#MEMANGGIL LIBRARY
library(lmtest)
## Warning: package 'lmtest' was built under R version 4.5.3
## Loading required package: zoo
## Warning: package 'zoo' was built under R version 4.5.3
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
library(MASS)
## Warning: package 'MASS' was built under R version 4.5.3
library(car)
## Warning: package 'car' was built under R version 4.5.3
## Loading required package: carData
library(pastecs)
## Warning: package 'pastecs' was built under R version 4.5.3
library(pracma)
## Warning: package 'pracma' was built under R version 4.5.3
##
## Attaching package: 'pracma'
## The following object is masked from 'package:car':
##
## logit
library(Matrix)
##
## Attaching package: 'Matrix'
## The following objects are masked from 'package:pracma':
##
## expm, lu, tril, triu
#MEMANGGIL DATA & STATISTIKA DESKRIPTIF
data=read.table(file.choose(), header=TRUE)
data
## X1 X2 X3 X4 X5 X6 Y
## 1 12.10 34.05 8.50 2.22 64.81 40.2 73.84
## 2 12.45 44.19 10.13 2.20 68.65 32.9 76.87
## 3 13.39 38.66 8.99 1.68 69.07 29.7 77.19
## 4 14.38 26.30 10.04 2.16 69.18 23.6 69.08
## 5 17.86 23.36 10.27 1.46 68.34 33.4 78.27
## 6 13.38 10.06 10.87 1.38 70.14 30.1 84.72
## 7 18.78 31.46 9.29 0.70 67.29 29.5 76.69
## 8 16.64 37.08 9.37 0.56 69.15 25.2 77.12
## 9 17.92 17.76 9.91 1.68 65.61 30.7 77.54
## 10 19.15 40.31 9.02 1.74 67.78 34.1 46.10
## 11 12.12 27.66 9.67 0.46 71.66 32.9 80.83
## 12 15.43 24.17 9.20 1.70 65.48 27.9 78.05
## 13 18.82 20.48 8.39 6.33 65.92 15.4 77.06
## 14 12.42 26.92 8.98 4.54 67.55 34.0 79.69
## 15 17.25 24.00 9.14 2.19 69.60 31.6 76.60
## 16 12.51 14.56 9.58 1.27 70.04 35.9 81.16
## 17 18.31 61.03 10.30 1.15 69.64 32.2 46.98
## 18 18.40 32.95 9.85 0.46 70.60 29.4 78.95
## 19 7.04 0.11 12.74 0.01 72.02 21.7 87.96
## 20 14.59 3.95 10.94 0.20 70.98 25.6 73.80
## 21 10.73 1.81 11.31 0.08 72.06 20.7 83.03
## 22 10.53 6.24 11.27 0.17 69.78 25.6 78.05
## 23 16.41 55.11 8.78 1.40 64.41 29.6 41.12
## 24 11.50 35.19 8.96 1.42 67.90 23.8 73.81
## 25 8.54 51.69 10.19 2.22 69.57 27.4 78.14
## 26 7.01 55.31 9.57 3.22 65.56 15.6 77.29
## 27 15.10 64.15 7.06 0.87 70.34 20.3 72.41
## 28 9.23 26.92 8.97 1.85 69.64 16.9 79.92
## 29 7.98 41.28 10.28 1.51 72.28 24.7 82.28
## 30 3.44 14.42 10.41 0.51 72.31 33.8 86.20
## 31 7.87 41.91 9.78 1.78 72.20 17.7 82.42
## 32 8.21 24.26 9.18 1.82 69.09 11.0 76.65
## 33 7.99 41.36 9.69 1.39 70.77 20.2 76.96
## 34 7.47 36.67 10.08 2.02 70.11 32.6 82.50
## 35 8.04 25.69 10.50 2.06 71.24 28.0 84.33
## 36 8.86 55.14 9.37 3.08 63.47 20.7 70.54
## 37 16.39 63.23 6.99 1.20 69.58 31.8 65.87
## 38 7.54 56.82 9.90 3.57 66.89 28.9 75.32
## 39 8.69 49.20 9.93 3.18 70.27 18.4 81.16
## 40 11.66 47.18 9.20 2.85 72.24 22.4 80.35
## 41 7.44 33.30 9.14 1.51 69.59 14.4 85.35
## 42 11.38 35.54 9.13 0.72 67.88 17.7 78.37
## 43 8.79 42.52 9.74 3.26 67.82 21.8 75.14
## 44 7.89 39.91 9.86 2.67 67.71 17.7 76.75
## 45 8.06 24.70 9.32 2.79 69.54 16.0 57.85
## 46 9.08 37.52 9.28 2.18 70.25 9.6 80.30
## 47 21.79 46.34 7.01 1.41 70.24 20.3 73.17
## 48 22.81 85.31 7.19 0.69 69.96 28.9 65.35
## 49 8.00 2.92 11.59 0.02 73.93 5.8 90.25
## 50 7.24 8.31 11.56 0.04 74.75 7.7 89.82
## 51 11.42 4.27 10.45 0.01 70.18 10.6 81.03
## 52 12.21 1.10 10.13 0.07 64.28 5.7 74.59
## 53 4.79 5.42 11.07 0.05 73.13 19.4 88.22
## 54 9.49 28.45 10.88 0.04 71.63 10.4 77.31
## 55 6.85 37.86 11.11 0.14 70.20 26.1 71.32
## 56 14.78 20.47 8.52 0.25 72.09 18.9 66.12
## 57 7.34 15.76 9.13 2.78 71.52 27.0 86.71
## 58 7.13 32.61 8.57 3.29 69.56 25.4 82.56
## 59 5.88 27.30 9.23 3.62 67.02 28.5 82.05
## 60 4.16 15.74 9.56 1.37 70.84 18.5 89.40
## 61 6.34 23.54 8.86 0.92 69.70 19.4 85.08
## 62 6.60 20.57 9.63 1.95 73.23 20.1 86.92
## 63 6.80 33.84 8.37 3.12 70.30 28.6 82.59
## 64 6.80 33.26 8.37 2.69 68.29 29.4 82.09
## 65 13.72 72.89 7.85 8.11 65.10 33.7 53.86
## 66 5.56 26.93 9.23 2.33 72.24 17.7 84.98
## 67 6.45 26.75 9.36 6.80 68.71 14.7 85.60
## 68 6.92 34.36 9.69 2.10 68.53 29.7 80.91
## 69 4.17 4.19 11.60 0.10 74.16 24.2 89.63
## 70 3.05 2.11 11.27 0.05 74.39 16.3 92.90
## 71 2.27 6.49 10.45 0.44 70.69 19.5 83.45
## 72 5.24 12.33 12.23 0.05 73.23 15.8 87.05
## 73 4.11 2.64 11.77 0.02 75.13 20.1 92.86
## 74 5.44 3.37 11.25 0.09 74.43 19.8 89.33
## 75 4.20 14.32 10.93 0.07 70.95 17.7 84.08
## 76 7.04 24.67 9.44 4.21 71.42 7.6 59.69
## 77 6.06 16.34 8.61 5.19 70.69 12.7 60.71
## 78 6.31 36.88 9.51 4.00 71.79 17.9 65.75
## 79 5.64 73.12 7.77 5.86 68.62 18.8 69.30
## 80 8.15 13.63 9.07 7.97 72.00 10.1 71.59
## 81 9.72 15.70 9.26 4.42 70.84 15.9 58.88
## 82 7.07 37.28 8.89 3.59 70.99 16.6 68.67
## 83 5.23 9.90 10.01 4.77 71.64 10.4 77.06
## 84 8.07 28.94 9.01 4.29 69.13 23.0 73.80
## 85 22.98 89.58 8.47 5.21 68.41 19.6 71.15
## 86 3.16 7.83 11.82 0.08 73.02 8.7 92.20
## 87 3.21 13.10 10.35 1.18 71.67 14.9 76.30
## 88 7.54 32.30 8.25 3.39 70.55 8.7 83.76
## 89 8.90 50.04 8.61 3.48 71.75 14.9 75.01
## 90 8.54 49.63 8.20 4.47 69.70 4.8 65.64
## 91 9.45 28.95 8.42 4.41 71.22 10.1 74.13
## 92 4.43 29.18 9.09 3.41 71.84 12.0 68.51
## 93 9.79 53.10 8.59 4.23 68.67 14.1 69.60
## 94 10.85 49.09 8.15 4.79 66.98 23.7 69.99
## 95 5.29 26.74 8.53 2.66 68.43 13.7 73.39
## 96 6.46 28.31 8.40 5.11 70.49 22.7 71.36
## 97 8.24 9.34 11.34 0.04 73.29 13.5 85.88
## 98 3.00 8.00 10.04 0.32 72.86 4.1 87.06
## 99 11.46 27.60 9.40 1.75 68.85 15.7 73.01
## 100 13.15 31.03 7.51 6.17 69.31 32.5 79.54
## 101 10.93 30.27 8.12 2.57 69.72 25.9 75.62
## 102 15.00 40.77 8.73 1.94 66.87 7.8 75.19
## 103 14.13 39.52 7.85 3.73 68.95 21.9 77.66
## 104 14.90 28.89 8.14 6.17 69.51 16.5 79.48
## 105 9.58 55.26 7.60 5.17 69.76 20.4 79.17
## 106 9.99 37.40 8.40 1.46 69.78 9.3 85.17
## 107 10.36 49.77 8.40 2.53 67.88 23.0 75.37
## 108 13.28 28.50 8.35 1.34 66.33 22.9 77.55
## 109 11.80 71.69 7.83 2.38 65.73 32.6 67.42
## 110 10.91 31.52 7.53 1.98 68.96 15.4 78.79
## 111 18.26 44.73 7.70 6.83 66.37 33.1 59.58
## 112 10.22 2.15 11.09 0.04 71.99 18.9 83.62
## 113 8.88 41.12 9.68 0.87 67.70 23.3 57.79
## 114 12.65 33.15 9.51 0.26 70.25 17.5 66.10
## 115 11.23 40.09 10.31 0.24 71.27 15.4 68.11
## 116 17.51 59.02 9.53 1.05 68.40 24.0 74.91
## 117 14.79 55.84 9.31 1.16 69.22 28.6 73.11
## 118 11.29 43.03 8.22 3.15 68.77 21.6 72.62
## 119 17.83 46.75 8.25 3.87 67.27 14.3 74.75
## 120 18.00 57.84 8.20 2.06 68.35 26.0 71.61
## 121 10.76 36.02 8.87 4.18 67.30 27.1 76.57
## 122 11.15 44.85 8.49 3.00 63.93 15.7 77.06
## 123 14.12 55.68 8.41 0.95 68.46 22.1 72.43
## 124 9.40 60.54 7.57 1.55 68.52 23.2 62.14
## 125 14.71 12.26 11.90 0.05 70.74 6.7 78.72
## 126 12.79 20.90 8.07 0.92 69.97 10.3 84.46
## 127 10.65 31.53 8.00 1.41 70.29 16.7 84.93
## 128 17.17 60.90 8.55 1.23 69.83 23.5 76.82
## 129 11.17 52.76 8.57 1.90 68.13 24.6 76.18
## 130 8.04 22.06 7.89 2.34 70.42 9.8 88.78
## 131 10.52 53.84 7.35 2.13 69.23 17.1 76.40
## 132 13.80 30.49 8.34 2.07 71.25 14.2 85.22
## 133 11.02 44.87 7.83 2.51 69.91 22.7 79.61
## 134 12.89 43.85 8.21 0.94 69.74 10.0 80.85
## 135 9.14 11.49 8.56 0.37 71.05 15.8 87.35
## 136 6.73 22.71 7.20 3.02 68.75 5.0 88.18
## 137 7.25 55.59 8.05 1.35 70.42 10.5 83.74
## 138 13.49 59.30 8.75 4.24 64.29 16.1 75.77
## 139 7.77 8.71 10.94 0.03 71.91 13.4 84.64
## 140 7.28 9.50 10.80 0.04 72.12 7.1 85.78
## 141 4.32 11.86 8.79 1.69 71.60 23.2 74.35
## 142 6.46 8.85 9.16 2.66 71.54 20.8 62.34
## 143 3.11 23.99 7.49 5.04 68.98 20.7 84.87
## 144 5.29 14.30 7.48 2.89 72.11 18.2 60.38
## 145 2.71 20.73 7.87 3.40 70.43 20.6 60.25
## 146 6.73 14.77 9.09 3.85 72.59 17.3 