## DATASETS: This site contains data sets that are not shown completely in text examples and exercises.

Horseshoe crab data set of Table 1.3

(Here y is the number of satellites, and other variables are as described in that table.

```
crab  y  weight width color spine
[1,]  8  3.050  28.3   2     3
[2,]  0  1.550  22.5   3     3
[3,]  9  2.300  26.0   1     1
[4,]  0  2.100  24.8   3     3
[5,]  4  2.600  26.0   3     3
[6,]  0  2.100  23.8   2     3
[7,]  0  2.350  26.5   1     1
[8,]  0  1.900  24.7   3     2
[9,]  0  1.950  23.7   2     1
[10,]  0  2.150  25.6   3     3
[11,]  0  2.150  24.3   3     3
[12,]  0  2.650  25.8   2     3
[13,] 11  3.050  28.2   2     3
[14,]  0  1.850  21.0   4     2
[15,] 14  2.300  26.0   2     1
[16,]  8  2.950  27.1   1     1
[17,]  1  2.000  25.2   2     3
[18,]  1  3.000  29.0   2     3
[19,]  0  2.200  24.7   4     3
[20,]  5  2.700  27.4   2     3
[21,]  4  1.950  23.2   2     2
[22,]  3  2.300  25.0   1     2
[23,]  1  1.600  22.5   2     1
[24,]  2  2.600  26.7   3     3
[25,]  3  2.000  25.8   4     3
[26,]  0  1.300  26.2   4     3
[27,]  3  3.150  28.7   2     3
[28,]  5  2.700  26.8   2     1
[29,]  0  2.600  27.5   4     3
[30,]  0  2.100  24.9   2     3
[31,]  4  3.200  29.3   1     1
[32,]  0  2.600  25.8   1     3
[33,]  0  2.000  25.7   2     2
[34,]  8  2.000  25.7   2     1
[35,]  5  2.700  26.7   2     1
[36,]  0  1.850  23.7   4     3
[37,]  0  2.650  26.8   2     3
[38,]  6  3.150  27.5   2     3
[39,]  0  1.900  23.4   4     3
[40,]  6  2.800  27.9   2     3
[41,]  3  3.100  27.5   3     3
[42,]  5  2.800  26.1   1     1
[43,]  6  2.500  27.7   1     1
[44,]  5  3.300  30.0   2     1
[45,]  9  3.250  28.5   3     1
[46,]  4  2.800  28.9   3     3
[47,]  6  2.600  28.2   2     3
[48,]  4  2.100  25.0   2     3
[49,]  3  3.000  28.5   2     3
[50,]  3  3.600  30.3   2     1
[51,]  5  2.100  24.7   4     3
[52,]  5  2.900  27.7   2     3
[53,]  6  2.700  27.4   1     1
[54,]  4  1.600  22.9   2     3
[55,]  5  2.000  25.7   2     1
[56,] 15  3.000  28.3   2     3
[57,]  3  2.700  27.2   2     3
[58,]  3  2.300  26.2   3     3
[59,]  0  2.750  27.8   2     1
[60,]  0  2.250  25.5   4     3
[61,]  0  2.550  27.1   3     3
[62,]  5  2.050  24.5   3     3
[63,]  3  2.450  27.0   3     1
[64,]  5  2.150  26.0   2     3
[65,]  1  2.800  28.0   2     3
[66,]  8  3.050  30.0   2     3
[67,] 10  3.200  29.0   2     3
[68,]  0  2.400  26.2   2     3
[69,]  0  1.300  26.5   2     1
[70,]  3  2.400  26.2   2     3
[71,]  7  2.800  25.6   3     3
[72,]  1  1.650  23.0   3     3
[73,]  0  1.800  23.0   3     3
[74,]  6  2.250  25.4   2     3
[75,]  0  1.900  24.2   3     3
[76,]  0  1.600  22.9   2     2
[77,]  3  2.200  26.0   3     2
[78,]  4  2.250  25.4   2     3
[79,]  0  1.200  25.7   3     3
[80,]  5  2.100  25.1   2     3
[81,]  0  2.250  24.5   3     2
[82,]  0  2.900  27.5   4     3
[83,]  0  1.650  23.1   3     3
[84,]  4  2.550  25.9   3     1
[85,]  0  2.300  25.8   2     3
[86,]  3  2.250  27.0   4     3
[87,]  0  3.050  28.5   2     3
[88,]  0  2.750  25.5   4     1
[89,]  0  1.900  23.5   4     3
[90,]  0  1.700  24.0   2     2
[91,]  5  3.850  29.7   2     1
[92,]  0  2.550  26.8   2     1
[93,]  0  2.450  26.7   4     3
[94,]  0  3.200  28.7   2     1
[95,]  0  1.550  23.1   3     3
[96,]  1  2.800  29.0   2     1
[97,]  0  2.250  25.5   3     3
[98,]  1  1.967  26.5   3     3
[99,]  1  2.200  24.5   3     3
[100,]  1  3.000  28.5   3     3
[101,]  1  2.867  28.2   2     3
[102,]  1  1.600  24.5   2     3
[103,]  1  2.550  27.5   2     3
[104,]  4  2.550  24.7   2     2
[105,]  1  2.000  25.2   2     1
[106,]  1  2.900  27.3   3     3
[107,]  1  2.400  26.3   2     3
[108,]  1  3.100  29.0   2     3
[109,]  2  1.900  25.3   2     3
[110,]  4  2.300  26.5   2     3
[111,]  3  3.250  27.8   2     3
[112,]  6  2.500  27.0   2     3
[113,]  0  2.100  25.7   3     3
[114,]  2  2.100  25.0   2     3
[115,]  2  3.325  31.9   2     3
[116,]  0  1.800  23.7   4     3
[117,] 12  3.225  29.3   4     3
[118,]  0  1.400  22.0   3     3
[119,]  5  2.400  25.0   2     3
[120,]  6  2.500  27.0   3     3
[121,]  6  1.800  23.8   3     3
[122,]  2  3.275  30.2   1     1
[123,]  0  2.225  26.2   3     3
[124,]  2  1.650  24.2   2     3
[125,]  3  2.900  27.4   2     3
[126,]  0  2.300  25.4   2     2
[127,]  3  3.200  28.4   3     3
[128,]  4  1.475  22.5   4     3
[129,]  2  2.025  26.2   2     3
[130,]  6  2.300  24.9   2     1
[131,]  6  1.950  24.5   1     2
[132,]  0  1.800  25.1   2     3
[133,]  4  2.900  28.0   2     1
[134,] 10  2.250  25.8   4     3
[135,]  7  3.050  27.9   2     3
[136,]  0  2.200  24.9   2     3
[137,]  5  3.100  28.4   2     1
[138,]  5  2.400  27.2   3     3
[139,]  6  2.250  25.0   2     2
[140,]  6  2.625  27.5   2     3
[141,]  7  5.200  33.5   2     1
[142,]  3  3.325  30.5   2     3
[143,]  3  2.925  29.0   3     3
[144,]  0  2.000  24.3   2     1
[145,]  0  2.400  25.8   2     3
[146,]  8  2.100  25.0   4     3
[147,]  4  3.725  31.7   2     1
[148,]  4  3.025  29.5   2     3
[149,] 10  1.900  24.0   3     3
[150,]  9  3.000  30.0   2     3
[151,]  4  2.850  27.6   2     3
[152,]  0  2.300  26.2   2     3
[153,]  0  2.000  23.1   2     1
[154,]  0  1.600  22.9   2     1
[155,]  0  1.900  24.5   4     3
[156,]  4  1.950  24.7   2     3
[157,]  0  3.200  28.3   2     3
[158,]  2  1.850  23.9   2     3
[159,]  0  1.800  23.8   3     3
[160,]  4  3.500  29.8   3     2
[161,]  4  2.350  26.5   2     3
[162,]  3  2.275  26.0   2     3
[163,]  8  3.050  28.2   2     3
[164,]  0  2.150  25.7   4     3
[165,]  7  2.750  26.5   2     3
[166,]  0  2.200  25.8   2     3
[167,]  0  1.800  24.1   3     3
[168,]  2  2.175  26.2   3     3
[169,]  3  2.750  26.1   3     3
[170,]  4  3.275  29.0   3     3
[171,]  0  2.625  28.0   1     1
[172,]  0  2.625  27.0   4     3
[173,]  0  2.000  24.5   2     2
```

Scottish record time data of Table 2.2

```

race                         distance  climb   time
GreenmantleNewYearDash     2.5  0.650     16.08
Carnethy5HillRace           6     2.500     48.35
CraigDunainHillRace         6     0.900     33.65
BenRhaHillRace             7.5     0.800     45.60
BenLomondHillRace           8      3.070    62.27
GoatfellHillRace             8    2.866    73.22
BensofJuraFellRace         16      7.500    204.62
CairnpappleHillRace          6     0.800     36.37
ScoltyHillRace               5     0.800     29.75
TraprainLawRace              6     0.650     39.75
LairigGhruFunRun           28      2.100    192.67
DollarHillRace              5     2.000    43.05
LomondsofFifeHillRace     9.5     2.200   65.00
CairnTableHillRace          6     0.500     44.13
EildonTwoHillsRace         4.5    1.500    26.93
CairngormHillRace           10    3.000     72.25
SevenHillsofEdinburghRace  14     2.200    98.42
KnockHillRace                3    0.350     16.12
BlackHillRace               4.5    1.000     17.42
CreagBeagHillRace           5.5    0.600     32.57
KildoonHillRace               3    0.300     15.95
MeallAntSuidheHillRace    3.5     1.500      27.90
HalfBenNevis                 6     2.200     47.65
CowHillRace                  2     0.900     17.93
NorthBerwickLawRace         3      0.600     18.68
CreagDubhHillRace           4      2.000    26.22
BurnswarkHillRace            6     0.800     34.43
LargoLawRace                 5      0.950     28.57
CriffelHillRace             6.5     1.750     50.50
AchmonyHillRace              5      0.500     20.95
BenNevisRace                 10     4.400     85.58
KnockfarrelHillRace           6     0.600     32.38
TwoBreweriesFellRace         18     5.200    170.25
CockleroiHillRace            4.5    0.850     28.10
MoffatChase                   20    5.000    159.83
```

