neuralnet: Training of Neural Networks
This is a notebook to try out the code from The R Journal paper about the neuralnet package, neuralnet: Training of Neural Networks.
library(datasets)
infertlibrary(neuralnet)
library(NeuralNetTools)
nn <- neuralnet(case~age+parity+induced+spontaneous, data=infert, hidden=2, err.fct="ce", linear.output=FALSE)
nn## $call
## neuralnet(formula = case ~ age + parity + induced + spontaneous,
## data = infert, hidden = 2, err.fct = "ce", linear.output = FALSE)
##
## $response
## case
## 1 1
## 2 1
## 3 1
## 4 1
## 5 1
## 6 1
## 7 1
## 8 1
## 9 1
## 10 1
## 11 1
## 12 1
## 13 1
## 14 1
## 15 1
## 16 1
## 17 1
## 18 1
## 19 1
## 20 1
## 21 1
## 22 1
## 23 1
## 24 1
## 25 1
## 26 1
## 27 1
## 28 1
## 29 1
## 30 1
## 31 1
## 32 1
## 33 1
## 34 1
## 35 1
## 36 1
## 37 1
## 38 1
## 39 1
## 40 1
## 41 1
## 42 1
## 43 1
## 44 1
## 45 1
## 46 1
## 47 1
## 48 1
## 49 1
## 50 1
## 51 1
## 52 1
## 53 1
## 54 1
## 55 1
## 56 1
## 57 1
## 58 1
## 59 1
## 60 1
## 61 1
## 62 1
## 63 1
## 64 1
## 65 1
## 66 1
## 67 1
## 68 1
## 69 1
## 70 1
## 71 1
## 72 1
## 73 1
## 74 1
## 75 1
## 76 1
## 77 1
## 78 1
## 79 1
## 80 1
## 81 1
## 82 1
## 83 1
## 84 0
## 85 0
## 86 0
## 87 0
## 88 0
## 89 0
## 90 0
## 91 0
## 92 0
## 93 0
## 94 0
## 95 0
## 96 0
## 97 0
## 98 0
## 99 0
## 100 0
## 101 0
## 102 0
## 103 0
## 104 0
## 105 0
## 106 0
## 107 0
## 108 0
## 109 0
## 110 0
## 111 0
## 112 0
## 113 0
## 114 0
## 115 0
## 116 0
## 117 0
## 118 0
## 119 0
## 120 0
## 121 0
## 122 0
## 123 0
## 124 0
## 125 0
## 126 0
## 127 0
## 128 0
## 129 0
## 130 0
## 131 0
## 132 0
## 133 0
## 134 0
## 135 0
## 136 0
## 137 0
## 138 0
## 139 0
## 140 0
## 141 0
## 142 0
## 143 0
## 144 0
## 145 0
## 146 0
## 147 0
## 148 0
## 149 0
## 150 0
## 151 0
## 152 0
## 153 0
## 154 0
## 155 0
## 156 0
## 157 0
## 158 0
## 159 0
## 160 0
## 161 0
## 162 0
## 163 0
## 164 0
## 165 0
## 166 0
## 167 0
## 168 0
## 169 0
## 170 0
## 171 0
## 172 0
## 173 0
## 174 0
## 175 0
## 176 0
## 177 0
## 178 0
## 179 0
## 180 0
## 181 0
## 182 0
## 183 0
## 184 0
## 185 0
## 186 0
## 187 0
## 188 0
## 189 0
## 190 0
## 191 0
## 192 0
## 193 0
## 194 0
## 195 0
## 196 0
## 197 0
## 198 0
## 199 0
## 200 0
## 201 0
## 202 0
## 203 0
## 204 0
## 205 0
## 206 0
## 207 0
## 208 0
## 209 0
## 210 0
## 211 0
## 212 0
## 213 0
## 214 0
## 215 0
## 216 0
## 217 0
## 218 0
## 219 0
## 220 0
## 221 0
## 222 0
## 223 0
## 224 0
## 225 0
## 226 0
## 227 0
## 228 0
## 229 0
## 230 0
## 231 0
## 232 0
## 233 0
## 234 0
## 235 0
## 236 0
## 237 0
## 238 0
## 239 0
## 240 0
## 241 0
## 242 0
## 243 0
## 244 0
## 245 0
## 246 0
## 247 0
## 248 0
##
## $covariate
## [,1] [,2] [,3] [,4]
## [1,] 26 6 1 2
## [2,] 42 1 1 0
## [3,] 39 6 2 0
## [4,] 34 4 2 0
## [5,] 35 3 1 1
## [6,] 36 4 2 1
## [7,] 23 1 0 0
## [8,] 32 2 0 0
## [9,] 21 1 0 1
## [10,] 28 2 0 0
## [11,] 29 2 1 0
## [12,] 37 4 2 1
## [13,] 31 1 1 0
## [14,] 29 3 2 0
## [15,] 31 2 1 1
## [16,] 27 2 2 0
## [17,] 30 5 2 1
## [18,] 26 1 0 1
## [19,] 25 3 2 1
## [20,] 44 1 0 1
## [21,] 40 1 0 1
## [22,] 35 2 2 0
## [23,] 28 2 0 2
## [24,] 36 1 0 1
## [25,] 27 2 1 1
## [26,] 40 2 0 2
## [27,] 38 2 0 2
## [28,] 34 3 0 2
## [29,] 28 4 1 2
## [30,] 30 4 2 0
## [31,] 32 1 0 1
## [32,] 34 2 1 0
## [33,] 42 1 1 0
## [34,] 32 2 0 2
## [35,] 39 1 1 0
## [36,] 35 2 0 2
## [37,] 36 1 0 1
## [38,] 34 3 1 2
## [39,] 30 3 0 0
## [40,] 28 1 0 1
## [41,] 39 3 0 2
## [42,] 35 1 0 0
## [43,] 41 1 0 0
## [44,] 37 2 1 1
## [45,] 30 1 0 0
## [46,] 37 1 1 0
## [47,] 28 2 0 2
## [48,] 27 4 2 0
## [49,] 26 2 2 0
## [50,] 38 3 0 2
## [51,] 24 3 1 2
## [52,] 36 5 1 2
## [53,] 27 3 1 1
## [54,] 28 1 0 1
## [55,] 29 2 0 2
## [56,] 36 2 0 2
## [57,] 28 2 1 0
## [58,] 28 2 0 2
## [59,] 28 1 0 1
## [60,] 27 2 0 2
## [61,] 35 2 0 2
## [62,] 25 1 0 1
## [63,] 34 1 0 1
## [64,] 31 2 0 2
## [65,] 26 2 1 0
## [66,] 32 1 0 1
## [67,] 21 1 0 1
## [68,] 28 3 1 2
## [69,] 37 3 0 2
## [70,] 25 1 1 0
## [71,] 32 1 1 0
## [72,] 25 1 0 1
## [73,] 31 1 0 1
## [74,] 38 6 0 2
## [75,] 26 2 0 2
## [76,] 31 1 0 1
## [77,] 31 2 0 1
## [78,] 25 1 1 0
## [79,] 31 1 0 1
## [80,] 34 1 0 1
## [81,] 35 2 2 0
## [82,] 29 1 0 1
## [83,] 23 1 0 1
## [84,] 26 6 2 0
## [85,] 42 1 0 0
## [86,] 39 6 2 0
## [87,] 34 4 0 1
## [88,] 35 3 2 0
## [89,] 36 4 1 1
## [90,] 23 1 0 0
## [91,] 32 2 2 0
## [92,] 21 1 0 1
## [93,] 28 2 0 1
## [94,] 29 2 0 0
## [95,] 37 4 1 1
## [96,] 31 1 0 0
## [97,] 29 3 0 1
## [98,] 31 2 1 0
## [99,] 27 2 1 0
## [100,] 30 5 0 2
## [101,] 26 1 0 0
## [102,] 25 3 0 1
## [103,] 44 1 0 0
## [104,] 40 1 0 0
## [105,] 35 2 0 0
## [106,] 28 2 0 0
## [107,] 36 1 0 0
## [108,] 27 2 0 1
## [109,] 40 2 0 0
## [110,] 38 2 0 0
## [111,] 34 3 0 0
## [112,] 28 4 0 2
## [113,] 30 4 1 1
## [114,] 32 1 0 0
## [115,] 34 2 1 0
## [116,] 42 1 1 0
## [117,] 32 2 0 0
## [118,] 39 1 0 0
## [119,] 35 2 0 0
## [120,] 36 1 0 0
## [121,] 34 3 2 0
## [122,] 30 3 0 2
## [123,] 28 1 1 0
## [124,] 39 3 1 0
## [125,] 35 1 0 0
## [126,] 41 1 0 0
## [127,] 37 2 0 0
## [128,] 30 1 1 0
## [129,] 37 1 0 0
## [130,] 28 2 1 0
## [131,] 27 4 2 1
## [132,] 26 2 1 0
## [133,] 38 3 1 0
## [134,] 24 3 2 1
## [135,] 36 5 1 1
## [136,] 27 3 1 1
## [137,] 28 1 1 0
## [138,] 29 2 1 0
## [139,] 36 2 1 0
## [140,] 28 2 1 1
## [141,] 28 2 2 0
## [142,] 28 1 1 0
## [143,] 27 2 1 0
## [144,] 35 2 2 0
## [145,] 25 1 1 0
## [146,] 34 1 0 0
## [147,] 31 2 0 0
## [148,] 26 2 0 1
## [149,] 32 1 0 0
## [150,] 21 1 0 1
## [151,] 28 3 2 0
## [152,] 37 3 1 1
## [153,] 25 1 0 0
## [154,] 32 1 1 0
## [155,] 25 1 0 0
## [156,] 31 1 0 1
## [157,] 26 2 0 2
## [158,] 31 1 0 0
## [159,] 31 2 2 0
## [160,] 25 1 0 0
## [161,] 31 1 0 0
## [162,] 34 1 0 0
## [163,] 35 2 0 0
## [164,] 29 1 0 1
## [165,] 23 1 0 1
## [166,] 26 6 2 0
## [167,] 42 1 0 0
## [168,] 39 6 2 0
## [169,] 34 4 0 2
## [170,] 35 3 0 0
## [171,] 36 4 0 2
## [172,] 23 1 0 0
## [173,] 32 2 0 1
## [174,] 21 1 1 0
## [175,] 28 2 0 1
## [176,] 29 2 0 1
## [177,] 37 4 0 1
## [178,] 31 1 0 0
## [179,] 29 3 0 2
## [180,] 31 2 1 0
## [181,] 27 2 0 0
## [182,] 30 5 1 2
## [183,] 26 1 1 0
## [184,] 25 3 1 1
## [185,] 44 1 1 0
## [186,] 40 1 0 0
## [187,] 35 2 0 0
## [188,] 28 2 2 0
## [189,] 36 1 0 1
## [190,] 27 2 0 2
## [191,] 40 2 0 0
## [192,] 38 2 0 0
## [193,] 34 3 0 0
## [194,] 28 4 2 1
## [195,] 30 4 1 1
## [196,] 32 1 0 0
## [197,] 34 2 0 0
## [198,] 42 1 0 0
## [199,] 32 2 2 0
## [200,] 39 1 0 0
## [201,] 35 2 0 0
## [202,] 36 1 0 0
## [203,] 34 3 2 0
## [204,] 30 3 0 1
## [205,] 28 1 0 0
## [206,] 39 3 0 0
## [207,] 35 1 0 0
## [208,] 41 1 0 0
## [209,] 37 2 0 0
## [210,] 30 1 0 0
## [211,] 37 1 0 1
## [212,] 28 2 1 0
## [213,] 27 4 2 0
## [214,] 26 2 1 0
## [215,] 38 3 1 0
## [216,] 24 3 2 0
## [217,] 36 5 2 1
## [218,] 27 3 2 0
## [219,] 28 1 0 1
## [220,] 29 2 1 1
## [221,] 36 2 0 1
## [222,] 28 2 2 0
## [223,] 28 2 1 0
## [224,] 28 1 0 0
## [225,] 27 2 1 0
## [226,] 35 2 1 0
## [227,] 25 1 1 0
## [228,] 34 1 0 0
## [229,] 31 2 1 0
## [230,] 26 2 0 2
## [231,] 32 1 1 0
## [232,] 21 1 0 0
## [233,] 28 3 2 0
## [234,] 37 3 0 2
## [235,] 25 1 1 0
## [236,] 32 1 0 0
## [237,] 25 1 1 0
## [238,] 31 1 0 0
## [239,] 38 6 0 2
## [240,] 26 2 1 1
## [241,] 31 1 1 0
## [242,] 31 2 0 1
## [243,] 25 1 0 1
## [244,] 31 1 0 1
## [245,] 34 1 0 0
## [246,] 35 2 2 0
## [247,] 29 1 0 1
## [248,] 23 1 0 1
##
## $model.list
## $model.list$response
## [1] "case"
##
## $model.list$variables
## [1] "age" "parity" "induced" "spontaneous"
##
##
## $err.fct
## function (x, y)
## {
## -(y * log(x) + (1 - y) * log(1 - x))
## }
## <environment: 0x5620e9304450>
## attr(,"type")
## [1] "ce"
##
## $act.fct
## function (x)
## {
## 1/(1 + exp(-x))
## }
## <environment: 0x5620e9304450>
## attr(,"type")
## [1] "logistic"
##
## $linear.output
## [1] FALSE
##
## $data
## education age parity induced case spontaneous stratum pooled.stratum
## 1 0-5yrs 26 6 1 1 2 1 3
## 2 0-5yrs 42 1 1 1 0 2 1
## 3 0-5yrs 39 6 2 1 0 3 4
## 4 0-5yrs 34 4 2 1 0 4 2
## 5 6-11yrs 35 3 1 1 1 5 32
## 6 6-11yrs 36 4 2 1 1 6 36
## 7 6-11yrs 23 1 0 1 0 7 6
## 8 6-11yrs 32 2 0 1 0 8 22
## 9 6-11yrs 21 1 0 1 1 9 5
## 10 6-11yrs 28 2 0 1 0 10 19
## 11 6-11yrs 29 2 1 1 0 11 20
## 12 6-11yrs 37 4 2 1 1 12 37
## 13 6-11yrs 31 1 1 1 0 13 9
## 14 6-11yrs 29 3 2 1 0 14 29
## 15 6-11yrs 31 2 1 1 1 15 21
## 16 6-11yrs 27 2 2 1 0 16 18
## 17 6-11yrs 30 5 2 1 1 17 38
## 18 6-11yrs 26 1 0 1 1 18 7
## 19 6-11yrs 25 3 2 1 1 19 28
## 20 6-11yrs 44 1 0 1 1 20 17
## 21 6-11yrs 40 1 0 1 1 21 14
## 22 6-11yrs 35 2 2 1 0 22 24
## 23 6-11yrs 28 2 0 1 2 23 19
## 24 6-11yrs 36 1 0 1 1 24 12
## 25 6-11yrs 27 2 1 1 1 25 18
## 26 6-11yrs 40 2 0 1 2 26 27
## 27 6-11yrs 38 2 0 1 2 27 26
## 28 6-11yrs 34 3 0 1 2 28 31
## 29 6-11yrs 28 4 1 1 2 29 34
## 30 6-11yrs 30 4 2 1 0 30 35
## 31 6-11yrs 32 1 0 1 1 31 10
## 32 6-11yrs 34 2 1 1 0 32 23
## 33 6-11yrs 42 1 1 1 0 33 16
## 34 6-11yrs 32 2 0 1 2 34 22
## 35 6-11yrs 39 1 1 1 0 35 13
## 36 6-11yrs 35 2 0 1 2 36 24
## 37 6-11yrs 36 1 0 1 1 37 12
## 38 6-11yrs 34 3 1 1 2 38 31
## 39 6-11yrs 30 3 0 1 0 39 30
## 40 6-11yrs 28 1 0 1 1 40 8
## 41 6-11yrs 39 3 0 1 2 41 33
## 42 6-11yrs 35 1 0 1 0 42 11
## 43 6-11yrs 41 1 0 1 0 43 15
## 44 6-11yrs 37 2 1 1 1 44 25
## 45 12+ yrs 30 1 0 1 0 45 44
## 46 12+ yrs 37 1 1 1 0 46 48
## 47 12+ yrs 28 2 0 1 2 47 51
## 48 12+ yrs 27 4 2 1 0 48 61
## 49 12+ yrs 26 2 2 1 0 49 49
## 50 12+ yrs 38 3 0 1 2 50 60
## 51 12+ yrs 24 3 1 1 2 51 56
## 52 12+ yrs 36 5 1 1 2 52 62
## 53 12+ yrs 27 3 1 1 1 53 57
## 54 12+ yrs 28 1 0 1 1 54 42
## 55 12+ yrs 29 2 0 1 2 55 52
## 56 12+ yrs 36 2 0 1 2 56 55
## 57 12+ yrs 28 2 1 1 0 57 51
## 58 12+ yrs 28 2 0 1 2 58 51
## 59 12+ yrs 28 1 0 1 1 59 42
## 60 12+ yrs 27 2 0 1 2 60 50
## 61 12+ yrs 35 2 0 1 2 61 54
## 62 12+ yrs 25 1 0 1 1 62 41
## 63 12+ yrs 34 1 0 1 1 63 47
## 64 12+ yrs 31 2 0 1 2 64 53
## 65 12+ yrs 26 2 1 1 0 65 49
## 66 12+ yrs 32 1 0 1 1 66 46
## 67 12+ yrs 21 1 0 1 1 67 39
## 68 12+ yrs 28 3 1 1 2 68 58
## 69 12+ yrs 37 3 0 1 2 69 59
## 70 12+ yrs 25 1 1 1 0 70 41
## 71 12+ yrs 32 1 1 1 0 71 46
## 72 12+ yrs 25 1 0 1 1 72 41
## 73 12+ yrs 31 1 0 1 1 73 45
## 74 12+ yrs 38 6 0 1 2 74 63
## 75 12+ yrs 26 2 0 1 2 75 49
## 76 12+ yrs 31 1 0 1 1 76 45
## 77 12+ yrs 31 2 0 1 1 77 53
## 78 12+ yrs 25 1 1 1 0 78 41
## 79 12+ yrs 31 1 0 1 1 79 45
## 80 12+ yrs 34 1 0 1 1 80 47
## 81 12+ yrs 35 2 2 1 0 81 54
## 82 12+ yrs 29 1 0 1 1 82 43
## 83 12+ yrs 23 1 0 1 1 83 40
## 84 0-5yrs 26 6 2 0 0 1 3
## 85 0-5yrs 42 1 0 0 0 2 1
## 86 0-5yrs 39 6 2 0 0 3 4
## 87 0-5yrs 34 4 0 0 1 4 2
## 88 6-11yrs 35 3 2 0 0 5 32
## 89 6-11yrs 36 4 1 0 1 6 36
## 90 6-11yrs 23 1 0 0 0 7 6
## 91 6-11yrs 32 2 2 0 0 8 22
## 92 6-11yrs 21 1 0 0 1 9 5
## 93 6-11yrs 28 2 0 0 1 10 19
## 94 6-11yrs 29 2 0 0 0 11 20
## 95 6-11yrs 37 4 1 0 1 12 37
## 96 6-11yrs 31 1 0 0 0 13 9
## 97 6-11yrs 29 3 0 0 1 14 29
## 98 6-11yrs 31 2 1 0 0 15 21
## 99 6-11yrs 27 2 1 0 0 16 18
## 100 6-11yrs 30 5 0 0 2 17 38
## 101 6-11yrs 26 1 0 0 0 18 7
## 102 6-11yrs 25 3 0 0 1 19 28
## 103 6-11yrs 44 1 0 0 0 20 17
## 104 6-11yrs 40 1 0 0 0 21 14
## 105 6-11yrs 35 2 0 0 0 22 24
## 106 6-11yrs 28 2 0 0 0 23 19
## 107 6-11yrs 36 1 0 0 0 24 12
## 108 6-11yrs 27 2 0 0 1 25 18
## 109 6-11yrs 40 2 0 0 0 26 27
## 110 6-11yrs 38 2 0 0 0 27 26
## 111 6-11yrs 34 3 0 0 0 28 31
## 112 6-11yrs 28 4 0 0 2 29 34
## 113 6-11yrs 30 4 1 0 1 30 35
## 114 6-11yrs 32 1 0 0 0 31 10
## 115 6-11yrs 34 2 1 0 0 32 23
## 116 6-11yrs 42 1 1 0 0 33 16
## 117 6-11yrs 32 2 0 0 0 34 22
## 118 6-11yrs 39 1 0 0 0 35 13
## 119 