data/wheeze.R

In drm: Regression and association models for repeated categorical data

"wheeze" <-
structure(list(id = c(1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 
4, 4, 4, 5, 5, 5, 5, 6, 6, 6, 6, 7, 7, 7, 7, 8, 8, 8, 8, 9, 9, 
9, 9, 10, 10, 10, 10, 11, 11, 11, 11, 12, 12, 12, 12, 13, 13, 
13, 13, 14, 14, 14, 14, 15, 15, 15, 15, 16, 16, 16, 16, 17, 17, 
17, 17, 18, 18, 18, 18, 19, 19, 19, 19, 20, 20, 20, 20, 21, 21, 
21, 21, 22, 22, 22, 22, 23, 23, 23, 23, 24, 24, 24, 24, 25, 25, 
25, 25, 26, 26, 26, 26, 27, 27, 27, 27, 28, 28, 28, 28, 29, 29, 
29, 29, 30, 30, 30, 30, 31, 31, 31, 31, 32, 32, 32, 32, 33, 33, 
33, 33, 34, 34, 34, 34, 35, 35, 35, 35, 36, 36, 36, 36, 37, 37, 
37, 37, 38, 38, 38, 38, 39, 39, 39, 39, 40, 40, 40, 40, 41, 41, 
41, 41, 42, 42, 42, 42, 43, 43, 43, 43, 44, 44, 44, 44, 45, 45, 
45, 45, 46, 46, 46, 46, 47, 47, 47, 47, 48, 48, 48, 48, 49, 49, 
49, 49, 50, 50, 50, 50, 51, 51, 51, 51, 52, 52, 52, 52, 53, 53, 
53, 53, 54, 54, 54, 54, 55, 55, 55, 55, 56, 56, 56, 56, 57, 57, 
57, 57, 58, 58, 58, 58, 59, 59, 59, 59, 60, 60, 60, 60, 61, 61, 
61, 61, 62, 62, 62, 62, 63, 63, 63, 63, 64, 64, 64, 64, 65, 65, 
65, 65, 66, 66, 66, 66, 67, 67, 67, 67, 68, 68, 68, 68, 69, 69, 
69, 69, 70, 70, 70, 70, 71, 71, 71, 71, 72, 72, 72, 72, 73, 73, 
73, 73, 74, 74, 74, 74, 75, 75, 75, 75, 76, 76, 76, 76, 77, 77, 
77, 77, 78, 78, 78, 78, 79, 79, 79, 79, 80, 80, 80, 80, 81, 81, 
81, 81, 82, 82, 82, 82, 83, 83, 83, 83, 84, 84, 84, 84, 85, 85, 
85, 85, 86, 86, 86, 86, 87, 87, 87, 87, 88, 88, 88, 88, 89, 89, 
89, 89, 90, 90, 90, 90, 91, 91, 91, 91, 92, 92, 92, 92, 93, 93, 
93, 93, 94, 94, 94, 94, 95, 95, 95, 95, 96, 96, 96, 96, 97, 97, 
97, 97, 98, 98, 98, 98, 99, 99, 99, 99, 100, 100, 100, 100, 101, 
101, 101, 101, 102, 102, 102, 102, 103, 103, 103, 103, 104, 104, 
104, 104, 105, 105, 105, 105, 106, 106, 106, 106, 107, 107, 107, 
107, 108, 108, 108, 108, 109, 109, 109, 109, 110, 110, 110, 110, 
111, 111, 111, 111, 112, 112, 112, 112, 113, 113, 113, 113, 114, 
114, 114, 114, 115, 115, 115, 115, 116, 116, 116, 116, 117, 117, 
117, 117, 118, 118, 118, 118, 119, 119, 119, 119, 120, 120, 120, 
120, 121, 121, 121, 121, 122, 122, 122, 122, 123, 123, 123, 123, 
124, 124, 124, 124, 125, 125, 125, 125, 126, 126, 126, 126, 127, 
127, 127, 127, 128, 128, 128, 128, 129, 129, 129, 129, 130, 130, 
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153, 153, 153, 154, 154, 154, 154, 155, 155, 155, 155, 156, 156, 
156, 156, 157, 157, 157, 157, 158, 158, 158, 158, 159, 159, 159, 
159, 160, 160, 160, 160, 161, 161, 161, 161, 162, 162, 162, 162, 
163, 163, 163, 163, 164, 164, 164, 164, 165, 165, 165, 165, 166, 
166, 166, 166, 167, 167, 167, 167, 168, 168, 168, 168, 169, 169, 