Housing prices data set of Table 3.3

```
case       taxes  beds  baths  new         price     size
1          3104     4   2        0          279.900    2048
2          1173     2   1        0          146.500     912
3          3076     4   2        0          237.700    1654
4          1608     3   2        0          200.000    2068
5          1454     3   3        0          159.900    1477
6          2997     3   2        1          499.900    3153
7          4054     3   2        0          265.500    1355
8          3002     3   2        1          289.900    2075
9          6627     5   4        0          587.000    3990
10         320      3  2        0          70.000     1160
11         630      3  2        0          64.500     1220
12         1780     3  2        0          167.000    1690
13         1630     3  2        0          114.600    1380
14         1530     3  2        0          103.000    1590
15         930      3  1        0          101.000    1050
16         590      2  1        0          70.000      770
17         1050     3  2        0          85.000     1410
18         20       3  1        0          22.500     1060
19         870      2  2        0          90.000     1300
20         1320     3  2        0          133.000    1500
21         1350     2  1        0          90.500      820
22         5616     4   3        1          577.500    3949
23         680      2  1        0          142.500    1170
24         1840     3  2        0          160.000    1500
25         3680     4  2        0          240.000    2790
26         1660     3  1        0          87.000     1030
27         1620     3  2        0          118.600    1250
28         3100     3  2        0          140.000    1760
29         2070     2  3        0          148.000    1550
30         830      3  2        0          69.000     1120
31         2260     4  2        0          176.000    2000
32         1760     3  1        0          86.500     1350
33         2750     3  2        1          180.000    1840
34         2020     4  2        0          179.000    2510
35         4900     3  3        1          338.000    3110
36         1180     4  2        0          130.000    1760
37         2150     3  2        0          163.000    1710
38         1600     2  1        0          125.000    1110
39         1970     3  2        0          100.000    1360
40         2060     3  1        0          100.000    1250
41         1980     3  1        0          100.000    1250
42         1510     3  2        0          146.500    1480
43         1710     3  2        0          144.900    1520
44         1590     3  2        0          183.000    2020
45         1230     3  2        0          69.900     1010
46         1510     2  2        0          60.000     1640
47         1450     2  2        0          127.000     940
48         970      3  2        0          86.000     1580
49         150      2  2        0          50.000      860
50         1470     3  2        0          137.000    1420
51         1850     3  2        0          121.300    1270
52         820      2  1        0          81.000      980
53         2050     4  2        0          188.000    2300
54         710      3  2        0          85.000     1430
55         1280     3  2        0          137.000    1380
56         1360     3   2        0          145.000    1240
57          830     3   2        0           69.000    1120
58         800      3  2        0          109.300    1120
59         1220     3  2        0          131.500    1900
60         3360     4  3        0          200.000    2430
61         210      3  2        0          81.900     1080
62         380      2  1        0          91.200     1350
63         1920     4  3        0          124.500    1720
64         4350     3  3        0          225.000    4050
65         1510     3  2        0          136.500    1500
66         4154     3   3        0          381.000    2581
67         1976     3   2        1          250.000    2120
68         3605     3   3        1          354.900    2745
69         1400     3  2        0          140.000    1520
70         790      2  2        0          89.900     1280
71         1210     3  2        0          137.000    1620
72         1550     3  2        0          103.000    1520
73         2800     3  2        0          183.000    2030
74         2560     3  2        0          140.000    1390
75         1390     4  2        0          160.000    1880
76         5443     3   2        0          434.000    2891
77         2850     2  1        0          130.000    1340
78         2230     2  2        0          123.000     940
79         20       2  1        0          21.000      580
80         1510     4  2        0          85.000     1410
81         710      3  2        0          69.900     1150
82         1540     3  2        0          125.000    1380
83         1780     3  2        1          162.600    1470
84         2920     2  2        1          156.900    1590
85         1710     3  2        1          105.900    1200
86         1880     3  2        0          167.500    1920
87         1680     3  2        0          151.800    2150
88         3690     5  3        0          118.300    2200
89         900      2  2        0          94.300      860
90         560      3  1        0          93.900     1230
91         2040     4  2        0          165.000    1140
92         4390     4  3        1          285.000    2650
93         690      3  1        0          45.000     1060
94         2100     3  2        0          124.900    1770
95         2880     4  2        0          147.000    1860
96         990      2  2        0          176.000    1060
97         3030     3  2        0          196.500    1730
98         1580     3  2        0          132.200    1370
99         1770     3  2        0          88.400     1560
100        1430     3  2        0          127.200    1340
```

Beetles data set of Table 5.2

```
logdose   n killed
1.691    59   6
1.724    60  13
1.755    62  18
1.784    56  28
1.811    63  52
1.837    59  53
1.861    62  61
1.884    60  60
```

Beetles ungrouped data version of Table 5.2 (y = 1 for death, y = 0 for survival)

```
logdose y
1.691 1
1.691 1
1.691 1
1.691 1
1.691 1
1.691 1
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.691 0
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 1
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.724 0
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 1
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.755 0
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 1
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.784 0
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 1
1.811 0
1.811 0
1.811 0
1.811 0
1.811 0
1.811 0
1.811 0
1.811 0
1.811 0
1.811 0
1.811 0
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 1
1.837 0
1.837 0
1.837 0
1.837 0
1.837 0
1.837 0
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 1
1.861 0
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
1.884 1
```

Full data set for Table 5.3 on endometrial cancer grade. For standardized variables, use NV2=(NV-0.5); PI2=(PI-17.3797)/9.9978; EH2=(EH-1.6616)/0.6621.

```
NV PI EH HG
0 13 1.64 0
0 16 2.26 0
0  8 3.14 0
0 34 2.68 0
0 20 1.28 0
0  5 2.31 0
0 17 1.80 0
0 10 1.68 0
0 26 1.56 0
0 17 2.31 0
0  8 2.01 0
0  7 1.89 0
0 20 3.15 0
0 10 1.23 0
0 18 1.27 0
0 16 1.76 0
0 18 2.00 0
0  8 2.64 1
0 29 0.88 1
0 12 1.27 1
0 20 1.37 1
1 38 0.97 1
1 22 1.14 1
1  7 0.88 1
1 25 0.91 1
1 15 0.58 1
0  7 0.97 1
0 28 1.50 0
0 11 1.33 0
0 19 2.37 0
0 10 1.82 0
0 10 3.13 0
0 18 1.31 0
0 14 1.92 0
0 21 1.64 0
0 11 2.01 0
0 17 1.88 0
0 25 1.93 0
0 16 2.11 0
0 19 1.29 0
0 15 1.72 0
0 33 0.75 0
0 24 1.92 0
0 48 1.84 1
0 12 1.11 1
0 19 1.61 1
0  2 1.18 1
1 22 1.44 1
1 40 1.18 1
1  5 0.93 1
1  0 1.17 1
0 21 1.19 1
0 15 1.06 1
0 29 2.02 0
0 15 2.29 0
0 12 2.33 0
0  3 2.90 0
0 20 1.70 0
0 23 1.41 0
0 12 2.25 0
0 22 1.54 0
0 42 1.97 0
0 15 1.75 0
0 13 2.16 0
0 14 2.57 0
0 19 1.37 0
0 12 3.61 0
0 13 2.04 0
0 10 2.17 0
0 12 1.69 1
1 49 0.27 1
0  6 1.84 1
0  5 1.30 1
0 17 0.96 1
1 11 1.01 1
1 21 0.98 1
0  5 0.35 1
1 19 1.02 1
0 33 0.85 1
```

Data on D = duration of surgery (minutes), T = type of device (0 = laryngeal mask airway, 1 = tracheal tube), and y = sore throat on waking (1=yes, 0=no), for exercise at end of Chapter 5, taken from article by D. Collett in Wiley's Encyclopedia of Biostatistics.

```
D  T  Y
45 0 0
15 0 0
40 0 1
83 1 1
90 1 1
25 1 1
35 0 1
65 0 1
95 0 1
35 0 1
75 0 1
45 1 1
50 1 0
75 1 1
30 0 0
25 0 1
20 1 0
60 1 1
70 1 1
30 0 1
60 0 1
61 0 0
65 0 1
15 1 0
20 1 0
45 0 1
15 1 0
25 0 1
15 1 0
30 0 1
40 0 1
15 1 0
135 1 1
20 1 0
40 1 0
```

Alligator food choice data set of Table 6.1

```
lake size y1 y2 y3 y4 y5
1    1  23  4  2  2  8
1    0   7  0  1  3  5
2    1   5 11  1  0  3
2    0  13  8  6  1  0
3    1   5 11  2  1  5
3    0   8  7  6  3  5
4    1  16 19  1  2  3
4    0  17  1  0  1  3
```

Expanded alligator food choice data set, including gender

```
lake gender size y1 y2 y3 y4 y5
1      1    1  7  1  0  0  5
1      1    0  4  0  0  1  2
1      0    1 16  3  2  2  3
1      0    0  3  0  1  2  3
2      1    1  2  2  0  0  1
2      1    0 13  7  6  0  0
2      0    1  0  1  0  1  0
2      0    0  3  9  1  0  2
3      1    1  3  7  1  0  1
3      1    0  8  6  6  3  5
3      0    1  2  4  1  1  4
3      0    0  0  1  0  0  0
4      1    1 13 10  0  2  2
4      1    0  9  0  0  1  2
4      0    1  3  9  1  0  1
4      0    0  8  1  0  0  1
```

Mental impairment data set of Table 6.2

```
impair ses life
4 0 9
1 1 0
1 1 1
1 1 9
1 1 4
1 1 3
1 0 2
1 0 1
1 1 3
1 1 3
1 1 7
1 0 1
1 0 2
2 1 5
2 0 6
2 1 3
2 0 1
2 1 8
2 1 2
2 0 5
2 1 5
2 1 9
2 0 3
2 1 3
2 1 1
3 0 0
3 1 4
3 0 3
3 0 9
3 1 6
3 0 4
3 0 3
4 1 8
4 1 2
4 1 7
4 0 5
4 0 4
4 0 4
4 1 8
4 0 8
```

Lung cancer data set of Table 7.1

```
time histology stage count risktime
1 1 1  9 157
1 2 1  5  77
1 3 1  1  21
2 1 1  2 139
2 2 1  2  68
2 3 1  1  17
3 1 1  9 126
3 2 1  3  63
3 3 1  1  14
4 1 1 10 102
4 2 1  2  55
4 3 1  1  12
5 1 1  1  88
5 2 1  2  50
5 3 1  0  10
6 1 1  3  82
6 2 1  2  45
6 3 1  1   8
7 1 1  1  76
7 2 1  2  42
7 3 1  0   6
1 1 2 12 134
1 2 2  4  71
1 3 2  1  22
2 1 2  7 110
2 2 2  3  63
2 3 2  1  18
3 1 2  5  96
3 2 2  5  58
3 3 2  3  14
4 1 2 10  86
4 2 2  4  42
4 3 2  1  10
5 1 2  4  66
5 2 2  2  35
5 3 2  0   8
6 1 2  3  59
6 2 2  1  32
6 3 2  0   8
7 1 2  4  51
7 2 2  4  28
7 3 2  2   6
1 1 3 42 212
1 2 3 28 130
1 3 3 19 101
2 1 3 26 136
2 2 3 19  72
2 3 3 11  63
3 1 3 12  90
3 2 3 10  42
3 3 3  7  43
4 1 3 10  64
4 2 3  5  21
4 3 3  6  32
5 1 3  5  47
5 2 3  0  14
5 3 3  3  21
6 1 3  4  39
6 2 3  3  13
6 3 3  3  14
7 1 3  1  29
7 2 3  2   7
7 3 3  3  10
```