62.02
## 147 4.27 7.03 10.39 0.07 73.96 20.7 87.27
## 148 5.90 20.42 9.82 1.26 71.09 21.6 60.42
## 149 5.95 12.19 9.20 0.84 72.01 17.9 62.68
## 150 5.25 8.26 9.28 2.67 66.22 16.1 60.51
## 151 11.26 23.63 7.92 3.31 63.50 20.5 53.02
## 152 6.95 45.37 8.25 1.16 68.10 15.2 55.34
## 153 5.02 2.72 11.12 0.20 73.94 16.1 88.83
## 154 7.95 12.38 10.90 0.10 72.85 15.2 83.22
## 155 13.13 1.54 9.01 0.05 69.61 18.6 58.05
## 156 4.68 2.40 11.33 0.00 74.81 19.1 91.63
## 157 6.78 0.86 10.65 0.02 73.59 19.8 87.42
## 158 4.09 2.09 10.94 0.01 74.16 17.1 91.35
## 159 3.10 13.99 11.63 0.01 74.78 16.6 90.52
## 160 4.20 8.10 11.77 0.01 75.12 16.8 91.81
## 161 7.27 31.89 8.67 0.29 71.92 27.6 70.01
## 162 7.01 44.67 7.62 0.87 71.83 27.0 78.59
## 163 10.22 32.56 7.13 0.84 70.79 11.4 80.60
## 164 6.40 22.97 9.28 0.31 74.27 29.2 80.63
## 165 9.77 46.60 8.04 0.63 72.07 24.1 78.99
## 166 10.28 35.61 8.24 0.98 70.19 20.7 78.47
## 167 7.42 21.45 8.32 0.64 72.57 25.4 83.20
## 168 12.12 29.18 7.94 0.39 74.29 23.4 81.43
## 169 11.20 15.84 7.97 0.18 72.76 22.9 82.77
## 170 11.21 26.26 7.74 0.43 71.05 24.1 82.58
## 171 9.36 17.60 8.89 0.61 73.19 14.4 86.88
## 172 12.13 6.41 7.09 0.57 72.46 18.4 86.52
## 173 9.52 27.91 7.67 0.65 73.24 18.7 85.65
## 174 8.46 29.17 8.04 0.30 71.74 24.0 80.19
## 175 7.87 11.45 8.13 0.27 72.90 17.1 89.04
## 176 4.93 6.36 9.79 0.13 74.30 23.2 87.48
## 177 10.52 24.46 8.16 0.48 73.10 25.1 75.79
## 178 8.98 22.31 8.16 0.98 72.17 23.9 83.86
## 179 6.67 9.88 10.36 0.02 74.45 18.2 85.53
## 180 7.50 12.32 10.26 0.02 73.11 26.9 80.90
## 181 3.96 4.68 10.91 0.01 75.04 16.3 91.55
## 182 9.16 3.34 10.35 0.01 73.08 19.9 83.78
## 183 4.10 7.14 11.69 0.02 75.79 10.3 93.90
## 184 2.38 19.52 11.42 0.03 75.23 14.3 89.81
## 185 4.66 6.98 11.12 0.01 74.80 24.5 88.68
## 186 11.53 16.47 9.64 0.06 72.92 27.1 74.37
## 187 6.14 9.82 8.77 0.12 71.80 23.6 78.92
## 188 10.99 27.64 7.46 0.54 74.25 18.5 84.69
## 189 12.53 30.51 8.04 0.22 73.98 20.9 80.74
## 190 14.99 28.37 7.65 0.30 73.37 26.0 78.47
## 191 14.90 23.50 7.15 0.51 74.47 19.9 79.40
## 192 16.34 33.23 7.74 0.33 73.83 21.9 81.21
## 193 11.33 23.10 8.34 0.49 75.21 20.6 86.22
## 194 15.58 20.14 7.07 0.59 72.17 29.2 77.87
## 195 10.96 26.04 7.80 0.48 74.20 25.8 80.20
## 196 9.81 19.18 7.98 0.37 76.23 21.5 87.70
## 197 12.28 28.11 9.08 0.17 77.07 24.5 85.64
## 198 7.58 17.61 9.91 0.12 77.86 24.3 90.93
## 199 10.94 21.08 7.66 0.72 76.56 19.5 88.91
## 200 9.79 12.04 9.05 0.32 77.72 22.2 89.67
## 201 12.87 8.69 7.83 0.29 75.97 18.4 89.37
## 202 11.72 9.41 7.35 0.53 75.04 20.2 87.29
## 203 11.49 8.14 7.36 0.84 74.71 21.2 88.53
## 204 14.17 7.08 7.86 0.51 74.77 19.5 86.85
## 205 9.31 9.89 7.96 0.38 76.39 18.5 90.88
## 206 7.24 16.34 9.32 0.13 76.86 15.7 88.81
## 207 6.61 23.56 8.39 0.36 76.04 18.9 87.00
## 208 12.01 4.64 8.47 0.38 75.60 9.5 90.47
## 209 7.17 21.70 8.46 0.38 75.95 18.8 85.57
## 210 9.26 12.34 7.87 0.43 75.77 25.1 78.91
## 211 9.39 19.24 7.96 0.35 74.58 22.4 84.83
## 212 8.92 20.88 7.38 0.46 74.85 24.7 84.77
## 213 9.67 26.99 7.70 0.41 73.87 28.6 80.65
## 214 15.03 21.40 6.84 0.40 73.85 15.3 81.81
## 215 7.30 18.31 7.55 0.27 72.00 21.5 83.71
## 216 15.78 25.43 6.68 0.43 69.96 21.6 78.79
## 217 6.11 6.68 11.08 0.01 77.22 15.4 91.41
## 218 8.44 10.65 10.91 0.01 77.63 16.0 87.67
## 219 4.66 10.74 11.30 0.03 77.93 16.9 91.35
## 220 4.23 4.00 10.57 0.03 77.90 15.7 92.74
## 221 6.81 21.88 9.53 0.03 74.60 28.2 78.27
## 222 7.68 1.64 9.90 0.02 74.77 22.3 85.73
## 223 15.64 18.44 9.17 0.33 75.29 21.2 85.73
## 224 11.96 18.86 9.97 0.15 73.94 20.5 82.92
## 225 15.60 41.29 7.32 0.78 74.24 22.2 82.97
## 226 7.52 17.85 11.10 0.07 75.08 12.4 84.91
## 227 6.49 26.33 12.14 0.01 74.91 16.8 84.21
## 228 13.65 28.82 7.95 1.04 72.86 20.9 82.94
## 229 9.53 17.71 7.63 0.49 73.55 16.1 88.74
## 230 10.63 36.23 7.80 0.68 74.64 15.8 83.17
## 231 6.53 25.05 8.72 0.29 74.91 21.5 87.35
## 232 8.69 18.29 7.95 0.71 74.34 20.3 86.43
## 233 10.72 31.55 8.37 0.46 73.27 16.8 81.19
## 234 9.45 28.02 7.97 0.53 73.26 19.5 81.09
## 235 8.93 33.64 7.36 0.62 70.96 29.9 79.58
## 236 9.51 32.29 6.66 0.58 70.03 29.7 78.97
## 237 7.34 17.57 7.82 0.92 71.38 21.9 85.77
## 238 13.34 35.14 6.40 0.69 67.60 17.0 78.44
## 239 11.90 36.32 6.90 0.79 69.94 4.1 80.22
## 240 17.19 34.59 6.49 0.71 68.12 35.4 74.22
## 241 9.24 20.80 7.56 0.42 70.81 27.9 80.31
## 242 5.00 12.26 10.82 0.09 74.69 8.4 84.49
## 243 9.80 11.52 9.09 0.30 73.25 16.2 87.32
## 244 9.15 16.41 8.65 0.29 73.22 18.0 86.43
## 245 10.89 26.30 8.27 0.52 72.28 17.1 84.88
## 246 11.04 20.54 7.81 0.65 72.28 16.5 86.22
## 247 9.80 17.53 8.48 0.38 73.29 19.2 87.98
## 248 14.40 11.10 7.81 0.56 73.20 14.0 87.53
## 249 12.18 10.93 7.44 0.67 72.57 14.1 87.63
## 250 14.91 7.08 7.46 0.79 72.36 17.8 85.85
## 251 12.42 4.97 8.29 0.40 73.22 9.4 90.30
## 252 10.96 0.79 10.20 0.27 73.30 15.4 90.90
## 253 19.35 34.55 6.04 0.49 70.79 10.2 76.02
## 254 21.76 11.31 5.46 0.55 68.64 14.1 78.97
## 255 13.85 10.80 7.28 0.32 68.31 25.1 79.08
## 256 18.70 21.19 5.70 0.66 72.47 16.7 79.77
## 257 7.15 40.23 10.77 0.02 74.67 18.6 76.67
## 258 7.30 27.37 10.87 0.03 74.66 17.7 80.80
## 259 4.26 11.17 11.19 0.02 74.13 17.3 88.76
## 260 6.48 8.81 9.60 0.05 70.99 31.8 78.62
## 261 6.60 8.66 9.73 0.04 72.31 11.7 84.16
## 262 5.77 9.94 11.32 0.01 74.10 11.0 89.30
## 263 4.74 1.25 11.53 0.02 73.44 12.8 92.29
## 264 4.65 0.00 10.71 0.02 74.75 1.6 93.06
## 265 3.31 20.60 10.05 0.19 73.29 23.1 81.31
## 266 9.27 53.73 7.26 1.14 65.58 28.6 75.63
## 267 8.68 58.52 6.95 1.01 68.13 35.5 72.76
## 268 6.93 13.62 9.16 0.11 70.65 26.4 77.60
## 269 4.85 27.36 8.14 0.50 65.60 23.9 81.39
## 270 5.89 7.38 10.76 0.02 72.24 17.6 85.92
## 271 3.98 11.17 10.32 0.08 67.39 22.0 80.12
## 272 6.20 25.44 8.72 0.10 68.98 22.3 71.95
## 273 2.57 20.29 11.44 0.02 73.11 9.2 88.67
## 274 4.96 18.29 8.40 0.77 73.20 8.7 87.64
## 275 4.70 15.09 9.00 0.35 74.48 6.3 92.51
## 276 2.30 7.11 10.88 0.09 75.88 4.9 92.90
## 277 4.47 5.08 9.66 0.13 74.52 6.3 92.77
## 278 5.61 13.91 8.09 0.21 72.28 4.9 87.47
## 279 5.28 37.96 7.67 0.34 71.33 10.2 77.19
## 280 6.56 24.50 6.22 0.60 71.25 6.4 83.97
## 281 5.85 16.00 7.35 0.55 72.70 6.2 83.26
## 282 2.68 0.49 11.37 0.01 75.69 10.8 96.37
## 283 13.67 28.81 7.24 0.52 68.08 19.9 75.74
## 284 12.93 22.48 6.97 0.37 67.12 17.6 79.50
## 285 15.63 35.08 7.59 0.35 66.95 27.6 73.32
## 286 13.91 7.04 8.83 2.41 68.54 25.7 85.82
## 287 12.62 37.61 9.07 1.26 67.76 12.4 81.24
## 288 14.39 25.58 8.83 1.41 67.27 36.7 78.26
## 289 12.95 9.76 8.88 1.83 69.20 10.5 86.47
## 290 25.80 37.84 6.36 0.87 68.17 33.5 68.39
## 291 8.62 6.16 9.45 0.01 72.55 25.6 80.15
## 292 8.67 16.57 10.82 0.19 71.19 31.8 75.53
## 293 21.78 35.11 7.85 3.69 65.64 38.4 70.45
## 294 25.18 32.28 7.49 2.37 66.89 50.1 67.02
## 295 21.85 24.02 8.48 1.63 67.61 42.7 73.61
## 296 14.30 36.62 7.65 0.96 65.63 48.1 71.21
## 297 19.97 55.04 8.26 1.87 62.35 39.3 63.81
## 298 11.77 27.31 7.91 1.05 65.96 37.2 68.61
## 299 12.56 20.42 7.32 0.90 68.30 33.3 77.22
## 300 22.86 21.14 8.51 1.11 66.12 27.5 72.93
## 301 12.06 24.86 9.01 1.45 68.71 21.3 82.72
## 302 19.69 17.70 7.83 0.59 67.63 36.8 75.69
## 303 28.08 43.49 8.11 4.48 65.82 26.3 70.98
## 304 27.17 26.10 7.33 0.89 67.57 42.5 71.31
## 305 24.78 37.63 7.68 1.47 67.87 35.1 70.11
## 306 27.05 26.04 8.03 1.62 65.60 39.8 71.27
## 307 16.82 32.38 8.20 1.91 68.00 36.2 78.00
## 308 12.33 43.78 8.29 1.56 67.91 24.9 75.20
## 309 31.78 57.42 7.40 2.89 68.87 39.5 65.96
## 310 27.48 63.65 6.95 1.14 68.99 44.3 62.53
## 311 