6-11yrs 35 2 0 0 0 36 24
## 120 6-11yrs 36 1 0 0 0 37 12
## 121 6-11yrs 34 3 2 0 0 38 31
## 122 6-11yrs 30 3 0 0 2 39 30
## 123 6-11yrs 28 1 1 0 0 40 8
## 124 6-11yrs 39 3 1 0 0 41 33
## 125 6-11yrs 35 1 0 0 0 42 11
## 126 6-11yrs 41 1 0 0 0 43 15
## 127 6-11yrs 37 2 0 0 0 44 25
## 128 12+ yrs 30 1 1 0 0 45 44
## 129 12+ yrs 37 1 0 0 0 46 48
## 130 12+ yrs 28 2 1 0 0 47 51
## 131 12+ yrs 27 4 2 0 1 48 61
## 132 12+ yrs 26 2 1 0 0 49 49
## 133 12+ yrs 38 3 1 0 0 50 60
## 134 12+ yrs 24 3 2 0 1 51 56
## 135 12+ yrs 36 5 1 0 1 52 62
## 136 12+ yrs 27 3 1 0 1 53 57
## 137 12+ yrs 28 1 1 0 0 54 42
## 138 12+ yrs 29 2 1 0 0 55 52
## 139 12+ yrs 36 2 1 0 0 56 55
## 140 12+ yrs 28 2 1 0 1 57 51
## 141 12+ yrs 28 2 2 0 0 58 51
## 142 12+ yrs 28 1 1 0 0 59 42
## 143 12+ yrs 27 2 1 0 0 60 50
## 144 12+ yrs 35 2 2 0 0 61 54
## 145 12+ yrs 25 1 1 0 0 62 41
## 146 12+ yrs 34 1 0 0 0 63 47
## 147 12+ yrs 31 2 0 0 0 64 53
## 148 12+ yrs 26 2 0 0 1 65 49
## 149 12+ yrs 32 1 0 0 0 66 46
## 150 12+ yrs 21 1 0 0 1 67 39
## 151 12+ yrs 28 3 2 0 0 68 58
## 152 12+ yrs 37 3 1 0 1 69 59
## 153 12+ yrs 25 1 0 0 0 70 41
## 154 12+ yrs 32 1 1 0 0 71 46
## 155 12+ yrs 25 1 0 0 0 72 41
## 156 12+ yrs 31 1 0 0 1 73 45
## 157 12+ yrs 26 2 0 0 2 75 49
## 158 12+ yrs 31 1 0 0 0 76 45
## 159 12+ yrs 31 2 2 0 0 77 53
## 160 12+ yrs 25 1 0 0 0 78 41
## 161 12+ yrs 31 1 0 0 0 79 45
## 162 12+ yrs 34 1 0 0 0 80 47
## 163 12+ yrs 35 2 0 0 0 81 54
## 164 12+ yrs 29 1 0 0 1 82 43
## 165 12+ yrs 23 1 0 0 1 83 40
## 166 0-5yrs 26 6 2 0 0 1 3
## 167 0-5yrs 42 1 0 0 0 2 1
## 168 0-5yrs 39 6 2 0 0 3 4
## 169 0-5yrs 34 4 0 0 2 4 2
## 170 6-11yrs 35 3 0 0 0 5 32
## 171 6-11yrs 36 4 0 0 2 6 36
## 172 6-11yrs 23 1 0 0 0 7 6
## 173 6-11yrs 32 2 0 0 1 8 22
## 174 6-11yrs 21 1 1 0 0 9 5
## 175 6-11yrs 28 2 0 0 1 10 19
## 176 6-11yrs 29 2 0 0 1 11 20
## 177 6-11yrs 37 4 0 0 1 12 37
## 178 6-11yrs 31 1 0 0 0 13 9
## 179 6-11yrs 29 3 0 0 2 14 29
## 180 6-11yrs 31 2 1 0 0 15 21
## 181 6-11yrs 27 2 0 0 0 16 18
## 182 6-11yrs 30 5 1 0 2 17 38
## 183 6-11yrs 26 1 1 0 0 18 7
## 184 6-11yrs 25 3 1 0 1 19 28
## 185 6-11yrs 44 1 1 0 0 20 17
## 186 6-11yrs 40 1 0 0 0 21 14
## 187 6-11yrs 35 2 0 0 0 22 24
## 188 6-11yrs 28 2 2 0 0 23 19
## 189 6-11yrs 36 1 0 0 1 24 12
## 190 6-11yrs 27 2 0 0 2 25 18
## 191 6-11yrs 40 2 0 0 0 26 27
## 192 6-11yrs 38 2 0 0 0 27 26
## 193 6-11yrs 34 3 0 0 0 28 31
## 194 6-11yrs 28 4 2 0 1 29 34
## 195 6-11yrs 30 4 1 0 1 30 35
## 196 6-11yrs 32 1 0 0 0 31 10
## 197 6-11yrs 34 2 0 0 0 32 23
## 198 6-11yrs 42 1 0 0 0 33 16
## 199 6-11yrs 32 2 2 0 0 34 22
## 200 6-11yrs 39 1 0 0 0 35 13
## 201 6-11yrs 35 2 0 0 0 36 24
## 202 6-11yrs 36 1 0 0 0 37 12
## 203 6-11yrs 34 3 2 0 0 38 31
## 204 6-11yrs 30 3 0 0 1 39 30
## 205 6-11yrs 28 1 0 0 0 40 8
## 206 6-11yrs 39 3 0 0 0 41 33
## 207 6-11yrs 35 1 0 0 0 42 11
## 208 6-11yrs 41 1 0 0 0 43 15
## 209 6-11yrs 37 2 0 0 0 44 25
## 210 12+ yrs 30 1 0 0 0 45 44
## 211 12+ yrs 37 1 0 0 1 46 48
## 212 12+ yrs 28 2 1 0 0 47 51
## 213 12+ yrs 27 4 2 0 0 48 61
## 214 12+ yrs 26 2 1 0 0 49 49
## 215 12+ yrs 38 3 1 0 0 50 60
## 216 12+ yrs 24 3 2 0 0 51 56
## 217 12+ yrs 36 5 2 0 1 52 62
## 218 12+ yrs 27 3 2 0 0 53 57
## 219 12+ yrs 28 1 0 0 1 54 42
## 220 12+ yrs 29 2 1 0 1 55 52
## 221 12+ yrs 36 2 0 0 1 56 55
## 222 12+ yrs 28 2 2 0 0 57 51
## 223 12+ yrs 28 2 1 0 0 58 51
## 224 12+ yrs 28 1 0 0 0 59 42
## 225 12+ yrs 27 2 1 0 0 60 50
## 226 12+ yrs 35 2 1 0 0 61 54
## 227 12+ yrs 25 1 1 0 0 62 41
## 228 12+ yrs 34 1 0 0 0 63 47
## 229 12+ yrs 31 2 1 0 0 64 53
## 230 12+ yrs 26 2 0 0 2 65 49
## 231 12+ yrs 32 1 1 0 0 66 46
## 232 12+ yrs 21 1 0 0 0 67 39
## 233 12+ yrs 28 3 2 0 0 68 58
## 234 12+ yrs 37 3 0 0 2 69 59
## 235 12+ yrs 25 1 1 0 0 70 41
## 236 12+ yrs 32 1 0 0 0 71 46
## 237 12+ yrs 25 1 1 0 0 72 41
## 238 12+ yrs 31 1 0 0 0 73 45
## 239 12+ yrs 38 6 0 0 2 74 63
## 240 12+ yrs 26 2 1 0 1 75 49
## 241 12+ yrs 31 1 1 0 0 76 45
## 242 12+ yrs 31 2 0 0 1 77 53
## 243 12+ yrs 25 1 0 0 1 78 41
## 244 12+ yrs 31 1 0 0 1 79 45
## 245 12+ yrs 34 1 0 0 0 80 47
## 246 12+ yrs 35 2 2 0 0 81 54
## 247 12+ yrs 29 1 0 0 1 82 43
## 248 12+ yrs 23 1 0 0 1 83 40
##
## $net.result
## $net.result[[1]]
## [,1]
## 1 0.15504454728050834356
## 2 0.62177093080422318749
## 3 0.14527910367618784848
## 4 0.15462701698015465790
## 5 0.35287676539345441684
## 6 0.49349589809684452080
## 7 0.15110352887337669126
## 8 0.14798860564430338371
## 9 0.29009439957971977497
## 10 0.14676745439738347887
## 11 0.16477413794283887749
## 12 0.52852782494061412155
## 13 0.29601597482457353561
## 14 0.17601816255036156766
## 15 0.70548146243121334642
## 16 0.29137106595049849789
## 17 0.17485191055166157681
## 18 0.40578544495881008203
## 19 0.62731341694904974027
## 20 0.90286057968720723199
## 21 0.84366840132979759037
## 22 0.50449124114752896819
## 23 0.86853110466301419734
## 24 0.74499541590568041372
## 25 0.56407955966698686279
## 26 0.95656397572454210376
## 27 0.95060770512728454129
## 28 0.63442686132609404925
## 29 0.55256914668547807423
## 30 0.15092288270223991331
## 31 0.60982298476926877218
## 32 0.18110710349733435964
## 33 0.62177093080422318749
## 34 0.91662276090469751999
## 35 0.51351655431998244339
## 36 0.93750204034660766794
## 37 0.74499541590568041372
## 38 0.94970146965852253462
## 39 0.14517240129571443163
## 40 0.46802214874172026748
## 41 0.79172605928836226052
## 42 0.17093989996917269281
## 43 0.19861625904732374548
## 44 0.85733551073708291757
## 45 0.15922701112144604929
## 46 0.44625859928885597272
## 47 0.86853110466301419734
## 48 0.14908889575041375797
## 49 0.27461099883064160609
## 50 0.76483970282059599022
## 51 0.86434285592055892788
## 52 0.34528349124785467916
## 53 0.22382934433601878177
## 54 0.46802214874172026748
## 55 0.88337530561816457464
## 56 0.94255634444660818527
## 57 0.16253687119826643048
## 58 0.86853110466301419734
## 59 0.46802214874172026748
## 60 0.85142161943670136015
## 61 0.93750204034660766794
## 62 0.37799867750532656352
## 63 0.68063612429603015386
## 64 0.90718972117489826701
## 65 0.15879289765407308965
## 66 0.60982298476926877218
## 67 0.29009439957971977497
## 68 0.91432771887117370024
## 69 0.73535527385013665924
## 70 0.21751014749308356100
## 71 0.31534089022836314653
## 72 0.37799867750532656352
## 73 0.57345249225457339826
## 74 0.14956203987886820816
## 75 0.83184225203331219056
## 76 0.57345249225457339826
## 77 0.22636154529118437950
## 78 0.21751014749308356100
## 79 0.57345249225457339826
## 80 0.68063612429603015386
## 81 0.50449124114752896819
## 82 0.50197914649175912061
## 83 0.32950846833178276674
## 84 0.00000000003642883062
## 85 0.20557006893849566476
## 86 0.14527910367618784848
## 87 0.14825974701766883590
## 88 0.20925919539398241120
## 89 0.18421400942691382174
## 90 0.15110352887337669126
## 91 0.40788310081226664128
## 92 0.29009439957971977497
## 93 0.20137561268498818667
## 94 0.14702170923881266451
## 95 0.18926782823429233460
## 96 0.16104219588648249761
## 97 0.15576629440139294625
## 98 0.17014707377453033854
## 99 0.16055292846375721072
## 100 0.15536183565681488394
## 101 0.15378851528359149814
## 102 0.15163360632979819287
## 103 0.22235756325628761032
## 104 0.19247409997794839853
## 105 0.14936027796983902816
## 106 0.14676745439738347887
## 107 0.17425971358697242564
## 108 0.19491152053907176422
## 109 0.15304569953660127068
## 110 0.15130856404461076603
## 111 0.14545142836124050345
## 112 0.19301947382535561415
## 113 0.16403369941110673702
## 114 0.16308852269607623797
## 115 0.18110710349733435964
## 116 0.62177093080422318749
## 117 0.14798860564430338371
## 118 0.18704751096675789612
## 119 0.14936027796983902816
## 120 0.17425971358697242564
## 121 0.20187447175444037106
## 122 0.49101667699324941241
## 123 0.24973885859342861981
## 124 0.15620302913020736590
## 125 0.17093989996917269281
## 126 0.19861625904732374548
## 127 0.15058168845908040390
## 128 0.27875056261841901772
## 129 0.17801086805559615533
## 130 0.16253687119826643048
## 131 0.26968057643712023408
## 132 0.15879289765407308965
## 133 0.15493134876931954902
## 134 0.59106993210447456022
## 135 0.15164365379894717556
## 136 0.22382934433601878177
## 137 0.24973885859342861981
## 138 0.16477413794283887749
## 139 0.19100926865008491240
## 140 0.60045518926055174713
## 141 0.31014991457447699252
## 142 0.24973885859342861981
## 143 0.16055292846375721072
## 144 0.50449124114752896819
## 145 0.21751014749308356100
## 146 0.16800039942345176835
## 147 0.14762814744606156392
## 148 0.18920117082127707597
## 149 0.16308852269607623797
## 150 0.29009439957971977497
## 151 0.17249634799146854047
## 152 0.40614509040514795712
## 153 0.15278625052121605488
## 154 0.31534089022836314653
## 155 0.15278625052121605488
## 156 0.57345249225457339826
## 157 0.83184225203331219056
## 158 0.16104219588648249761
## 159 0.37992748206019505419
## 160 0.15278625052121605488
## 161 0.16104219588648249761
## 162 0.16800039942345176835
## 163 0.14936027796983902816
## 164 0.50197914649175912061
## 165 0.32950846833178276674
## 166 0.00000000003642883062
## 167 0.20557006893849566476
## 168 0.14527910367618784848
## 169 0.24500058930320672834
## 170 0.14554381830717774693
## 171 0.27273283101430290110
## 172 0.15110352887337669126
## 173 0.23697524943435627209
## 174 0.18952332426393778131
## 175 0.20137561268498818667
## 176 0.20869435366932798104
## 177 0.14974518051574012278
## 178 0.16104219588648249761
## 179 0.45758812332965392855
## 180 0.17014707377453033854
## 181 0.14654108711209656857
## 182 0.24188677012373532849
## 183 0.22696047571087585304
## 184 0.20671840891825721265
## 185 0.69181764739113915663
## 186 0.19247409997794839853
## 187 0.14936027796983902816
## 188 0.31014991457447699252
## 189 0.74499541590568041372
## 190 0.85142161943670136015
## 191 0.15304569953660127068
## 192 0.15130856404461076603
## 193 0.14545142836124050345
## 194 0.28583336507371404078
## 195 0.16403369941110673702
## 196 0.16308852269607623797
## 197 0.14884875449907053468
## 198 0.20557006893849566476
## 199 0.40788310081226664128
## 200 0.18704751096675789612
## 201 0.14936027796983902816
## 202 0.17425971358697242564
## 203 0.20187447175444037106
## 204 0.15714321061237038202
## 205 0.15618629599043126754
## 206 0.14604165232656299289
## 207 0.17093989996917269281
## 208 0.19861625904732374548
## 209 0.15058168845908040390
## 210 0.15922701112144604929
## 211 0.77367392214549779439
## 212 0.16253687119826643048
## 213 0.14908889575041375797
## 214 0.15879289765407308965
## 215 0.15493134876931954902
## 216 0.16200205819888946479
## 217 0.20681206994109227471
## 218 0.16937872047422194988
## 219 0.46802214874172026748
## 220 0.63656842224829413013
## 221 0.29492653791223377713
## 222 0.31014991457447699252
## 223 0.16253687119826643048
## 224 0.15618629599043126754
## 225 0.16055292846375721072
## 226 0.18575306103438327110
## 227 0.21751014749308356100
## 228 0.16800039942345176835
## 229 0.17014707377453033854
## 230 0.83184225203331219056
## 231 0.31534089022836314653
## 232 0.14977309373352207245
## 233 0.17249634799146854047
## 234 0.73535527385013665924
## 235 0.21751014749308356100
## 236 0.16308852269607623797
## 237 0.21751014749308356100
## 238 0.16104219588648249761
## 239 0.14956203987886820816
## 240 0.52808573382713597244
## 241 0.29601597482457353561
## 242 0.22636154529118437950
## 243 0.37799867750532656352
## 244 0.57345249225457339826
## 245 0.16800039942345176835
## 246 0.50449124114752896819
## 