Nothing
data/enzymes.R
In pmlr: Penalized Multinomial Logistic Regression
"enzymes" <-
structure(list(Patient = c(1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77),
Group = 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, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4), .Label = c("1", "2", "3", "4"), class = "factor"),
AST = c(236, 65, 59, 92, 99, 87, 202, 208, 105, 95, 215, 101, 454, 308, 82, 196, 141, 73, 569, 125, 77, 78, 165, 214, 141, 220, 127, 324, 149, 270, 178, 202, 56, 129, 682, 290, 61, 289, 133, 170, 550, 313, 166, 340, 660, 321, 401, 665, 242, 339, 372, 165, 385, 152, 605, 247, 123, 473, 40, 53, 76, 31, 32, 50, 56, 39, 46, 29, 40, 29, 77, 28, 28, 34, 24, 34, 119, 26, 39, 30, 35, 29, 31, 31, 23, 38, 22, 26, 26, 35, 42, 41, 64, 212, 83, 64, 121, 29, 129, 76, 20, 135, 75, 120, 99, 112, 71, 144, 52, 46, 49, 266, 52, 139, 50, 53, 216, 246, 74, 137, 70, 80, 115, 119, 222, 660, 159, 86, 103, 91, 110, 192, 540, 490, 2298, 858, 87, 184, 100, 1561, 276, 173, 42, 44, 83, 86, 42, 45, 76, 704, 91, 106, 127, 101, 71, 93, 76, 110, 82, 57, 72, 62, 143, 80, 207, 84, 132, 80, 118, 42, 47, 108, 70, 41, 53, 107, 140, 121, 63, 80, 325, 443, 47, 135, 187, 142, 48, 119, 56, 53, 121, 54, 99, 114, 61, 71, 54, 43, 52, 91, 43, 119, 115, 55, 141, 63, 40, 78, 175, 132, 142, 71, 67, 168, 89, 101, 82, 63),
ALT = c(582, 258, 244, 120, 352, 380, 429, 539, 465, 442, 570, 277, 639, 1243, 294, 760, 550, 201, 1354, 390, 480, 495, 330, 680, 539, 990, 480, 936, 334, 465, 660, 693, 158, 704, 1595, 987, 327, 693, 470, 620, 1034, 414, 239, 840, 1287, 1254, 492, 970, 528, 627, 910, 584, 610, 270, 1199, 452, 231, 506, 52, 123, 133, 63, 56, 59, 72, 87, 95, 57, 50, 44, 132, 44, 68, 58, 42, 61, 345, 41, 84, 70, 81, 41, 38, 56, 43, 40, 42, 57, 42, 72, 53, 47, 260, 660, 101, 185, 159, 42, 163, 109, 57, 118, 125, 163, 224, 93, 61, 42, 86, 40, 51, 316, 30, 132, 89, 31, 146, 114, 115, 94, 53, 55, 58, 132, 204, 418, 197, 52, 118, 52, 32, 255, 184, 425, 1310, 1551, 139, 112, 94, 979, 209, 121, 24, 28, 67, 59, 25, 26, 54, 172, 64, 61, 62, 57, 51, 78, 69, 79, 55, 37, 31, 26, 104, 51, 83, 54, 72, 50, 84, 22, 26, 59, 655, 34, 31, 175, 68, 74, 36, 85, 141, 19, 29, 90, 163, 74, 23, 62, 18, 39, 79, 52, 45, 74, 32, 52, 34, 37, 45, 43, 22, 73, 89, 34, 78, 38, 30, 32, 134, 69, 93, 42, 44, 154, 63, 76, 49, 46),
GLDH = c(10, 20, 16, 6, 13, 7, 15, 14, 4, 13, 17, 6, 27, 9, 11, 18, 24, 3, 24, 10, 9, 12, 21, 10, 21, 18, 18, 2, 13, 10, 12, 19, 6, 14, 20, 20, 14, 9, 11, 13, 18, 13, 10, 12, 21, 18, 22, 14, 16, 11, 19, 9, 13, 7, 16, 23, 11, 13, 5, 7, 8, 4, 6, 9, 7, 9, 8, 5, 3, 4, 7, 4, 5, 6, 3, 7, 23, 5, 5, 7, 8, 7, 5, 6, 7, 6, 4, 7, 17, 3, 7, 10, 5, 14, 5, 10, 9, 4, 9, 10, 7, 50, 19, 16, 21, 52, 6, 6, 19, 9, 13, 23, 19, 47, 15, 4, 24, 24, 24, 18, 8, 8, 13, 9, 15, 28, 23, 18, 17, 27, 18, 25, 160, 41, 43, 29, 34, 28, 52, 31, 39, 34, 4, 15, 3, 11, 3, 3, 13, 75, 9, 12, 16, 7, 6, 21, 10, 8, 6, 5, 7, 11, 8, 6, 5, 6, 11, 10, 14, 4, 7, 24, 9, 7, 6, 20, 15, 9, 50, 12, 31, 5, 8, 46, 15, 11, 6, 18, 10, 13, 7, 25, 11, 14, 7, 9, 5, 12, 7, 4, 7, 21, 9, 5, 53, 11, 6, 17, 21, 9, 10, 9, 17, 14, 10, 6, 6, 10),
