MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
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  • Endocrinology

In Section 2.10, we described Data Set BONEDEN.DAT concerning the effect of tobacco use on BMD.

Note: 2.38-2.40 Involve computing a new variable C.  Compute C using the formula given and then use STATA to produce the output requested.

 

2.38. For each pair of twins, compute the following for the lumbar spine:

A = BMD for the heavier-smoking twin − BMD for the lighter-smoking twin = x1 − x2

B = mean BMD for the twinship = (x1 + x2)/2

C = 100% × (A/B)

Derive appropriate descriptive statistics for C over the entire study population.

2.39. Suppose we group the twin pairs according to the difference in tobacco use expressed in 10 pack-year groups (0–9.9 pack-years/10–19.9 pack-years/20–29.9 pack-years/30–39.9 pack-years/40+ pack-years). Compute appropriate descriptive statistics, and provide a scatterplot for C grouped by the difference in tobacco use in pack-years

2.40. What impression do you have of the relationship between BMD and tobacco use based on Problem 2.39?

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BONEDEN. DOC
Variable
ID
Age
zyg
ht1
wt1
teal
cof1
alc1
cur1
men1
pyr1
ls1
fn1
fs1
ht2
wt2
tea2
cof2
alc2
cur2
men2
BONEDEN.doc
pyr2
ls2
fn2
fs2
SUB
Twin 1
Twin 2
Column
2-8
9-11
12-14
15-19
20-24
25-29
30-34
35-39
40-44
45-49
50-55
56-61
62-67
68-73
74-78
79-83
84-88
89-93
94-98
99-103
104-108
109-114
115-120
121-126
127-132
Code
Age (yrs)
1=mz_2=dz
Height (cm)
Weight (kg)
Tea (cups/week)
Coffee
Alcohol
Current Smoking (cigarretes/day)
(cups/week)
(drinks/week)
Menopause Status (1=pre/2=post/3=unknown hysterectomy)
Pack-years smoking
Lumbar spine (g/cm**2)
Femoral neck (g/cm**2)
Femoral shaft (g/cm**2)
Height (cm)
Weight (kg)
Tea (cups/week)
Coffee (cups/week)
Alcohol
Current Smoking (cigarretes/day)
Menopause Status (1=pre/2=post/3=unknown hysterectomy)
Pack-years smoking
(drinks/week)
Lumbar spine (g/cm**2)
Femoral neck (g/cm**2)
Femoral shaft (g/cm**2)
expand button
Transcribed Image Text:1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 BONEDEN. DOC Variable ID Age zyg ht1 wt1 teal cof1 alc1 cur1 men1 pyr1 ls1 fn1 fs1 ht2 wt2 tea2 cof2 alc2 cur2 men2 BONEDEN.doc pyr2 ls2 fn2 fs2 SUB Twin 1 Twin 2 Column 2-8 9-11 12-14 15-19 20-24 25-29 30-34 35-39 40-44 45-49 50-55 56-61 62-67 68-73 74-78 79-83 84-88 89-93 94-98 99-103 104-108 109-114 115-120 121-126 127-132 Code Age (yrs) 1=mz_2=dz Height (cm) Weight (kg) Tea (cups/week) Coffee Alcohol Current Smoking (cigarretes/day) (cups/week) (drinks/week) Menopause Status (1=pre/2=post/3=unknown hysterectomy) Pack-years smoking Lumbar spine (g/cm**2) Femoral neck (g/cm**2) Femoral shaft (g/cm**2) Height (cm) Weight (kg) Tea (cups/week) Coffee (cups/week) Alcohol Current Smoking (cigarretes/day) Menopause Status (1=pre/2=post/3=unknown hysterectomy) Pack-years smoking (drinks/week) Lumbar spine (g/cm**2) Femoral neck (g/cm**2) Femoral shaft (g/cm**2)