247 0.50197914649175912061
## 248 0.32950846833178276674
##
##
## $weights
## $weights[[1]]
## $weights[[1]][[1]]
## [,1] [,2]
## [1,] 0.2322283446 -5.6241282822
## [2,] -2.4413400155 0.1155267072
## [3,] 10.6160880271 -1.7016627910
## [4,] -0.5618561981 2.1339662740
## [5,] -494.6989447203 3.2510830817
##
## $weights[[1]][[2]]
## [,1]
## [1,] -1.776806712
## [2,] -65.752163208
## [3,] 5.467610110
##
##
##
## $startweights
## $startweights[[1]]
## $startweights[[1]][[1]]
## [,1] [,2]
## [1,] -0.4356730546 1.2141741093
## [2,] -0.9846048984 -0.6788073563
## [3,] 1.2987981300 -0.2604582613
## [4,] -1.0294474110 0.2393634575
## [5,] -0.0953042912 -0.4714783384
##
## $startweights[[1]][[2]]
## [,1]
## [1,] -0.2296551149
## [2,] -0.9862597964
## [3,] 1.0376326354
##
##
##
## $generalized.weights
## $generalized.weights[[1]]
## [,1] [,2] [,3] [,4]
## 1 0.0092454088648 -0.136181222770 0.170777746382 0.26017873326
## 2 0.1534442172832 -2.260172745432 2.834364386285 4.31813483458
## 3 0.0005411800285 -0.007971368164 0.009996475741 0.01522956297
## 4 0.0088875444029 -0.130910020520 0.164167407434 0.25010792690
## 5 0.1062680593893 -1.565286563380 1.962943982287 2.99053178528
## 6 0.1374960760665 -2.025262921155 2.539776266300 3.86933184054
## 7 0.0058181637602 -0.085699255352 0.107470952294 0.16373126372
## 8 0.0030285535800 -0.044609398652 0.055942312855 0.08522773255
## 9 0.0854482704723 -1.258619291657 1.578368601857 2.40463381295
## 10 0.0019146735353 -0.028202385319 0.035367135861 0.05388159056
## 11 0.0172551449104 -0.254161472719 0.318730605037 0.48558390555
## 12 0.1429066834154 -2.104959031460 2.639718988479 4.02159389696
## 13 0.0876679331539 -1.291314046701 1.619369383546 2.46709822455
## 14 0.0257965686737 -0.379973272857 0.476504601032 0.72595151368
## 15 0.1577665712470 -2.323839312984 2.914205297574 4.43977191904
## 16 0.0859319810097 -1.265744156919 1.587303522604 2.41824610384
## 17 0.0249432639570 -0.367404431239 0.460742674369 0.70193832578
## 18 0.1200637418371 -1.768491519715 2.217772686207 3.37876157978
## 19 0.1538918125259 -2.266765646659 2.842632198769 4.33073079058
## 20 0.1237041824830 -1.822113773294 2.285017548867 3.48120866997
## 21 0.1466914992190 -2.160707874116 2.709630695237 4.12810390596
## 22 0.1392823060525 -2.051573383699 2.572770840795 3.91959885002
## 23 0.1395983375464 -2.056228402845 2.578608456752 3.92849241817
## 24 0.1576338358270 -2.321884172648 2.911753458373 4.43603655872
## 25 0.1475821930723 -2.173827442956 2.726083260094 4.15316927645
## 26 0.0615962708872 -0.907288753819 1.137783356205 1.73340519250
## 27 0.0733705056219 -1.080718583347 1.355272631451 2.06474862178
## 28 0.1544352939585 -2.274770913611 2.852671185213 4.34602511804
## 29 0.1461567969258 -2.152831920421 2.699753873783 4.11305663576
## 30 0.0056583707840 -0.083345567865 0.104519315948 0.15923446643
## 31 0.1524087461591 -2.244920664546 2.815237549646 4.28899522925
## 32 0.0294375236570 -0.433603102422 0.543758964341 0.82841307804
## 33 0.1534442172832 -2.260172745432 2.834364386285 4.31813483458
## 34 0.1140804420645 -1.680359876092 2.107251403046 3.21038315777
## 35 0.1406878294151 -2.072276187972 2.598733144449 3.95915224278
## 36 0.0931249166917 -1.371693259959 1.720168749399 2.62066537178
## 37 0.1576338358270 -2.321884172648 2.911753458373 4.43603655872
## 38 0.0749802710393 -1.104429792460 1.385007618213 2.11004967156
## 39 0.0004420319289 -0.006510955812 0.008165049026 0.01243939657
## 40 0.1330359442734 -1.959566940568 2.457390374303 3.74381749530
## 41 0.1548889117907 -2.281452525205 2.861050244726 4.35879055813
## 42 0.0220272992165 -0.324453421746 0.406880060590 0.61987900061
## 43 0.0410321710239 -0.604387680918 0.757930968669 1.15470266768
## 44 0.1431347237693 -2.108317975849 2.643931264895 4.02801127139
## 45 0.0127643329885 -0.188013585946 0.235778001138 0.35920617859
## 46 0.1288513836840 -1.897930015025 2.380094730866 3.62605810907
## 47 0.1395983375464 -2.056228402845 2.578608456752 3.92849241817
## 48 0.0040223222289 -0.059247173911 0.074298758495 0.11319452206
## 49 0.0793437089841 -1.168701510833 1.465607417485 2.23284291670
## 50 0.1568686513221 -2.310613306961 2.897619255414 4.41450319680
## 51 0.1409946935740 -2.076796175891 2.604401424810 3.96778782930
## 52 0.1040365653304 -1.532417536818 1.921724655806 2.92773442217
## 53 0.0556027285431 -0.819006241159 1.027072876079 1.56473853020
## 54 0.1330359442734 -1.959566940568 2.457390374303 3.74381749530
## 55 0.1338226177685 -1.971154330597 2.471921513878 3.76595558746
## 56 0.0863167740495 -1.271412006489 1.594411276205 2.42907471804
## 57 0.0154672716116 -0.227826804827 0.285705675881 0.43527065095
## 58 0.1395983375464 -2.056228402845 2.578608456752 3.92849241817
## 59 0.1330359442734 -1.959566940568 2.457390374303 3.74381749530
## 60 0.1447671080263 -2.132362351538 2.674084058429 4.07394884693
## 61 0.0931249166917 -1.371693259959 1.720168749399 2.62066537178
## 62 0.1131794516690 -1.667088643249 2.090608644298 3.18502802819
## 63 0.1570660253334 -2.313520548230 2.901265074581 4.42005757746
## 64 0.1209419550546 -1.781427253718 2.233994713413 3.40347572773
## 65 0.0124045527885 -0.182714165631 0.229132275389 0.34908146069
## 66 0.1524087461591 -2.244920664546 2.815237549646 4.28899522925
## 67 0.0854482704723 -1.258619291657 1.578368601857 2.40463381295
## 68 0.1158671934680 -1.706678018909 2.140255608970 3.26066484067
## 69 0.1578245671003 -2.324693569008 2.915276575358 4.44140400345
## 70 0.0521571192802 -0.768253776939 0.963426866104 1.46777426756
## 71 0.0945101944264 -1.392097854127 1.745757083363 2.65964902426
## 72 0.1131794516690 -1.667088643249 2.090608644298 3.18502802819
## 73 0.1486806057109 -2.190006627501 2.746372728927 4.18408014400
## 74 0.0044468163564 -0.065499849461 0.082139934213 0.12513963023
## 75 0.1492120154453 -2.197834083105 2.756188731461 4.19903475699
## 76 0.1486806057109 -2.190006627501 2.746372728927 4.18408014400
## 77 0.0569482342836 -0.838825009552 1.051926556589 1.60260294315
## 78 0.0521571192802 -0.768253776939 0.963426866104 1.46777426756
## 79 0.1486806057109 -2.190006627501 2.746372728927 4.18408014400
## 80 0.1570660253334 -2.313520548230 2.901265074581 4.42005757746
## 81 0.1392823060525 -2.051573383699 2.572770840795 3.91959885002
## 82 0.1388814132147 -2.045668390458 2.565365697725 3.90831716500
## 83 0.0991691027225 -1.460721734131 1.831814700828 2.79075721824
## 84 35.9463573624630 -156.312824259506 8.274987667315 7283.93977338470
## 85 0.0452793353308 -0.666946734507 0.836383004643 1.27422381006
## 86 0.0005411800285 -0.007971368164 0.009996475741 0.01522956297
## 87 0.0032743064831 -0.048229241899 0.060481768879 0.09214356288
## 88 0.0474582466469 -0.699041238024 0.876631042297 1.33554142126
## 89 0.0315969421815 -0.465410484814 0.583646938415 0.88918213482
## 90 0.0058181637602 -0.085699255352 0.107470952294 0.16373126372
## 91 0.1205537848928 -1.775709660472 2.226824578872 3.39255207660
## 92 0.0854482704723 -1.258619291657 1.578368601857 2.40463381295
## 93 0.0427400214502 -0.629543643490 0.789477745153 1.20276396675
## 94 0.0021475534908 -0.031632615130 0.039668807595 0.06043515814
## 95 0.0350120970869 -0.515714368370 0.646730406850 0.98528936925
## 96 0.0142553765172 -0.209976068506 0.263320001424 0.40116622841
## 97 0.0098611562189 -0.145250938218 0.182151601992 0.27750672480
## 98 0.0214260008448 -0.315596534105 0.395773101198 0.60295762364
## 99 0.0138555789725 -0.204087208501 0.255935090200 0.38991536647
## 100 0.0095165434390 -0.140174928012 0.175786043173 0.26780883930
## 101 0.0081651672578 -0.120269690345 0.150823926070 0.22977922394
## 102 0.0062856636524 -0.092585344209 0.116106436045 0.17688736439
## 103 0.0548115770613 -0.807352892156 1.012459020805 1.54247442124
## 104 0.0371189248752 -0.546747109979 0.685646944448 1.04457844918
## 105 0.0042660055305 -0.062836577374 0.078800064033 0.12005136076
## 106 0.0019146735353 -0.028202385319 0.035367135861 0.05388159056
## 107 0.0245072000262 -0.360981381682 0.452687863978 0.68966687702
## 108 0.0386907274151 -0.569899140891 0.714680695085 1.08881117050
## 109 0.0075210594256 -0.110782236252 0.138926206282 0.21165312889
## 110 0.0059992387192 -0.088366418015 0.110815701443 0.16882696626
## 111 0.0007011111217 -0.010327090045 0.012950663306 0.01973024733
## 112 0.0374728209617 -0.551959859626 0.692183981046 1.05453757991
## 113 0.0166668568561 -0.245496221918 0.307863967380 0.46902865711
## 114 0.0159109966367 -0.234362699277 0.293901999149 0.44775769362
## 115 0.0294375236570 -0.433603102422 0.543758964341 0.82841307804
## 116 0.1534442172832 -2.260172745432 2.834364386285 4.31813483458
## 117 0.0030285535800 -0.044609398652 0.055942312855 0.08522773255
## 118 0.0335262176038 -0.493827950164 0.619283794890 0.94347464290
## 119 0.0042660055305 -0.062836577374 0.078800064033 0.12005136076
## 120 0.0245072000262 -0.360981381682 0.452687863978 0.68966687702
## 121 0.0430455751015 -0.634044328150 0.795121818306 1.21136267375
## 122 0.1370819414716 -2.019162882060 2.532126526429 3.85767751396
## 123 0.0685101339979 -1.009127228055 1.265493658487 1.92797096806
## 124 0.0102320025204 -0.150713357839 0.189001736641 0.28794285828
## 125 0.0220272992165 -0.324453421746 0.406880060590 0.61987900061
## 126 0.0410321710239 -0.604387680918 0.757930968669 1.15470266768
## 127 0.0053559038953 -0.078890350029 0.098932260375 0.15072262475
## 128 0.0810202614120 -1.193396466242 1.496576069007 2.28002344633
## 129 0.0272380481618 -0.401205696663 0.503131072832 0.76651676209
## 130 0.0154672716116 -0.227826804827 0.285705675881 0.43527065095
## 131 0.0773022434017 -1.138631528713 1.427898226190 2.17539322064
## 132 0.0124045527885 -0.182714165631 0.229132275389 0.34908146069
## 133 0.0091485069587 -0.134753895947 0.168987810492 0.25745177813
## 134 0.1505933041732 -2.218179920776 2.781703381977 4.23790615325
## 135 0.0062945050691 -0.092715574788 0.116269751400 0.17713617422
## 136 0.0556027285431 -0.819006241159 1.027072876079 1.56473853020
## 137 0.0685101339979 -1.009127228055 1.265493658487 1.92797096806
## 138 0.0172551449104 -0.254161472719 0.318730605037 0.48558390555
## 139 0.0361620023465 -0.532652018895 0.667971028184 1.01764931116
## 140 0.1515305900526 -2.231985771767 2.799016577373 4.26428268849
## 141 0.0927298905041 -1.365874680160 1.712871972905 2.60954878249
## 142 0.0685101339979 -1.009127228055 1.265493658487 1.92797096806
## 143 0.0138555789725 -0.204087208501 0.255935090200 0.38991536647
## 144 0.1392823060525 -2.051573383699 2.572770840795 3.91959885002
## 145 0.0521571192802 -0.768253776939 0.963426866104 1.46777426756
## 146 0.0197799045615 -0.291350185682 0.365367024225 0.55663417250
## 147 0.0027009673673 -0.039784183059 0.049891262440 0.07600899846
## 148 0.0349678134501 -0.515062087882 0.645912416017 0.98404316579
## 149 0.0159109966367 -0.234362699277 0.293901999149 0.44775769362
## 150 0.0854482704723 -1.258619291657 1.578368601857 2.40463381295
## 151 0.0231975131747 -0.341690211385 0.428495816636 0.65281045770
## 152 0.1201480437149 -1.769733253096 2.219329879071 3.38113395250
## 153 0.0072951566603 -0.107454777699 0.134753414606 0.20529590920
## 154 0.0945101944264 -1.392097854127 1.745757083363 2.65964902426
## 155 0.0072951566603 -0.107454777699 0.134753414606 0.20529590920
## 156 0.1486806057109 -2.190006627501 2.746372728927 4.18408014400
## 157 0.1492120154453 -2.197834083105 2.756188731461 4.19903475699
## 158 0.0142553765172 -0.209976068506 0.263320001424 0.40116622841
## 159 0.1136819591736 -1.674490380417 2.099890775616 3.19916929202
## 160 0.0072951566603 -0.107454777699 0.134753414606 0.20529590920
## 161 0.0142553765172 -0.209976068506 0.263320001424 0.40116622841
## 162 0.0197799045615 -0.291350185682 0.365367024225 0.55663417250
## 163 0.0042660055305 -0.062836577374 0.078800064033 0.12005136076
## 164 0.1388814132147 -2.045668390458 2.565365697725 3.90831716500
## 165 0.0991691027225 -1.460721734131 1.831814700828 2.79075721824
## 166 35.9463573624630 -156.312824259506 8.274987667315 7283.93977338470
## 167 0.0452793353308 -0.666946734507 0.836383004643 1.27422381006
## 168 0.0005411800285 -0.007971368164 0.009996475741 0.01522956297
## 169 0.0662841078751 -0.976338742033 1.224375333682 1.86532748032
## 170 0.0007867581977 -0.011588637663 0.014532704168 0.02214047580
## 171 0.0785718530701 -1.157332377925 1.451349982746 2.21112181200
## 172 0.0058181637602 -0.085699255352 0.107470952294 0.16373126372
## 173 0.0623820581092 -0.918863089393 1.152298124872 1.75551834369
## 174 0.0351816506138 -0.518211824886 0.649862336398 0.99006084259
## 175 0.0427400214502 -0.629543643490 0.789477745153 1.20276396675
## 176 0.0471278541117 -0.694174686409 0.870528154538 1.32624371333
## 177 0.0046106735660 -0.067913401473 0.085166643512 0.12975080123
## 178 0.0142553765172 -0.209976068506 0.263320001424 0.40116622841
## 179 0.1310742318023 -1.930671690294 2.421154352754 3.68861216332
## 180 0.0214260008448 -0.315596534105 0.395773101198 0.60295762364
## 181 0.0017069087365 -0.025142091853 0.031529381942 0.04803479861
## 182 0.0647902542857 -0.954334868390 1.196781427004 1.82328835147
## 183 0.0572636252457 -0.843470593917 1.057752340882 1.61147848584
## 184 0.0459629416961 -0.677015986401 0.849010326613 1.29346144906
## 185 0.1574486302527 -2.319156167651 2.908332410037 4.43082461489
## 186 0.0371189248752 -0.546747109979 0.685646944448 1.04457844918
## 187 0.0042660055305 -0.062836577374 0.078800064033 0.12005136076
## 188 0.0927298905041 -1.365874680160 1.712871972905 2.60954878249
## 189 0.1576338358270 -2.321884172648 2.911753458373 4.43603655872
## 190 0.1447671080263 -2.132362351538 2.674084058429 4.07394884693
## 191 0.0075210594256 -0.110782236252 0.138926206282 0.21165312889
## 192 0.0059992387192 -0.088366418015 0.110815701443 0.16882696626
## 193 0.0007011111217 -0.010327090045 0.012950663306 0.01973024733
## 194 0.0838127764048 -1.234529109686 1.548158365062 2.35860872299
## 195 0.0166668568561 -0.245496221918 0.307863967380 0.46902865711
## 196 0.0159109966367 -0.234362699277 0.293901999149 0.44775769362
## 197 0.0038062161131 -0.056064060767 0.070307005299 0.10711224364
## 198 0.0452793353308 -0.666946734507 0.836383004643 1.27422381006
## 199 0.1205537848928 -1.775709660472 2.226824578872 3.39255207660
## 200 0.0335262176038 -0.493827950164 0.619283794890 0.94347464290
## 201 0.0042660055305 -0.062836577374 0.078800064033 0.12005136076
## 202 0.0245072000262 -0.360981381682 0.452687863978 0.68966687702
## 203 0.0430455751015 -0.634044328150 0.795121818306 1.21136267375
## 204 0.0110259163043 -0.162407394463 0.203666616131 0.31028470228
## 205 0.0102178179808 -0.150504425171 0.188739725114 0.28754368550
## 206 0.0012470838488 -0.018369052782 0.023035668013 0.03509468330
## 207 0.0220272992165 -0.324453421746 0.406880060590 0.61987900061
## 208 0.0410321710239 -0.604387680918 0.757930968669 1.15470266768
## 209 0.0053559038953 -0.078890350029 0.098932260375 0.15072262475
## 210 0.0127643329885 -0.188013585946 0.235778001138 0.35920617859
## 211 0.1563485024439 -2.302951719325 2.888011259219 4.39986548005
## 212 0.0154672716116 -0.227826804827 0.285705675881 0.43527065095
## 213 0.0040223222289 -0.059247173911 0.074298758495 0.11319452206
## 214 0.0124045527885 -0.182714165631 0.229132275389 0.34908146069
## 215 0.0091485069587 -0.134753895947 0.168987810492 0.25745177813
## 216 0.0150352672296 -0.221463549163 0.277725849048 0.42311347146
## 217 0.0460184824536 -0.677834079832 0.850036254782 1.29502444364
## 218 0.0208398607395 -0.306962921744 0.384946139651 0.58646282150
## 219 0.1330359442734 -1.959566940568 2.457390374303 3.74381749530
## 220 0.1545920074394 -2.277079241319 2.855565938218 4.35043525452
## 221 0.0872641074336 -1.285365853259 1.611910065364 2.45573400412
## 222 0.0927298905041 -1.365874680160 1.712871972905 2.60954878249
## 223 0.0154672716116 -0.227826804827 0.285705675881 0.43527065095
## 224 0.0102178179808 -0.150504425171 0.188739725114 0.28754368550
## 225 0.0138555789725 -0.204087208501 0.255935090200 0.38991536647
## 226 0.0326495127505 -0.480914433772 0.603089629626 0.91880294244
## 227 0.0521571192802 -0.768253776939 0.963426866104 1.46777426756
## 228 0.0197799045615 -0.291350185682 0.365367024225 0.55663417250
## 229 0.0214260008448 -0.315596534105 0.395773101198 0.60295762364
## 230 0.1492120154453 -2.197834083105 2.756188731461 4.19903475699
## 231 0.0945101944264 -1.392097854127 1.745757083363 2.65964902426
## 232 0.0046356255330 -0.068280934095 0.085627546945 0.13045298447
## 233 0.0231975131747 -0.341690211385 0.428495816636 0.65281045770
## 234 0.1578245671003 -2.324693569008 2.915276575358 4.44140400345
## 235 0.0521571192802 -0.768253776939 0.963426866104 1.46777426756
## 236 0.0159109966367 -0.234362699277 0.293901999149 0.44775769362
## 237 0.0521571192802 -0.768253776939 0.963426866104 1.46777426756
## 238 0.0142553765172 -0.209976068506 0.263320001424 0.40116622841
## 239 0.0044468163564 -0.065499849461 0.082139934213 0.12513963023
## 240 0.1428434359450 -2.104027421189 2.638550704780 4.01981402471
## 241 0.0876679331539 -1.291314046701 1.619369383546 2.46709822455
## 242 0.0569482342836 -0.838825009552 1.051926556589 1.60260294315
## 243 0.1131794516690 -1.667088643249 2.090608644298 3.18502802819
## 244 0.1486806057109 -2.190006627501 2.746372728927 4.18408014400
## 245 0.0197799045615 -0.291350185682 0.365367024225 0.55663417250
## 246 0.1392823060525 -2.051573383699 2.572770840795 3.91959885002
## 247 0.1388814132147 -2.045668390458 2.565365697725 3.90831716500
## 248 0.0991691027225 -1.460721734131 1.831814700828 2.79075721824
##
##
## $result.matrix
## 1
## error 124.899227679359
## reached.threshold 0.009210615743
## steps 4978.000000000000
## Intercept.to.1layhid1 0.232228344573
## age.to.1layhid1 -2.441340015547
## parity.to.1layhid1 10.616088027125
## induced.to.1layhid1 -0.561856198073
## spontaneous.to.1layhid1 -494.698944720290
## Intercept.to.1layhid2 -5.624128282218
## age.to.1layhid2 0.115526707226
## parity.to.1layhid2 -1.701662790977
## induced.to.1layhid2 2.133966274020
## spontaneous.to.1layhid2 3.251083081713
## Intercept.to.case -1.776806711931
## 1layhid.1.to.case -65.752163207990
## 1layhid.2.to.case 5.467610109614
##
## attr(,"class")
## [1] "nn"garson(nn)
out <- cbind(nn$covariate,nn$net.result[[1]])
dimnames(out) <- list(NULL,c("age","parity","induced","spontaneous","nn-output"))
head(out)## age parity induced spontaneous nn-output
## [1,] 26 6 1 2 0.1550445473
## [2,] 42 1 1 0 0.6217709308
## [3,] 39 6 2 0 0.1452791037
## [4,] 34 4 2 0 0.1546270170
## [5,] 35 3 1 1 0.3528767654
## [6,] 36 4 2 1 0.4934958981nn.bp <- neuralnet(case~age+parity+induced+spontaneous, data=infert, hidden=2, err.fct="ce",
linear.output=FALSE, algorithm="backprop", learningrate=0.01)
nn.bp## $call
## neuralnet(formula = case ~ age + parity + induced + spontaneous,
## data = infert, hidden = 2, learningrate = 0.01, algorithm = "backprop",
## err.fct = "ce", linear.output = FALSE)
##
## $response
## case
## 1 1
## 2 1
## 3 1
## 4 1
## 5 1
## 6 1
## 7 1
## 8 1
## 9 1
## 10 1
## 11 1
## 12 1
## 13 1
## 14 1
## 15 1
## 16 1
## 17 1
## 18 1
## 19 1
## 20 1
## 21 1
## 22 1
## 23 1
## 24 1
## 25 1
## 26 1
## 27 1
## 28 1
## 29 1
## 30 1
## 31 1
## 32 1
## 33 1
## 34 1
## 35 1
## 36 1
## 37 1
## 38 1
## 39 1
## 40 1
## 41 1
## 42 1
## 43 1
## 44 1
## 45 1
## 46 1
## 47 1
## 48 1
## 49 1
## 50 1
## 51 1
## 52 1
## 53 1
## 54 1
## 55 1
## 56 1
## 57 1
## 58 1
## 59 1
## 60 1
## 61 1
## 62 1
## 63 1
## 64 1
## 65 1
## 66 1
## 67 1
## 68 1
## 69 1
## 70 1
## 71 1
## 72 1
## 73 1
## 74 1
## 75 1
## 76 1
## 77 1
## 78 1
## 79 1
## 80 1
## 81 1
## 82 1
## 83 1
## 84 0
## 85 0
## 86 0
## 87 0
## 88 0
## 89 0
## 90 0
## 91 0
## 92 0
## 93 0
## 94 0
## 95 0
## 96 0
## 97 0
## 98 0
## 99 0
## 100 0
## 101 0
## 102 0
## 103 0
## 104 0
## 105 0
## 106 0
## 107 0
## 108 0
## 109 0
## 110 0
## 111 0
## 112 0
## 113 0
## 114 0
## 115 0
## 116 0
## 117 0
## 118 0
## 119 0
## 120 0
## 121 0
## 122 0
## 123 0
## 124 0
## 125 0
## 126 0
## 127 0
## 128 0
## 129 0
## 130 0
## 131 0
## 132 0
## 133 0
## 134 0
## 135 0
## 136 0
## 137 0
## 138 0
## 139 0
## 140 0
## 141 0
## 142 0
## 143 0
## 144 0
## 145 0
## 146 0
## 147 0
## 148 0
## 149 0
## 150 0
## 151 0
## 152 0
## 153 0
## 154 0
## 155 0
## 156 0
## 157 0
## 158 0
## 159 0
## 160 0
## 161 0
## 162 0
## 163 0
## 164 0
## 165 0
## 166 0
## 167 0
## 168 0
## 169 0
## 170 0
## 171 0
## 172 0
## 173 0
## 174 0
## 175 0
## 176 0
## 177 0
## 178 0
## 179 0
## 180 0
## 181 0
## 182 0
## 183 0
## 184 0
## 185 0
## 186 0
## 187 0
## 188 0
## 189 0
## 190 0
## 191 0
## 192 0
## 193 0
## 194 0
## 195 0
## 196 0
## 197 0
## 198 0
## 199 0
## 200 0
## 201 0
## 202 0
## 203 0
## 204 0
## 205 0
## 206 0
## 207 0
## 208 0
## 209 0
## 210 0
## 211 0
## 212 0
## 213 0
## 214 0
## 215 0
## 216 0
## 217 0
## 218 0
## 219 0
## 220 0
## 221 0
## 222 0
## 223 0
## 224 0
## 225 0
## 226 0
## 227 0
## 228 0
## 229 0
## 230 0
## 231 0
## 232 0
## 233 0
## 234 0
## 235 0
## 236 0
## 237 0
## 238 0
## 239 0
## 240 0
## 241 0
## 242 0
## 243 0
## 244 0
## 245 0
## 246 0
## 247 0
## 248 0
##
## $covariate
## [,1] [,2] [,3] [,4]
## [1,] 26 6 1 2
## [2,] 42 1 1 0
## [3,] 39 6 2 0
## [4,] 34 4 2 0
## [5,] 35 3 1 1
## [6,] 36 4 2 1
## [7,] 23 1 0 0
## [8,] 32 2 0 0
## [9,] 21 1 0 1
## [10,] 28 2 0 0
## [11,] 29 2 1 0
## [12,] 37 4 2 1
## [13,] 31 1 1 0
## [14,] 29 3 2 0
## [15,] 31 2 1 1
## [16,] 27 2 2 0
## [17,] 30 5 2 1
## [18,] 26 1 0 1
## [19,] 25 3 2 1
## [20,] 44 1 0 1
## [21,] 40 1 0 1
## [22,] 35 2 2 0
## [23,] 28 2 0 2
## [24,] 36 1 0 1
## [25,] 27 2 1 1
## [26,] 40 2 0 2
## [27,] 38 2 0 2
## [28,] 34 3 0 2
## [29,] 28 4 1 2
## [30,] 30 4 2 0
## [31,] 32 1 0 1
## [32,] 34 2 1 0
## [33,] 42 1 1 0
## [34,] 32 2 0 2
## [35,] 39 1 1 0
## [36,] 35 2 0 2
## [37,] 36 1 0 1
## [38,] 34 3 1 2
## [39,] 30 3 0 0
## [40,] 28 1 0 1
## [41,] 39 3 0 2
## [42,] 35 1 0 0
## [43,] 41 1 0 0
## [44,] 37 2 1 1
## [45,] 30 1 0 0
## [46,] 37 1 1 0
## [47,] 28 2 0 2
## [48,] 27 4 2 0
## [49,] 26 2 2 0
## [50,] 38 3 0 2
## [51,] 24 3 1 2
## [52,] 36 5 1 2
## [53,] 27 3 1 1
## [54,] 28 1 0 1
## [55,] 29 2 0 2
## [56,] 36 2 0 2
## [57,] 28 2 1 0
## [58,] 28 2 0 2
## [59,] 28 1 0 1
## [60,] 27 2 0 2
## [61,] 35 2 0 2
## [62,] 25 1 0 1
## [63,] 34 1 0 1
## [64,] 31 2 0 2
## [65,] 26 2 1 0
## [66,] 32 1 0 1
## [67,] 21 1 0 1
## [68,] 28 3 1 2
## [69,] 37 3 0 2
## [70,] 25 1 1 0
## [71,] 32 1 1 0
## [72,] 25 1 0 1
## [73,] 31 1 0 1
## [74,] 38 6 0 2
## [75,] 26 2 0 2
## [76,] 31 1 0 1
## [77,] 31 2 0 1
## [78,] 25 1 1 0
## [79,] 31 1 0 1
## [80,] 34 1 0 1
## [81,] 35 2 2 0
## [82,] 29 1 0 1
## [83,] 23 1 0 1
## [84,] 26 6 2 0
## [85,] 42 1 0 0
## [86,] 39 6 2 0
## [87,] 34 4 0 1
## [88,] 35 3 2 0
## [89,] 36 4 1 1
## [90,] 23 1 0 0
## [91,] 32 2 2 0
## [92,] 21 1 0 1
## [93,] 28 2 0 1
## [94,] 29 2 0 0
## [95,] 37 4 1 1
## [96,] 31 1 