Student substance use data set of Table 7.3

```
a c m count
yes yes yes 911
yes yes no 538
yes no yes 44
yes no no 456
no yes yes   3
no yes no 43
no no yes 2
no no no 279
```

Expanded version of student substance use data for exercise in Chapter 7, also containing r=race and g=gender.

```
a c m r g count
1 1 1 1 1 405
1 1 1 2 1  23
1 2 1 1 1  13
1 2 1 2 1   2
2 1 1 1 1   1
2 1 1 2 1   0
2 2 1 1 1   1
2 2 1 2 1   0
1 1 2 1 1 268
1 1 2 2 1  23
1 2 2 1 1 218
1 2 2 2 1  19
2 1 2 1 1  17
2 1 2 2 1   1
2 2 2 1 1 117
2 2 2 2 1  12
1 1 1 1 2 453
1 1 1 2 2  30
1 2 1 1 2  28
1 2 1 2 2   1
2 1 1 1 2   1
2 1 1 2 2   1
2 2 1 1 2   1
2 2 1 2 2   0
1 1 2 1 2 228
1 1 2 2 2  19
1 2 2 1 2 201
1 2 2 2 2  18
2 1 2 1 2  17
2 1 2 2 2   8
2 2 2 1 2 133
2 2 2 2 2  17
```