25.06 48.86 8.22 1.22 68.49 43.7 66.92
## 312 28.37 53.35 7.47 0.92 61.06 36.9 56.66
## 313 14.42 43.40 7.42 0.90 65.67 47.7 71.78
## 314 8.61 21.61 11.36 0.04 70.52 29.9 75.94
## 315 7.08 92.51 6.71 3.67 69.76 30.8 70.83
## 316 5.21 81.54 7.70 2.55 71.74 27.2 73.85
## 317 4.79 43.57 7.70 9.04 71.77 22.1 78.51
## 318 9.25 45.82 8.05 12.71 71.45 0.0 77.17
## 319 8.18 38.35 7.89 12.07 72.41 24.8 76.17
## 320 8.16 41.91 8.16 22.35 72.88 16.7 74.43
## 321 6.28 40.03 8.15 4.09 74.20 32.7 81.24
## 322 9.97 54.82 7.60 7.32 73.77 31.0 76.96
## 323 5.90 67.93 7.18 7.16 72.74 12.2 73.84
## 324 11.12 46.91 7.63 10.67 73.32 35.3 59.56
## 325 9.13 60.21 6.58 7.70 69.22 22.9 76.53
## 326 4.23 85.45 7.50 5.49 71.26 25.4 68.90
## 327 4.45 57.92 10.34 0.03 73.87 16.7 72.55
## 328 4.70 47.34 8.50 0.30 72.81 20.1 68.27
## 329 4.18 13.52 8.94 8.01 71.28 17.9 62.27
## 330 5.69 26.11 7.92 8.45 70.39 35.5 73.03
## 331 5.21 36.50 8.50 11.12 69.23 16.2 82.66
## 332 4.72 34.12 9.40 6.39 67.75 23.9 67.09
## 333 5.35 19.30 8.95 9.96 71.68 15.3 81.65
## 334 4.99 34.52 9.25 21.48 66.43 34.0 77.99
## 335 7.12 30.94 7.78 18.29 69.63 25.8 65.03
## 336 3.96 23.05 8.51 8.22 72.03 29.1 61.78
## 337 3.12 24.79 8.63 12.59 69.84 13.2 59.34
## 338 5.47 43.53 9.48 10.31 70.96 12.9 56.38
## 339 4.58 44.92 8.58 14.03 68.60 24.0 81.88
## 340 6.44 49.56 8.38 23.69 69.94 21.0 51.29
## 341 6.63 33.78 9.96 4.63 68.91 21.7 81.16
## 342 3.44 8.72 11.69 1.13 73.70 28.0 80.69
## 343 3.73 28.97 8.09 2.79 70.11 41.7 80.59
## 344 4.32 22.59 7.66 8.06 69.77 20.1 75.34
## 345 2.44 28.92 8.18 2.01 68.01 30.1 81.54
## 346 4.60 35.70 7.90 2.63 66.80 15.9 82.85
## 347 3.19 24.05 8.13 2.40 71.16 14.4 88.58
## 348 4.01 30.53 8.19 1.31 66.90 25.4 83.19
## 349 5.84 40.01 8.46 1.25 66.86 13.0 81.30
## 350 6.25 27.66 8.06 0.95 64.97 36.0 81.20
## 351 5.77 20.34 9.21 3.12 71.28 18.1 85.94
## 352 4.12 11.33 8.53 2.95 70.94 25.1 83.15
## 353 5.22 12.79 8.36 2.35 68.40 33.4 82.70
## 354 4.63 0.01 10.05 0.02 71.89 26.5 85.62
## 355 3.92 13.93 11.05 0.18 72.62 12.4 86.34
## 356 9.11 16.49 9.35 7.27 72.99 22.4 80.04
## 357 7.61 2.51 9.15 10.69 72.75 17.6 87.17
## 358 5.54 6.56 9.54 14.55 72.41 23.0 81.91
## 359 9.72 21.44 8.90 10.26 73.19 22.0 60.87
## 360 9.06 12.47 9.40 13.67 73.57 29.0 61.64
## 361 6.97 4.31 8.65 3.81 71.83 24.6 88.11
## 362 11.38 12.76 9.10 47.25 72.46 0.0 56.53
## 363 2.31 2.06 10.67 0.13 74.89 21.6 91.23
## 364 4.81 0.89 11.41 0.16 74.68 24.4 89.68
## 365 4.11 0.01 11.12 0.13 74.67 27.4 88.89
## 366 8.99 18.80 9.06 13.78 72.78 22.6 76.61
## 367 6.54 27.49 9.22 42.89 71.51 20.5 74.67
## 368 5.53 30.10 8.53 13.26 71.42 15.8 78.80
## 369 4.62 16.79 8.66 10.43 71.53 15.1 61.25
## 370 6.10 3.61 10.57 0.17 74.08 14.8 87.53
## 371 7.37 28.53 8.81 3.02 70.07 24.8 84.02
## 372 6.87 20.89 10.61 0.71 71.82 23.1 79.61
## 373 11.01 27.43 9.23 0.65 70.78 19.0 60.47
## 374 8.46 29.79 10.01 1.41 70.91 19.3 79.36
## 375 8.89 21.34 9.76 2.02 70.71 26.4 72.82
## 376 6.65 10.85 10.49 0.78 71.99 10.9 78.79
## 377 11.84 13.73 9.18 1.40 70.86 15.0 75.82
## 378 7.90 26.84 8.92 2.91 68.33 27.8 80.12
## 379 8.76 49.95 9.68 0.44 71.59 24.9 53.11
## 380 5.80 23.25 8.61 1.14 68.51 28.4 75.22
## 381 12.04 27.48 8.65 3.16 64.95 33.0 71.81
## 382 5.79 2.91 11.25 0.03 72.50 21.8 87.56
## 383 6.56 4.42 10.11 0.29 71.68 19.5 82.00
## 384 5.60 19.78 11.24 0.19 72.84 10.5 83.92
## 385 5.03 17.60 10.08 0.11 71.34 20.5 80.21
## 386 6.94 30.04 8.83 3.99 71.02 29.1 85.14
## 387 15.16 15.74 9.53 5.38 71.33 26.5 84.60
## 388 16.25 39.70 8.20 4.74 67.86 34.1 73.97
## 389 12.85 31.23 8.87 2.60 66.78 29.0 79.39
## 390 13.36 17.55 9.58 4.27 69.73 30.0 79.97
## 391 12.31 14.99 8.86 2.97 69.37 26.0 81.44
## 392 12.90 14.24 8.79 2.79 66.87 27.7 66.50
## 393 14.91 30.86 8.34 3.29 64.62 28.5 78.91
## 394 16.74 13.32 8.93 4.41 66.41 21.3 73.78
## 395 12.83 43.58 9.39 4.20 70.35 26.4 80.06
## 396 14.15 25.14 8.61 0.96 66.08 25.6 51.91
## 397 12.85 26.66 8.88 8.65 69.97 24.7 81.21
## 398 6.56 13.53 11.43 0.10 71.45 22.1 82.43
## 399 12.27 14.34 8.62 0.77 69.04 31.3 72.03
## 400 7.22 22.48 8.38 0.51 68.84 33.7 83.73
## 401 9.18 12.43 7.53 0.28 71.11 15.8 86.59
## 402 13.06 11.07 7.75 0.39 66.99 36.3 81.67
## 403 8.29 10.38 8.00 0.27 67.90 35.4 84.63
## 404 7.42 20.29 8.84 0.74 70.89 21.1 87.53
## 405 8.55 22.62 8.19 0.48 67.92 33.5 82.31
## 406 10.53 22.10 7.85 1.26 67.85 26.0 85.66
## 407 9.65 21.50 8.15 0.74 69.45 34.7 83.73
## 408 13.40 24.18 8.87 0.40 67.36 30.0 81.00
## 409 8.46 19.02 8.91 0.99 69.55 22.1 86.67
## 410 7.48 22.95 8.58 0.86 70.50 24.0 87.90
## 411 6.73 20.04 7.98 1.47 68.10 27.4 86.65
## 412 5.14 24.51 8.43 0.99 70.74 26.4 87.92
## 413 8.90 22.62 8.82 0.91 70.49 17.6 86.94
## 414 12.69 26.74 8.96 1.23 71.34 34.9 80.31
## 415 12.71 34.16 9.19 1.23 71.00 32.1 82.23
## 416 12.48 48.81 8.63 1.49 73.99 36.9 76.88
## 417 12.66 20.67 8.52 4.12 69.36 15.5 85.66
## 418 6.93 20.83 8.83 3.09 71.19 26.0 87.73
## 419 12.12 40.06 9.03 0.84 73.83 28.7 80.25
## 420 5.07 2.39 11.33 0.01 72.60 25.6 87.95
## 421 5.34 6.50 10.82 0.07 71.78 26.7 82.76
## 422 7.69 3.66 11.29 0.14 71.39 25.5 83.05
## 423 11.80 17.27 9.82 1.94 71.42 23.8 83.69
## 424 13.02 17.39 9.64 2.07 70.44 27.8 85.89
## 425 14.07 27.59 8.24 0.83 70.56 29.2 71.93
## 426 13.77 17.89 8.81 1.64 68.56 37.2 72.59
## 427 11.26 10.60 8.71 3.16 71.02 33.6 84.41
## 428 10.73 5.66 8.39 3.27 69.34 30.4 85.33
## 429 14.81 30.22 8.62 0.50 70.72 31.9 62.54
## 430 13.57 9.23 9.22 2.58 70.47 31.8 70.26
## 431 13.48 12.53 9.54 4.72 69.68 24.7 79.71
## 432 14.06 11.93 8.94 2.36 71.02 33.9 81.40
## 433 14.04 19.30 8.83 4.62 73.01 31.3 85.54
## 434 15.90 21.11 9.33 1.80 68.52 31.3 54.01
## 435 14.03 34.15 8.58 1.15 70.46 24.4 79.06
## 436 15.43 10.97 6.88 1.07 67.90 36.8 67.07
## 437 14.76 48.86 7.89 0.56 67.86 37.1 70.01
## 438 4.59 3.79 12.08 0.08 74.07 25.7 89.67
## 439 7.53 5.69 11.10 0.24 71.51 29.7 80.49
## 440 17.48 16.35 8.63 1.06 68.09 34.7 79.50
## 441 18.38 16.23 8.21 1.97 69.92 16.0 81.91
## 442 15.51 11.21 8.91 1.84 69.24 27.1 80.32
## 443 17.64 3.40 8.28 4.97 64.95 18.4 81.71
## 444 17.03 13.44 7.85 2.24 66.67 30.5 78.88
## 445 5.64 3.53 10.58 0.04 73.25 23.6 86.50
## 446 4.79 17.14 8.51 4.10 67.33 27.9 57.34
## 447 7.57 24.96 8.31 2.25 68.66 32.8 81.47
## 448 14.31 70.51 8.58 2.49 71.45 37.6 73.19
## 449 16.08 30.23 8.01 0.90 63.20 28.1 75.87
## 450 14.54 9.18 9.66 0.77 62.56 30.5 65.80
## 451 7.32 20.96 7.88 2.99 69.37 27.9 78.29
## 452 17.84 22.59 10.13 4.12 67.04 29.4 71.92
## 453 21.79 32.96 9.74 1.27 65.78 34.0 49.43
## 454 24.47 24.47 10.35 4.93 63.99 25.1 49.94
## 455 16.53 28.66 9.34 4.57 67.03 20.3 80.21
## 456 21.08 39.59 8.88 4.38 60.46 27.5 70.57
## 457 22.39 45.87 9.78 4.36 62.61 31.4 61.29
## 458 24.21 30.55 9.43 11.36 63.57 40.6 43.15
## 459 28.78 39.73 9.31 5.56 63.39 29.9 65.95
## 460 15.28 36.60 8.92 4.08 66.96 35.5 53.32
## 461 5.25 13.20 12.05 0.09 71.37 20.7 84.56
## 462 20.68 12.48 10.70 0.35 66.65 32.0 59.11
## 463 8.74 42.60 8.65 3.39 66.91 26.1 53.07
## 464 11.44 35.58 9.48 3.12 65.06 29.5 52.96
## 465 4.62 27.66 8.87 2.80 70.11 24.3 62.34
## 466 5.68 38.45 8.41 4.27 66.50 30.4 52.69
## 467 8.17 47.20 9.34 4.27 63.94 18.8 51.76
## 468 12.47 36.14 8.88 8.88 69.90 19.0 79.63
## 469 5.38 33.98 7.91 4.00 68.10 11.7 60.71
## 470 7.31 45.09 8.62 5.23 62.79 30.6 48.28
## 471 3.39 6.54 11.74 0.12 71.70 21.1 88.24
## 472 6.35 37.75 10.17 1.44 70.10 21.3 64.68
## 473 10.01 23.56 10.06 32.29 67.60 23.8 84.07
## 474 34.71 77.16 6.19 3.68 