0 0
## [97,] 29 3 0 1
## [98,] 31 2 1 0
## [99,] 27 2 1 0
## [100,] 30 5 0 2
## [101,] 26 1 0 0
## [102,] 25 3 0 1
## [103,] 44 1 0 0
## [104,] 40 1 0 0
## [105,] 35 2 0 0
## [106,] 28 2 0 0
## [107,] 36 1 0 0
## [108,] 27 2 0 1
## [109,] 40 2 0 0
## [110,] 38 2 0 0
## [111,] 34 3 0 0
## [112,] 28 4 0 2
## [113,] 30 4 1 1
## [114,] 32 1 0 0
## [115,] 34 2 1 0
## [116,] 42 1 1 0
## [117,] 32 2 0 0
## [118,] 39 1 0 0
## [119,] 35 2 0 0
## [120,] 36 1 0 0
## [121,] 34 3 2 0
## [122,] 30 3 0 2
## [123,] 28 1 1 0
## [124,] 39 3 1 0
## [125,] 35 1 0 0
## [126,] 41 1 0 0
## [127,] 37 2 0 0
## [128,] 30 1 1 0
## [129,] 37 1 0 0
## [130,] 28 2 1 0
## [131,] 27 4 2 1
## [132,] 26 2 1 0
## [133,] 38 3 1 0
## [134,] 24 3 2 1
## [135,] 36 5 1 1
## [136,] 27 3 1 1
## [137,] 28 1 1 0
## [138,] 29 2 1 0
## [139,] 36 2 1 0
## [140,] 28 2 1 1
## [141,] 28 2 2 0
## [142,] 28 1 1 0
## [143,] 27 2 1 0
## [144,] 35 2 2 0
## [145,] 25 1 1 0
## [146,] 34 1 0 0
## [147,] 31 2 0 0
## [148,] 26 2 0 1
## [149,] 32 1 0 0
## [150,] 21 1 0 1
## [151,] 28 3 2 0
## [152,] 37 3 1 1
## [153,] 25 1 0 0
## [154,] 32 1 1 0
## [155,] 25 1 0 0
## [156,] 31 1 0 1
## [157,] 26 2 0 2
## [158,] 31 1 0 0
## [159,] 31 2 2 0
## [160,] 25 1 0 0
## [161,] 31 1 0 0
## [162,] 34 1 0 0
## [163,] 35 2 0 0
## [164,] 29 1 0 1
## [165,] 23 1 0 1
## [166,] 26 6 2 0
## [167,] 42 1 0 0
## [168,] 39 6 2 0
## [169,] 34 4 0 2
## [170,] 35 3 0 0
## [171,] 36 4 0 2
## [172,] 23 1 0 0
## [173,] 32 2 0 1
## [174,] 21 1 1 0
## [175,] 28 2 0 1
## [176,] 29 2 0 1
## [177,] 37 4 0 1
## [178,] 31 1 0 0
## [179,] 29 3 0 2
## [180,] 31 2 1 0
## [181,] 27 2 0 0
## [182,] 30 5 1 2
## [183,] 26 1 1 0
## [184,] 25 3 1 1
## [185,] 44 1 1 0
## [186,] 40 1 0 0
## [187,] 35 2 0 0
## [188,] 28 2 2 0
## [189,] 36 1 0 1
## [190,] 27 2 0 2
## [191,] 40 2 0 0
## [192,] 38 2 0 0
## [193,] 34 3 0 0
## [194,] 28 4 2 1
## [195,] 30 4 1 1
## [196,] 32 1 0 0
## [197,] 34 2 0 0
## [198,] 42 1 0 0
## [199,] 32 2 2 0
## [200,] 39 1 0 0
## [201,] 35 2 0 0
## [202,] 36 1 0 0
## [203,] 34 3 2 0
## [204,] 30 3 0 1
## [205,] 28 1 0 0
## [206,] 39 3 0 0
## [207,] 35 1 0 0
## [208,] 41 1 0 0
## [209,] 37 2 0 0
## [210,] 30 1 0 0
## [211,] 37 1 0 1
## [212,] 28 2 1 0
## [213,] 27 4 2 0
## [214,] 26 2 1 0
## [215,] 38 3 1 0
## [216,] 24 3 2 0
## [217,] 36 5 2 1
## [218,] 27 3 2 0
## [219,] 28 1 0 1
## [220,] 29 2 1 1
## [221,] 36 2 0 1
## [222,] 28 2 2 0
## [223,] 28 2 1 0
## [224,] 28 1 0 0
## [225,] 27 2 1 0
## [226,] 35 2 1 0
## [227,] 25 1 1 0
## [228,] 34 1 0 0
## [229,] 31 2 1 0
## [230,] 26 2 0 2
## [231,] 32 1 1 0
## [232,] 21 1 0 0
## [233,] 28 3 2 0
## [234,] 37 3 0 2
## [235,] 25 1 1 0
## [236,] 32 1 0 0
## [237,] 25 1 1 0
## [238,] 31 1 0 0
## [239,] 38 6 0 2
## [240,] 26 2 1 1
## [241,] 31 1 1 0
## [242,] 31 2 0 1
## [243,] 25 1 0 1
## [244,] 31 1 0 1
## [245,] 34 1 0 0
## [246,] 35 2 2 0
## [247,] 29 1 0 1
## [248,] 23 1 0 1
##
## $model.list
## $model.list$response
## [1] "case"
##
## $model.list$variables
## [1] "age" "parity" "induced" "spontaneous"
##
##
## $err.fct
## function (x, y)
## {
## -(y * log(x) + (1 - y) * log(1 - x))
## }
## <bytecode: 0x5620e8c86200>
## <environment: 0x5620e9054558>
## attr(,"type")
## [1] "ce"
##
## $act.fct
## function (x)
## {
## 1/(1 + exp(-x))
## }
## <bytecode: 0x5620e8043460>
## <environment: 0x5620e9054558>
## attr(,"type")
## [1] "logistic"
##
## $linear.output
## [1] FALSE
##
## $data
## education age parity induced case spontaneous stratum pooled.stratum
## 1 0-5yrs 26 6 1 1 2 1 3
## 2 0-5yrs 42 1 1 1 0 2 1
## 3 0-5yrs 39 6 2 1 0 3 4
## 4 0-5yrs 34 4 2 1 0 4 2
## 5 6-11yrs 35 3 1 1 1 5 32
## 6 6-11yrs 36 4 2 1 1 6 36
## 7 6-11yrs 23 1 0 1 0 7 6
## 8 6-11yrs 32 2 0 1 0 8 22
## 9 6-11yrs 21 1 0 1 1 9 5
## 10 6-11yrs 28 2 0 1 0 10 19
## 11 6-11yrs 29 2 1 1 0 11 20
## 12 6-11yrs 37 4 2 1 1 12 37
## 13 6-11yrs 31 1 1 1 0 13 9
## 14 6-11yrs 29 3 2 1 0 14 29
## 15 6-11yrs 31 2 1 1 1 15 21
## 16 6-11yrs 27 2 2 1 0 16 18
## 17 6-11yrs 30 5 2 1 1 17 38
## 18 6-11yrs 26 1 0 1 1 18 7
## 19 6-11yrs 25 3 2 1 1 19 28
## 20 6-11yrs 44 1 0 1 1 20 17
## 21 6-11yrs 40 1 0 1 1 21 14
## 22 6-11yrs 35 2 2 1 0 22 24
## 23 6-11yrs 28 2 0 1 2 23 19
## 24 6-11yrs 36 1 0 1 1 24 12
## 25 6-11yrs 27 2 1 1 1 25 18
## 26 6-11yrs 40 2 0 1 2 26 27
## 27 6-11yrs 38 2 0 1 2 27 26
## 28 6-11yrs 34 3 0 1 2 28 31
## 29 6-11yrs 28 4 1 1 2 29 34
## 30 6-11yrs 30 4 2 1 0 30 35
## 31 6-11yrs 32 1 0 1 1 31 10
## 32 6-11yrs 34 2 1 1 0 32 23
## 33 6-11yrs 42 1 1 1 0 33 16
## 34 6-11yrs 32 2 0 1 2 34 22
## 35 6-11yrs 39 1 1 1 0 35 13
## 36 6-11yrs 35 2 0 1 2 36 24
## 37 6-11yrs 36 1 0 1 1 37 12
## 38 6-11yrs 34 3 1 1 2 38 31
## 39 6-11yrs 30 3 0 1 0 39 30
## 40 6-11yrs 28 1 0 1 1 40 8
## 41 6-11yrs 39 3 0 1 2 41 33
## 42 6-11yrs 35 1 0 1 0 42 11
## 43 6-11yrs 41 1 0 1 0 43 15
## 44 6-11yrs 37 2 1 1 1 44 25
## 45 12+ yrs 30 1 0 1 0 45 44
## 46 12+ yrs 37 1 1 1 0 46 48
## 47 12+ yrs 28 2 0 1 2 47 51
## 48 12+ yrs 27 4 2 1 0 48 61
## 49 12+ yrs 26 2 2 1 0 49 49
## 50 12+ yrs 38 3 0 1 2 50 60
## 51 12+ yrs 24 3 1 1 2 51 56
## 52 12+ yrs 36 5 1 1 2 52 62
## 53 12+ yrs 27 3 1 1 1 53 57
## 54 12+ yrs 28 1 0 1 1 54 42
## 55 12+ yrs 29 2 0 1 2 55 52
## 56 12+ yrs 36 2 0 1 2 56 55
## 57 12+ yrs 28 2 1 1 0 57 51
## 58 12+ yrs 28 2 0 1 2 58 51
## 59 12+ yrs 28 1 0 1 1 59 42
## 60 12+ yrs 27 2 0 1 2 60 50
## 61 12+ yrs 35 2 0 1 2 61 54
## 62 12+ yrs 25 1 0 1 1 62 41
## 63 12+ yrs 34 1 0 1 1 63 47
## 64 12+ yrs 31 2 0 1 2 64 53
## 65 12+ yrs 26 2 1 1 0 65 49
## 66 12+ yrs 32 1 0 1 1 66 46
## 67 12+ yrs 21 1 0 1 1 67 39
## 68 12+ yrs 28 3 1 1 2 68 58
## 69 12+ yrs 37 3 0 1 2 69 59
## 70 12+ yrs 25 1 1 1 0 70 41
## 71 12+ yrs 32 1 1 1 0 71 46
## 72 12+ yrs 25 1 0 1 1 72 41
## 73 12+ yrs 31 1 0 1 1 73 45
## 74 12+ yrs 38 6 0 1 2 74 63
## 75 12+ yrs 26 2 0 1 2 75 49
## 76 12+ yrs 31 1 0 1 1 76 45
## 77 12+ yrs 31 2 0 1 1 77 53
## 78 12+ yrs 25 1 1 1 0 78 41
## 79 12+ yrs 31 1 0 1 1 79 45
## 80 12+ yrs 34 1 0 1 1 80 47
## 81 12+ yrs 35 2 2 1 0 81 54
## 82 12+ yrs 29 1 0 1 1 82 43
## 83 12+ yrs 23 1 0 1 1 83 40
## 84 0-5yrs 26 6 2 0 0 1 3
## 85 0-5yrs 42 1 0 0 0 2 1
## 86 0-5yrs 39 6 2 0 0 3 4
## 87 0-5yrs 34 4 0 0 1 4 2
## 88 6-11yrs 35 3 2 0 0 5 32
## 89 6-11yrs 36 4 1 0 1 6 36
## 90 6-11yrs 23 1 0 0 0 7 6
## 91 6-11yrs 32 2 2 0 0 8 22
## 92 6-11yrs 21 1 0 0 1 9 5
## 93 6-11yrs 28 2 0 0 1 10 19
## 94 6-11yrs 29 2 0 0 0 11 20
## 95 6-11yrs 37 4 1 0 1 12 37
## 96 6-11yrs 31 1 0 0 0 13 9
## 97 6-11yrs 29 3 0 0 1 14 29
## 98 6-11yrs 31 2 1 0 0 15 21
## 99 6-11yrs 27 2 1 0 0 16 18
## 100 6-11yrs 30 5 0 0 2 17 38
## 101 6-11yrs 26 1 0 0 0 18 7
## 102 6-11yrs 25 3 0 0 1 19 28
## 103 6-11yrs 44 1 0 0 0 20 17
## 104 6-11yrs 40 1 0 0 0 21 14
## 105 6-11yrs 35 2 0 0 0 22 24
## 106 6-11yrs 28 2 0 0 0 23 19
## 107 6-11yrs 36 1 0 0 0 24 12
## 108 6-11yrs 27 2 0 0 1 25 18
## 109 6-11yrs 40 2 0 0 0 26 27
## 110 6-11yrs 38 2 0 0 0 27 26
## 111 6-11yrs 34 3 0 0 0 28 31
## 112 6-11yrs 28 4 0 0 2 29 34
## 113 6-11yrs 30 4 1 0 1 30 35
## 114 6-11yrs 32 1 0 0 0 31 10
## 115 6-11yrs 34 2 1 0 0 32 23
## 116 6-11yrs 42 1 1 0 0 33 16
## 117 6-11yrs 32 2 0 0 0 34 22
## 118 6-11yrs 39 1 0 0 0 35 13
## 119 6-11yrs 35 2 0 0 0 36 24
## 120 6-11yrs 36 1 0 0 0 37 12
## 121 6-11yrs 34 3 2 0 0 38 31
## 122 6-11yrs 30 3 0 0 2 39 30
## 123 6-11yrs 28 1 1 0 0 40 8
## 124 6-11yrs 39 3 1 0 0 41 33
## 125 6-11yrs 35 1 0 0 0 42 11
## 126 6-11yrs 41 1 0 0 0 43 15
## 127 6-11yrs 37 2 0 0 0 44 25
## 128 12+ yrs 30 1 1 0 0 45 44
## 129 12+ yrs 37 1 0 0 0 46 48
## 130 12+ yrs 28 2 1 0 0 47 51
## 131 12+ yrs 27 4 2 0 1 48 61
## 132 12+ yrs 26 2 1 0 0 49 49
## 133 12+ yrs 38 3 1 0 0 50 60
## 134 12+ yrs 24 3 2 0 1 51 56
## 135 12+ yrs 36 5 1 0 1 52 62
## 136 12+ yrs 27 3 1 0 1 53 57
## 137 12+ yrs 28 1 1 0 0 54 42
## 138 12+ yrs 29 2 1 0 0 55 52
## 139 12+ yrs 36 2 1 0 0 56 55
## 140 12+ yrs 28 2 1 0 1 57 51
## 141 12+ yrs 28 2 2 0 0 58 51
## 142 12+ yrs 28 1 1 0 0 59 42
## 143 12+ yrs 27 2 1 0 0 60 50
## 144 12+ yrs 35 2 2 0 0 61 54
## 145 12+ yrs 25 1 1 0 0 62 41
## 146 12+ yrs 34 1 0 0 0 63 47
## 147 12+ yrs 31 2 0 0 0 64 53
## 148 12+ yrs 26 2 0 0 1 65 49
## 149 12+ yrs 32 1 0 0 0 66 46
## 150 12+ yrs 21 1 0 0 1 67 39
## 151 12+ yrs 28 3 2 0 0 68 58
## 152 12+ yrs 37 3 1 0 1 69 59
## 153 12+ yrs 25 1 0 0 0 70 41
## 154 12+ yrs 32 1 1 0 0 71 46
## 155 12+ yrs 25 1 0 0 0 72 41
## 156 12+ yrs 31 1 0 0 1 73 45
## 157 12+ yrs 26 2 0 0 2 75 49
## 158 12+ yrs 31 1 0 0 0 76 45
## 159 12+ yrs 31 2 2 0 0 77 53
## 160 12+ yrs 25 1 0 0 0 78 41
## 161 12+ yrs 31 1 0 0 0 79 45
## 162 12+ yrs 34 1 0 0 0 80 47
## 163 12+ yrs 35 2 0 0 0 81 54
## 164 12+ yrs 29 1 0 0 1 82 43
## 165 12+ yrs 23 1 0 0 1 83 40
## 166 0-5yrs 26 6 2 0 0 1 3
## 167 0-5yrs 42 1 0 0 0 2 1
## 168 0-5yrs 39 6 2 0 0 3 4
## 169 0-5yrs 34 4 0 0 2 4 2
## 170 6-11yrs 35 3 0 0 0 5 32
## 171 6-11yrs 36 4 0 0 2 6 36
## 172 6-11yrs 23 1 0 0 0 7 6
## 173 6-11yrs 32 2 0 0 1 8 22
## 174 6-11yrs 21 1 1 0 0 9 5
## 175 6-11yrs 28 2 0 0 1 10 19
## 176 6-11yrs 29 2 0 0 1 11 20
## 177 6-11yrs 37 4 0 0 1 12 37
## 178 6-11yrs 31 1 0 0 0 13 9
## 179 6-11yrs 29 3 0 0 2 14 29
## 180 6-11yrs 31 2 1 0 0 15 21
## 181 6-11yrs 27 2 0 0 0 16 18
## 182 6-11yrs 30 5 1 0 2 17 38
## 183 6-11yrs 26 1 1 0 0 18 7
## 184 6-11yrs 25 3 1 0 1 19 28
## 185 6-11yrs 44 1 1 0 0 20 17
## 186 6-11yrs 40 1 0 0 0 21 14
## 187 6-11yrs 35 2 0 0 0 22 24
## 188 6-11yrs 28 2 2 0 0 23 19
## 189 6-11yrs 36 1 0 0 1 24 12
## 190 6-11yrs 27 2 0 0 2 25 18
## 191 6-11yrs 40 2 0 0 0 26 27
## 192 6-11yrs 38 2 0 0 0 27 26
## 193 6-11yrs 34 3 0 0 0 28 31
## 194 6-11yrs 28 4 2 0 1 29 34
## 195 6-11yrs 30 4 1 0 1 30 35
## 196 6-11yrs 32 1 0 0 0 31 10
## 197 6-11yrs 34 2 0 0 0 32 23
## 198 6-11yrs 42 1 0 0 0 33 16
## 199 6-11yrs 32 2 2 0 0 34 22
## 200 6-11yrs 39 1 0 0 0 35 13
## 201 6-11yrs 35 2 0 0 0 36 24
## 202 6-11yrs 36 1 0 0 0 37 12
## 203 6-11yrs 34 3 2 0 0 38 31
## 204 6-11yrs 30 3 0 0 1 39 30
## 205 6-11yrs 28 1 0 0 0 40 8
## 206 6-11yrs 39 3 0 0 0 41 33
## 207 6-11yrs 35 1 0 0 0 42 11
## 208 6-11yrs 41 1 0 0 0 43 15
## 209 6-11yrs 37 2 0 0 0 44 25
## 210 12+ yrs 30 1 0 0 0 45 44
## 211 12+ yrs 37 1 0 0 1 46 48
## 212 12+ yrs 28 2 1 0 0 47 51
## 213 12+ yrs 27 4 2 0 0 48 61
## 214 12+ yrs 26 2 1 0 0 49 49
## 215 12+ yrs 38 3 1 0 0 50 60
## 216 12+ yrs 24 3 2 0 0 51 56
## 217 12+ yrs 36 5 2 0 1 52 62
## 218 12+ yrs 27 3 2 0 0 53 57
## 219 12+ yrs 28 1 0 0 1 54 42
## 220 12+ yrs 29 2 1 0 1 55 52
## 221 12+ yrs 36 2 0 0 1 56 55
## 222 12+ yrs 28 2 2 0 0 57 51
## 223 12+ yrs 28 2 1 0 0 58 51
## 224 12+ yrs 28 1 0 0 0 59 42
## 225 12+ yrs 27 2 1 0 0 60 50
## 226 12+ yrs 35 2 1 0 0 61 54
## 227 12+ yrs 25 1 1 0 0 62 41
## 228 12+ yrs 34 1 0 0 0 63 47
## 229 12+ yrs 31 2 1 0 0 64 53
## 230 12+ yrs 26 2 0 0 2 65 49
## 231 12+ yrs 32 1 1 0 0 66 46
## 232 12+ yrs 21 1 0 0 0 67 39
## 233 12+ yrs 28 3 2 0 0 68 58
## 234 12+ yrs 37 3 0 0 2 69 59
## 235 12+ yrs 25 1 1 0 0 70 41
## 236 12+ yrs 32 1 0 0 0 71 46
## 237 12+ yrs 25 1 1 0 0 72 41
## 238 12+ yrs 31 1 0 0 0 73 45
## 239 12+ yrs 38 6 0 0 2 74 63
## 240 12+ yrs 26 2 1 0 1 75 49
## 241 12+ yrs 31 1 1 0 0 76 45
## 242 12+ yrs 31 2 0 0 1 77 53
## 243 12+ yrs 25 1 0 0 1 78 41
## 244 12+ yrs 31 1 0 0 1 79 45
## 245 12+ yrs 34 1 0 0 0 80 47
## 246 12+ yrs 35 2 2 0 0 81 54
## 247 12+ yrs 29 1 0 0 1 82 43
## 248 12+ yrs 23 1 0 0 1 83 40
##
## $net.result
## $net.result[[1]]
## [,1]
## 1 0.3347241114
## 2 0.3347058592
## 3 0.3347058659
## 4 0.3347058962
## 5 0.3347058741
## 6 0.3347059022
## 7 0.3347061584
## 8 0.3347058637
## 9 0.3347085809
## 10 