OCT = c(457, 242, 236, 205, 315, 92, 715, 480, 58, 229, 360, 124, 712, 470, 236, 249, 610, 66, 996, 315, 231, 299, 402, 266, 326, 321, 630, 316, 370, 347, 336, 607, 116, 225, 960, 202, 281, 556, 363, 318, 995, 870, 288, 680, 4100, 965, 596, 1040, 847, 603, 368, 413, 512, 152, 1628, 720, 323, 960, 79, 201, 158, 126, 35, 63, 57, 95, 111, 65, 51, 28, 130, 57, 41, 66, 35, 165, 202, 54, 55, 209, 79, 39, 25, 74, 72, 57, 39, 85, 231, 35, 147, 190, 180, 321, 195, 231, 179, 30, 140, 180, 72, 1023, 969, 396, 294, 1104, 84, 147, 214, 117, 198, 364, 129, 2100, 162, 51, 399, 612, 513, 438, 333, 162, 381, 249, 279, 1515, 699, 687, 204, 513, 294, 528, 5067, 534, 4928, 2487, 585, 192, 696, 630, 1041, 1005, 51, 210, 66, 297, 21, 18, 255, 420, 159, 171, 291, 103, 189, 312, 228, 204, 65, 54, 120, 162, 189, 78, 147, 105, 237, 525, 207, 66, 75, 273, 669, 105, 54, 228, 375, 369, 750, 204, 2010, 51, 36, 1161, 501, 228, 138, 288, 186, 222, 184, 324, 222, 264, 147, 144, 40, 120, 159, 93, 48, 504, 204, 51, 924, 249, 54, 270, 516, 174, 258, 225, 276, 384, 426, 99, 102, 81)),
.Names = c("Patient", "Group", "AST", "ALT", "GLDH", "OCT"),
row.names = seq(from = 1, to = 218),
class = "data.frame")
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pmlr documentation built on May 30, 2017, 7:48 a.m.
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"enzymes" <-
structure(list(Patient = c(1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77),
Group = 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, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4), .Label = c("1", "2", "3", "4"), class = "factor"),
AST = c(236, 65, 59, 92, 99, 87, 202, 208, 105, 95, 215, 101, 454, 308, 82, 196, 141, 73, 569, 125, 77, 78, 165, 214, 141, 220, 127, 324, 149, 270, 178, 202, 56, 129, 682, 290, 61, 289, 133, 170, 550, 313, 166, 340, 660, 321, 401, 665, 242, 339, 372, 165, 385, 152, 605, 247, 123, 473, 40, 53, 76, 31, 32, 50, 56, 39, 46, 29, 40, 29, 77, 28, 28, 34, 24, 34, 119, 26, 39, 30, 35, 29, 31, 31, 23, 38, 22, 26, 26, 35, 42, 41, 64, 212, 83, 64, 121, 29, 129, 76, 20, 135, 75, 120, 99, 112, 71, 144, 52, 46, 49, 266, 52, 139, 50, 53, 216, 246, 74, 137, 70, 80, 115, 119, 222, 660, 159, 86, 103, 91, 110, 192, 540, 490, 2298, 858, 87, 184, 100, 1561, 276, 173, 42, 44, 83, 86, 42, 45, 76, 704, 91, 106, 127, 101, 71, 93, 76, 110, 82, 57, 72, 62, 143, 80, 207, 84, 132, 80, 118, 42, 47, 108, 70, 41, 53, 107, 140, 121, 63, 80, 325, 443, 47, 135, 187, 142, 48, 119, 56, 53, 121, 54, 99, 114, 61, 71, 54, 43, 52, 91, 43, 119, 115, 55, 141, 63, 40, 78, 175, 132, 142, 71, 67, 168, 89, 101, 82, 63),