60.50 33.2 30.40
## 475 11.45 38.66 9.99 13.14 67.78 26.9 66.89
## 476 23.35 21.23 10.45 10.20 68.73 22.2 66.97
## 477 25.89 27.44 9.16 3.34 69.63 39.9 46.80
## 478 23.53 39.30 10.17 1.82 68.74 33.7 49.23
## 479 35.60 88.21 4.51 29.20 65.90 0.0 24.19
## 480 35.39 99.01 3.97 7.96 67.22 0.0 22.27
## 481 13.55 20.61 9.96 9.57 72.83 24.7 83.64
## 482 13.21 40.22 10.03 37.92 67.07 26.5 63.07
## 483 15.68 75.39 8.41 18.50 67.24 34.4 54.21
## 484 29.79 79.27 3.52 39.40 64.99 0.0 25.07
## 485 36.08 66.40 4.13 45.09 66.42 0.0 25.62
## 486 31.57 97.09 2.38 10.42 66.33 0.0 22.83
## 487 29.16 59.99 8.86 35.11 66.92 26.2 47.38
## 488 19.80 39.30 9.16 35.64 60.97 31.4 43.19
## 489 25.72 81.80 6.96 45.27 65.90 28.6 35.44
## 490 24.36 83.74 6.30 40.28 59.19 0.0 45.99
## 491 36.99 63.52 9.27 1.64 66.66 37.7 32.69
## 492 29.63 98.98 8.59 86.82 58.54 40.0 23.09
## 493 35.42 99.00 5.00 32.55 64.14 33.0 21.51
## 494 30.97 50.98 6.78 17.30 65.95 0.0 37.80
## 495 36.94 99.62 4.28 8.67 66.51 39.5 21.33
## 496 37.09 98.15 4.64 26.28 55.72 0.0 17.10
## 497 36.44 21.79 1.43 53.48 66.40 0.0 30.12
## 498 29.20 66.66 4.30 12.95 66.39 0.0 31.37
## 499 40.01 92.00 1.28 60.62 66.12 0.0 14.14
## 500 38.66 92.00 2.23 20.93 65.93 50.2 21.35
## 501 10.50 9.55 11.68 0.35 71.07 21.3 78.35
## 502 26.88 52.18 9.07 6.37 66.89 27.3 50.88
## 503 18.73 43.21 9.64 2.07 69.55 0.0 71.81
## 504 21.38 50.37 10.78 10.15 69.02 30.5 48.20
## 505 18.11 79.81 8.23 10.30 67.01 31.3 40.39
## 506 16.76 49.35 8.55 9.53 65.41 30.9 54.42
## 507 28.24 42.97 9.90 24.62 61.76 19.6 43.12
## 508 28.90 72.04 8.44 10.80 60.86 19.7 36.76
## 509 14.57 43.79 9.86 24.48 65.62 25.7 48.19
## 510 31.23 47.00 8.33 56.66 61.14 31.8 45.92
## 511 30.28 61.00 9.97 15.17 65.82 0.0 41.27
## 512 27.80 18.33 8.48 5.89 68.09 20.4 74.91
## 513 32.29 58.55 6.35 20.75 67.71 34.7 35.53
## 514 14.41 5.16 11.63 0.17 71.92 31.0 76.32
stat.desc(data)
## X1 X2 X3 X4 X5
## nbr.val 514.0000000 5.140000e+02 5.140000e+02 514.0000000 5.140000e+02
## nbr.null 0.0000000 1.000000e+00 0.000000e+00 1.0000000 0.000000e+00
## nbr.na 0.0000000 0.000000e+00 0.000000e+00 0.0000000 0.000000e+00
## min 2.2700000 0.000000e+00 1.280000e+00 0.0000000 5.572000e+01
## max 40.0100000 9.962000e+01 1.274000e+01 86.8200000 7.793000e+01
## range 37.7400000 9.962000e+01 1.146000e+01 86.8200000 2.221000e+01
## sum 5910.9500000 1.474862e+04 4.549390e+03 2072.5100000 3.608291e+04
## median 9.6150000 2.500500e+01 8.800000e+00 1.2600000 7.045000e+01
## mean 11.4999027 2.869381e+01 8.850953e+00 4.0321206 7.020021e+01
## SE.mean 0.3155689 8.844743e-01 6.816275e-02 0.3855870 1.493169e-01
## CI.mean.0.95 0.6199663 1.737637e+00 1.339125e-01 0.7575239 2.933478e-01
## var 51.1860318 4.020996e+02 2.388127e+00 76.4201684 1.145990e+01
## std.dev 7.1544414 2.005242e+01 1.545357e+00 8.7418630 3.385248e+00
## coef.var 0.6221306 6.988412e-01 1.745977e-01 2.1680559 4.822276e-02
## X6 Y
## nbr.val 5.140000e+02 5.140000e+02
## nbr.null 1.500000e+01 0.000000e+00
## nbr.na 0.000000e+00 0.000000e+00
## min 0.000000e+00 1.414000e+01
## max 5.020000e+01 9.637000e+01
## range 5.020000e+01 8.223000e+01
## sum 1.148700e+04 3.860677e+04
## median 2.220000e+01 7.902500e+01
## mean 2.234825e+01 7.511045e+01
## SE.mean 4.045886e-01 6.364823e-01
## CI.mean.0.95 7.948544e-01 1.250432e+00
## var 8.413767e+01 2.082264e+02
## std.dev 9.172659e+00 1.443005e+01
## coef.var 4.104419e-01 1.921178e-01
#SCATTERPLOT
scatterplot = function(x, y, judul, xlab, ylab,
warna_titik = "#6C5B9E",
bg_plot = "pink",
warna_aksen = "#4B0082")
{
par(bg = bg_plot, mar = c(5, 5, 4, 2))
plot(x, y,
main = judul, xlab = xlab, ylab = ylab,
pch = 21, bg = warna_titik, col = "white",
cex = 1.7, lwd = 1.2,
font.main = 2, cex.main = 1.1,
col.main = warna_aksen,
col.lab = warna_aksen,
col.axis = warna_aksen,
las = 1, bty = "l")
grid(col = warna_aksen, lty = "dotted", lwd = 1)
abline(lm(y ~ x), col = warna_aksen, lwd = 3)
}
scatterplot(data$X1, data$Y,
"Scatterplot Y dan X1",
"X1", "Y",
warna_titik = "#2A9D8F")
scatterplot(data$X2, data$Y,
"Scatterplot Y dan X2",
"X2", "Y",
warna_titik = "#E76F51")
scatterplot(data$X3, data$Y,
"Scatterplot Y dan X3",
"X3", "Y",
warna_titik = "#E9A820")
scatterplot(data$X4, data$Y,
"Scatterplot Y dan X4",
"X4", "Y",
warna_titik = "#6C5B9E")
scatterplot(data$X5, data$Y,
"Scatterplot Y dan X5",
"X5", "Y",
warna_titik = "#264653")
scatterplot(data$X6, data$Y,
"Scatterplot Y dan X6",
"X6", "Y",
warna_titik = "#F4A261")
par(bg = "white")
#PENDETEKSIAN MULTIKOLINEARITAS
model=(lm(formula=Y~X1+X2+X3+X4+X5+X6,data=data))
model
##
## Call:
## lm(formula = Y ~ X1 + X2 + X3 + X4 + X5 + X6, data = data)
##
## Coefficients:
## (Intercept) X1 X2 X3 X4 X5
## 26.47106 -0.61512 -0.21398 -0.21664 -0.42017 0.92267
## X6
## 0.03101
summary(model)
##
## Call:
## lm(formula = Y ~ X1 + X2 + X3 + X4 + X5 + X6, data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -24.041 -3.610 2.047 5.431 21.434
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 26.47106 11.16110 2.372 0.0181 *
## X1 -0.61512 0.07038 -8.740 < 2e-16 ***
## X2 -0.21398 0.02453 -8.721 < 2e-16 ***
## X3 -0.21664 0.29665 -0.730 0.4656
## X4 -0.42017 0.04933 -8.518 < 2e-16 ***
## X5 0.92267 0.14182 6.506 1.85e-10 ***
## X6 0.03101 0.04248 0.730 0.4657
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.209 on 507 degrees of freedom
## Multiple R-squared: 0.6801, Adjusted R-squared: 0.6763
## F-statistic: 179.7 on 6 and 507 DF, p-value: < 2.2e-16
vif(model)
## X1 X2 X3 X4 X5 X6
## 1.930060 1.842417 1.599757 1.415399 1.754443 1.155668
#PEMILIHAN 1 TITIK KNOT
GCV1=function(data)
{
parameter=0
data=as.matrix(data)
N=nrow(data)
M=ncol(data)
m=ncol(data)-parameter-1
dataA=data[,(parameter+2):M]
dataA=as.matrix(dataA)
F=diag(N)
nk=50 #nk=banyaknya alternatif titik knot yang akan dicoba
knot1=matrix(ncol=m,nrow=nk)
for (i in (1:m)) #membuat knot
{
a=seq(min(dataA[,i]),max(dataA[,i]),length.out=nk)
knot1[,i]=t(as.matrix(a))
}
a1=length(knot1[,1])
knot1=as.matrix(knot1[2:(a1-1),])
aa=rep(1,N)
data1=matrix(ncol=m,nrow=N)
data2=data[,2:M] #data x saja
nk1=nrow(knot1)
GCV=as.matrix(rep(NA,nk1),ncol=1);colnames(GCV)<-"GCV"
MSE=as.matrix(rep(NA,nk1),ncol=1);colnames(MSE)<-"MSE"
SSE=rep(NA,nk1)
SSR=rep(NA,nk1)
Rsq=as.matrix(rep(NA,nk1),ncol=1);colnames(Rsq)<-"Rsq"
knotke=matrix(c(1:nk1),ncol=1);colnames(knotke)<-"knot_ke"
for (i in 1:nk1)
{
data1=matrix(ncol=m,nrow=N)
for (j in 1:m)
{
for (k in 1:N)
{
if (data[k,(j+parameter+1)]<knot1[i,j]) data1[k,j]=0 else
data1[k,j]=data[k,(j+parameter+1)]-knot1[i,j]
}
}
mx=as.matrix(cbind(aa,data2,data1))
C=pinv(t(mx)%*%mx)
B=C%*%(t(mx)%*%data[,1])
yhat=mx%*%B
res=data[,1]-yhat
SSE[i]=sum((res)^2)
SSR[i]=sum((yhat-mean(data[,1]))^2)
MSE[i]=SSE[i]/(N)
Rsq[i]=(SSR[i]/(SSR[i]+SSE[i]))*100
A=mx%*%C%*%t(mx)
A1=(F-A)
A2=(sum(diag(A1))/N)^2
GCV[i]=MSE[i]/A2
}
dataAll=as.matrix(cbind(GCV,Rsq,knotke,knot1))
dataG=dataAll[order(GCV),-2]
write.csv(dataAll, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Data Titik Knot 1_DS2.CSV")
# hasil GCV terkecil
cat("\n[ HASIL GCV TERKECIL | SPLINE 1 KNOT ]\n\n")
cat(" | GCV minimum :", format(dataG[1,1], digits=8), "\n")
cat(" | Knot ke- :", dataG[1,2], "\n")
for (v in 1:m) cat(" | Knot X", v, " : ", format(dataG[1,2+v], digits=6), "\n", sep="")
cat("\n[ 10 NILAI GCV TERKECIL ]\n\n")
print(dataG[1:10,])
mingcv=dataG[1,1]
knotgcv=as.matrix(knot1[dataG[1,2],])
knotgcv1=matrix(knotgcv,nrow=1)
datagcv1=matrix(ncol=m,nrow=N)
for (j in 1:m)
{
for (k in 1:N)
{