0.3347058944
## 11 0.3347059247
## 12 0.3347058849
## 13 0.3347058744
## 14 0.3347061741
## 15 0.3347059353
## 16 0.3347064314
## 17 0.3347073109
## 18 0.3347060669
## 19 0.3347138751
## 20 0.3347058592
## 21 0.3347058593
## 22 0.3347058685
## 23 0.3347062307
## 24 0.3347058604
## 25 0.3347064555
## 26 0.3347058599
## 27 0.3347058613
## 28 0.3347058853
## 29 0.3347086080
## 30 0.3347061492
## 31 0.3347058686
## 32 0.3347058642
## 33 0.3347058592
## 34 0.3347059066
## 35 0.3347058594
## 36 0.3347058693
## 37 0.3347058604
## 38 0.3347059406
## 39 0.3347058785
## 40 0.3347059334
## 41 0.3347058612
## 42 0.3347058598
## 43 0.3347058592
## 44 0.3347058626
## 45 0.3347058673
## 46 0.3347058599
## 47 0.3347062307
## 48 0.3347072170
## 49 0.3347068164
## 50 0.3347058625
## 51 0.3347198345
## 52 0.3347059282
## 53 0.3347067778
## 54 0.3347059334
## 55 0.3347060812
## 56 0.3347058652
## 57 0.3347059689
## 58 0.3347062307
## 59 0.3347059334
## 60 0.3347064807
## 61 0.3347058693
## 62 0.3347062067
## 63 0.3347058626
## 64 0.3347059385
## 65 0.3347061662
## 66 0.3347058686
## 67 0.3347085809
## 68 0.3347076436
## 69 0.3347058647
## 70 0.3347061926
## 71 0.3347058683
## 72 0.3347062067
## 73 0.3347058750
## 74 0.3347058714
## 75 0.3347068989
## 76 0.3347058750
## 77 0.3347058836
## 78 0.3347061926
## 79 0.3347058750
## 80 0.3347058626
## 81 0.3347058685
## 82 0.3347059035
## 83 0.3347068317
## 84 0.3347112490
## 85 0.3347058592
## 86 0.3347058659
## 87 0.3347058715
## 88 0.3347058735
## 89 0.3347058730
## 90 0.3347061584
## 91 0.3347059028
## 92 0.3347085809
## 93 0.3347059735
## 94 0.3347058802
## 95 0.3347058674
## 96 0.3347058640
## 97 0.3347059644
## 98 0.3347058826
## 99 0.3347060427
## 100 0.3347063444
## 101 0.3347059231
## 102 0.3347066837
## 103 0.3347058592
## 104 0.3347058592
## 105 0.3347058601
## 106 0.3347058944
## 107 0.3347058595
## 108 0.3347060504
## 109 0.3347058592
## 110 0.3347058594
## 111 0.3347058616
## 112 0.3347067408
## 113 0.3347061614
## 114 0.3347058621
## 115 0.3347058642
## 116 0.3347058592
## 117 0.3347058637
## 118 0.3347058593
## 119 0.3347058601
## 120 0.3347058595
## 121 0.3347058832
## 122 0.3347060637
## 123 0.3347059304
## 124 0.3347058598
## 125 0.3347058598
## 126 0.3347058592
## 127 0.3347058595
## 128 0.3347058846
## 129 0.3347058594
## 130 0.3347059689
## 131 0.3347102714
## 132 0.3347061662
## 133 0.3347058602
## 134 0.3347192686
## 135 0.3347058804
## 136 0.3347067778
## 137 0.3347059304
## 138 0.3347059247
## 139 0.3347058610
## 140 0.3347062156
## 141 0.3347062012
## 142 0.3347059304
## 143 0.3347060427
## 144 0.3347058685
## 145 0.3347061926
## 146 0.3347058602
## 147 0.3347058667
## 148 0.3347061791
## 149 0.3347058621
## 150 0.3347085809
## 151 0.3347063861
## 152 0.3347058645
## 153 0.3347059661
## 154 0.3347058683
## 155 0.3347059661
## 156 0.3347058750
## 157 0.3347068989
## 158 0.3347058640
## 159 0.3347059322
## 160 0.3347059661
## 161 0.3347058640
## 162 0.3347058602
## 163 0.3347058601
## 164 0.3347059035
## 165 0.3347068317
## 166 0.3347112490
## 167 0.3347058592
## 168 0.3347058659
## 169 0.3347058994
## 170 0.3347058606
## 171 0.3347058735
## 172 0.3347061584
## 173 0.3347058738
## 174 0.3347084706
## 175 0.3347059735
## 176 0.3347059275
## 177 0.3347058618
## 178 0.3347058640
## 179 0.3347062013
## 180 0.3347058826
## 181 0.3347059180
## 182 0.3347073722
## 183 0.3347060585
## 184 0.3347084301
## 185 0.3347058592
## 186 0.3347058592
## 187 0.3347058601
## 188 0.3347062012
## 189 0.3347058604
## 190 0.3347064807
## 191 0.3347058592
## 192 0.3347058594
## 193 0.3347058616
## 194 0.3347084966
## 195 0.3347061614
## 196 0.3347058621
## 197 0.3347058608
## 198 0.3347058592
## 199 0.3347059028
## 200 0.3347058593
## 201 0.3347058601
## 202 0.3347058595
## 203 0.3347058832
## 204 0.3347059221
## 205 0.3347058820
## 206 0.3347058594
## 207 0.3347058598
## 208 0.3347058592
## 209 0.3347058595
## 210 0.3347058673
## 211 0.3347058599
## 212 0.3347059689
## 213 0.3347072170
## 214 0.3347061662
## 215 0.3347058602
## 216 0.3347099860
## 217 0.3347059254
## 218 0.3347067406
## 219 0.3347059334
## 220 0.3347060723
## 221 0.3347058610
## 222 0.3347062012
## 223 0.3347059689
## 224 0.3347058820
## 225 0.3347060427
## 226 0.3347058622
## 227 0.3347061926
## 228 0.3347058602
## 229 0.3347058826
## 230 0.3347068989
## 231 0.3347058683
## 232 0.3347066967
## 233 0.3347063861
## 234 0.3347058647
## 235 0.3347061926
## 236 0.3347058621
## 237 0.3347061926
## 238 0.3347058640
## 239 0.3347058714
## 240 0.3347068568
## 241 0.3347058744
## 242 0.3347058836
## 243 0.3347062067
## 244 0.3347058750
## 245 0.3347058602
## 246 0.3347058685
## 247 0.3347059035
## 248 0.3347068317
##
##
## $weights
## $weights[[1]]
## $weights[[1]][[1]]
## [,1] [,2]
## [1,] -0.5620834232 -1.1249841659
## [2,] 1.2002016808 -0.5145805397
## [3,] -0.8996562382 0.4320663037
## [4,] 0.1656685075 1.1372161512
## [5,] 0.3592325319 1.1785634915
##
## $weights[[1]][[2]]
## [,1]
## [1,] -0.3098345365
## [2,] -0.3771426096
## [3,] 0.3709635180
##
##
##
## $startweights
## $startweights[[1]]
## $startweights[[1]][[1]]
## [,1] [,2]
## [1,] -0.5620834232 -1.09183028296
## [2,] 1.2002016804 -0.06081017748
## [3,] -0.8996562382 0.44883837653
## [4,] 0.1656685075 1.17831179540
## [5,] 0.3592325319 -0.20498151639
##
## $startweights[[1]][[2]]
## [,1]
## [1,] -0.3952192897
## [2,] -0.4625273629
## [3,] 0.2056328372
##
##
##
## $generalized.weights
## $generalized.weights[[1]]
## [,1] [,2] [,3]
## 1 -0.00004216863329167564 0.00003540679061912835 0.00009319211416470560
## 2 -0.00000000012234953459 0.00000000010273049036 0.00000000027039084478
## 3 -0.00000001549342646071 0.00000001300901799942 0.00000003424026649055
## 4 -0.00000008555720285674 0.00000007183789814127 0.00000018908028081655
## 5 -0.00000003460112590931 0.00000002905275155860 0.00000007646802823200
## 6 -0.00000009934388919085 0.00000008341385592747 0.00000021954867431870
## 7 -0.00000069155069761727 0.00000058065868763728 0.00000152831314054471
## 8 -0.00000001037897534276 0.00000000871468149745 0.00000002293739728135
## 9 -0.00000628928039469039 0.00000528077765935844 0.00001389918981311240
## 10 -0.00000008129656086263 0.00000006826045931582 0.00000017966429010016
## 11 -0.00000015152315637041 0.00000012722605094511 0.00000033486415373791
## 12 -0.00000005938296128864 0.00000004986075960809 0.00000013123555494183
## 13 -0.00000003514605150275 0.00000002951029700416 0.00000007767230631264
## 14 -0.00000072779168933270 0.00000061108852849652 0.00000160840994197747
## 15 -0.00000017593957241374 0.00000014772723579674 0.00000038882411541733
## 16 -0.00000132226760775429 0.00000111023879141785 0.00000292219376493698
## 17 -0.00000335465058327855 0.00000281672423584395 0.00000741373316907227
## 18 -0.00000047998638252794 0.00000040301940002276 0.00000106076343421227
## 19 -0.00001852199225276198 0.00001555194588128928 0.00004093335533223694
## 20 -0.00000000004556173628 0.00000000003825580151 0.00000000010069083143
## 21 -0.00000000035687672109 0.00000000029965067443 0.00000000078869280887
## 22 -0.00000002155208826298 0.00000001809615870636 0.00000004762982852268
## 23 -0.00000085853067518948 0.00000072086320134837 0.00000189734136394096
## 24 -0.00000000279534981777 0.00000000234710870357 0.00000000617768593265
## 25 -0.00000137808506053318 0.00000115710578090377 0.00000304554960551199
## 26 -0.00000000178651162269 0.00000000150004015669 0.00000000394816693418
## 27 -0.00000000499994018801 0.00000000419818766797 0.00000001104980134050
## 28 -0.00000006032905525084 0.00000005065514511181 0.00000013332641001982
## 29 -0.00000635192762410427 0.00000533338064114248 0.00001403767552785958
## 30 -0.00000067014977516339 0.00000056268963503888 0.00000148102208203376
## 31 -0.00000002189545794928 0.00000001838446823174 0.00000004838867096425
## 32 -0.00000001156331062051 0.00000000970910575376 0.00000002555476273524
## 33 -0.00000000012234953459 0.00000000010273049036 0.00000000027039084478
## 34 -0.00000010960775090584 0.00000009203188255525 0.00000024223167224914
## 35 -0.00000000057284982692 0.00000000048099196961 0.00000000126599050136
## 36 -0.00000002341009585409 0.00000001965623027975 0.00000005173600059654
## 37 -0.00000000279534981777 0.00000000234710870357 0.00000000617768593265
## 38 -0.00000018811032862267 0.00000015794638178556 0.00000041572132529888
## 39 -0.00000004474632114191 0.00000003757113991748 0.00000009888876844219
## 40 -0.00000017150284010568 0.00000014400194397131 0.00000037901898845175
## 41 -0.00000000460393659092 0.00000000386568420687 0.00000001017463865584
## 42 -0.00000000143903725859 0.00000000120828414853 0.00000000318025320926
## 43 -0.00000000006564401130 0.00000000005511783508 0.00000000014507239222
## 44 -0.00000000802578206349 0.00000000673882846949 0.00000001773687165625
## 45 -0.00000001885686157096 0.00000001583311810660 0.00000004167341242282
## 46 -0.00000000160324450199 0.00000000134616036270 0.00000000354314903400
## 47 -0.00000085853067518948 0.00000072086320134837 0.00000189734136394096
## 48 -0.00000313761127016482 0.00000263448768720421 0.00000693407877902480
## 49 -0.00000221204933329728 0.00000185734185595932 0.00000488859939024278
## 50 -0.00000000770209388772 0.00000000646704447675 0.00000001702152509128
## 51 -0.00003228950938542163 0.00002711180820777348 0.00007135938290785300
## 52 -0.00000015949306999766 0.00000013391796989804 0.00000035247756420867
## 53 -0.00000212283701596598 0.00000178243495318829 0.00000469144144329475
## 54 -0.00000017150284010568 0.00000014400194397131 0.00000037901898845175
## 55 -0.00000051318966082032 0.00000043089845549242 0.00000113414232322552
## 56 -0.00000001399341602501 0.00000001174953787042 0.00000003092526337053
## 57 -0.00000025348837201775 0.00000021284089663065 0.00000056020590768291
## 58 -0.00000085853067518948 0.00000072086320134837 0.00000189734136394096
## 59 -0.00000017150284010568 0.00000014400194397131 0.00000037901898845175
## 60 -0.00000143625872545008 0.00000120595115812266 0.00000317411264146183
## 61 -0.00000002341009585409 0.00000001965623027975 0.00000005173600059654
## 62 -0.00000080298414400095 0.00000067422368008291 0.00000177458398437699
## 63 -0.00000000782339249866 0.00000000656889256161 0.00000001728959340878
## 64 -0.00000018336667926689 0.00000015396338807598 0.00000040523792281819
## 65 -0.00000070943889892547 0.00000059567864280001 0.00000156785026666665
## 66 -0.00000002189545794928 0.00000001838446823174 0.00000004838867096425
## 67 -0.00000628928039469039 0.00000528077765935844 0.00001389918981311240
## 68 -0.00000412355383653768 0.00000346233198962775 0.00000911299912640614
## 69 -0.00000001288511424690 0.00000001081895496698 0.00000002847593117598
## 70 -0.00000077046020888985 0.00000064691503430267 0.00000170270645647392
## 71 -0.00000002100860014835 0.00000001763982022735 0.00000004642872701511
## 72 -0.00000080298414400095 0.00000067422368008291 0.00000177458398437699
## 73 -0.00000003662970794945 0.00000003075604554591 0.00000008095116733439
## 74 -0.00000002815404171870 0.00000002363947293414 0.00000006222005788579
## 75 -0.00000240274552466953 0.00000201745945392701 0.00000531003551052508
## 76 -0.00000003662970794945 0.00000003075604554591 0.00000008095116733439
## 77 -0.00000005642575486924 0.00000004737774838290 0.00000012470016759950
## 78 -0.00000077046020888985 0.00000064691503430267 0.00000170270645647392
## 79 -0.00000003662970794945 0.00000003075604554591 