169, 169, 170, 170, 170, 170, 171, 171, 171, 171, 172, 172, 172, 
172, 173, 173, 173, 173, 174, 174, 174, 174, 175, 175, 175, 175, 
176, 176, 176, 176, 177, 177, 177, 177, 178, 178, 178, 178, 179, 
179, 179, 179, 180, 180, 180, 180, 181, 181, 181, 181, 182, 182, 
182, 182, 183, 183, 183, 183, 184, 184, 184, 184, 185, 185, 185, 
185, 186, 186, 186, 186, 187, 187, 187, 187, 188, 188, 188, 188, 
189, 189, 189, 189, 190, 190, 190, 190, 191, 191, 191, 191, 192, 
192, 192, 192, 193, 193, 193, 193, 194, 194, 194, 194, 195, 195, 
195, 195, 196, 196, 196, 196, 197, 197, 197, 197, 198, 198, 198, 
198, 199, 199, 199, 199, 200, 200, 200, 200, 201, 201, 201, 201, 
202, 202, 202, 202, 203, 203, 203, 203, 204, 204, 204, 204, 205, 
205, 205, 205, 206, 206, 206, 206, 207, 207, 207, 207, 208, 208, 
208, 208, 209, 209, 209, 209, 210, 210, 210, 210, 211, 211, 211, 
211, 212, 212, 212, 212, 213, 213, 213, 213, 214, 214, 214, 214, 
215, 215, 215, 215, 216, 216, 216, 216, 217, 217, 217, 217, 218, 
218, 218, 218, 219, 219, 219, 219, 220, 220, 220, 220, 221, 221, 
221, 221, 222, 222, 222, 222, 223, 223, 223, 223, 224, 224, 224, 
224, 225, 225, 225, 225, 226, 226, 226, 226, 227, 227, 227, 227, 
228, 228, 228, 228, 229, 229, 229, 229, 230, 230, 230, 230, 231, 
231, 231, 231, 232, 232, 232, 232, 233, 233, 233, 233, 234, 234, 
234, 234, 235, 235, 235, 235, 236, 236, 236, 236, 237, 237, 237, 
237, 238, 238, 238, 238, 239, 239, 239, 239, 240, 240, 240, 240, 
241, 241, 241, 241, 242, 242, 242, 242, 243, 243, 243, 243, 244, 
244, 244, 244, 245, 245, 245, 245, 246, 246, 246, 246, 247, 247, 
247, 247, 248, 248, 248, 248, 249, 249, 249, 249, 250, 250, 250, 
250, 251, 251, 251, 251, 252, 252, 252, 252, 253, 253, 253, 253, 
254, 254, 254, 254, 255, 255, 255, 255, 256, 256, 256, 256, 257, 
257, 257, 257, 258, 258, 258, 258, 259, 259, 259, 259, 260, 260, 
260, 260, 261, 261, 261, 261, 262, 262, 262, 262, 263, 263, 263, 
263, 264, 264, 264, 264, 265, 265, 265, 265, 266, 266, 266, 266, 
267, 267, 267, 267, 268, 268, 268, 268, 269, 269, 269, 269, 270, 
270, 270, 270, 271, 271, 271, 271, 272, 272, 272, 272, 273, 273, 
273, 273, 274, 274, 274, 274, 275, 275, 275, 275, 276, 276, 276, 
276, 277, 277, 277, 277, 278, 278, 278, 278, 279, 279, 279, 279, 
280, 280, 280, 280, 281, 281, 281, 281, 282, 282, 282, 282, 283, 
283, 283, 283, 284, 284, 284, 284, 285, 285, 285, 285, 286, 286, 
286, 286, 287, 287, 287, 287, 288, 288, 288, 288, 289, 289, 289, 
289, 290, 290, 290, 290, 291, 291, 291, 291, 292, 292, 292, 292, 
293, 293, 293, 293, 294, 294, 294, 294, 295, 295, 295, 295, 296, 
296, 296, 296, 297, 297, 297, 297, 298, 298, 298, 298, 299, 299, 
299, 299, 300, 300, 300, 300, 301, 301, 301, 301, 302, 302, 302, 