if (data[k,(j+parameter+1)]<knotgcv[j,1]) datagcv1[k,j]=0 else
datagcv1[k,j]=data[k,(j+parameter+1)]-knotgcv[j,1]
}
}
mxgcv=as.matrix(cbind(aa,data2,datagcv1))
mxgcv=mxgcv[,c(2:(2*m+1))]
# ---- estimasi parameter ----
rownames(B) = c("b0",
paste0("b", 1:m, "_x", 1:m),
paste0("b", (m + 1):(2 * m), "_(x", 1:m, "-k", 1:m, ")+"))
cat("\n[ ESTIMASI PARAMETER | TITIK KNOT KE-1 ]\n\n")
print(B)
cat("\n")
return(list(knotgcv=knotgcv1,mingcv=mingcv,mxgcv=mxgcv,B=B))
}
GCV1(data)
##
## [ HASIL GCV TERKECIL | SPLINE 1 KNOT ]
##
## | GCV minimum : 20.206458
## | Knot ke- : 27
## | Knot X1 : 54.8927
## | Knot X2 : 7.59469
## | Knot X3 : 47.8396
## | Knot X4 : 67.9582
## | Knot X5 : 27.6612
## | Knot X6 : 59.4504
##
## [ 10 NILAI GCV TERKECIL ]
##
## GCV knot_ke
## [1,] 20.20646 27 54.89265 7.594694 47.83959 67.95816 27.66122 59.45041
## [2,] 20.21553 28 56.92571 7.828571 49.61143 68.41143 28.68571 61.12857
## [3,] 20.25827 26 52.85959 7.360816 46.06776 67.50490 26.63673 57.77224
## [4,] 20.29451 25 50.82653 7.126939 44.29592 67.05163 25.61224 56.09408
## [5,] 20.33676 29 58.95878 8.062449 51.38327 68.86469 29.71020 62.80673
## [6,] 20.33968 24 48.79347 6.893061 42.52408 66.59837 24.58776 54.41592
## [7,] 20.43170 23 46.76041 6.659184 40.75224 66.14510 23.56327 52.73776
## [8,] 20.53707 30 60.99184 8.296327 53.15510 69.31796 30.73469 64.48490
## [9,] 20.70568 22 44.72735 6.425306 38.98041 65.69184 22.53878 51.05959
## [10,] 20.75155 31 63.02490 8.530204 54.92694 69.77122 31.75918 66.16306
##
## [ ESTIMASI PARAMETER | TITIK KNOT KE-1 ]
##
## [,1]
## b0 62.048651644
## b1_x1 -0.004025579
## b2_x2 -1.089526108
## b3_x3 0.047339907
## b4_x4 -0.398918162
## b5_x5 0.069122213
## b6_x6 -0.194730805
## b7_(x1-k1)+ 4.466571484
## b8_(x2-k2)+ 13.812937313
## b9_(x3-k3)+ -4.463906685
## b10_(x4-k4)+ 8.479056879
## b11_(x5-k5)+ 6.590426660
## b12_(x6-k6)+ 0.735663074
## $knotgcv
## [,1] [,2] [,3] [,4] [,5] [,6]
## [1,] 54.89265 7.594694 47.83959 67.95816 27.66122 59.45041
##
## $mingcv
## GCV
## 20.20646
##
## $mxgcv
## X2 X3 X4 X5 X6 Y
## [1,] 34.05 8.50 2.22 64.81 40.2 73.84 0.0000000 0.905306122 0.000000
## [2,] 44.19 10.13 2.20 68.65 32.9 76.87 0.0000000 2.535306122 0.000000
## [3,] 38.66 8.99 1.68 69.07 29.7 77.19 0.0000000 1.395306122 0.000000
## [4,] 26.30 10.04 2.16 69.18 23.6 69.08 0.0000000 2.445306122 0.000000
## [5,] 23.36 10.27 1.46 68.34 33.4 78.27 0.0000000 2.675306122 0.000000
## [6,] 10.06 10.87 1.38 70.14 30.1 84.72 0.0000000 3.275306122 0.000000
## [7,] 31.46 9.29 0.70 67.29 29.5 76.69 0.0000000 1.695306122 0.000000
## [8,] 37.08 9.37 0.56 69.15 25.2 77.12 0.0000000 1.775306122 0.000000
## [9,] 17.76 9.91 1.68 65.61 30.7 77.54 0.0000000 2.315306122 0.000000
## [10,] 40.31 9.02 1.74 67.78 34.1 46.10 0.0000000 1.425306122 0.000000
## [11,] 27.66 9.67 0.46 71.66 32.9 80.83 0.0000000 2.075306122 0.000000
## [12,] 24.17 9.20 1.70 65.48 27.9 78.05 0.0000000 1.605306122 0.000000
## [13,] 20.48 8.39 6.33 65.92 15.4 77.06 0.0000000 0.795306122 0.000000
## [14,] 26.92 8.98 4.54 67.55 34.0 79.69 0.0000000 1.385306122 0.000000
## [15,] 24.00 9.14 2.19 69.60 31.6 76.60 0.0000000 1.545306122 0.000000
## [16,] 14.56 9.58 1.27 70.04 35.9 81.16 0.0000000 1.985306122 0.000000
## [17,] 61.03 10.30 1.15 69.64 32.2 46.98 6.1373469 2.705306122 0.000000
## [18,] 32.95 9.85 0.46 70.60 29.4 78.95 0.0000000 2.255306122 0.000000
## [19,] 0.11 12.74 0.01 72.02 21.7 87.96 0.0000000 5.145306122 0.000000
## [20,] 3.95 10.94 0.20 70.98 25.6 73.80 0.0000000 3.345306122 0.000000
## [21,] 1.81 11.31 0.08 72.06 20.7 83.03 0.0000000 3.715306122 0.000000
## [22,] 6.24 11.27 0.17 69.78 25.6 78.05 0.0000000 3.675306122 0.000000
## [23,] 55.11 8.78 1.40 64.41 29.6 41.12 0.2173469 1.185306122 0.000000
## [24,] 35.19 8.96 1.42 67.90 23.8 73.81 0.0000000 1.365306122 0.000000
## [25,] 51.69 10.19 2.22 69.57 27.4 78.14 0.0000000 2.595306122 0.000000
## [26,] 55.31 9.57 3.22 65.56 15.6 77.29 0.4173469 1.975306122 0.000000
## [27,] 64.15 7.06 0.87 70.34 20.3 72.41 9.2573469 0.000000000 0.000000
## [28,] 26.92 8.97 1.85 69.64 16.9 79.92 0.0000000 1.375306122 0.000000
## [29,] 41.28 10.28 1.51 72.28 24.7 82.28 0.0000000 2.685306122 0.000000
## [30,] 14.42 10.41 0.51 72.31 33.8 86.20 0.0000000 2.815306122 0.000000
## [31,] 41.91 9.78 1.78 72.20 17.7 82.42 0.0000000 2.185306122 0.000000
## [32,] 24.26 9.18 1.82 69.09 11.0 76.65 0.0000000 1.585306122 0.000000
## [33,] 41.36 9.69 1.39 70.77 20.2 76.96 0.0000000 2.095306122 0.000000
## [34,] 36.67 10.08 2.02 70.11 32.6 82.50 0.0000000 2.485306122 0.000000
## [35,] 25.69 10.50 2.06 71.24 28.0 84.33 0.0000000 2.905306122 0.000000
## [36,] 55.14 9.37 3.08 63.47 20.7 70.54 0.2473469 1.775306122 0.000000
## [37,] 63.23 6.99 1.20 69.58 31.8 65.87 8.3373469 0.000000000 0.000000
## [38,] 56.82 9.90 3.57 66.89 28.9 75.32 1.9273469 2.305306122 0.000000
## [39,] 49.20 9.93 3.18 70.27 18.4 81.16 0.0000000 2.335306122 0.000000
## [40,] 47.18 9.20 2.85 72.24 22.4 80.35 0.0000000 1.605306122 0.000000
## [41,] 33.30 9.14 1.51 69.59 14.4 85.35 0.0000000 1.545306122 0.000000
## [42,] 35.54 9.13 0.72 67.88 17.7 78.37 0.0000000 1.535306122 0.000000
## [43,] 42.52 9.74 3.26 67.82 21.8 75.14 0.0000000 2.145306122 0.000000
## [44,] 39.91 9.86 2.67 67.71 17.7 76.75 0.0000000 2.265306122 0.000000
## [45,] 24.70 9.32 2.79 69.54 16.0 57.85 0.0000000 1.725306122 0.000000
## [46,] 37.52 9.28 2.18 70.25 9.6 80.30 0.0000000 1.685306122 0.000000
## [47,] 46.34 7.01 1.41 70.24 20.3 73.17 0.0000000 0.000000000 0.000000
## [48,] 85.31 7.19 0.69 69.96 28.9 65.35 30.4173469 0.000000000 0.000000
## [49,] 2.92 11.59 0.02 73.93 5.8 90.25 0.0000000 3.995306122 0.000000
## [50,] 8.31 11.56 0.04 74.75 7.7 89.82 0.0000000 3.965306122 0.000000
## [51,] 4.27 10.45 0.01 70.18 10.6 81.03 0.0000000 2.855306122 0.000000
## [52,] 1.10 10.13 0.07 64.28 5.7 74.59 0.0000000 2.535306122 0.000000
## [53,] 5.42 11.07 0.05 73.13 19.4 88.22 0.0000000 3.475306122 0.000000
## [54,] 28.45 10.88 0.04 71.63 10.4 77.31 0.0000000 3.285306122 0.000000
## [55,] 37.86 11.11 0.14 70.20 26.1 71.32 0.0000000 3.515306122 0.000000
## [56,] 20.47 8.52 0.25 72.09 18.9 66.12 0.0000000 0.925306122 0.000000
## [57,] 15.76 9.13 2.78 71.52 27.0 86.71 0.0000000 1.535306122 0.000000
## [58,] 32.61 8.57 3.29 69.56 25.4 82.56 0.0000000 0.975306122 0.000000
## [59,] 27.30 9.23 3.62 67.02 28.5 82.05 0.0000000 1.635306122 0.000000
## [60,] 15.74 9.56 1.37 70.84 18.5 89.40 0.0000000 1.965306122 0.000000
## [61,] 23.54 8.86 0.92 69.70 19.4 85.08 0.0000000 1.265306122 0.000000
## [62,] 20.57 9.63 1.95 73.23 20.1 86.92 0.0000000 2.035306122 0.000000
## [63,] 33.84 8.37 3.12 70.30 28.6 82.59 0.0000000 0.775306122 0.000000
## [64,] 33.26 8.37 2.69 68.29 29.4 82.09 0.0000000 0.775306122 0.000000
## [65,] 72.89 7.85 8.11 65.10 33.7 53.86 17.9973469 0.255306122 0.000000
## [66,] 26.93 9.23 2.33 72.24 17.7 84.98 0.0000000 1.635306122 0.000000
## [67,] 26.75 9.36 6.80 68.71 14.7 85.60 0.0000000 1.765306122 0.000000
## [68,] 34.36 9.69 2.10 68.53 29.7 80.91 0.0000000 2.095306122 0.000000
## [69,] 4.19 11.60 0.10 74.16 24.2 89.63 0.0000000 4.005306122 0.000000
## [70,] 2.11 11.27 0.05 74.39 16.3 92.90 0.0000000 3.675306122 0.000000
## [71,] 6.49 10.45 0.44 70.69 19.5 83.45 0.0000000 2.855306122 0.000000
## [72,] 12.33 12.23 0.05 73.23 15.8 87.05 0.0000000 4.635306122 0.000000
## [73,] 2.64 11.77 0.02 75.13 20.1 92.86 0.0000000 4.175306122 0.000000
## [74,] 3.37 11.25 0.09 74.43 19.8 89.33 0.0000000 3.655306122 0.000000
## [75,] 14.32 