0.00000008095116733439
## 80 -0.00000000782339249866 0.00000000656889256161 0.00000001728959340878
## 81 -0.00000002155208826298 0.00000001809615870636 0.00000004762982852268
## 82 -0.00000010251611439742 0.00000008607740704786 0.00000022655924749004
## 83 -0.00000224729236949725 0.00000188693346858281 0.00000496648297201360
## 84 -0.00001245444412110776 0.00001045734352094774 0.00002752414763095215
## 85 -0.00000000003923879146 0.00000000003294675621 0.00000000008671720744
## 86 -0.00000001549342646071 0.00000001300901799942 0.00000003424026649055
## 87 -0.00000002859743353648 0.00000002401176579996 0.00000006319994790813
## 88 -0.00000003319963549128 0.00000002787599352381 0.00000007337075304121
## 89 -0.00000003186065984462 0.00000002675172586537 0.00000007041163466399
## 90 -0.00000069155069761727 0.00000058065868763728 0.00000152831314054471
## 91 -0.00000010090843319174 0.00000008472752149912 0.00000022300629552382
## 92 -0.00000628928039469039 0.00000528077765935844 0.00001389918981311240
## 93 -0.00000026418910984431 0.00000022182574539023 0.00000058385440025948
## 94 -0.00000004859513600681 0.00000004080278790564 0.00000010739459576306
## 95 -0.00000001904475260136 0.00000001599088039136 0.00000004208865004593
## 96 -0.00000001127171380231 0.00000000946426718261 0.00000002491033740785
## 97 -0.00000024326494276459 0.00000020425681938358 0.00000053761227439536
## 98 -0.00000005414027624416 0.00000004545875178221 0.00000011964928998789
## 99 -0.00000042406924046764 0.00000035606870747878 0.00000093718730265426
## 100 -0.00000112131511987744 0.00000094150952362177 0.00000247809148798380
## 101 -0.00000014770218973530 0.00000012401778091252 0.00000032641974697349
## 102 -0.00000190541720561678 0.00000159987887227711 0.00000421094489000099
## 103 -0.00000000001402027865 0.00000000001177209301 0.00000000003098462941
## 104 -0.00000000010981827060 0.00000000009220864491 0.00000000024269691798
## 105 -0.00000000221674657702 0.00000000186128589397 0.00000000489898046321
## 106 -0.00000008129656086263 0.00000006826045931582 0.00000017966429010016
## 107 -0.00000000086018636130 0.00000000072225339471 0.00000000190100042215
## 108 -0.00000044197082833918 0.00000037109973291684 0.00000097674958800552
## 109 -0.00000000016916815449 0.00000000014204163116 0.00000000037385937231
## 110 -0.00000000047345377955 0.00000000039753431919 0.00000000104632655815
## 111 -0.00000000571267518026 0.00000000479663387781 0.00000001262493619744
## 112 -0.00000203722258112211 0.00000171054900242051 0.00000450223473459030
## 113 -0.00000069843930019764 0.00000058644286629222 0.00000154354155836961
## 114 -0.00000000673768155663 0.00000000565727799896 0.00000001489018666159
## 115 -0.00000001156331062051 0.00000000970910575376 0.00000002555476273524
## 116 -0.00000000012234953459 0.00000000010273049036 0.00000000027039084478
## 117 -0.00000001037897534276 0.00000000871468149745 0.00000002293739728135
## 118 -0.00000000018371900674 0.00000000015425921900 0.00000000040601656231
## 119 -0.00000000221674657702 0.00000000186128589397 0.00000000489898046321
## 120 -0.00000000086018636130 0.00000000072225339471 0.00000000190100042215
## 121 -0.00000005554087311768 0.00000004663475958168 0.00000012274459116519
## 122 -0.00000047254438318156 0.00000039677074661964 0.00000104431680120937
## 123 -0.00000016455626778038 0.00000013816927127201 0.00000036366715408069
## 124 -0.00000000135934221920 0.00000000114136840174 0.00000000300412823176
## 125 -0.00000000143903725859 0.00000000120828414853 0.00000000318025320926
## 126 -0.00000000006564401130 0.00000000005511783508 0.00000000014507239222
## 127 -0.00000000079205816495 0.00000000066504971967 0.00000000175043801400
## 128 -0.00000005879710241370 0.00000004936884458660 0.00000012994081367331
## 129 -0.00000000051417749606 0.00000000043172788912 0.00000000113632543022
## 130 -0.00000025348837201775 0.00000021284089663065 0.00000056020590768291
## 131 -0.00001019554908353147 0.00000856066808117885 0.00002253202763474610
## 132 -0.00000070943889892547 0.00000059567864280001 0.00000156785026666665
## 133 -0.00000000227409336132 0.00000000190943698250 0.00000000502571609407
## 134 -0.00003098207364882533 0.00002601402292942981 0.00006846996655665412
## 135 -0.00000004907933833162 0.00000004120934754974 0.00000010846468519514
## 136 -0.00000212283701596598 0.00000178243495318829 0.00000469144144329475
## 137 -0.00000016455626778038 0.00000013816927127201 0.00000036366715408069
## 138 -0.00000015152315637041 0.00000012722605094511 0.00000033486415373791
## 139 -0.00000000413164737106 0.00000000346912770740 0.00000000913088575913
## 140 -0.00000082375687914731 0.00000069166546761328 0.00000182049173394308
## 141 -0.00000079039154430998 0.00000066365034489914 0.00000174675478401019
## 142 -0.00000016455626778038 0.00000013816927127201 0.00000036366715408069
## 143 -0.00000042406924046764 0.00000035606870747878 0.00000093718730265426
## 144 -0.00000002155208826298 0.00000001809615870636 0.00000004762982852268
## 145 -0.00000077046020888985 0.00000064691503430267 0.00000170270645647392
## 146 -0.00000000240741810884 0.00000000202138278382 0.00000000532036201353
## 147 -0.00000001736336683376 0.00000001457910887711 0.00000003837280914585
## 148 -0.00000073938692802715 0.00000062082443470521 0.00000163403506001638
## 149 -0.00000000673768155663 0.00000000565727799896 0.00000001489018666159
## 150 -0.00000628928039469039 0.00000528077765935844 0.00001389918981311240
## 151 -0.00000121754313474000 0.00000102230714200387 0.00000269075408983979
## 152 -0.00000001236321307693 0.00000001038074191376 0.00000002732253652910
## 153 -0.00000024709623552118 0.00000020747373926212 0.00000054607896840328
## 154 -0.00000002100860014835 0.00000001763982022735 0.00000004642872701511
## 155 -0.00000024709623552118 0.00000020747373926212 0.00000054607896840328
## 156 -0.00000003662970794945 0.00000003075604554591 0.00000008095116733439
## 157 -0.00000240274552466953 0.00000201745945392701 0.00000531003551052508
## 158 -0.00000001127171380231 0.00000000946426718261 0.00000002491033740785
## 159 -0.00000016881329349141 0.00000014174367296094 0.00000037307513374401
## 160 -0.00000024709623552118 0.00000020747373926212 0.00000054607896840328
## 161 -0.00000001127171380231 0.00000000946426718261 0.00000002491033740785
## 162 -0.00000000240741810884 0.00000000202138278382 0.00000000532036201353
## 163 -0.00000000221674657702 0.00000000186128589397 0.00000000489898046321
## 164 -0.00000010251611439742 0.00000008607740704786 0.00000022655924749004
## 165 -0.00000224729236949725 0.00000188693346858281 0.00000496648297201360
## 166 -0.00001245444412110776 0.00001045734352094774 0.00002752414763095215
## 167 -0.00000000003923879146 0.00000000003294675621 0.00000000008671720744
## 168 -0.00000001549342646071 0.00000001300901799942 0.00000003424026649055
## 169 -0.00000009293309212793 0.00000007803104570187 0.00000020538089804224
## 170 -0.00000000341475895481 0.00000000286719408515 0.00000000754657189037
## 171 -0.00000003320562672381 0.00000002788102404769 0.00000007338399358545
## 172 -0.00000069155069761727 0.00000058065868763728 0.00000152831314054471
## 173 -0.00000003372857491644 0.00000002832011622189 0.00000007453970190247
## 174 -0.00000603455815533193 0.00000506690045119251 0.00001333624931055455
## 175 -0.00000026418910984431 0.00000022182574539023 0.00000058385440025948
## 176 -0.00000015791955058361 0.00000013259676789808 0.00000034900010108797
## 177 -0.00000000610785467158 0.00000000512844538049 0.00000001349827761927
## 178 -0.00000001127171380231 0.00000000946426718261 0.00000002491033740785
## 179 -0.00000079053417353918 0.00000066377010357519 0.00000174707000285820
## 180 -0.00000005414027624416 0.00000004545875178221 0.00000011964928998789
## 181 -0.00000013600393628055 0.00000011419537202020 0.00000030056679587990
## 182 -0.00000349625876663875 0.00000293562520412451 0.00000772668537489856
## 183 -0.00000046054502184768 0.00000038669550788542 0.00000101779826646937
## 184 -0.00000594098273982654 0.00000498833170863990 0.00001312949134204212
## 185 -0.00000000004371629463 0.00000000003670628090 0.00000000009661242992
## 186 -0.00000000010981827060 0.00000000009220864491 0.00000000024269691798
## 187 -0.00000000221674657702 0.00000000186128589397 0.00000000489898046321
## 188 -0.00000079039154430998 0.00000066365034489914 0.00000174675478401019
## 189 -0.00000000279534981777 0.00000000234710870357 0.00000000617768593265
## 190 -0.00000143625872545008 0.00000120595115812266 0.00000317411264146183
## 191 -0.00000000016916815449 0.00000000014204163116 0.00000000037385937231
## 192 -0.00000000047345377955 0.00000000039753431919 0.00000000104632655815
## 193 -0.00000000571267518026 0.00000000479663387781 0.00000001262493619744
## 194 -0.00000609466431754730 0.00000511737012834896 0.00001346912702538627
## 195 -0.00000069843930019764 0.00000058644286629222 0.00000154354155836961
## 196 -0.00000000673768155663 0.00000000565727799896 0.00000001489018666159
## 197 -0.00000000370847647696 0.00000000311381329118 0.00000000819568370930
## 198 -0.00000000003923879146 0.00000000003294675621 0.00000000008671720744
## 199 -0.00000010090843319174 0.00000008472752149912 0.00000022300629552382
## 200 -0.00000000018371900674 0.00000000015425921900 0.00000000040601656231
## 201 -0.00000000221674657702 0.00000000186128589397 0.00000000489898046321
## 202 -0.00000000086018636130 0.00000000072225339471 0.00000000190100042215
## 203 -0.00000005554087311768 0.00000004663475958168 0.00000012274459116519
## 204 -0.00000014541207690283 0.00000012209489798109 0.00000032135875219430
## 205 -0.00000005277500311135 0.00000004431240308684 0.00000011663204366015
## 206 -0.00000000043595544939 0.00000000036604893710 0.00000000096345574705
## 207 -0.00000000143903725859 0.00000000120828414853 0.00000000318025320926
## 208 -0.00000000006564401130 0.00000000005511783508 0.00000000014507239222
## 209 -0.00000000079205816495 0.00000000066504971967 0.00000000175043801400
## 210 -0.00000001885686157096 0.00000001583311810660 0.00000004167341242282
## 211 -0.00000000167092393730 0.00000000140298723663 0.00000000369271968623
## 212 -0.00000025348837201775 0.00000021284089663065 0.00000056020590768291
## 213 -0.00000313761127016482 0.00000263448768720421 0.00000693407877902480
## 214 -0.00000070943889892547 0.00000059567864280001 0.00000156785026666665
## 215 -0.00000000227409336132 0.00000000190943698250 0.00000000502571609407
## 216 -0.00000953596327319336 0.00000800684822826524 0.00002107434589920645
## 217 -0.00000015303294123523 0.00000012849373843045 0.00000033820076553217
## 218 -0.00000203685505195599 0.00000171024040424209 0.00000450142241647746
## 219 -0.00000017150284010568 0.00000014400194397131 0.00000037901898845175
## 220 -0.00000049240343214803 0.00000041344534890010 0.00000108820503327204
## 221 -0.00000000430606091366 0.00000000361557361598 0.00000000951633736942
## 222 -0.00000079039154430998 0.00000066365034489914 0.00000174675478401019
## 223 -0.00000025348837201775 0.00000021284089663065 0.00000056020590768291
## 224 -0.00000005277500311135 0.00000004431240308684 0.00000011663204366015
## 225 -0.00000042406924046764 0.00000035606870747878 0.00000093718730265426
## 226 -0.00000000691198400335 0.00000000580363062614 0.00000001527539275145
## 227 -0.00000077046020888985 0.00000064691503430267 0.00000170270645647392
## 228 -0.00000000240741810884 0.00000000202138278382 