302, 303, 303, 303, 303, 304, 304, 304, 304, 305, 305, 305, 305, 
306, 306, 306, 306, 307, 307, 307, 307, 308, 308, 308, 308, 309, 
309, 309, 309, 310, 310, 310, 310, 311, 311, 311, 311, 312, 312, 
312, 312, 313, 313, 313, 313, 314, 314, 314, 314, 315, 315, 315, 
315, 316, 316, 316, 316, 317, 317, 317, 317, 318, 318, 318, 318, 
319, 319, 319, 319, 320, 320, 320, 320, 321, 321, 321, 321, 322, 
322, 322, 322, 323, 323, 323, 323, 324, 324, 324, 324, 325, 325, 
325, 325, 326, 326, 326, 326, 327, 327, 327, 327, 328, 328, 328, 
328, 329, 329, 329, 329, 330, 330, 330, 330, 331, 331, 331, 331, 
332, 332, 332, 332, 333, 333, 333, 333, 334, 334, 334, 334, 335, 
335, 335, 335, 336, 336, 336, 336, 337, 337, 337, 337, 338, 338, 
338, 338, 339, 339, 339, 339, 340, 340, 340, 340, 341, 341, 341, 
341, 342, 342, 342, 342, 343, 343, 343, 343, 344, 344, 344, 344, 
345, 345, 345, 345, 346, 346, 346, 346, 347, 347, 347, 347, 348, 
348, 348, 348, 349, 349, 349, 349, 350, 350, 350, 350, 351, 351, 
351, 351, 352, 352, 352, 352, 353, 353, 353, 353, 354, 354, 354, 
354, 355, 355, 355, 355, 356, 356, 356, 356, 357, 357, 357, 357, 
358, 358, 358, 358, 359, 359, 359, 359, 360, 360, 360, 360, 361, 
361, 361, 361, 362, 362, 362, 362, 363, 363, 363, 363, 364, 364, 
364, 364, 365, 365, 365, 365, 366, 366, 366, 366, 367, 367, 367, 
367, 368, 368, 368, 368, 369, 369, 369, 369, 370, 370, 370, 370, 
371, 371, 371, 371, 372, 372, 372, 372, 373, 373, 373, 373, 374, 
374, 374, 374, 375, 375, 375, 375, 376, 376, 376, 376, 377, 377, 
377, 377, 378, 378, 378, 378, 379, 379, 379, 379, 380, 380, 380, 
380, 381, 381, 381, 381, 382, 382, 382, 382, 383, 383, 383, 383, 
384, 384, 384, 384, 385, 385, 385, 385, 386, 386, 386, 386, 387, 
387, 387, 387, 388, 388, 388, 388, 389, 389, 389, 389, 390, 390, 
390, 390, 391, 391, 391, 391, 392, 392, 392, 392, 393, 393, 393, 
393, 394, 394, 394, 394, 395, 395, 395, 395, 396, 396, 396, 396, 
397, 397, 397, 397, 398, 398, 398, 398, 399, 399, 399, 399, 400, 
400, 400, 400, 401, 401, 401, 401, 402, 402, 402, 402, 403, 403, 
403, 403, 404, 404, 404, 404, 405, 405, 405, 405, 406, 406, 406, 
406, 407, 407, 407, 407, 408, 408, 408, 408, 409, 409, 409, 409, 
410, 410, 410, 410, 411, 411, 411, 411, 412, 412, 412, 412, 413, 
413, 413, 413, 414, 414, 414, 414, 415, 415, 415, 415, 416, 416, 
416, 416, 417, 417, 417, 417, 418, 418, 418, 418, 419, 419, 419, 
419, 420, 420, 420, 420, 421, 421, 421, 421, 422, 422, 422, 422, 
423, 423, 423, 423, 424, 424, 424, 424, 425, 425, 425, 425, 426, 
426, 426, 426, 427, 427, 427, 427, 428, 428, 428, 428, 429, 429, 
429, 429, 430, 430, 430, 430, 431, 431, 431, 431, 432, 432, 432, 
432, 433, 433, 433, 433, 434, 434, 434, 434, 435, 435, 435, 435, 
436, 436, 436, 436, 437, 437, 437, 437, 438, 438, 438, 438, 439, 