10.93 0.07 70.95 17.7 84.08 0.0000000 3.335306122 0.000000
## [76,] 24.67 9.44 4.21 71.42 7.6 59.69 0.0000000 1.845306122 0.000000
## [77,] 16.34 8.61 5.19 70.69 12.7 60.71 0.0000000 1.015306122 0.000000
## [78,] 36.88 9.51 4.00 71.79 17.9 65.75 0.0000000 1.915306122 0.000000
## [79,] 73.12 7.77 5.86 68.62 18.8 69.30 18.2273469 0.175306122 0.000000
## [80,] 13.63 9.07 7.97 72.00 10.1 71.59 0.0000000 1.475306122 0.000000
## [81,] 15.70 9.26 4.42 70.84 15.9 58.88 0.0000000 1.665306122 0.000000
## [82,] 37.28 8.89 3.59 70.99 16.6 68.67 0.0000000 1.295306122 0.000000
## [83,] 9.90 10.01 4.77 71.64 10.4 77.06 0.0000000 2.415306122 0.000000
## [84,] 28.94 9.01 4.29 69.13 23.0 73.80 0.0000000 1.415306122 0.000000
## [85,] 89.58 8.47 5.21 68.41 19.6 71.15 34.6873469 0.875306122 0.000000
## [86,] 7.83 11.82 0.08 73.02 8.7 92.20 0.0000000 4.225306122 0.000000
## [87,] 13.10 10.35 1.18 71.67 14.9 76.30 0.0000000 2.755306122 0.000000
## [88,] 32.30 8.25 3.39 70.55 8.7 83.76 0.0000000 0.655306122 0.000000
## [89,] 50.04 8.61 3.48 71.75 14.9 75.01 0.0000000 1.015306122 0.000000
## [90,] 49.63 8.20 4.47 69.70 4.8 65.64 0.0000000 0.605306122 0.000000
## [91,] 28.95 8.42 4.41 71.22 10.1 74.13 0.0000000 0.825306122 0.000000
## [92,] 29.18 9.09 3.41 71.84 12.0 68.51 0.0000000 1.495306122 0.000000
## [93,] 53.10 8.59 4.23 68.67 14.1 69.60 0.0000000 0.995306122 0.000000
## [94,] 49.09 8.15 4.79 66.98 23.7 69.99 0.0000000 0.555306122 0.000000
## [95,] 26.74 8.53 2.66 68.43 13.7 73.39 0.0000000 0.935306122 0.000000
## [96,] 28.31 8.40 5.11 70.49 22.7 71.36 0.0000000 0.805306122 0.000000
## [97,] 9.34 11.34 0.04 73.29 13.5 85.88 0.0000000 3.745306122 0.000000
## [98,] 8.00 10.04 0.32 72.86 4.1 87.06 0.0000000 2.445306122 0.000000
## [99,] 27.60 9.40 1.75 68.85 15.7 73.01 0.0000000 1.805306122 0.000000
## [100,] 31.03 7.51 6.17 69.31 32.5 79.54 0.0000000 0.000000000 0.000000
## [101,] 30.27 8.12 2.57 69.72 25.9 75.62 0.0000000 0.525306122 0.000000
## [102,] 40.77 8.73 1.94 66.87 7.8 75.19 0.0000000 1.135306122 0.000000
## [103,] 39.52 7.85 3.73 68.95 21.9 77.66 0.0000000 0.255306122 0.000000
## [104,] 28.89 8.14 6.17 69.51 16.5 79.48 0.0000000 0.545306122 0.000000
## [105,] 55.26 7.60 5.17 69.76 20.4 79.17 0.3673469 0.005306122 0.000000
## [106,] 37.40 8.40 1.46 69.78 9.3 85.17 0.0000000 0.805306122 0.000000
## [107,] 49.77 8.40 2.53 67.88 23.0 75.37 0.0000000 0.805306122 0.000000
## [108,] 28.50 8.35 1.34 66.33 22.9 77.55 0.0000000 0.755306122 0.000000
## [109,] 71.69 7.83 2.38 65.73 32.6 67.42 16.7973469 0.235306122 0.000000
## [110,] 31.52 7.53 1.98 68.96 15.4 78.79 0.0000000 0.000000000 0.000000
## [111,] 44.73 7.70 6.83 66.37 33.1 59.58 0.0000000 0.105306122 0.000000
## [112,] 2.15 11.09 0.04 71.99 18.9 83.62 0.0000000 3.495306122 0.000000
## [113,] 41.12 9.68 0.87 67.70 23.3 57.79 0.0000000 2.085306122 0.000000
## [114,] 33.15 9.51 0.26 70.25 17.5 66.10 0.0000000 1.915306122 0.000000
## [115,] 40.09 10.31 0.24 71.27 15.4 68.11 0.0000000 2.715306122 0.000000
## [116,] 59.02 9.53 1.05 68.40 24.0 74.91 4.1273469 1.935306122 0.000000
## [117,] 55.84 9.31 1.16 69.22 28.6 73.11 0.9473469 1.715306122 0.000000
## [118,] 43.03 8.22 3.15 68.77 21.6 72.62 0.0000000 0.625306122 0.000000
## [119,] 46.75 8.25 3.87 67.27 14.3 74.75 0.0000000 0.655306122 0.000000
## [120,] 57.84 8.20 2.06 68.35 26.0 71.61 2.9473469 0.605306122 0.000000
## [121,] 36.02 8.87 4.18 67.30 27.1 76.57 0.0000000 1.275306122 0.000000
## [122,] 44.85 8.49 3.00 63.93 15.7 77.06 0.0000000 0.895306122 0.000000
## [123,] 55.68 8.41 0.95 68.46 22.1 72.43 0.7873469 0.815306122 0.000000
## [124,] 60.54 7.57 1.55 68.52 23.2 62.14 5.6473469 0.000000000 0.000000
## [125,] 12.26 11.90 0.05 70.74 6.7 78.72 0.0000000 4.305306122 0.000000
## [126,] 20.90 8.07 0.92 69.97 10.3 84.46 0.0000000 0.475306122 0.000000
## [127,] 31.53 8.00 1.41 70.29 16.7 84.93 0.0000000 0.405306122 0.000000
## [128,] 60.90 8.55 1.23 69.83 23.5 76.82 6.0073469 0.955306122 0.000000
## [129,] 52.76 8.57 1.90 68.13 24.6 76.18 0.0000000 0.975306122 0.000000
## [130,] 22.06 7.89 2.34 70.42 9.8 88.78 0.0000000 0.295306122 0.000000
## [131,] 53.84 7.35 2.13 69.23 17.1 76.40 0.0000000 0.000000000 0.000000
## [132,] 30.49 8.34 2.07 71.25 14.2 85.22 0.0000000 0.745306122 0.000000
## [133,] 44.87 7.83 2.51 69.91 22.7 79.61 0.0000000 0.235306122 0.000000
## [134,] 43.85 8.21 0.94 69.74 10.0 80.85 0.0000000 0.615306122 0.000000
## [135,] 11.49 8.56 0.37 71.05 15.8 87.35 0.0000000 0.965306122 0.000000
## [136,] 22.71 7.20 3.02 68.75 5.0 88.18 0.0000000 0.000000000 0.000000
## [137,] 55.59 8.05 1.35 70.42 10.5 83.74 0.6973469 0.455306122 0.000000
## [138,] 59.30 8.75 4.24 64.29 16.1 75.77 4.4073469 1.155306122 0.000000
## [139,] 8.71 10.94 0.03 71.91 13.4 84.64 0.0000000 3.345306122 0.000000
## [140,] 9.50 10.80 0.04 72.12 7.1 85.78 0.0000000 3.205306122 0.000000
## [141,] 11.86 8.79 1.69 71.60 23.2 74.35 0.0000000 1.195306122 0.000000
## [142,] 8.85 9.16 2.66 71.54 20.8 62.34 0.0000000 1.565306122 0.000000
## [143,] 23.99 7.49 5.04 68.98 20.7 84.87 0.0000000 0.000000000 0.000000
## [144,] 14.30 7.48 2.89 72.11 18.2 60.38 0.0000000 0.000000000 0.000000
## [145,] 20.73 7.87 3.40 70.43 20.6 60.25 0.0000000 0.275306122 0.000000
## [146,] 14.77 9.09 3.85 72.59 17.3 62.02 0.0000000 1.495306122 0.000000
## [147,] 7.03 10.39 0.07 73.96 20.7 87.27 0.0000000 2.795306122 0.000000
## [148,] 20.42 9.82 1.26 71.09 21.6 60.42 0.0000000 2.225306122 0.000000
## [149,] 12.19 9.20 0.84 72.01 17.9 62.68 0.0000000 1.605306122 0.000000
## [150,] 8.26 9.28 2.67 66.22 16.1 60.51 0.0000000 1.685306122 0.000000
## [151,] 23.63 7.92 3.31 63.50 20.5 53.02 0.0000000 0.325306122 0.000000
## [152,] 45.37 8.25 1.16 68.10 15.2 55.34 0.0000000 0.655306122 0.000000
## [153,] 2.72 11.12 0.20 73.94 16.1 88.83 0.0000000 3.525306122 0.000000
## [154,] 12.38 10.90 0.10 72.85 15.2 83.22 0.0000000 3.305306122 0.000000
## [155,] 1.54 9.01 0.05 69.61 18.6 58.05 0.0000000 1.415306122 0.000000
## [156,] 2.40 11.33 0.00 74.81 19.1 91.63 0.0000000 3.735306122 0.000000
## [157,] 0.86 10.65 0.02 73.59 19.8 87.42 0.0000000 3.055306122 0.000000
## [158,] 2.09 10.94 0.01 74.16 17.1 91.35 0.0000000 3.345306122 0.000000
## [159,] 13.99 11.63 0.01 74.78 16.6 90.52 0.0000000 4.035306122 0.000000
## [160,] 8.10 11.77 0.01 75.12 16.8 91.81 0.0000000 4.175306122 0.000000
## [161,] 31.89 8.67 0.29 71.92 27.6 70.01 0.0000000 1.075306122 0.000000
## [162,] 44.67 7.62 0.87 71.83 27.0 78.59 0.0000000 0.025306122 0.000000
## [163,] 32.56 7.13 0.84 70.79 11.4 80.60 0.0000000 0.000000000 0.000000
## [164,] 22.97 9.28 0.31 74.27 29.2 80.63 0.0000000 1.685306122 0.000000
## [165,] 46.60 8.04 0.63 72.07 24.1 78.99 0.0000000 0.445306122 0.000000
## [166,] 35.61 8.24 0.98 70.19 20.7 78.47 0.0000000 0.645306122 0.000000
## [167,] 21.45 8.32 0.64 72.57 25.4 83.20 0.0000000 0.725306122 0.000000
## [168,] 29.18 7.94 0.39 74.29 23.4 81.43 0.0000000 0.345306122 0.000000
## [169,] 15.84 7.97 0.18 72.76 22.9 82.77 0.0000000 0.375306122 0.000000
## [170,] 26.26 7.74 0.43 71.05 24.1 82.58 0.0000000 0.145306122 0.000000
## [171,] 17.60 8.89 0.61 73.19 14.4 86.88 0.0000000 1.295306122 0.000000
## [172,] 6.41 7.09 0.57 72.46 18.4 86.52 0.0000000 0.000000000 0.000000
## [173,] 27.91 7.67 0.65 73.24 18.7 85.65 0.0000000 0.075306122 0.000000
## [174,] 29.17 8.04 0.30 71.74 24.0 80.19 0.0000000 0.445306122 0.000000
## [175,] 11.45 8.13 0.27 72.90 17.1 89.04 0.0000000 0.535306122 0.000000
## [176,] 6.36 9.79 