ID
1002501
1015401
1027601
1034301
1121202
1162502
1188701
1248202
1268301
1269402
1273101
1323501
1337102
1467301
1479401
1494101
1497701
1505502
1519402
1521701
1528201
1536201
1536701
1541902
1543602
1596702
1597002
1597601
1607901
1608801
1628601
1635901
1637901
1640701
1643602
1647502
1648701
1657301
1671001
1672702
2609801
age
27
42
59
61
47
33
45
73
43
43
47
47
72
58
36
47
53
49
52
44
55
44
34
37
34
46
49
36
62
76
53
42
47
44
71
72
40
49
45
41
48
zyg
2
2
2
1
2
2
1
1
2
2
2
1
1
1
1
1
1
1
1
1
1
1
2
2
2
2
1
1
2
2
1
1
1
1
2
1
2
2
2
2
2
ht1
162
165
150
159
159
163
169
160
162
165
168
168
154
161
162
149
162
164
157
167
165
165
162
163
168
163
164
163
171
161
161
166
157
151
153
152
159
164
161
159
164
wt1
57
76
114
62
58
49
78
76
64
58
60
70
81
61
55
61
62
70
53
60
68
70
60
60
57
58
72
112
97
59
68
66
65
48
49
48
54
55
47
72
71
tea1
35
42
12
56
28
35
42
42
7
7
28
0
14
0
7
0
56
0
28
0
56
0
0
1
42
42
21
1
0
0
35
7
14
12
21
14
21
21
35
0
10
cof1
0
2
0
0
14
0
0
14
2222
28
21
28
21
7
21
14
42
0
28
28
x
28
0
7
49
42
0
0
14
0
7
7
35
7
7
0
7
56
42
7
0
14
0
alc1
1
3
0
0
0
3
1
14
8
6
7
0
0
0
2
2
9
0
1
23
2
1
0
8
0
0
9
0
0
28
0
10
2
0
1
0
0
21
5
0
0
cur1
1
5
0
0
0
1
1
8
3
0
7
0
0
0
0
3
8
1
1
22
3
0
0
3
0
4
12
0
0
28
0
15
2
0
0
0
0
22
0
0
0
men1
0
1
1
1
0
0
0
1
0
1
1
0
1
1
0
1
1
2
1
0
1
1
2
0
0
0
1
0
1
1
1
0
2
0
1
1
1
1
NOO
2
0
0
pyr1
0
0
0
0
0
0
0
25
0.5
0
16.5
0
0
0
0
12
33.75
0
0
0
0
0
0
0
0
0
19
18
0
0
24.65
0
0
28
0
1.3
0
0
0
0
0
Is1
0.81
1.01
0.75
0.81
0.78
0.86
0.95
0.76
0.83
1.01
0.86
0.71
0.71
0.7
0.73
0.71
0.73
0.83
0.65
0.77
0.75
0.89
0.62
1.04
0.87
0.95
0.67
0.71
0.5
0.69
0.82
0.93
0.8
0.86
0.5
0.58
0.98
0.76
0.93
0.82
0.95
fn1
0.72
0.74
0.63
0.64
0.7
0.56
0.83
0.56
0.65
0.9
0.7
0.85
0.55
0.68
0.64
0.61
0.82
0.66
0.66
0.66
0.59
0.78
0.61
0.82
0.65
0.71
0.74
0.6
0.49
0.54
0.69
0.73
0.67
0.6
0.47
0.42
0.69
0.65
0.57
0.67
0.81
fs1
1
0.99
1.05
1.12
1.14
1.13
1.16
1.05
1.07
1.3
1.24
1.21
0.93
1.18
1.09
1.09
1.13
1.01
0.98
1.1
1.14
1.02
1.23
1.24
1.01
1.12
1.14
1.12
1.15
0.81
1.11
1.14
1.22
1.05
0.89
0.7
1.11
1.42
1.06
1.06
1.25
| |
ht2
160
159
156
162
150
158
169
161
162
168
163
167
160
160
163
154
162
165
160
167
165
165
170
163
162
157
164
167
166
155
161
165
165
153
154
155
161
164
165
164
158
wt2
56
72
54
58
58
54
84
76
60
62
53
65
80
73
54
94
55
67
55
43
71
58
72
50
58
51
68
84
56
55
60
60
62
52
43