0.00000000532036201353
## 229 -0.00000005414027624416 0.00000004545875178221 0.00000011964928998789
## 230 -0.00000240274552466953 0.00000201745945392701 0.00000531003551052508
## 231 -0.00000002100860014835 0.00000001763982022735 0.00000004642872701511
## 232 -0.00000193544593041387 0.00000162509049648765 0.00000427725786714852
## 233 -0.00000121754313474000 0.00000102230714200387 0.00000269075408983979
## 234 -0.00000001288511424690 0.00000001081895496698 0.00000002847593117598
## 235 -0.00000077046020888985 0.00000064691503430267 0.00000170270645647392
## 236 -0.00000000673768155663 0.00000000565727799896 0.00000001489018666159
## 237 -0.00000077046020888985 0.00000064691503430267 0.00000170270645647392
## 238 -0.00000001127171380231 0.00000000946426718261 0.00000002491033740785
## 239 -0.00000002815404171870 0.00000002363947293414 0.00000006222005788579
## 240 -0.00000230542660807420 0.00000193574586007627 0.00000509496196591689
## 241 -0.00000003514605150275 0.00000002951029700416 0.00000007767230631264
## 242 -0.00000005642575486924 0.00000004737774838290 0.00000012470016759950
## 243 -0.00000080298414400095 0.00000067422368008291 0.00000177458398437699
## 244 -0.00000003662970794945 0.00000003075604554591 0.00000008095116733439
## 245 -0.00000000240741810884 0.00000000202138278382 0.00000000532036201353
## 246 -0.00000002155208826298 0.00000001809615870636 0.00000004762982852268
## 247 -0.00000010251611439742 0.00000008607740704786 0.00000022655924749004
## 248 -0.00000224729236949725 0.00000188693346858281 0.00000496648297201360
## [,4]
## 1 0.00009658042841717177
## 2 0.00000000028022181864
## 3 0.00000003548518721018
## 4 0.00000019595493406515
## 5 0.00000007924828208200
## 6 0.00000022753110908457
## 7 0.00000158387982165985
## 8 0.00000002377136393871
## 9 0.00001440453946645896
## 10 0.00000018619659125259
## 11 0.00000034703927237184
## 12 0.00000013600706749838
## 13 0.00000008049634575051
## 14 0.00000166688912548576
## 15 0.00000040296113145467
## 16 0.00000302844000019342
## 17 0.00000768328451705730
## 18 0.00000109933107135077
## 19 0.00004242162585267135
## 20 0.00000000010435178724
## 21 0.00000000081736840401
## 22 0.00000004936157206553
## 23 0.00000196632562681481
## 24 0.00000000640229660322
## 25 0.00000315628086045386
## 26 0.00000000409171589932
## 27 0.00000001145155424859
## 28 0.00000013817394268588
## 29 0.00001454806270495609
## 30 0.00000153486964922051
## 31 0.00000005014800479114
## 32 0.00000002648389258366
## 33 0.00000000028022181864
## 34 0.00000025103882413906
## 35 0.00000000131201986875
## 36 0.00000005361703791590
## 37 0.00000000640229660322
## 38 0.00000043083628042342
## 39 0.00000010248420372559
## 40 0.00000039279950542593
## 41 0.00000001054457206395
## 42 0.00000000329588207315
## 43 0.00000000015034698981
## 44 0.00000001838175562736
## 45 0.00000004318859024558
## 46 0.00000000367197220325
## 47 0.00000196632562681481
## 48 0.00000718619064284111
## 49 0.00000506634094362089
## 50 0.00000001764040021807
## 51 0.00007395389443949879
## 52 0.00000036529307845151
## 53 0.00000486201465841983
## 54 0.00000039279950542593
## 55 0.00000117537790379273
## 56 0.00000003204965593742
## 57 0.00000058057408695915
## 58 0.00000196632562681481
## 59 0.00000039279950542593
## 60 0.00000328951824115104
## 61 0.00000005361703791590
## 62 0.00000183910496853201
## 63 0.00000001791821506610
## 64 0.00000041997171834984
## 65 0.00000162485474916526
## 66 0.00000005014800479114
## 67 0.00001440453946645896
## 68 0.00000944433303607140
## 69 0.00000002951126998508
## 70 0.00000176461408570722
## 71 0.00000004811680044944
## 72 0.00000183910496853201
## 73 0.00000008389442085676
## 74 0.00000006448227857440
## 75 0.00000550309980456910
## 76 0.00000008389442085676
## 77 0.00000012923406400925
## 78 0.00000176461408570722
## 79 0.00000008389442085676
## 80 0.00000001791821506610
## 81 0.00000004936157206553
## 82 0.00000023479657520256
## 83 0.00000514705604286249
## 84 0.00002852488057761180
## 85 0.00000000008987010487
## 86 0.00000003548518721018
## 87 0.00000006549779581337
## 88 0.00000007603839497388
## 89 0.00000007297168783765
## 90 0.00000158387982165985
## 91 0.00000023111444378968
## 92 0.00001440453946645896
## 93 0.00000060508240076650
## 94 0.00000011129928901601
## 95 0.00000004361892530001
## 96 0.00000002581603697777
## 97 0.00000055715898632965
## 98 0.00000012399954463975
## 99 0.00000097126191208118
## 100 0.00000256819088590649
## 101 0.00000033828783256049
## 102 0.00000436404791678579
## 103 0.00000000003211118043
## 104 0.00000000025152098545
## 105 0.00000000507709947071
## 106 0.00000018619659125259
## 107 0.00000000197011772339
## 108 0.00000101226261909391
## 109 0.00000000038745229452
## 110 0.00000000108436929979
## 111 0.00000001308395846178
## 112 0.00000466592870334970
## 113 0.00000159966223275698
## 114 0.00000001543156976967
## 115 0.00000002648389258366
## 116 0.00000000028022181864
## 117 0.00000002377136393871
## 118 0.00000000042077866795
## 119 0.00000000507709947071
## 120 0.00000000197011772339
## 121 0.00000012720738600957
## 122 0.00000108228647113153
## 123 0.00000037688950305697
## 124 0.00000000311335347629
## 125 0.00000000329588207315
## 126 0.00000000015034698981
## 127 0.00000000181408110955
## 128 0.00000013466525146825
## 129 0.00000000117764038531
## 130 0.00000058057408695915
## 131 0.00002335125570379152
## 132 0.00000162485474916526
## 133 0.00000000520844300416
## 134 0.00007095942353194463
## 135 0.00000011240828575049
## 136 0.00000486201465841983
## 137 0.00000037688950305697
## 138 0.00000034703927237184
## 139 0.00000000946286999977
## 140 0.00000188668186833966
## 141 0.00000181026396191171
## 142 0.00000037688950305697
## 143 0.00000097126191208118
## 144 0.00000004936157206553
## 145 0.00000176461408570722
## 146 0.00000000551380177277
## 147 0.00000003976798238657
## 148 0.00000169344591771472
## 149 0.00000001543156976967
## 150 0.00001440453946645896
## 151 0.00000278858555396460
## 152 0.00000002831593977400
## 153 0.00000056593348821908
## 154 0.00000004811680044944
## 155 0.00000056593348821908
## 156 0.00000008389442085676
## 157 0.00000550309980456910
## 158 0.00000002581603697777
## 159 0.00000038663954227540
## 160 0.00000056593348821908
## 161 0.00000002581603697777
## 162 0.00000000551380177277
## 163 0.00000000507709947071
## 164 0.00000023479657520256
## 165 0.00000514705604286249
## 166 0.00002852488057761180
## 167 0.00000000008987010487
## 168 0.00000003548518721018
## 169 0.00000021284821537341
## 170 0.00000000782095304073
## 171 0.00000007605211692289
## 172 0.00000158387982165985
## 173 0.00000007724984490972
## 174 0.00001382113084246336
## 175 0.00000060508240076650
## 176 0.00000036168917998681
## 177 0.00000001398905316543
## 178 0.00000002581603697777
## 179 0.00000181059064228262
## 180 0.00000012399954463975
## 181 0.00000031149491220209
## 182 0.00000800761515923201
## 183 0.00000105480375831564
## 184 0.00001360685831393004
## 185 0.00000000010012510164
## 186 0.00000000025152098545
## 187 0.00000000507709947071
## 188 0.00000181026396191171
## 189 0.00000000640229660322
## 190 0.00000328951824115104
## 191 0.00000000038745229452
## 192 0.00000000108436929979
## 193 0.00000001308395846178
## 194 0.00001395884269731232
## 195 0.00000159966223275698
## 196 0.00000001543156976967
## 197 0.00000000849366551572
## 198 0.00000000008987010487
## 199 0.00000023111444378968
## 200 0.00000000042077866795
## 201 0.00000000507709947071
## 202 0.00000000197011772339
## 203 0.00000012720738600957
## 204 0.00000033304283645616
## 205 0.00000012087259539230
## 206 0.00000000099848544000
## 207 0.00000000329588207315
## 208 0.00000000015034698981
## 209 0.00000000181408110955
## 210 0.00000004318859024558
## 211 0.00000000382698100252
## 212 0.00000058057408695915
## 213 0.00000718619064284111
## 214 0.00000162485474916526
## 215 0.00000000520844300416
## 216 0.00002184057462732543
## 217 0.00000035049719846216
## 218 0.00000466508684510427
## 219 0.00000039279950542593
## 220 0.00000112777040819895
## 221 0.00000000986233600730
## 222 0.00000181026396191171
## 223 0.00000058057408695915
## 224 0.00000012087259539230
## 225 0.00000097126191208118
## 226 0.00000001583078133004
## 227 0.00000176461408570722
## 228 0.00000000551380177277
## 229 0.00000012399954463975
## 230 0.00000550309980456910
## 231 0.00000004811680044944
## 232 0.00000443276859210064
## 233 0.00000278858555396460
## 234 0.00000002951126998508
## 235 0.00000176461408570722
## 236 0.00000001543156976967
## 237 0.00000176461408570722
## 238 0.00000002581603697777
## 239 0.00000006448227857440
## 240 0.00000528020653149157
## 241 0.00000008049634575051
## 242 0.00000012923406400925
## 243 0.00000183910496853201
## 244 0.00000008389442085676
## 245 0.00000000551380177277
## 246 0.00000004936157206553
## 247 0.00000023479657520256
## 248 0.00000514705604286249
##
##
## $result.matrix
## 1
## error 158.085469457874
## reached.threshold 0.007186944541
## steps 388.000000000000
## Intercept.to.1layhid1 -0.562083423225
## age.to.1layhid1 1.200201680839
## parity.to.1layhid1 -0.899656238196
## induced.to.1layhid1 0.165668507548
## spontaneous.to.1layhid1 0.359232531850
## Intercept.to.1layhid2 -1.124984165883
## age.to.1layhid2 -0.514580539665
## parity.to.1layhid2 0.432066303708
## induced.to.1layhid2 1.137216151228
## spontaneous.to.1layhid2 1.178563491494
## Intercept.to.case -0.309834536465
## 1layhid.1.to.case -0.377142609626
## 1layhid.2.to.case 0.370963517954
##
## attr(,"class")
## [1] "nn"garson(nn.bp)
library(nnet)
nn.nnet <- nnet(case~age+parity+induced+spontaneous, data=infert, size=2, entropy=T, abstol=0.01)## # weights: 13
## initial value 169.339098
## iter 10 value 153.736634
## iter 20 value 128.291281
## iter 30 value 125.380948
## iter 40 value 125.231013
## iter 50 value 125.204169
## final value 125.202435
## convergednn.nnet## a 4-2-1 network with 13 weights
## inputs: age parity induced spontaneous
## output(s): case
## options were - entropy fittinggarson(nn.nnet)
head(nn$generalized.weights[[1]])## [,1] [,2] [,3] [,4]
## 1 0.0092454088648 -0.136181222770 0.170777746382 0.26017873326
## 2 0.1534442172832 -2.260172745432 2.834364386285 4.31813483458
## 3 0.0005411800285 -0.007971368164 0.009996475741 0.01522956297
## 4 0.0088875444029 -0.130910020520 0.164167407434 0.25010792690
## 5 0.1062680593893 -1.565286563380 1.962943982287 2.99053178528
## 6 0.1374960760665 -2.025262921155 2.539776266300 3.86933184054plot(nn)par(mfrow=c(2,2))
gwplot(nn,selected.covariate="age",min=-2.5, max=5)
gwplot(nn,selected.covariate="parity",min=-2.5, max=5)
gwplot(nn,selected.covariate="induced",min=-2.5, max=5)
gwplot(nn,selected.covariate="spontaneous",min=-2.5, max=5)
test.data <- matrix(c(22,1,0,0,
22,1,1,0,
22,1,0,1,
22,1,1,1),byrow=TRUE, ncol=4)
new.output <- compute(nn,covariate=test.data)
new.output$net.result## [,1]
## [1,] 0.1503993589
## [2,] 0.1952761481
## [3,] 0.3087220985
## [4,] 0.8525129684nn.new <- neuralnet(case~parity+induced+spontaneous, data=infert, hidden=2, err.fct="ce", linear.output=FALSE)
plot(nn.new)
garson(nn.new)
ci <- confidence.interval(nn.new, alpha=0.05)
ci$lower.ci## [[1]]
## [[1]][[1]]
## [,1] [,2]
## [1,] -27.06593046 -0.1176675052
## [2,] -14.79000715 1.3545379273
## [3,] -26.69196681 -7.6077146309
## [4,] -12.44181564 -40.6553380228
##
## [[1]][[2]]
## [,1]
## [1,] -0.1793767717
## [2,] 0.8695283365
## [3,] -3.8197612502