0.13 74.30 23.2 87.48 0.0000000 2.195306122 0.000000
## [177,] 24.46 8.16 0.48 73.10 25.1 75.79 0.0000000 0.565306122 0.000000
## [178,] 22.31 8.16 0.98 72.17 23.9 83.86 0.0000000 0.565306122 0.000000
## [179,] 9.88 10.36 0.02 74.45 18.2 85.53 0.0000000 2.765306122 0.000000
## [180,] 12.32 10.26 0.02 73.11 26.9 80.90 0.0000000 2.665306122 0.000000
## [181,] 4.68 10.91 0.01 75.04 16.3 91.55 0.0000000 3.315306122 0.000000
## [182,] 3.34 10.35 0.01 73.08 19.9 83.78 0.0000000 2.755306122 0.000000
## [183,] 7.14 11.69 0.02 75.79 10.3 93.90 0.0000000 4.095306122 0.000000
## [184,] 19.52 11.42 0.03 75.23 14.3 89.81 0.0000000 3.825306122 0.000000
## [185,] 6.98 11.12 0.01 74.80 24.5 88.68 0.0000000 3.525306122 0.000000
## [186,] 16.47 9.64 0.06 72.92 27.1 74.37 0.0000000 2.045306122 0.000000
## [187,] 9.82 8.77 0.12 71.80 23.6 78.92 0.0000000 1.175306122 0.000000
## [188,] 27.64 7.46 0.54 74.25 18.5 84.69 0.0000000 0.000000000 0.000000
## [189,] 30.51 8.04 0.22 73.98 20.9 80.74 0.0000000 0.445306122 0.000000
## [190,] 28.37 7.65 0.30 73.37 26.0 78.47 0.0000000 0.055306122 0.000000
## [191,] 23.50 7.15 0.51 74.47 19.9 79.40 0.0000000 0.000000000 0.000000
## [192,] 33.23 7.74 0.33 73.83 21.9 81.21 0.0000000 0.145306122 0.000000
## [193,] 23.10 8.34 0.49 75.21 20.6 86.22 0.0000000 0.745306122 0.000000
## [194,] 20.14 7.07 0.59 72.17 29.2 77.87 0.0000000 0.000000000 0.000000
## [195,] 26.04 7.80 0.48 74.20 25.8 80.20 0.0000000 0.205306122 0.000000
## [196,] 19.18 7.98 0.37 76.23 21.5 87.70 0.0000000 0.385306122 0.000000
## [197,] 28.11 9.08 0.17 77.07 24.5 85.64 0.0000000 1.485306122 0.000000
## [198,] 17.61 9.91 0.12 77.86 24.3 90.93 0.0000000 2.315306122 0.000000
## [199,] 21.08 7.66 0.72 76.56 19.5 88.91 0.0000000 0.065306122 0.000000
## [200,] 12.04 9.05 0.32 77.72 22.2 89.67 0.0000000 1.455306122 0.000000
## [201,] 8.69 7.83 0.29 75.97 18.4 89.37 0.0000000 0.235306122 0.000000
## [202,] 9.41 7.35 0.53 75.04 20.2 87.29 0.0000000 0.000000000 0.000000
## [203,] 8.14 7.36 0.84 74.71 21.2 88.53 0.0000000 0.000000000 0.000000
## [204,] 7.08 7.86 0.51 74.77 19.5 86.85 0.0000000 0.265306122 0.000000
## [205,] 9.89 7.96 0.38 76.39 18.5 90.88 0.0000000 0.365306122 0.000000
## [206,] 16.34 9.32 0.13 76.86 15.7 88.81 0.0000000 1.725306122 0.000000
## [207,] 23.56 8.39 0.36 76.04 18.9 87.00 0.0000000 0.795306122 0.000000
## [208,] 4.64 8.47 0.38 75.60 9.5 90.47 0.0000000 0.875306122 0.000000
## [209,] 21.70 8.46 0.38 75.95 18.8 85.57 0.0000000 0.865306122 0.000000
## [210,] 12.34 7.87 0.43 75.77 25.1 78.91 0.0000000 0.275306122 0.000000
## [211,] 19.24 7.96 0.35 74.58 22.4 84.83 0.0000000 0.365306122 0.000000
## [212,] 20.88 7.38 0.46 74.85 24.7 84.77 0.0000000 0.000000000 0.000000
## [213,] 26.99 7.70 0.41 73.87 28.6 80.65 0.0000000 0.105306122 0.000000
## [214,] 21.40 6.84 0.40 73.85 15.3 81.81 0.0000000 0.000000000 0.000000
## [215,] 18.31 7.55 0.27 72.00 21.5 83.71 0.0000000 0.000000000 0.000000
## [216,] 25.43 6.68 0.43 69.96 21.6 78.79 0.0000000 0.000000000 0.000000
## [217,] 6.68 11.08 0.01 77.22 15.4 91.41 0.0000000 3.485306122 0.000000
## [218,] 10.65 10.91 0.01 77.63 16.0 87.67 0.0000000 3.315306122 0.000000
## [219,] 10.74 11.30 0.03 77.93 16.9 91.35 0.0000000 3.705306122 0.000000
## [220,] 4.00 10.57 0.03 77.90 15.7 92.74 0.0000000 2.975306122 0.000000
## [221,] 21.88 9.53 0.03 74.60 28.2 78.27 0.0000000 1.935306122 0.000000
## [222,] 1.64 9.90 0.02 74.77 22.3 85.73 0.0000000 2.305306122 0.000000
## [223,] 18.44 9.17 0.33 75.29 21.2 85.73 0.0000000 1.575306122 0.000000
## [224,] 18.86 9.97 0.15 73.94 20.5 82.92 0.0000000 2.375306122 0.000000
## [225,] 41.29 7.32 0.78 74.24 22.2 82.97 0.0000000 0.000000000 0.000000
## [226,] 17.85 11.10 0.07 75.08 12.4 84.91 0.0000000 3.505306122 0.000000
## [227,] 26.33 12.14 0.01 74.91 16.8 84.21 0.0000000 4.545306122 0.000000
## [228,] 28.82 7.95 1.04 72.86 20.9 82.94 0.0000000 0.355306122 0.000000
## [229,] 17.71 7.63 0.49 73.55 16.1 88.74 0.0000000 0.035306122 0.000000
## [230,] 36.23 7.80 0.68 74.64 15.8 83.17 0.0000000 0.205306122 0.000000
## [231,] 25.05 8.72 0.29 74.91 21.5 87.35 0.0000000 1.125306122 0.000000
## [232,] 18.29 7.95 0.71 74.34 20.3 86.43 0.0000000 0.355306122 0.000000
## [233,] 31.55 8.37 0.46 73.27 16.8 81.19 0.0000000 0.775306122 0.000000
## [234,] 28.02 7.97 0.53 73.26 19.5 81.09 0.0000000 0.375306122 0.000000
## [235,] 33.64 7.36 0.62 70.96 29.9 79.58 0.0000000 0.000000000 0.000000
## [236,] 32.29 6.66 0.58 70.03 29.7 78.97 0.0000000 0.000000000 0.000000
## [237,] 17.57 7.82 0.92 71.38 21.9 85.77 0.0000000 0.225306122 0.000000
## [238,] 35.14 6.40 0.69 67.60 17.0 78.44 0.0000000 0.000000000 0.000000
## [239,] 36.32 6.90 0.79 69.94 4.1 80.22 0.0000000 0.000000000 0.000000
## [240,] 34.59 6.49 0.71 68.12 35.4 74.22 0.0000000 0.000000000 0.000000
## [241,] 20.80 7.56 0.42 70.81 27.9 80.31 0.0000000 0.000000000 0.000000
## [242,] 12.26 10.82 0.09 74.69 8.4 84.49 0.0000000 3.225306122 0.000000
## [243,] 11.52 9.09 0.30 73.25 16.2 87.32 0.0000000 1.495306122 0.000000
## [244,] 16.41 8.65 0.29 73.22 18.0 86.43 0.0000000 1.055306122 0.000000
## [245,] 26.30 8.27 0.52 72.28 17.1 84.88 0.0000000 0.675306122 0.000000
## [246,] 20.54 7.81 0.65 72.28 16.5 86.22 0.0000000 0.215306122 0.000000
## [247,] 17.53 8.48 0.38 73.29 19.2 87.98 0.0000000 0.885306122 0.000000
## [248,] 11.10 7.81 0.56 73.20 14.0 87.53 0.0000000 0.215306122 0.000000
## [249,] 10.93 7.44 0.67 72.57 14.1 87.63 0.0000000 0.000000000 0.000000
## [250,] 7.08 7.46 0.79 72.36 17.8 85.85 0.0000000 0.000000000 0.000000
## [251,] 4.97 8.29 0.40 73.22 9.4 90.30 0.0000000 0.695306122 0.000000
## [252,] 0.79 10.20 0.27 73.30 15.4 90.90 0.0000000 2.605306122 0.000000
## [253,] 34.55 6.04 0.49 70.79 10.2 76.02 0.0000000 0.000000000 0.000000
## [254,] 11.31 5.46 0.55 68.64 14.1 78.97 0.0000000 0.000000000 0.000000
## [255,] 10.80 7.28 0.32 68.31 25.1 79.08 0.0000000 0.000000000 0.000000
## [256,] 21.19 5.70 0.66 72.47 16.7 79.77 0.0000000 0.000000000 0.000000
## [257,] 40.23 10.77 0.02 74.67 18.6 76.67 0.0000000 3.175306122 0.000000
## [258,] 27.37 10.87 0.03 74.66 17.7 80.80 0.0000000 3.275306122 0.000000
## [259,] 11.17 11.19 0.02 74.13 17.3 88.76 0.0000000 3.595306122 0.000000
## [260,] 8.81 9.60 0.05 70.99 31.8 78.62 0.0000000 2.005306122 0.000000
## [261,] 8.66 9.73 0.04 72.31 11.7 84.16 0.0000000 2.135306122 0.000000
## [262,] 9.94 11.32 0.01 74.10 11.0 89.30 0.0000000 3.725306122 0.000000
## [263,] 1.25 11.53 0.02 73.44 12.8 92.29 0.0000000 3.935306122 0.000000
## [264,] 0.00 10.71 0.02 74.75 1.6 93.06 0.0000000 3.115306122 0.000000
## [265,] 20.60 10.05 0.19 73.29 23.1 81.31 0.0000000 2.455306122 0.000000
## [266,] 53.73 7.26 1.14 65.58 28.6 75.63 0.0000000 0.000000000 0.000000
## [267,] 58.52 6.95 1.01 68.13 35.5 72.76 3.6273469 0.000000000 0.000000
## [268,] 13.62 9.16 0.11 70.65 26.4 77.60 0.0000000 1.565306122 0.000000
## [269,] 27.36 8.14 0.50 65.60 23.9 81.39 0.0000000 0.545306122 0.000000
## [270,] 7.38 10.76 0.02 72.24 17.6 85.92 0.0000000 3.165306122 0.000000
## [271,] 11.17 10.32 0.08 67.39 22.0 80.12 0.0000000 2.725306122 0.000000
## [272,] 25.44 8.72 0.10 68.98 22.3 71.95 0.0000000 1.125306122 0.000000
## [273,] 20.29 11.44 0.02 73.11 9.2 88.67 0.0000000 3.845306122 0.000000
## [274,] 18.29 8.40 0.77 73.20 8.7 87.64 0.0000000 0.805306122 0.000000
## [275,] 15.09 9.00 0.35 74.48 6.3 92.51 0.0000000 1.405306122 0.000000
## [276,] 7.11 10.88 0.09 75.88 4.9 92.90 0.0000000 3.285306122 0.000000