50
59
52
60
53
88
tea2
42
20
7
21
91
14
21
7
14
0
0
0
0
0
0
0
14
4 14 28
0
21
0
0
0
42
0
21
28
14
35
0
7
0
91
7
14
7
14
0
0
24
cof2
21
21
28
35
0
14
42
7
7
35
68
28
0
14
35
0
21
28
0
28
28
42
21
35
0
35
12
0
56
0
99
14
28
0
7
42
21
0
42
35
0
alc2
0
1
0
0
0
0
2
14
7
35
0
0
0
0
0
0
9
9
0
13
0
16
0
7
0
0
14
2
8
0
0
14
14
0
14
0
28710
cur2
0
1
0
0
1
0
5
10
7
30
0
0
0
ONO
1
8
7
3
20
1
10
0
7
0
0
11
0
4
0
1
10
13
0
14
0
0
28
14
0
0
men2
0
0
1
1
1
0
0
1
0
2
0
0
1
1
0
2
1
0
1
0
1
1
0
0
0
0
1
0
1
1
1
0
0
2
1
1
0
1
2
0
1
pyr2
13.75
48
20.5
29.75
25
5
42
40
10
39
31
23.25
18.5
39
25.5
20
43.75
32
13.2
30
20.25
36.25
12
11.25
8
14
36.3
30
43.2
48
30
8
6
56
64.5
12.6
15.75
21
39
18.75
48
Is2
0.76
0.89
0.51
0.85
0.59
0.83
0.87
0.66
0.98
0.89
0.76
0.8
0.63
0.63
0.7
0.76
0.77
0.79
0.64
0.71
0.64
0.84
0.65
0.92
0.9
0.96
0.74
0.84
0.47
0.48
0.77
0.96
0.75
0.85
0.61
0.51
0.9
0.68
0.86
0.92
0.85
fn2
0.68
0.64
0.64
0.69
0.54
0.5
0.78
0.49
0.77
0.87
0.74
0.76
0.56
0.64
0.61
0.66
0.88
0.63
0.71
0.61
0.65
0.63
0.81
0.67
0.76
0.71
0.74
0.85
0.48
0.38
0.67
0.83
0.63
0.54
0.54
0.46
0.64
0.62
0.71
0.79
0.72
fs2
1.04
1.11
0.86
1.03
0.96
1.06
1.23
1.04
1.15
1.24
1.21
1.09
1.01
1.04
1.2
0.99
1.18
1.15
1.01
0.96
1.15
1.12
1.33
1.08
1.06
1.06
1.1
1.16
0.73
0.64
1.08
1.24
1.12
0.97
0.86
0.66
1.21
1.22
1.03
1.02
1.31
expand button
Transcribed Image Text:ID 1002501 1015401 1027601 1034301 1121202 1162502 1188701 1248202 1268301 1269402 1273101 1323501 1337102 1467301 1479401 1494101 1497701 1505502 1519402 1521701 1528201 1536201 1536701 1541902 1543602 1596702 1597002 1597601 1607901 1608801 1628601 1635901 1637901 1640701 1643602 1647502 1648701 1657301 1671001 1672702 2609801 age 27 42 59 61 47 33 45 73 43 43 47 47 72 58 36 47 53 49 52 44 55 44 34 37 34 46 49 36 62 76 53 42 47 44 71 72 40 49 45 41 48 zyg 2 2 2 1 2 2 1 1 2 2 2 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 1 1 2 2 1 1 1 1 2 1 2 2 2 2 2 ht1 162 165 150 159 159 163 169 160 162 165 168 168 154 161 162 149 162 164 157 167 165 165 162 163 168 163 164 163 171 161 161 166 157 151 153 152 159 164 161 159 164 wt1 57 76 114 62 58 49 78 76 64 58 60 70 81 61 55 61 62 70 53 60 68 70 60 60 57 58 72 112 97 59 68 66 65 48 49 48 54 55 47 72 71 tea1 35 42 12 56 28 35 42 42 7 7 28 0 14 0 7 0 56 0 28 0 56 0 0 1 42 42 21 1 0 0 35 7 14 12 21 14 21 21 35 0 10 cof1 0 2 0 0 14 0 0 14 2222 28 21 28 21 7 21 14 42 0 28 28 x 28 0 7 49 42 0 0 14 0 7 7 35 7 7 0 7 56 42 7 0 14 0 alc1 1 3 0 0 0 3 1 14 8 6 7 0 0 0 2 2 9 0 1 23 2 1 0 8 0 0 9 0 0 28 0 10 2 0 1 0 0 21 5 0 0 cur1 1 5 0 0 0 1 1 8 3 0 7 0 0 0 0 3 8 1 1 22 3 0 0 3 0 4 12 0 0 28 0 15 2 0 0 0 0 22 0 0 0 men1 0 1 1 1 0 0 0 1 0 1 1 0 1 1 0 1 1 2 1 0 1 1 2 0 0 