Homicide data for exercise in Chapter 7

```
Obs    race    count
1      0       0
2      0       0
3      0       0
4      0       0
5      0       0
6      0       0
7      0       0
8      0       0
9      0       0
10      0       0
11      0       0
12      0       0
13      0       0
14      0       0
15      0       0
16      0       0
17      0       0
18      0       0
19      0       0
20      0       0
21      0       0
22      0       0
23      0       0
24      0       0
25      0       0
26      0       0
27      0       0
28      0       0
29      0       0
30      0       0
31      0       0
32      0       0
33      0       0
34      0       0
35      0       0
36      0       0
37      0       0
38      0       0
39      0       0
40      0       0
41      0       0
42      0       0
43      0       0
44      0       0
45      0       0
46      0       0
47      0       0
48      0       0
49      0       0
50      0       0
51      0       0
52      0       0
53      0       0
54      0       0
55      0       0
56      0       0
57      0       0
58      0       0
59      0       0
60      0       0
61      0       0
62      0       0
63      0       0
64      0       0
65      0       0
66      0       0
67      0       0
68      0       0
69      0       0
70      0       0
71      0       0
72      0       0
73      0       0
74      0       0
75      0       0
76      0       0
77      0       0
78      0       0
79      0       0
80      0       0
81      0       0
82      0       0
83      0       0
84      0       0
85      0       0
86      0       0
87      0       0
88      0       0
89      0       0
90      0       0
91      0       0
92      0       0
93      0       0
94      0       0
95      0       0
96      0       0
97      0       0
98      0       0
99      0       0
100      0       0
101      0       0
102      0       0
103      0       0
104      0       0
105      0       0
106      0       0
107      0       0
108      0       0
109      0       0
110      0       0
111      0       0
112      0       0
113      0       0
114      0       0
115      0       0
116      0       0
117      0       0
118      0       0
119      0       0
120      0       0
121      0       0
122      0       0
123      0       0
124      0       0
125      0       0
126      0       0
127      0       0
128      0       0
129      0       0
130      0       0
131      0       0
132      0       0
133      0       0
134      0       0
135      0       0
136      0       0
137      0       0
138      0       0
139      0       0
140      0       0
141      0       0
142      0       0
143      0       0
144      0       0
145      0       0
146      0       0
147      0       0
148      0       0
149      0       0
150      0       0
151      0       0
152      0       0
153      0       0
154      0       0
155      0       0
156      0       0
157      0       0
158      0       0
159      0       0
160      0       0
161      0       0
162      0       0
163      0       0
164      0       0
165      0       0
166      0       0
167      0       0
168      0       0
169      0       0
170      0       0
171      0       0
172      0       0
173      0       0
174      0       0
175      0       0
176      0       0
177      0       0
178      0       0
179      0       0
180      0       0
181      0       0
182      0       0
183      0       0
184      0       0
185      0       0
186      0       0
187      0       0
188      0       0
189      0       0
190      0       0
191      0       0
192      0       0
193      0       0
194      0       0
195      0       0
196      0       0
197      0       0
198      0       0
199      0       0
200      0       0
201      0       0
202      0       0
203      0       0
204      0       0
205      0       0
206      0       0
207      0       0
208      0       0
209      0       0
210      0       0
211      0       0
212      0       0
213      0       0
214      0       0
215      0       0
216      0       0
217      0       0
218      0       0
219      0       0
220      0       0
221      0       0
222      0       0
223      0       0
224      0       0
225      0       0
226      0       0
227      0       0
228      0       0
229      0       0
230      0       0
231      0       0
232      0       0
233      0       0
234      0       0
235      0       0
236      0       0
237      0       0
238      0       0
239      0       0
240      0       0
241      0       0
242      0       0
243      0       0
244      0       0
245      0       0
246      0       0
247      0       0
248      0       0
249      0       0
250      0       0
251      0       0
252      0       0
253      0       0
254      0       0
255      0       0
256      0       0
257      0       0
258      0       0
259      0       0
260      0       0
261      0       0
262      0       0
263      0       0
264      0       0
265      0       0
266      0       0
267      0       0
268      0       0
269      0       0
270      0       0
271      0       0
272      0       0
273      0       0
274      0       0
275      0       0
276      0       0
277      0       0
278      0       0
279      0       0
280      0       0
281      0       0
282      0       0
283      0       0
284      0       0
285      0       0
286      0       0
287      0       0
288      0       0
289      0       0
290      0       0
291      0       0
292      0       0
293      0       0
294      0       0
295      0       0
296      0       0
297      0       0
298      0       0
299      0       0
300      0       0
301      0       0
302      0       0
303      0       0
304      0       0
305      0       0
306      0       0
307      0       0
308      0       0
309      0       0
310      0       0
311      0       0
312      0       0
313      0       0
314      0       0
315      0       0
316      0       0
317      0       0
318      0       0
319      0       0
320      0       0
321      0       0
322      0       0
323      0       0
324      0       0
325      0       0
326      0       0
327      0       0
328      0       0
329      0       0
330      0       0
331      0       0
332      0       0
333      0       0
334      0       0
335      0       0
336      0       0
337      0       0
338      0       0
339      0       0
340      0       0
341      0       0
342      0       0
343      0       0
344      0       0
345      0       0
346      0       0
347      0       0
348      0       0
349      0       0
350      0       0
351      0       0
352      0       0
353      0       0
354      0       0
355      0       0
356      0       0
357      0       0
358      0       0
359      0       0
360      0       0
361      0       0
362      0       0
363      0       0
364      0       0
365      0       0
366      0       0
367      0       0
368      0       0
369      0       0
370      0       0
371      0       0
372      0       0
373      0       0
374      0       0
375      0       0
376      0       0
377      0       0
378      0       0
379      0       0
380      0       0
381      0       0
382      0       0
383      0       0
384      0       0
385      0       0
386      0       0
387      0       0
388      0       0
389      0       0
390      0       0
391      0       0
392      0       0
393      0       0
394      0       0
395      0       0
396      0       0
397      0       0
398      0       0
399      0       0
400      0       0
401      0       0
402      0       0
403      0       0
404      0       0
405      0       0
406      0       0
407      0       0
408      0       0
409      0       0
410      0       0
411      0       0
412      0       0
413      0       0
414      0       0
415      0       0
416      0       0
417      0       0
418      0       0
419      0       0
420      0       0
421      0       0
422      0       0
423      0       0
424      0       0
425      0       0
426      0       0
427      0       0
428      0       0
429      0       0
430      0       0
431      0       0
432      0       0
433      0       0
434      0       0
435      0       0
436      0       0
437      0       0
438      0       0
439      0       0
440      0       0
441      0       0
442      0       0
443      0       0
444      0       0
445      0       0
446      0       0
447      0       0
448      0       0
449      0       0
450      0       0
451      0       0
452      0       0
453      0       0
454      0       0
455      0       0
456      0       0
457      0       0
458      0       0
459      0       0
460      0       0
461      0       0
462      0       0
463      0       0
464      0       0
465      0       0
466      0       0
467      0       0
468      0       0
469      0       0
470      0       0
471      0       0
472      0       0
473      0       0
474      0       0
475      0       0
476      0       0
477      0       0
478      0       0
479      0       0
480      0       0
481      0       0
482      0       0
483      0       0
484      0       0
485      0       0
486      0       0
487      0       0
488      0       0
489      0       0
490      0       0
491      0       0
492      0       0
493      0       0
494      0       0
495      0       0
496      0       0
497      0       0
498      0       0
499      0       0
500      0       0
501      0       0
502      0       0
503      0       0
504      0       0
505      0       0
506      0       0
507      0       0
508      0       0
509      0       0
510      0       0
511      0       0
512      0       0
513      0       0
514      0       0
515      0       0
516      0       0
517      0       0
518      0       0
519      0       0
520      0       0
521      0       0
522      0       0
523      0       0
524      0       0
525      0       0
526      0       0
527      0       0
528      0       0
529      0       0
530      0       0
531      0       0
532      0       0
533      0       0
534      0       0
535      0       0
536      0       0
537      0       0
538      0       0
539      0       0
540      0       0
541      0       0
542      0       0
543      0       0
544      0       0
545      0       0
546      0       0
547      0       0
548      0       0
549      0       0
550      0       0
551      0       0
552      0       0
553      0       0
554      0       0
555      0       0
556      0       0
557      0       0
558      0       0
559      0       0
560      0       0
561      0       0
562      0       0
563      0       0
564      0       0
565      0       0
566      0       0
567      0       0
568      0       0
569      0       0
570      0       0
571      0       0
572      0       0
573      0       0
574      0       0
575      0       0
576      0       0
577      0       0
578      0       0
579      0       0
580      0       0
581      0       0
582      0       0
583      0       0
584      0       0
585      0       0
586      0       0
587      0       0
588      0       0
589      0       0
590      0       0
591      0       0
592      0       0
593      0       0
594      0       0
595      0       0
596      0       0
597      0       0
598      0       0
599      0       0
600      0       0
601      0       0
602      0       0
603      0       0
604      0       0
605      0       0
606      0       0
607      0       0
608      0       0
609      0       0
610      0       0
611      0       0
612      0       0
613      0       0
614      0       0
615      0       0
616      0       0
617      0       0
618      0       0
619      0       0
620      0       0
621      0       0
622      0       0
623      0       0
624      0       0
625      0       0
626      0       0
627      0       0
628      0       0
629      0       0
630      0       0
631      0       0
632      0       0
633      0       0
634      0       0
635      0       0
636      0       0
637      0       0
638      0       0
639      0       0
640      0       0
641      0       0
642      0       0
643      0       0
644      0       0
645      0       0
646      0       0
647      0       0
648      0       0
649      0       0
650      0       0
651      0       0
652      0       0
653      0       0
654      0       0
655      0       0
656      0       0
657      0       0
658      0       0
659      0       0
660      0       0
661      0       0
662      0       0
663      0       0
664      0       0
665      0       0
666      0       0
667      0       0
668      0       0
669      0       0
670      0       0
671      0       0
672      0       0
673      0       0
674      0       0
675      0       0
676      0       0
677      0       0
678      0       0
679      0       0
680      0       0
681      0       0
682      0       0
683      0       0
684      0       0
685      0       0
686      0       0
687      0       0
688      0       0
689      0       0
690      0       0
691      0       0
692      0       0
693      0       0
694      0       0
695      0       0
696      0       0
697      0       0
698      0       0
699      0       0
700      0       0
701      0       0
702      0       0
703      0       0
704      0       0
705      0       0
706      0       0
707      0       0
708      0       0
709      0       0
710      0       0
711      0       0
712      0       0
713      0       0
714      0       0
715      0       0
716      0       0
717      0       0
718      0       0
719      0       0
720      0       0
721      0       0
722      0       0
723      0       0
724      0       0
725      0       0
726      0       0
727      0       0
728      0       0
729      0       0
730      0       0
731      0       0
732      0       0
733      0       0
734      0       0
735      0       0
736      0       0
737      0       0
738      0       0
739      0       0
740      0       0
741      0       0
742      0       0
743      0       0
744      0       0
745      0       0
746      0       0
747      0       0
748      0       0
749      0       0
750      0       0
751      0       0
752      0       0
753      0       0
754      0       0
755      0       0
756      0       0
757      0       0
758      0       0
759      0       0
760      0       0
761      0       0
762      0       0
763      0       0
764      0       0
765      0       0
766      0       0
767      0       0
768      0       0
769      0       0
770      0       0
771      0       0
772      0       0
773      0       0
774      0       0
775      0       0
776      0       0
777      0       0
778      0       0
779      0       0
780      0       0
781      0       0
782      0       0
783      0       0
784      0       0
785      0       0
786      0       0
787      0       0
788      0       0
789      0       0
790      0       0
791      0       0
792      0       0
793      0       0
794      0       0
795      0       0
796      0       0
797      0       0
798      0       0
799      0       0
800      0       0
801      0       0
802      0       0
803      0       0
804      0       0
805      0       0
806      0       0
807      0       0
808      0       0
809      0       0
810      0       0
811      0       0
812      0       0
813      0       0
814      0       0
815      0       0
816      0       0
817      0       0
818      0       0
819      0       0
820      0       0
821      0       0
822      0       0
823      0       0
824      0       0
825      0       0
826      0       0
827      0       0
828      0       0
829      0       0
830      0       0
831      0       0
832      0       0
833      0       0
834      0       0
835      0       0
836      0       0
837      0       0
838      0       0
839      0       0
840      0       0
841      0       0
842      0       0
843      0       0
844      0       0
845      0       0
846      0       0
847      0       0
848      0       0
849      0       0
850      0       0
851      0       0
852      0       0
853      0       0
854      0       0
855      0       0
856      0       0
857      0       0
858      0       0
859      0       0
860      0       0
861      0       0
862      0       0
863      0       0
864      0       0
865      0       0
866      0       0
867      0       0
868      0       0
869      0       0
870      0       0
871      0       0
872      0       0
873      0       0
874      0       0
875      0       0
876      0       0
877      0       0
878      0       0
879      0       0
880      0       0
881      0       0
882      0       0
883      0       0
884      0       0
885      0       0
886      0       0
887      0       0
888      0       0
889      0       0
890      0       0
891      0       0
892      0       0
893      0       0
894      0       0
895      0       0
896      0       0
897      0       0
898      0       0
899      0       0
900      0       0
901      0       0
902      0       0
903      0       0
904      0       0
905      0       0
906      0       0
907      0       0
908      0       0
909      0       0
910      0       0
911      0       0
912      0       0
913      0       0
914      0       0
915      0       0
916      0       0
917      0       0
918      0       0
919      0       0
920      0       0
921      0       0
922      0       0
923      0       0
924      0       0
925      0       0
926      0       0
927      0       0
928      0       0
929      0       0
930      0       0
931      0       0
932      0       0
933      0       0
934      0       0
935      0       0
936      0       0
937      0       0
938      0       0
939      0       0
940      0       0
941      0       0
942      0       0
943      0       0
944      0       0
945      0       0
946      0       0
947      0       0
948      0       0
949      0       0
950      0       0
951      0       0
952      0       0
953      0       0
954      0       0
955      0       0
956      0       0
957      0       0
958      0       0
959      0       0
960      0       0
961      0       0
962      0       0
963      0       0
964      0       0
965      0       0
966      0       0
967      0       0
968      0       0
969      0       0
970      0       0
971      0       0
972      0       0
973      0       0
974      0       0
975      0       0
976      0       0
977      0       0
978      0       0
979      0       0
980      0       0
981      0       0
982      0       0
983      0       0
984      0       0
985      0       0
986      0       0
987      0       0
988      0       0
989      0       0
990      0       0
991      0       0
992      0       0
993      0       0
994      0       0
995      0       0
996      0       0
997      0       0
998      0       0
999      0       0
1000      0       0
1001      0       0
1002      0       0
1003      0       0
1004      0       0
1005      0       0
1006      0       0
1007      0       0
1008      0       0
1009      0       0
1010      0       0
1011      0       0
1012      0       0
1013      0       0
1014      0       0
1015      0       0
1016      0       0
1017      0       0
1018      0       0
1019      0       0
1020      0       0
1021      0       0
1022      0       0
1023      0       0
1024      0       0
1025      0       0
1026      0       0
1027      0       0
1028      0       0
1029      0       0
1030      0       0
1031      0       0
1032      0       0
1033      0       0
1034      0       0
1035      0       0
1036      0       0
1037      0       0
1038      0       0
1039      0       0
1040      0       0
1041      0       0
1042      0       0
1043      0       0
1044      0       0
1045      0       0
1046      0       0
1047      0       0
1048      0       0
1049      0       0
1050      0       0
1051      0       0
1052      0       0
1053      0       0
1054      0       0
1055      0       0
1056      0       0
1057      0       0
1058      0       0
1059      0       0
1060      0       0
1061      0       0
1062      0       0
1063      0       0
1064      0       0
1065      0       0
1066      0       0
1067      0       0
1068      0       0
1069      0       0
1070      0       0
1071      0       1
1072      0       1
1073      0       1
1074      0       1
1075      0       1
1076      0       1
1077      0       1
1078      0       1
1079      0       1
1080      0       1
1081      0       1
1082      0       1
1083      0       1
1084      0       1
1085      0       1
1086      0       1
1087      0       1
1088      0       1
1089      0       1
1090      0       1
1091      0       1
1092      0       1
1093      0       1
1094      0       1
1095      0       1
1096      0       1
1097      0       1
1098      0       1
1099      0       1
1100      0       1
1101      0       1
1102      0       1
1103      0       1
1104      0       1
1105      0       1
1106      0       1
1107      0       1
1108      0       1
1109      0       1
1110      0       1
1111      0       1
1112      0       1
1113      0       1
1114      0       1
1115      0       1
1116      0       1
1117      0       1
1118      0       1
1119      0       1
1120      0       1
1121      0       1
1122      0       1
1123      0       1
1124      0       1
1125      0       1
1126      0       1
1127      0       1
1128      0       1
1129      0       1
1130      0       1
1131      0       2
1132      0       2
1133      0       2
1134      0       2
1135      0       2
1136      0       2
1137      0       2
1138      0       2
1139      0       2
1140      0       2
1141      0       2
1142      0       2
1143      0       2
1144      0       2
1145      0       3
1146      0       3
1147      0       3
1148      0       3
1149      0       6
1150      1       0
1151      1       0
1152      1       0
1153      1       0
1154      1       0
1155      1       0
1156      1       0
1157      1       0
1158      1       0
1159      1       0
1160      1       0
1161      1       0
1162      1       0
1163      1       0
1164      1       0
1165      1       0
1166      1       0
1167      1       0
1168      1       0
1169      1       0
1170      1       0
1171      1       0
1172      1       0
1173      1       0
1174      1       0
1175      1       0
1176      1       0
1177      1       0
1178      1       0
1179      1       0
1180      1       0
1181      1       0
1182      1       0
1183      1       0
1184      1       0
1185      1       0
1186      1       0
1187      1       0
1188      1       0
1189      1       0
1190      1       0
1191      1       0
1192      1       0
1193      1       0
1194      1       0
1195      1       0
1196      1       0
1197      1       0
1198      1       0
1199      1       0
1200      1       0
1201      1       0
1202      1       0
1203      1       0
1204      1       0
1205      1       0
1206      1       0
1207      1       0
1208      1       0
1209      1       0
1210      1       0
1211      1       0
1212      1       0
1213      1       0
1214      1       0
1215      1       0
1216      1       0
1217      1       0
1218      1       0
1219      1       0
1220      1       0
1221      1       0
1222      1       0
1223      1       0
1224      1       0
1225      1       0
1226      1       0
1227      1       0
1228      1       0
1229      1       0
1230      1       0
1231      1       0
1232      1       0
1233      1       0
1234      1       0
1235      1       0
1236      1       0
1237      1       0
1238      1       0
1239      1       0
1240      1       0
1241      1       0
1242      1       0
1243      1       0
1244      1       0
1245      1       0
1246      1       0
1247      1       0
1248      1       0
1249      1       0
1250      1       0
1251      1       0
1252      1       0
1253      1       0
1254      1       0
1255      1       0
1256      1       0
1257      1       0
1258      1       0
1259      1       0
1260      1       0
1261      1       0
1262      1       0
1263      1       0
1264      1       0
1265      1       0
1266      1       0
1267      1       0
1268      1       0
1269      1       1
1270      1       1
1271      1       1
1272      1       1
1273      1       1
1274      1       1
1275      1       1
1276      1       1
1277      1       1
1278      1       1
1279      1       1
1280      1       1
1281      1       1
1282      1       1
1283      1       1
1284      1       1
1285      1       2
1286      1       2
1287      1       2
1288      1       2
1289      1       2
1290      1       2
1291      1       2
1292      1       2
1293      1       2
1294      1       2
1295      1       2
1296      1       2
1297      1       3
1298      1       3
1299      1       3
1300      1       3
1301      1       3
1302      1       3
1303      1       3
1304      1       4
1305      1       4
1306      1       4
1307      1       5
1308      1       5
```