ALT = c(582, 258, 244, 120, 352, 380, 429, 539, 465, 442, 570, 277, 639, 1243, 294, 760, 550, 201, 1354, 390, 480, 495, 330, 680, 539, 990, 480, 936, 334, 465, 660, 693, 158, 704, 1595, 987, 327, 693, 470, 620, 1034, 414, 239, 840, 1287, 1254, 492, 970, 528, 627, 910, 584, 610, 270, 1199, 452, 231, 506, 52, 123, 133, 63, 56, 59, 72, 87, 95, 57, 50, 44, 132, 44, 68, 58, 42, 61, 345, 41, 84, 70, 81, 41, 38, 56, 43, 40, 42, 57, 42, 72, 53, 47, 260, 660, 101, 185, 159, 42, 163, 109, 57, 118, 125, 163, 224, 93, 61, 42, 86, 40, 51, 316, 30, 132, 89, 31, 146, 114, 115, 94, 53, 55, 58, 132, 204, 418, 197, 52, 118, 52, 32, 255, 184, 425, 1310, 1551, 139, 112, 94, 979, 209, 121, 24, 28, 67, 59, 25, 26, 54, 172, 64, 61, 62, 57, 51, 78, 69, 79, 55, 37, 31, 26, 104, 51, 83, 54, 72, 50, 84, 22, 26, 59, 655, 34, 31, 175, 68, 74, 36, 85, 141, 19, 29, 90, 163, 74, 23, 62, 18, 39, 79, 52, 45, 74, 32, 52, 34, 37, 45, 43, 22, 73, 89, 34, 78, 38, 30, 32, 134, 69, 93, 42, 44, 154, 63, 76, 49, 46),
GLDH = c(10, 20, 16, 6, 13, 7, 15, 14, 4, 13, 17, 6, 27, 9, 11, 18, 24, 3, 24, 10, 9, 12, 21, 10, 21, 18, 18, 2, 13, 10, 12, 19, 6, 14, 20, 20, 14, 9, 11, 13, 18, 13, 10, 12, 21, 18, 22, 14, 16, 11, 19, 9, 13, 7, 16, 23, 11, 13, 5, 7, 8, 4, 6, 9, 7, 9, 8, 5, 3, 4, 7, 4, 5, 6, 3, 7, 23, 5, 5, 7, 8, 7, 5, 6, 7, 6, 4, 7, 17, 3, 7, 10, 5, 14, 5, 10, 9, 4, 9, 10, 7, 50, 19, 16, 21, 52, 6, 6, 19, 9, 13, 23, 19, 47, 15, 4, 24, 24, 24, 18, 8, 8, 13, 9, 15, 28, 23, 18, 17, 27, 18, 25, 160, 41, 43, 29, 34, 28, 52, 31, 39, 34, 4, 15, 3, 11, 3, 3, 13, 75, 9, 12, 16, 7, 6, 21, 10, 8, 6, 5, 7, 11, 8, 6, 5, 6, 11, 10, 14, 4, 7, 24, 9, 7, 6, 20, 15, 9, 50, 12, 31, 5, 8, 46, 15, 11, 6, 18, 10, 13, 7, 25, 11, 14, 7, 9, 5, 12, 7, 4, 7, 21, 9, 5, 53, 11, 6, 17, 21, 9, 10, 9, 17, 14, 10, 6, 6, 10),
OCT = c(457, 242, 236, 205, 315, 92, 715, 480, 58, 229, 360, 124, 712, 470, 236, 249, 610, 66, 996, 315, 231, 299, 402, 266, 326, 321, 630, 316, 370, 347, 336, 607, 116, 225, 960, 202, 281, 556, 363, 318, 995, 870, 288, 680, 4100, 965, 596, 1040, 847, 603, 368, 413, 512, 152, 1628, 720, 323, 960, 79, 201, 158, 126, 35, 63, 57, 95, 111, 65, 51, 28, 130, 57, 41, 66, 35, 165, 202, 54, 55, 209, 79, 39, 25, 74, 72, 57, 39, 85, 231, 35, 147, 190, 180, 321, 195, 231, 179, 30, 140, 180, 72, 1023, 969, 396, 294, 1104, 84, 147, 214, 117, 198, 364, 129, 2100, 162, 51, 399, 612, 513, 438, 333, 162, 381, 249, 279, 1515, 699, 687, 204, 513, 294, 528, 5067, 534, 4928, 2487, 585, 192, 696, 630, 1041, 1005, 51, 210, 66, 297, 21, 18, 255, 420, 159, 171, 291, 103, 189, 312, 228, 204, 65, 54, 120, 162, 189, 78, 147, 105, 237, 525, 207, 66, 75, 273, 669, 105, 54, 228, 375, 369, 750, 204, 2010, 51, 36, 1161, 501, 228, 138, 288, 186, 222, 184, 324, 222, 264, 147, 144, 40, 120, 159, 93, 48, 504, 204, 51, 924, 249, 54, 270, 516, 174, 258, 225, 276, 384, 426, 99, 102, 81)),
.Names = c("Patient", "Group", "AST", "ALT", "GLDH", "OCT"),
row.names = seq(from = 1, to = 218),
class = "data.frame")
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