439, 439, 439, 440, 440, 440, 440, 441, 441, 441, 441, 442, 442, 
442, 442, 443, 443, 443, 443, 444, 444, 444, 444, 445, 445, 445, 
445, 446, 446, 446, 446, 447, 447, 447, 447, 448, 448, 448, 448, 
449, 449, 449, 449, 450, 450, 450, 450, 451, 451, 451, 451, 452, 
452, 452, 452, 453, 453, 453, 453, 454, 454, 454, 454, 455, 455, 
455, 455, 456, 456, 456, 456, 457, 457, 457, 457, 458, 458, 458, 
458, 459, 459, 459, 459, 460, 460, 460, 460, 461, 461, 461, 461, 
462, 462, 462, 462, 463, 463, 463, 463, 464, 464, 464, 464, 465, 
465, 465, 465, 466, 466, 466, 466, 467, 467, 467, 467, 468, 468, 
468, 468, 469, 469, 469, 469, 470, 470, 470, 470, 471, 471, 471, 
471, 472, 472, 472, 472, 473, 473, 473, 473, 474, 474, 474, 474, 
475, 475, 475, 475, 476, 476, 476, 476, 477, 477, 477, 477, 478, 
478, 478, 478, 479, 479, 479, 479, 480, 480, 480, 480, 481, 481, 
481, 481, 482, 482, 482, 482, 483, 483, 483, 483, 484, 484, 484, 
484, 485, 485, 485, 485, 486, 486, 486, 486, 487, 487, 487, 487, 
488, 488, 488, 488, 489, 489, 489, 489, 490, 490, 490, 490, 491, 
491, 491, 491, 492, 492, 492, 492, 493, 493, 493, 493, 494, 494, 
494, 494, 495, 495, 495, 495, 496, 496, 496, 496, 497, 497, 497, 
497, 498, 498, 498, 498, 499, 499, 499, 499, 500, 500, 500, 500, 
501, 501, 501, 501, 502, 502, 502, 502, 503, 503, 503, 503, 504, 
504, 504, 504, 505, 505, 505, 505, 506, 506, 506, 506, 507, 507, 
507, 507, 508, 508, 508, 508, 509, 509, 509, 509, 510, 510, 510, 
510, 511, 511, 511, 511, 512, 512, 512, 512, 513, 513, 513, 513, 
514, 514, 514, 514, 515, 515, 515, 515, 516, 516, 516, 516, 517, 
517, 517, 517, 518, 518, 518, 518, 519, 519, 519, 519, 520, 520, 
520, 520, 521, 521, 521, 521, 522, 522, 522, 522, 523, 523, 523, 
523, 524, 524, 524, 524, 525, 525, 525, 525, 526, 526, 526, 526, 
527, 527, 527, 527, 528, 528, 528, 528, 529, 529, 529, 529, 530, 
530, 530, 530, 531, 531, 531, 531, 532, 532, 532, 532, 533, 533, 
533, 533, 534, 534, 534, 534, 535, 535, 535, 535, 536, 536, 536, 
536, 537, 537, 537, 537), wheeze = structure(c(1, 1, 1, 1, 1, 
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 
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"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4", "Var1", "Var2", 
"Var3", "Var4", "Var1", "Var2", "Var3", "Var4")), age = c(7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 
7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 
10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 
9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 
8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10, 7, 8, 9, 10), 
    smoking = c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
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