Teratology study data set of Table 8.1

```
litter group n y
1  1 10 1
2 1 11 4
3 1 12 9
4 1 4 4
5 1 10 10
6 1 11 9
7  1 9  9
8 1 11 11
9 1 10 10
10 1 10 7
11 1 12 12
12 1 10 9
13 1 8  8
14 1 11  9
15 1 6  4
16 1  9 7
17 1 14 14
18 1 12 7
19 1 11 9
20 1 13 8
21 1 14 5
22 1 10 10
23 1 12 10
24 1 13 8
25 1 10 10
26 1 14 3
27 1 13 13
28 1 4 3
29 1  8  8
30 1 13 5
31 1 12 12
32 2 10 1
33 2  3  1
34 2 13 1
35 2 12  0
36 2 14 4
37 2  9  2
38 2 13 2
39 2 16  1
40 2 11 0
41 2  4  0
42 2 1  0
43 2 12 0
44 3  8 0
45 3 11  1
46 3 14 0
47 3 14 1
48 3 11 0
49 4  3 0
50 4 13 0
51 4 9   2
52 4 17 2
53 4 15 0
54 4 2 0
55 4 14 1
56 4 8  0
57 4 6  0
58 4 17 0
```

Ray Allen data set for Chapter 8 exercise

```
1   0  4
2   7  9
3   4 11
4   3  6
5   5  6
6   2  7
7   3  7
8   0  1
9   1  8
10  6  9
11  0  5
12  2  5
13  0  5
14  2  4
15  5  7
16  1  3
17  3  7
18  0  2
19  8 11
20  0  8
21  0  4
22  0  4
23  2  5
24  2  7
```

Smoking prevention and cessation study data from "Longitudinal Data Analysis" by D. Hedeker and R. Gibbons, for multilevel models analyzed in Sec. 9.3 (with y = follow-up THK score and PTHK = pre-score on THK)

```
school  class     SC    TV   PTHK    y
403    403101     1     0     2     3
403    403101     1     0     4     4
403    403101     1     0     4     3
403    403101     1     0     3     4
403    403101     1     0     3     4
403    403101     1     0     4     3
403    403101     1     0     2     2
403    403101     1     0     4     4
403    403101     1     0     5     5
403    403101     1     0     3     4
403    403101     1     0     3     3
403    403101     1     0     3     4
403    403101     1     0     1     3
403    403101     1     0     2     4
403    403101     1     0     2     2
403    403101     1     0     1     4
403    403101     1     0     4     4
403    403101     1     0     3     3
403    403101     1     0     0     3
403    403101     1     0     3     4
403    403102     1     0     0     2
403    403102     1     0     1     5
403    403102     1     0     5     3
404    404101     1     1     1     3
404    404101     1     1     2     4
404    404101     1     1     4     2
404    404101     1     1     3     3
404    404101     1     1     1     2
404    404101     1     1     1     1
404    404101     1     1     2     3
404    404101     1     1     0     5
404    404101     1     1     1     2
404    404101     1     1     2     3
404    404101     1     1     2     4
404    404102     1     1     1     3
404    404102     1     1     1     1
404    404102     1     1     0     0
404    404102     1     1     4     4
404    404102     1     1     1     5
404    404102     1     1     2     3
404    404102     1     1     1     3
404    404102     1     1     2     4
404    404102     1     1     2     2
404    404103     1     1     2     3
404    404103     1     1     1     2
404    404103     1     1     2     2
404    404103     1     1     1     3
404    404103     1     1     1     3
193    193101     0     0     1     2
193    193101     0     0     3     2
193    193101     0     0     0     3
193    193101     0     0     3     2
193    193101     0     0     1     1
193    193101     0     0     2     2
193    193101     0     0     3     4
193    193101     0     0     3     2
193    193101     0     0     3     3
193    193101     0     0     1     3
193    193101     0     0     5     1
193    193101     0     0     1     2
193    193101     0     0     3     1
193    193101     0     0     2     2
193    193101     0     0     0     1
193    193101     0     0     3     4
193    193101     0     0     4     3
193    193101     0     0     2     5
193    193101     0     0     2     4
193    193101     0     0     3     1
193    193101     0     0     2     3
193    193101     0     0     3     3
193    193101     0     0     1     2
193    193101     0     0     2     4
193    193101     0     0     0     3
193    193101     0     0     3     2
194    194101     0     0     3     1
194    194101     0     0     1     2
194    194101     0     0     2     3
194    194101     0     0     2     3
194    194101     0     0     0     1
194    194101     0     0     0     3
194    194101     0     0     4     2
194    194101     0     0     2     2
194    194101     0     0     1     3
194    194101     0     0     1     2
194    194101     0     0     1     1
194    194102     0     0     2     3
194    194102     0     0     4     4
194    194102     0     0     4     3
194    194102     0     0     2     3
194    194102     0     0     0     0
194    194102     0     0     4     4
194    194102     0     0     4     2
194    194102     0     0     2     3
194    194102     0     0     0     2
194    194102     0     0     4     2
194    194103     0     0     2     2
194    194103     0     0     2     2
194    194103     0     0     2     2
194    194103     0     0     2     0
194    194103     0     0     3     5
194    194103     0     0     2     0
194    194103     0     0     2     4
194    194103     0     0     0     0
194    194103     0     0     0     4
194    194103     0     0     2     2
194    194103     0     0     1     1
194    194103     0     0     3     1
194    194103     0     0     2     0
194    194103     0     0     5     1
194    194103     0     0     1     1
194    194104     0     0     1     1
194    194104     0     0     4     4
194    194104     0     0     3     4
194    194104     0     0     3     4
194    194104     0     0     1     3
194    194104     0     0     5     4
194    194104     0     0     1     2
194    194104     0     0     4     3
194    194104     0     0     2     1
194    194104     0     0     2     1
194    194104     0     0     2     1
194    194104     0     0     2     3
194    194105     0     0     2     2
194    194105     0     0     2     2
194    194105     0     0     2     1
194    194105     0     0     3     2
194    194105     0     0     2     2
194    194105     0     0     4     2
194    194105     0     0     3     5
194    194105     0     0     0     4
194    194105     0     0     0     1
194    194105     0     0     1     5
194    194105     0     0     2     3
194    194105     0     0     1     2
194    194106     0     0     3     2
194    194106     0     0     2     2
194    194106     0     0     2     5
194    194106     0     0     2     4
194    194106     0     0     5     4
194    194106     0     0     3     5
194    194106     0     0     3     5
194    194106     0     0     3     3
194    194106     0     0     1     0
194    194106     0     0     2     5
196    196101     1     0     3     4
196    196101     1     0     3     4
196    196101     1     0     4     2
196    196101     1     0     5     4
196    196101     1     0     1     3
196    196101     1     0     2     2
196    196101     1     0     4     4
196    196101     1     0     2     1
196    196101     1     0     4     4
196    196101     1     0     1     2
196    196101     1     0     2     4
196    196101     1     0     3     4
196    196101     1     0     2     3
196    196101     1     0     4     3
196    196101     1     0     3     1
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510    510106     1     0     3     3
510    510106     1     0     2     3
510    510106     1     0     2     3
510    510106     1     0     2     3
510    510106     1     0     3     5
510    510106     1     0     1     2
510    510106     1     0     2     3
510    510106     1     0     5     6
510    510106     1     0     1     3
510    510106     1     0     4     5
510    510106     1     0     4     4
510    510106     1     0     4     3
510    510106     1     0     2     2
510    510106     1     0     0     3
510    510106     1     0     2     3
510    510106     1     0     2     4
510    510106     1     0     3     1
510    510107     1     0     2     4
510    510107     1     0     1     1
510    510107     1     0     5     6
510    510107     1     0     2     3
510    510107     1     0     3     3
510    510107     1     0     1     5
510    510107     1     0     3     1
510    510107     1     0     0     1
510    510107     1     0     1     4
510    510107     1     0     1     4
510    510107     1     0     1     1
510    510107     1     0     4     4
510    510107     1     0     1     4
510    510107     1     0     3     4
510    510107     1     0     1     6
513    513101     0     0     1     2
513    513101     0     0     1     0
513    513101     0     0     3     4
513    513101     0     0     2     1
513    513101     0     0     3     3
513    513101     0     0     1     2
513    513102     0     0     3     1
513    513102     0     0     4     2
513    513102     0     0     3     1
513    513102     0     0     1     3
513    513102     0     0     1     2
513    513102     0     0     3     2
513    513102     0     0     3     1
513    513102     0     0     0     1
513    513103     0     0     3     3
513    513103     0     0     1     2
513    513103     0     0     1     2
513    513103     0     0     1     2
513    513103     0     0     0     2
513    513103     0     0     1     2
513    513103     0     0     1     1
513    513103     0     0     1     1
513    513103     0     0     4     1
513    513103     0     0     1     4
513    513103     0     0     3     2
513    513103     0     0     3     2
513    513103     0     0     3     2
513    513103     0     0     2     0
513    513104     0     0     1     2
513    513104     0     0     2     2
513    513104     0     0     0     1
513    513104     0     0     3     3
513    513104     0     0     3     3
514    514101     1     1     3     3
514    514101     1     1     3     3
514    514101     1     1     1     4
514    514101     1     1     2     3
514    514101     1     1     2     3
514    514101     1     1     1     4
514    514101     1     1     3     2
514    514101     1     1     2     3
514    514101     1     1     2     4
514    514101     1     1     1     2
514    514101     1     1     3     2
514    514102     1     1     1     1
514    514102     1     1     2     1
514    514102     1     1     1     5
514    514102     1     1     1     2
514    514102     1     1     2     3
514    514102     1     1     2     3
514    514102     1     1     1     4
514    514102     1     1     1     2
514    514102     1     1     2     4
514    514103     1     1     1     3
514    514103     1     1     2     3
514    514103     1     1     2     4
514    514103     1     1     3     4
514    514103     1     1     0     4
514    514103     1     1     1     2
514    514103     1     1     0     0
514    514103     1     1     1     3
514    514103     1     1     3     2
514    514103     1     1     2     3
514    514103     1     1     3     1
514    514103     1     1     1     2
514    514103     1     1     3     1
514    514103     1     1     1     3
514    514103     1     1     1     2
514    514103     1     1     3     3
514    514103     1     1     0     1
514    514104     1     1     2     3
514    514104     1     1     2     0
514    514104     1     1     3     3
514    514104     1     1     3     2
514    514104     1     1     3     3
514    514104     1     1     2     1
514    514104     1     1     1     1
514    514104     1     1     0     2
514    514104     1     1     1     2
514    514104     1     1     3     3
514    514104     1     1     1     5
514    514104     1     1     0     2
514    514104     1     1     1     3
514    514104     1     1     4     7
514    514105     1     1     0     3
514    514105     1     1     0     2
514    514105     1     1     4     6
514    514105     1     1     3     5
514    514105     1     1     2     4
514    514105     1     1     1     4
514    514105     1     1     4     3
514    514105     1     1     2     4
514    514105     1     1     2     2
514    514105     1     1     1     4
514    514105     1     1     1     4
514    514106     1     1     2     1
514    514106     1     1     0     1
514    514106     1     1     1     4
514    514106     1     1     1     3
514    514106     1     1     4     4
514    514106     1     1     1     3
514    514106     1     1     0     3
514    514106     1     1     0     6
514    514106     1     1     3     2
514    514106     1     1     1     3
514    514106     1     1     1     1
514    514106     1     1     3     6
514    514106     1     1     2     3
514    514106     1     1     1     3
514    514106     1     1     1     1
514    514106     1     1     3     2
514    514106     1     1     4     4
514    514107     1     1     1     4
514    514107     1     1     3     3
514    514107     1     1     2     4
514    514107     1     1     2     2
514    514107     1     1     1     3
514    514107     1     1     3     5
514    514107     1     1     1     3
514    514107     1     1     1     4
514    514107     1     1     3     3
514    514107     1     1     1     2
514    514107     1     1     4     2
514    514107     1     1     4     2
514    514107     1     1     6     5
514    514107     1     1     4     2
514    514107     1     1     4     4
515    515101     0     0     4     2
515    515101     0     0     1     2
515    515101     0     0     1     1
515    515101     0     0     2     4
515    515101     0     0     3     3
515    515101     0     0     2     3
515    515102     0     0     2     1
515    515102     0     0     1     2
515    515102     0     0     1     2
515    515102     0     0     1     2
515    515102     0     0     2     2
515    515102     0     0     1     1
515    515102     0     0     2     2
515    515103     0     0     3     3
515    515103     0     0     4     3
515    515103     0     0     1     2
515    515103     0     0     1     0
515    515103     0     0     1     1
515    515103     0     0     3     5
515    515103     0     0     3     3
515    515103     0     0     2     2
515    515103     0     0     1     2
515    515103     0     0     0     4
515    515103     0     0     2     0
515    515103     0     0     3     0
515    515103     0     0     2     3
515    515103     0     0     1     1
515    515104     0     0     3     4
515    515104     0     0     1     1
515    515104     0     0     4     2
515    515104     0     0     1     0
515    515104     0     0     4     3
515    515104     0     0     2     4
515    515104     0     0     1     4
515    515104     0     0     3     4
515    515104     0     0     2     1
515    515104     0     0     4     1
515    515105     0     0     4     5
515    515105     0     0     2     2
515    515105     0     0     3     3
515    515105     0     0     2     3
515    515105     0     0     2     4
515    515105     0     0     2     1
515    515105     0     0     3     1
515    515105     0     0     2     3
515    515105     0     0     1     2
515    515105     0     0     2     2
515    515105     0     0     2     2
515    515105     0     0     1     3
515    515105     0     0     1     4
515    515105     0     0     1     3
515    515106     0     0     1     3
515    515106     0     0     4     4
515    515106     0     0     3     1
515    515106     0     0     1     2
515    515106     0     0     4     2
515    515106     0     0     3     3
515    515106     0     0     3     2
515    515106     0     0     2     3
515    515106     0     0     3     3
515    515106     0     0     3     3
515    515106     0     0     4     4
515    515106     0     0     3     3
515    515106     0     0     4     2
515    515106     0     0     2     1
515    515106     0     0     1     2
515    515106     0     0     3     2
515    515106     0     0     1     0
515    515106     0     0     1     3
515    515107     0     0     1     2
515    515107     0     0     3     1
515    515107     0     0     3     3
515    515107     0     0     2     3
515    515108     0     0     4     4
515    515108     0     0     1     1
515    515108     0     0     3     1
515    515108     0     0     1     1
515    515108     0     0     4     3
515    515108     0     0     5     2
515    515108     0     0     2     2
515    515108     0     0     1     2
515    515108     0     0     1     1
515    515109     0     0     4     4
515    515109     0     0     1     2
515    515109     0     0     3     3
515    515109     0     0     3     2
515    515109     0     0     4     1
515    515109     0     0     2     2
515    515109     0     0     0     1
515    515110     0     0     4     4
515    515110     0     0     1     2
515    515110     0     0     3     1
515    515110     0     0     2     3
515    515110     0     0     2     2
515    515110     0     0     2     1
515    515110     0     0     3     1
515    515110     0     0     1     1
515    515110     0     0     1     3
515    515110     0     0     1     1
515    515110     0     0     1     1
515    515110     0     0     2     2
515    515111     0     0     2     2
515    515111     0     0     1     2
515    515111     0     0     2     2
515    515111     0     0     2     2
515    515111     0     0     0     4
515    515111     0     0     3     4
515    515111     0     0     3     4
515    515111     0     0     2     3
515    515111     0     0     4     5
515    515111     0     0     3     2
515    515111     0     0     3     5
515    515111     0     0     2     3
515    515111     0     0     2     4
515    515111     0     0     0     2
515    515111     0     0     3     4
515    515112     0     0     2     3
515    515112     0     0     1     1
515    515112     0     0     1     2
515    515112     0     0     3     3
515    515112     0     0     2     2
515    515112     0     0     3     3
515    515112     0     0     2     4
515    515112     0     0     2     2
515    515112     0     0     2     3
515    515112     0     0     2     1
515    515112     0     0     3     4
515    515113     0     0     0     0
515    515113     0     0     3     2
515    515113     0     0     3     2
515    515113     0     0     3     1
515    515113     0     0     2     0
515    515113     0     0     2     1
515    515113     0     0     1     1
515    515113     0     0     2     1
515    515113     0     0     3     2
515    515113     0     0     3     3
```

