |
3.34 |
23 |
23 |
20.5 |
21.5 |
N |
1 |
64.5 |
133 |
3.13 |
24.5 |
24.5 |
25 |
25.5 |
N |
1 |
61.5 |
107 |
3.49 |
23 |
23 |
23 |
24 |
N |
1 |
64 |
145 |
2.58 |
24 |
25 |
23 |
23 |
S |
0 |
66 |
150 |
2.89 |
24 |
25 |
25.5 |
26 |
N |
1 |
70.5 |
165 |
* |
28 |
28 |
28 |
28 |
N |
1 |
69 |
143 |
2.9 |
25 |
25 |
25 |
24.5 |
N |
1 |
70 |
155 |
3.14 |
25.5 |
26.5 |
27 |
26.5 |
S |
1 |
64 |
138 |
3.69 |
23.5 |
23.5 |
24 |
23.5 |
N |
1 |
62 |
147 |
2.9 |
23.5 |
23.5 |
21.5 |
23 |
N |
0 |
77 |
245 |
2.91 |
24 |
26 |
29 |
29.5 |
S |
1 |
62 |
130 |
3.2 |
22.5 |
23 |
21.5 |
21 |
N |
1 |
69 |
135 |
2.47 |
24.5 |
24.5 |
25.5 |
26 |
S |
0 |
70 |
150 |
2.98 |
29 |
29 |
27 |
28 |
N |
0 |
71 |
135 |
1.9 |
25.5 |
26 |
25.8 |
26.8 |
N |
0 |
71.5 |
160 |
3.2 |
28.6 |
28.1 |
27.4 |
28.5 |
S |
1 |
67.5 |
110 |
3.9 |
28 |
28.5 |
24.5 |
25 |
N |
0 |
69 |
155 |
2.7 |
25.5 |
25.5 |
27 |
26.5 |
S |
1 |
63 |
96 |
2.93 |
23 |
23 |
22 |
22 |
N |
1 |
65 |
140 |
3.4 |
25 |
24 |
23 |
25.5 |
S |
1 |
66.5 |
120 |
3.33 |
24 |
24 |
24 |
22 |
N |
1 |
67 |
130 |
3.3 |
26.5 |
26.5 |
23 |
22 |
S |
0 |
73 |
155 |
3 |
26.5 |
27 |
27 |
26.5 |
N |
1 |
63 |
105 |
3.56 |
25 |
26.5 |
24 |
23 |
N |
0 |
73 |
160 |
2.55 |
26.5 |
27 |
27 |
27.5 |
N |
1 |
63 |
112 |
3 |
23 |
24 |
23 |
22 |
S |
1 |
68 |
125 |
3.39 |
25 |
25 |
25 |
24.5 |
N |
1 |
69 |
132 |
3.1 |
25.5 |
25.5 |
25 |
25 |
N |
1 |
69 |
175 |
3 |
23.5 |
26 |
27 |
25.5 |
N |
1 |
63 |
150 |
2.9 |
24 |
24 |
23.5 |
24 |
N |
1 |
64 |
105 |
3.62 |
21 |
23 |
22.3 |
22 |
N |
1 |
69 |
135 |
* |
28 |
25.5 |
26.5 |
26 |
N |
1 |
63 |
134 |
2.8 |
24 |
23.5 |
24 |
23.5 |
S |
1 |
64 |
115 |
2.75 |
24 |
23 |
23 |
22 |
N |
1 |
63 |
123 |
2.4 |
24 |
24 |
24 |
23.5 |
N |
1 |
67 |
170 |
3.28 |
28 |
27.5 |
24.5 |
24.5 |
N |
0 |
71 |
162 |
3.9 |
23.5 |
23 |
27 |
27.5 |
N |
1 |
68 |
140 |
3.65 |
24.5 |
22.8 |
24.7 |
24.5 |
S |
1 |
64 |
115 |
2.67 |
24 |
24.5 |
24.7 |
24.3 |
N |
0 |
73 |
205 |
3.1 |
29 |
29 |
27.5 |
27.5 |
N |
1 |
67.5 |
130 |
3 |
24 |
23.5 |
26 |
24.5 |
S |
1 |
67 |
145 |
1.83 |
24.6 |
24.3 |
26 |
26.3 |
N |
1 |
60.5 |
125 |
2.7 |
24.1 |
24.1 |
24.4 |
23.9 |
S |
0 |
69 |
180 |
3.86 |
25.5 |
25.5 |
29 |
29 |
N |
1 |
65.5 |
135 |
3.52 |
24.5 |
25 |
24 |
24 |
S |
1 |
64 |
140 |
2.1 |
25 |
24.5 |
22.5 |
22.5 |
N |
0 |
76 |
185 |
3 |
28 |
27 |
30 |
30 |
S |
1 |
64 |
135 |
3.4 |
25 |
24.5 |
23 |
22.5 |
N |
1 |
63 |
127 |
3.3 |
22 |
22 |
24 |
25 |
N |
1 |
62 |
115 |
2.17 |
23.5 |
24 |
22.7 |
23 |
N |
1 |
62 |
135 |
* |
25 |
25 |
22.8 |
23 |
N |
1 |
70.5 |
142 |
3.58 |
24.5 |
25 |
26 |
26.5 |
N |
1 |
67 |
140 |
3.44 |
24 |
24.5 |
25 |
24.5 |
S |
1 |
68 |
135 |
2.2 |
24 |
24 |
25.5 |
25.5 |
S |
0 |
71 |
178 |
3.2 |
29.5 |
28.5 |
29 |
28.5 |
N |
1 |
67 |
135 |
* |
25 |
25 |
25.5 |
25 |
N |
1 |
64 |
127 |
2.2 |
26.5 |
26.5 |
26.5 |
26.5 |
N |
1 |
70 |
153 |
3.17 |
22 |
22 |
23.5 |
23.5 |
N |
1 |
62 |
110 |
3.44 |
21.5 |
21.5 |
23.5 |
22.5 |
S |
0 |
73 |
165 |
3.62 |
28 |
28.4 |
30.6 |
31.4 |
N |
0 |
79 |
165 |
2.45 |
28 |
25 |
29 |
27.5 |
N |
0 |
75 |
160 |
3.8 |
27.5 |
27.5 |
29 |
27.6 |
N |
0 |
71 |
170 |
3.2 |
28 |
27 |
31 |
31.3 |
S |
1 |
65 |
117 |
2.7 |
24.1 |
24.1 |
24.1 |
24.1 |
N |
0 |
69.5 |
185 |
3.2 |
26.5 |
27 |
27 |
27 |
N |