0 1 0 1 1 1 0 2 0 1 1 1 1 NOO 2 0 0 pyr1 0 0 0 0 0 0 0 25 0.5 0 16.5 0 0 0 0 12 33.75 0 0 0 0 0 0 0 0 0 19 18 0 0 24.65 0 0 28 0 1.3 0 0 0 0 0 Is1 0.81 1.01 0.75 0.81 0.78 0.86 0.95 0.76 0.83 1.01 0.86 0.71 0.71 0.7 0.73 0.71 0.73 0.83 0.65 0.77 0.75 0.89 0.62 1.04 0.87 0.95 0.67 0.71 0.5 0.69 0.82 0.93 0.8 0.86 0.5 0.58 0.98 0.76 0.93 0.82 0.95 fn1 0.72 0.74 0.63 0.64 0.7 0.56 0.83 0.56 0.65 0.9 0.7 0.85 0.55 0.68 0.64 0.61 0.82 0.66 0.66 0.66 0.59 0.78 0.61 0.82 0.65 0.71 0.74 0.6 0.49 0.54 0.69 0.73 0.67 0.6 0.47 0.42 0.69 0.65 0.57 0.67 0.81 fs1 1 0.99 1.05 1.12 1.14 1.13 1.16 1.05 1.07 1.3 1.24 1.21 0.93 1.18 1.09 1.09 1.13 1.01 0.98 1.1 1.14 1.02 1.23 1.24 1.01 1.12 1.14 1.12 1.15 0.81 1.11 1.14 1.22 1.05 0.89 0.7 1.11 1.42 1.06 1.06 1.25 | | ht2 160 159 156 162 150 158 169 161 162 168 163 167 160 160 163 154 162 165 160 167 165 165 170 163 162 157 164 167 166 155 161 165 165 153 154 155 161 164 165 164 158 wt2 56 72 54 58 58 54 84 76 60 62 53 65 80 73 54 94 55 67 55 43 71 58 72 50 58 51 68 84 56 55 60 60 62 52 43 50 59 52 60 53 88 tea2 42 20 7 21 91 14 21 7 14 0 0 0 0 0 0 0 14 4 14 28 0 21 0 0 0 42 0 21 28 14 35 0 7 0 91 7 14 7 14 0 0 24 cof2 21 21 28 35 0 14 42 7 7 35 68 28 0 14 35 0 21 28 0 28 28 42 21 35 0 35 12 0 56 0 99 14 28 0 7 42 21 0 42 35 0 alc2 0 1 0 0 0 0 2 14 7 35 0 0 0 0 0 0 9 9 0 13 0 16 0 7 0 0 14 2 8 0 0 14 14 0 14 0 28710 cur2 0 1 0 0 1 0 5 10 7 30 0 0 0 ONO 1 8 7 3 20 1 10 0 7 0 0 11 0 4 0 1 10 13 0 14 0 0 28 14 0 0 men2 0 0 1 1 1 0 0 1 0 2 0 0 1 1 0 2 1 0 1 0 1 1 0 0 0 0 1 0 1 1 1 0 0 2 1 1 0 1 2 0 1 pyr2 13.75 48 20.5 29.75 25 5 42 40 10 39 31 23.25 18.5 39 25.5 20 43.75 32 13.2 30 20.25 36.25 12 11.25 8 14 36.3 30 43.2 48 30 8 6 56 64.5 12.6 15.75 21 39 18.75 48 Is2 0.76 0.89 0.51 0.85 0.59 0.83 0.87 0.66 0.98 0.89 0.76 0.8 0.63 0.63 0.7 0.76 0.77 0.79 0.64 0.71 0.64 0.84 0.65 0.92 0.9 0.96 0.74 0.84 0.47 0.48 0.77 0.96 0.75 0.85 0.61 0.51 0.9 0.68 0.86 0.92 0.85 fn2 0.68 0.64 0.64 0.69 0.54 0.5 0.78 0.49 0.77 0.87 0.74 0.76 0.56 0.64 0.61 0.66 0.88 0.63 0.71 0.61 0.65 0.63 0.81 0.67 0.76 0.71 0.74 0.85 0.48 0.38 0.67 0.83 0.63 0.54 0.54 0.46 0.64 0.62 0.71 0.79 0.72 fs2 1.04 1.11 0.86 1.03 0.96 1.06 1.23 1.04 1.15 1.24 1.21 1.09 1.01 1.04 1.2 0.99 1.18 1.15 1.01 0.96 1.15 1.12 1.33 1.08 1.06 1.06 1.1 1.16 0.73 0.64 1.08 1.24 1.12 0.97 0.86 0.66 1.21 1.22 1.03 1.02 1.31
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Scatterplot on Stata and commentary on the relation between BMD and smoking, please!

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Scatterplot on Stata and commentary on the relation between BMD and smoking, please!

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