Attitudes about abortion data set of Table 9.3, with data shown at the individual level

```
gender response question case
1        1        1    1
1        1        2    1
1        1        3    1
1        1        1    2
1        1        2    2
1        1        3    2
1        1        1    3
1        1        2    3
1        1        3    3
1        1        1    4
1        1        2    4
1        1        3    4
1        1        1    5
1        1        2    5
1        1        3    5
1        1        1    6
1        1        2    6
1        1        3    6
1        1        1    7
1        1        2    7
1        1        3    7
1        1        1    8
1        1        2    8
1        1        3    8
1        1        1    9
1        1        2    9
1        1        3    9
1        1        1   10
1        1        2   10
1        1        3   10
1        1        1   11
1        1        2   11
1        1        3   11
1        1        1   12
1        1        2   12
1        1        3   12
1        1        1   13
1        1        2   13
1        1        3   13
1        1        1   14
1        1        2   14
1        1        3   14
1        1        1   15
1        1        2   15
1        1        3   15
1        1        1   16
1        1        2   16
1        1        3   16
1        1        1   17
1        1        2   17
1        1        3   17
1        1        1   18
1        1        2   18
1        1        3   18
1        1        1   19
1        1        2   19
1        1        3   19
1        1        1   20
1        1        2   20
1        1        3   20
1        1        1   21
1        1        2   21
1        1        3   21
1        1        1   22
1        1        2   22
1        1        3   22
1        1        1   23
1        1        2   23
1        1        3   23
1        1        1   24
1        1        2   24
1        1        3   24
1        1        1   25
1        1        2   25
1        1        3   25
1        1        1   26
1        1        2   26
1        1        3   26
1        1        1   27
1        1        2   27
1        1        3   27
1        1        1   28
1        1        2   28
1        1        3   28
1        1        1   29
1        1        2   29
1        1        3   29
1        1        1   30
1        1        2   30
1        1        3   30
1        1        1   31
1        1        2   31
1        1        3   31
1        1        1   32
1        1        2   32
1        1        3   32
1        1        1   33
1        1        2   33
1        1        3   33
1        1        1   34
1        1        2   34
1        1        3   34
1        1        1   35
1        1        2   35
1        1        3   35
1        1        1   36
1        1        2   36
1        1        3   36
1        1        1   37
1        1        2   37
1        1        3   37
1        1        1   38
1        1        2   38
1        1        3   38
1        1        1   39
1        1        2   39
1        1        3   39
1        1        1   40
1        1        2   40
1        1        3   40
1        1        1   41
1        1        2   41
1        1        3   41
1        1        1   42
1        1        2   42
1        1        3   42
1        1        1   43
1        1        2   43
1        1        3   43
1        1        1   44
1        1        2   44
1        1        3   44
1        1        1   45
1        1        2   45
1        1        3   45
1        1        1   46
1        1        2   46
1        1        3   46
1        1        1   47
1        1        2   47
1        1        3   47
1        1        1   48
1        1        2   48
1        1        3   48
1        1        1   49
1        1        2   49
1        1        3   49
1        1        1   50
1        1        2   50
1        1        3   50
1        1        1   51
1        1        2   51
1        1        3   51
1        1        1   52
1        1        2   52
1        1        3   52
1        1        1   53
1        1        2   53
1        1        3   53
1        1        1   54
1        1        2   54
1        1        3   54
1        1        1   55
1        1        2   55
1        1        3   55
1        1        1   56
1        1        2   56
1        1        3   56
1        1        1   57
1        1        2   57
1        1        3   57
1        1        1   58
1        1        2   58
1        1        3   58
1        1        1   59
1        1        2   59
1        1        3   59
1        1        1   60
1        1        2   60
1        1        3   60
1        1        1   61
1        1        2   61
1        1        3   61
1        1        1   62
1        1        2   62
1        1        3   62
1        1        1   63
1        1        2   63
1        1        3   63
1        1        1   64
1        1        2   64
1        1        3   64
1        1        1   65
1        1        2   65
1        1        3   65
1        1        1   66
1        1        2   66
1        1        3   66
1        1        1   67
1        1        2   67
1        1        3   67
1        1        1   68
1        1        2   68
1        1        3   68
1        1        1   69
1        1        2   69
1        1        3   69
1        1        1   70
1        1        2   70
1        1        3   70
1        1        1   71
1        1        2   71
1        1        3   71
1        1        1   72
1        1        2   72
1        1        3   72
1        1        1   73
1        1        2   73
1        1        3   73
1        1        1   74
1        1        2   74
1        1        3   74
1        1        1   75
1        1        2   75
1        1        3   75
1        1        1   76
1        1        2   76
1        1        3   76
1        1        1   77
1        1        2   77
1        1        3   77
1        1        1   78
1        1        2   78
1        1        3   78
1        1        1   79
1        1        2   79
1        1        3   79
1        1        1   80
1        1        2   80
1        1        3   80
1        1        1   81
1        1        2   81
1        1        3   81
1        1        1   82
1        1        2   82
1        1        3   82
1        1        1   83
1        1        2   83
1        1        3   83
1        1        1   84
1        1        2   84
1        1        3   84
1        1        1   85
1        1        2   85
1        1        3   85
1        1        1   86
1        1        2   86
1        1        3   86
1        1        1   87
1        1        2   87
1        1        3   87
1        1        1   88
1        1        2   88
1        1        3   88
1        1        1   89
1        1        2   89
1        1        3   89
1        1        1   90
1        1        2   90
1        1        3   90
1        1        1   91
1        1        2   91
1        1        3   91
1        1        1   92
1        1        2   92
1        1        3   92
1        1        1   93
1        1        2   93
1        1        3   93
1        1        1   94
1        1        2   94
1        1        3   94
1        1        1   95
1        1        2   95
1        1        3   95
1        1        1   96
1        1        2   96
1        1        3   96
1        1        1   97
1        1        2   97
1        1        3   97
1        1        1   98
1        1        2   98
1        1        3   98
1        1        1   99
1        1        2   99
1        1        3   99
1        1        1  100
1        1        2  100
1        1        3  100
1        1        1  101
1        1        2  101
1        1        3  101
1        1        1  102
1        1        2  102
1        1        3  102
1        1        1  103
1        1        2  103
1        1        3  103
1        1        1  104
1        1        2  104
1        1        3  104
1        1        1  105
1        1        2  105
1        1        3  105
1        1        1  106
1        1        2  106
1        1        3  106
1        1        1  107
1        1        2  107
1        1        3  107
1        1        1  108
1        1        2  108
1        1        3  108
1        1        1  109
1        1        2  109
1        1        3  109
1        1        1  110
1        1        2  110
1        1        3  110
1        1        1  111
1        1        2  111
1        1        3  111
1        1        1  112
1        1        2  112
1        1        3  112
1        1        1  113
1        1        2  113
1        1        3  113
1        1        1  114
1        1        2  114
1        1        3  114
1        1        1  115
1        1        2  115
1        1        3  115
1        1        1  116
1        1        2  116
1        1        3  116
1        1        1  117
1        1        2  117
1        1        3  117
1        1        1  118
1        1        2  118
1        1        3  118
1        1        1  119
1        1        2  119
1        1        3  119
1        1        1  120
1        1        2  120
1        1        3  120
1        1        1  121
1        1        2  121
1        1        3  121
1        1        1  122
1        1        2  122
1        1        3  122
1        1        1  123
1        1        2  123
1        1        3  123
1        1        1  124
1        1        2  124
1        1        3  124
1        1        1  125
1        1        2  125
1        1        3  125
1        1        1  126
1        1        2  126
1        1        3  126
1        1        1  127
1        1        2  127
1        1        3  127
1        1        1  128
1        1        2  128
1        1        3  128
1        1        1  129
1        1        2  129
1        1        3  129
1        1        1  130
1        1        2  130
1        1        3  130
1        1        1  131
1        1        2  131
1        1        3  131
1        1        1  132
1        1        2  132
1        1        3  132
1        1        1  133
1        1        2  133
1        1        3  133
1        1        1  134
1        1        2  134
1        1        3  134
1        1        1  135
1        1        2  135
1        1        3  135
1        1        1  136
1        1        2  136
1        1        3  136
1        1        1  137
1        1        2  137
1        1        3  137
1        1        1  138
1        1        2  138
1        1        3  138
1        1        1  139
1        1        2  139
1        1        3  139
1        1        1  140
1        1        2  140
1        1        3  140
1        1        1  141
1        1        2  141
1        1        3  141
1        1        1  142
1        1        2  142
1        1        3  142
1        1        1  143
1        1        2  143
1        1        3  143
1        1        1  144
1        1        2  144
1        1        3  144
1        1        1  145
1        1        2  145
1        1        3  145
1        1        1  146
1        1        2  146
1        1        3  146
1        1        1  147
1        1        2  147
1        1        3  147
1        1        1  148
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0        0        3 1648
0        0        1 1649
0        0        2 1649
0        0        3 1649
0        0        1 1650
0        0        2 1650
0        0        3 1650
0        0        1 1651
0        0        2 1651
0        0        3 1651
0        0        1 1652
0        0        2 1652
0        0        3 1652
0        0        1 1653
0        0        2 1653
0        0        3 1653
0        0        1 1654
0        0        2 1654
0        0        3 1654
0        0        1 1655
0        0        2 1655
0        0        3 1655
0        0        1 1656
0        0        2 1656
0        0        3 1656
0        0        1 1657
0        0        2 1657
0        0        3 1657
0        0        1 1658
0        0        2 1658
0        0        3 1658
0        0        1 1659
0        0        2 1659
0        0        3 1659
0        0        1 1660
0        0        2 1660
0        0        3 1660
0        0        1 1661
0        0        2 1661
0        0        3 1661
0        0        1 1662
0        0        2 1662
0        0        3 1662
0        0        1 1663
0        0        2 1663
0        0        3 1663
0        0        1 1664
0        0        2 1664
0        0        3 1664
0        0        1 1665
0        0        2 1665
0        0        3 1665
0        0        1 1666
0        0        2 1666
0        0        3 1666
0        0        1 1667
0        0        2 1667
0        0        3 1667
0        0        1 1668
0        0        2 1668
0        0        3 1668
0        0        1 1669
0        0        2 1669
0        0        3 1669
0        0        1 1670
0        0        2 1670
0        0        3 1670
0        0        1 1671
0        0        2 1671
0        0        3 1671
0        0        1 1672
0        0        2 1672
0        0        3 1672
0        0        1 1673
0        0        2 1673
0        0        3 1673
0        0        1 1674
0        0        2 1674
0        0        3 1674
0        0        1 1675
0        0        2 1675
0        0        3 1675
0        0        1 1676
0        0        2 1676
0        0        3 1676
0        0        1 1677
0        0        2 1677
0        0        3 1677
0        0        1 1678
0        0        2 1678
0        0        3 1678
0        0        1 1679
0        0        2 1679
0        0        3 1679
0        0        1 1680
0        0        2 1680
0        0        3 1680
0        0        1 1681
0        0        2 1681
0        0        3 1681
0        0        1 1682
0        0        2 1682
0        0        3 1682
0        0        1 1683
0        0        2 1683
0        0        3 1683
0        0        1 1684
0        0        2 1684
0        0        3 1684
0        0        1 1685
0        0        2 1685
0        0        3 1685
0        0        1 1686
0        0        2 1686
0        0        3 1686
0        0        1 1687
0        0        2 1687
0        0        3 1687
0        0        1 1688
0        0        2 1688
0        0        3 1688
0        0        1 1689
0        0        2 1689
0        0        3 1689
0        0        1 1690
0        0        2 1690
0        0        3 1690
0        0        1 1691
0        0        2 1691
0        0        3 1691
0        0        1 1692
0        0        2 1692
0        0        3 1692
0        0        1 1693
0        0        2 1693
0        0        3 1693
0        0        1 1694
0        0        2 1694
0        0        3 1694
0        0        1 1695
0        0        2 1695
0        0        3 1695
0        0        1 1696
0        0        2 1696
0        0        3 1696
0        0        1 1697
0        0        2 1697
0        0        3 1697
0        0        1 1698
0        0        2 1698
0        0        3 1698
0        0        1 1699
0        0        2 1699
0        0        3 1699
0        0        1 1700
0        0        2 1700
0        0        3 1700
0        0        1 1701
0        0        2 1701
0        0        3 1701
0        0        1 1702
0        0        2 1702
0        0        3 1702
0        0        1 1703
0        0        2 1703
0        0        3 1703
0        0        1 1704
0        0        2 1704
0        0        3 1704
0        0        1 1705
0        0        2 1705
0        0        3 1705
0        0        1 1706
0        0        2 1706
0        0        3 1706
0        0        1 1707
0        0        2 1707
0        0        3 1707
0        0        1 1708
0        0        2 1708
0        0        3 1708
0        0        1 1709
0        0        2 1709
0        0        3 1709
0        0        1 1710
0        0        2 1710
0        0        3 1710
0        0        1 1711
0        0        2 1711
0        0        3 1711
0        0        1 1712
0        0        2 1712
0        0        3 1712
0        0        1 1713
0        0        2 1713
0        0        3 1713
0        0        1 1714
0        0        2 1714
0        0        3 1714
0        0        1 1715
0        0        2 1715
0        0        3 1715
0        0        1 1716
0        0        2 1716
0        0        3 1716
0        0        1 1717
0        0        2 1717
0        0        3 1717
0        0        1 1718
0        0        2 1718
0        0        3 1718
0        0        1 1719
0        0        2 1719
0        0        3 1719
0        0        1 1720
0        0        2 1720
0        0        3 1720
0        0        1 1721
0        0        2 1721
0        0        3 1721
0        0        1 1722
0        0        2 1722
0        0        3 1722
0        0        1 1723
0        0        2 1723
0        0        3 1723
0        0        1 1724
0        0        2 1724
0        0        3 1724
0        0        1 1725
0        0        2 1725
0        0        3 1725
0        0        1 1726
0        0        2 1726
0        0        3 1726
0        0        1 1727
0        0        2 1727
0        0        3 1727
0        0        1 1728
0        0        2 1728
0        0        3 1728
0        0        1 1729
0        0        2 1729
0        0        3 1729
0        0        1 1730
0        0        2 1730
0        0        3 1730
0        0        1 1731
0        0        2 1731
0        0        3 1731
0        0        1 1732
0        0        2 1732
0        0        3 1732
0        0        1 1733
0        0        2 1733
0        0        3 1733
0        0        1 1734
0        0        2 1734
0        0        3 1734
0        0        1 1735
0        0        2 1735
0        0        3 1735
0        0        1 1736
0        0        2 1736
0        0        3 1736
0        0        1 1737
0        0        2 1737
0        0        3 1737
0        0        1 1738
0        0        2 1738
0        0        3 1738
0        0        1 1739
0        0        2 1739
0        0        3 1739
0        0        1 1740
0        0        2 1740
0        0        3 1740
0        0        1 1741
0        0        2 1741
0        0        3 1741
0        0        1 1742
0        0        2 1742
0        0        3 1742
0        0        1 1743
0        0        2 1743
0        0        3 1743
0        0        1 1744
0        0        2 1744
0        0        3 1744
0        0        1 1745
0        0        2 1745
0        0        3 1745
0        0        1 1746
0        0        2 1746
0        0        3 1746
0        0        1 1747
0        0        2 1747
0        0        3 1747
0        0        1 1748
0        0        2 1748
0        0        3 1748
0        0        1 1749
0        0        2 1749
0        0        3 1749
0        0        1 1750
0        0        2 1750
0        0        3 1750
0        0        1 1751
0        0        2 1751
0        0        3 1751
0        0        1 1752
0        0        2 1752
0        0        3 1752
0        0        1 1753
0        0        2 1753
0        0        3 1753
0        0        1 1754
0        0        2 1754
0        0        3 1754
0        0        1 1755
0        0        2 1755
0        0        3 1755
0        0        1 1756
0        0        2 1756
0        0        3 1756
0        0        1 1757
0        0        2 1757
0        0        3 1757
0        0        1 1758
0        0        2 1758
0        0        3 1758
0        0        1 1759
0        0        2 1759
0        0        3 1759
0        0        1 1760
0        0        2 1760
0        0        3 1760
0        0        1 1761
0        0        2 1761
0        0        3 1761
0        0        1 1762
0        0        2 1762
0        0        3 1762
0        0        1 1763
0        0        2 1763
0        0        3 1763
0        0        1 1764
0        0        2 1764
0        0        3 1764
0        0        1 1765
0        0        2 1765
0        0        3 1765
0        0        1 1766
0        0        2 1766
0        0        3 1766
0        0        1 1767
0        0        2 1767
0        0        3 1767
0        0        1 1768
0        0        2 1768
0        0        3 1768
0        0        1 1769
0        0        2 1769
0        0        3 1769
0        0        1 1770
0        0        2 1770
0        0        3 1770
0        0        1 1771
0        0        2 1771
0        0        3 1771
0        0        1 1772
0        0        2 1772
0        0        3 1772
0        0        1 1773
0        0        2 1773
0        0        3 1773
0        0        1 1774
0        0        2 1774
0        0        3 1774
0        0        1 1775
0        0        2 1775
0        0        3 1775
0        0        1 1776
0        0        2 1776
0        0        3 1776
0        0        1 1777
0        0        2 1777
0        0        3 1777
0        0        1 1778
0        0        2 1778
0        0        3 1778
0        0        1 1779
0        0        2 1779
0        0        3 1779
0        0        1 1780
0        0        2 1780
0        0        3 1780
0        0        1 1781
0        0        2 1781
0        0        3 1781
0        0        1 1782
0        0        2 1782
0        0        3 1782
0        0        1 1783
0        0        2 1783
0        0        3 1783
0        0        1 1784
0        0        2 1784
0        0        3 1784
0        0        1 1785
0        0        2 1785
0        0        3 1785
0        0        1 1786
0        0        2 1786
0        0        3 1786
0        0        1 1787
0        0        2 1787
0        0        3 1787
0        0        1 1788
0        0        2 1788
0        0        3 1788
0        0        1 1789
0        0        2 1789
0        0        3 1789
0        0        1 1790
0        0        2 1790
0        0        3 1790
0        0        1 1791
0        0        2 1791
0        0        3 1791
0        0        1 1792
0        0        2 1792
0        0        3 1792
0        0        1 1793
0        0        2 1793
0        0        3 1793
0        0        1 1794
0        0        2 1794
0        0        3 1794
0        0        1 1795
0        0        2 1795
0        0        3 1795
0        0        1 1796
0        0        2 1796
0        0        3 1796
0        0        1 1797
0        0        2 1797
0        0        3 1797
0        0        1 1798
0        0        2 1798
0        0        3 1798
0        0        1 1799
0        0        2 1799
0        0        3 1799
0        0        1 1800
0        0        2 1800
0        0        3 1800
0        0        1 1801
0        0        2 1801
0        0        3 1801
0        0        1 1802
0        0        2 1802
0        0        3 1802
0        0        1 1803
0        0        2 1803
0        0        3 1803
0        0        1 1804
0        0        2 1804
0        0        3 1804
0        0        1 1805
0        0        2 1805
0        0        3 1805
0        0        1 1806
0        0        2 1806
0        0        3 1806
0        0        1 1807
0        0        2 1807
0        0        3 1807
0        0        1 1808
0        0        2 1808
0        0        3 1808
0        0        1 1809
0        0        2 1809
0        0        3 1809
0        0        1 1810
0        0        2 1810
0        0        3 1810
0        0        1 1811
0        0        2 1811
0        0        3 1811
0        0        1 1812
0        0        2 1812
0        0        3 1812
0        0        1 1813
0        0        2 1813
0        0        3 1813
0        0        1 1814
0        0        2 1814
0        0        3 1814
0        0        1 1815
0        0        2 1815
0        0        3 1815
0        0        1 1816
0        0        2 1816
0        0        3 1816
0        0        1 1817
0        0        2 1817
0        0        3 1817
0        0        1 1818
0        0        2 1818
0        0        3 1818
0        0        1 1819
0        0        2 1819
0        0        3 1819
0        0        1 1820
0        0        2 1820
0        0        3 1820
0        0        1 1821
0        0        2 1821
0        0        3 1821
0        0        1 1822
0        0        2 1822
0        0        3 1822
0        0        1 1823
0        0        2 1823
0        0        3 1823
0        0        1 1824
0        0        2 1824
0        0        3 1824
0        0        1 1825
0        0        2 1825
0        0        3 1825
0        0        1 1826
0        0        2 1826
0        0        3 1826
0        0        1 1827
0        0        2 1827
0        0        3 1827
0        0        1 1828
0        0        2 1828
0        0        3 1828
0        0        1 1829
0        0        2 1829
0        0        3 1829
0        0        1 1830
0        0        2 1830
0        0        3 1830
0        0        1 1831
0        0        2 1831
0        0        3 1831
0        0        1 1832
0        0        2 1832
0        0        3 1832
0        0        1 1833
0        0        2 1833
0        0        3 1833
0        0        1 1834
0        0        2 1834
0        0        3 1834
0        0        1 1835
0        0        2 1835
0        0        3 1835
0        0        1 1836
0        0        2 1836
0        0        3 1836
0        0        1 1837
0        0        2 1837
0        0        3 1837
0        0        1 1838
0        0        2 1838
0        0        3 1838
0        0        1 1839
0        0        2 1839
0        0        3 1839
0        0        1 1840
0        0        2 1840
0        0        3 1840
0        0        1 1841
0        0        2 1841
0        0        3 1841
0        0        1 1842
0        0        2 1842
0        0        3 1842
0        0        1 1843
0        0        2 1843
0        0        3 1843
0        0        1 1844
0        0        2 1844
0        0        3 1844
0        0        1 1845
0        0        2 1845
0        0        3 1845
0        0        1 1846
0        0        2 1846
0        0        3 1846
0        0        1 1847
0        0        2 1847
0        0        3 1847
0        0        1 1848
0        0        2 1848
0        0        3 1848
0        0        1 1849
0        0        2 1849
0        0        3 1849
0        0        1 1850
0        0        2 1850
0        0        3 1850
```

Attitudes about abortion data set of Table 9.3, in contingency table form

```
gender poor single any count
1 1 1 1 342
1 1 1 0 26
1 1 0 1 11
1 1 0 0 32
1 0 1 1 6
1 0 1 0 21
1 0 0 1 19
1 0 0 0 356
2 1 1 1 440
2 1 1 0 25
2 1 0 1 14
2 1 0 0 47
2 0 1 1 14
2 0 1 0 18
2 0 0 1 22
2 0 0 0 457
```

Election data of Table 10.3, including actual population proportions for Obama in 2008 and in 2012

```
state pi2008  pi2012   n        x
AK  0.379  0.408    5        1
AL  0.387  0.384   32       17
AR  0.389  0.369   17        8
AZ  0.449  0.444   35       18
CA  0.609  0.603  207      135
CO  0.537  0.515   37       18
CT  0.606  0.581   25       16
DC  0.925  0.836    4        3
DE  0.619  0.586    6        3
FL  0.509  0.499  128       55
GA  0.469  0.455   60       31
HI  0.718  0.706    7        5
IA  0.539  0.520   23       13
ID  0.359  0.324   10        3
IL  0.618  0.576   84       51
IN  0.498  0.439   42       26
KS  0.415  0.380   19        5
KY  0.412  0.378   28        9
LA  0.399  0.406   30        8
MA  0.618  0.606   47       30
MD  0.619  0.620   40       26
ME  0.577  0.563   11        6
MI  0.573  0.541   75       46
MN  0.541  0.526   44       25
MO  0.492  0.444   45       15
MS  0.430  0.438   20        8
MT  0.471  0.417    7        5
NC  0.497  0.483   66       19
ND  0.445  0.387    5        1
NE  0.416  0.379   12        7
NH  0.541  0.520   11        6
NJ  0.571  0.582   59       35
NM  0.569  0.529   13        6
NV  0.552  0.524   15        4
NY  0.629  0.626  114       76
OH  0.514  0.507   87       39
OK  0.344  0.332   22        9
OR  0.568  0.542   28       13
PA  0.545  0.520   92       53
RI  0.629  0.627    7        3
SC  0.449  0.441   29       13
SD  0.448  0.399    6        1
TN  0.418  0.391   40       19
TX  0.436  0.414  123       47
UT  0.342  0.247   15        4
VA  0.526  0.512   57       29
VT  0.675  0.666    5        1
WA  0.573  0.562   46       24
WI  0.562  0.528   45       27
WV  0.425  0.355   11        5
WY  0.325  0.278    4        2
```