## [277,] 5.08 9.66 0.13 74.52 6.3 92.77 0.0000000 2.065306122 0.000000
## [278,] 13.91 8.09 0.21 72.28 4.9 87.47 0.0000000 0.495306122 0.000000
## [279,] 37.96 7.67 0.34 71.33 10.2 77.19 0.0000000 0.075306122 0.000000
## [280,] 24.50 6.22 0.60 71.25 6.4 83.97 0.0000000 0.000000000 0.000000
## [281,] 16.00 7.35 0.55 72.70 6.2 83.26 0.0000000 0.000000000 0.000000
## [282,] 0.49 11.37 0.01 75.69 10.8 96.37 0.0000000 3.775306122 0.000000
## [283,] 28.81 7.24 0.52 68.08 19.9 75.74 0.0000000 0.000000000 0.000000
## [284,] 22.48 6.97 0.37 67.12 17.6 79.50 0.0000000 0.000000000 0.000000
## [285,] 35.08 7.59 0.35 66.95 27.6 73.32 0.0000000 0.000000000 0.000000
## [286,] 7.04 8.83 2.41 68.54 25.7 85.82 0.0000000 1.235306122 0.000000
## [287,] 37.61 9.07 1.26 67.76 12.4 81.24 0.0000000 1.475306122 0.000000
## [288,] 25.58 8.83 1.41 67.27 36.7 78.26 0.0000000 1.235306122 0.000000
## [289,] 9.76 8.88 1.83 69.20 10.5 86.47 0.0000000 1.285306122 0.000000
## [290,] 37.84 6.36 0.87 68.17 33.5 68.39 0.0000000 0.000000000 0.000000
## [291,] 6.16 9.45 0.01 72.55 25.6 80.15 0.0000000 1.855306122 0.000000
## [292,] 16.57 10.82 0.19 71.19 31.8 75.53 0.0000000 3.225306122 0.000000
## [293,] 35.11 7.85 3.69 65.64 38.4 70.45 0.0000000 0.255306122 0.000000
## [294,] 32.28 7.49 2.37 66.89 50.1 67.02 0.0000000 0.000000000 0.000000
## [295,] 24.02 8.48 1.63 67.61 42.7 73.61 0.0000000 0.885306122 0.000000
## [296,] 36.62 7.65 0.96 65.63 48.1 71.21 0.0000000 0.055306122 0.000000
## [297,] 55.04 8.26 1.87 62.35 39.3 63.81 0.1473469 0.665306122 0.000000
## [298,] 27.31 7.91 1.05 65.96 37.2 68.61 0.0000000 0.315306122 0.000000
## [299,] 20.42 7.32 0.90 68.30 33.3 77.22 0.0000000 0.000000000 0.000000
## [300,] 21.14 8.51 1.11 66.12 27.5 72.93 0.0000000 0.915306122 0.000000
## [301,] 24.86 9.01 1.45 68.71 21.3 82.72 0.0000000 1.415306122 0.000000
## [302,] 17.70 7.83 0.59 67.63 36.8 75.69 0.0000000 0.235306122 0.000000
## [303,] 43.49 8.11 4.48 65.82 26.3 70.98 0.0000000 0.515306122 0.000000
## [304,] 26.10 7.33 0.89 67.57 42.5 71.31 0.0000000 0.000000000 0.000000
## [305,] 37.63 7.68 1.47 67.87 35.1 70.11 0.0000000 0.085306122 0.000000
## [306,] 26.04 8.03 1.62 65.60 39.8 71.27 0.0000000 0.435306122 0.000000
## [307,] 32.38 8.20 1.91 68.00 36.2 78.00 0.0000000 0.605306122 0.000000
## [308,] 43.78 8.29 1.56 67.91 24.9 75.20 0.0000000 0.695306122 0.000000
## [309,] 57.42 7.40 2.89 68.87 39.5 65.96 2.5273469 0.000000000 0.000000
## [310,] 63.65 6.95 1.14 68.99 44.3 62.53 8.7573469 0.000000000 0.000000
## [311,] 48.86 8.22 1.22 68.49 43.7 66.92 0.0000000 0.625306122 0.000000
## [312,] 53.35 7.47 0.92 61.06 36.9 56.66 0.0000000 0.000000000 0.000000
## [313,] 43.40 7.42 0.90 65.67 47.7 71.78 0.0000000 0.000000000 0.000000
## [314,] 21.61 11.36 0.04 70.52 29.9 75.94 0.0000000 3.765306122 0.000000
## [315,] 92.51 6.71 3.67 69.76 30.8 70.83 37.6173469 0.000000000 0.000000
## [316,] 81.54 7.70 2.55 71.74 27.2 73.85 26.6473469 0.105306122 0.000000
## [317,] 43.57 7.70 9.04 71.77 22.1 78.51 0.0000000 0.105306122 0.000000
## [318,] 45.82 8.05 12.71 71.45 0.0 77.17 0.0000000 0.455306122 0.000000
## [319,] 38.35 7.89 12.07 72.41 24.8 76.17 0.0000000 0.295306122 0.000000
## [320,] 41.91 8.16 22.35 72.88 16.7 74.43 0.0000000 0.565306122 0.000000
## [321,] 40.03 8.15 4.09 74.20 32.7 81.24 0.0000000 0.555306122 0.000000
## [322,] 54.82 7.60 7.32 73.77 31.0 76.96 0.0000000 0.005306122 0.000000
## [323,] 67.93 7.18 7.16 72.74 12.2 73.84 13.0373469 0.000000000 0.000000
## [324,] 46.91 7.63 10.67 73.32 35.3 59.56 0.0000000 0.035306122 0.000000
## [325,] 60.21 6.58 7.70 69.22 22.9 76.53 5.3173469 0.000000000 0.000000
## [326,] 85.45 7.50 5.49 71.26 25.4 68.90 30.5573469 0.000000000 0.000000
## [327,] 57.92 10.34 0.03 73.87 16.7 72.55 3.0273469 2.745306122 0.000000
## [328,] 47.34 8.50 0.30 72.81 20.1 68.27 0.0000000 0.905306122 0.000000
## [329,] 13.52 8.94 8.01 71.28 17.9 62.27 0.0000000 1.345306122 0.000000
## [330,] 26.11 7.92 8.45 70.39 35.5 73.03 0.0000000 0.325306122 0.000000
## [331,] 36.50 8.50 11.12 69.23 16.2 82.66 0.0000000 0.905306122 0.000000
## [332,] 34.12 9.40 6.39 67.75 23.9 67.09 0.0000000 1.805306122 0.000000
## [333,] 19.30 8.95 9.96 71.68 15.3 81.65 0.0000000 1.355306122 0.000000
## [334,] 34.52 9.25 21.48 66.43 34.0 77.99 0.0000000 1.655306122 0.000000
## [335,] 30.94 7.78 18.29 69.63 25.8 65.03 0.0000000 0.185306122 0.000000
## [336,] 23.05 8.51 8.22 72.03 29.1 61.78 0.0000000 0.915306122 0.000000
## [337,] 24.79 8.63 12.59 69.84 13.2 59.34 0.0000000 1.035306122 0.000000
## [338,] 43.53 9.48 10.31 70.96 12.9 56.38 0.0000000 1.885306122 0.000000
## [339,] 44.92 8.58 14.03 68.60 24.0 81.88 0.0000000 0.985306122 0.000000
## [340,] 49.56 8.38 23.69 69.94 21.0 51.29 0.0000000 0.785306122 0.000000
## [341,] 33.78 9.96 4.63 68.91 21.7 81.16 0.0000000 2.365306122 0.000000
## [342,] 8.72 11.69 1.13 73.70 28.0 80.69 0.0000000 4.095306122 0.000000
## [343,] 28.97 8.09 2.79 70.11 41.7 80.59 0.0000000 0.495306122 0.000000
## [344,] 22.59 7.66 8.06 69.77 20.1 75.34 0.0000000 0.065306122 0.000000
## [345,] 28.92 8.18 2.01 68.01 30.1 81.54 0.0000000 0.585306122 0.000000
## [346,] 35.70 7.90 2.63 66.80 15.9 82.85 0.0000000 0.305306122 0.000000
## [347,] 24.05 8.13 2.40 71.16 14.4 88.58 0.0000000 0.535306122 0.000000
## [348,] 30.53 8.19 1.31 66.90 25.4 83.19 0.0000000 0.595306122 0.000000
## [349,] 40.01 8.46 1.25 66.86 13.0 81.30 0.0000000 0.865306122 0.000000
## [350,] 27.66 8.06 0.95 64.97 36.0 81.20 0.0000000 0.465306122 0.000000
## [351,] 20.34 9.21 3.12 71.28 18.1 85.94 0.0000000 1.615306122 0.000000
## [352,] 11.33 8.53 2.95 70.94 25.1 83.15 0.0000000 0.935306122 0.000000
## [353,] 12.79 8.36 2.35 68.40 33.4 82.70 0.0000000 0.765306122 0.000000
## [354,] 0.01 10.05 0.02 71.89 26.5 85.62 0.0000000 2.455306122 0.000000
## [355,] 13.93 11.05 0.18 72.62 12.4 86.34 0.0000000 3.455306122 0.000000
## [356,] 16.49 9.35 7.27 72.99 22.4 80.04 0.0000000 1.755306122 0.000000
## [357,] 2.51 9.15 10.69 72.75 17.6 87.17 0.0000000 1.555306122 0.000000
## [358,] 6.56 9.54 14.55 72.41 23.0 81.91 0.0000000 1.945306122 0.000000
## [359,] 21.44 8.90 10.26 73.19 22.0 60.87 0.0000000 1.305306122 0.000000
## [360,] 12.47 9.40 13.67 73.57 29.0 61.64 0.0000000 1.805306122 0.000000
## [361,] 4.31 8.65 3.81 71.83 24.6 88.11 0.0000000 1.055306122 0.000000
## [362,] 12.76 9.10 47.25 72.46 0.0 56.53 0.0000000 1.505306122 0.000000
## [363,] 2.06 10.67 0.13 74.89 21.6 91.23 0.0000000 3.075306122 0.000000
## [364,] 0.89 11.41 0.16 74.68 24.4 89.68 0.0000000 3.815306122 0.000000
## [365,] 0.01 11.12 0.13 74.67 27.4 88.89 0.0000000 3.525306122 0.000000
## [366,] 18.80 9.06 13.78 72.78 22.6 76.61 0.0000000 1.465306122 0.000000
## [367,] 27.49 9.22 42.89 71.51 20.5 74.67 0.0000000 1.625306122 0.000000
## [368,] 30.10 8.53 13.26 71.42 15.8 78.80 0.0000000 0.935306122 0.000000
## [369,] 16.79 8.66 10.43 71.53 15.1 61.25 0.0000000 1.065306122 0.000000
## [370,] 3.61 10.57 0.17 74.08 14.8 87.53 0.0000000 2.975306122 0.000000
## [371,] 28.53 8.81 3.02 70.07 24.8 84.02 0.0000000 1.215306122 0.000000
## [372,] 20.89 10.61 0.71 71.82 23.1 79.61 0.0000000 3.015306122 0.000000
## [373,] 27.43 9.23 0.65 70.78 19.0 60.47 0.0000000 1.635306122 0.000000
## [374,] 29.79 10.01 1.41 70.91 19.3 79.36 0.0000000 2.415306122 0.000000
## [375,] 21.34 9.76 2.02 70.71 26.4 72.82 0.0000000 2.165306122 0.000000
## [376,] 10.85 10.49 0.78 71.99 10.9 78.79 0.0000000 2.895306122 0.000000
## [377,] 13.73 9.18 1.40 70.86 15.0 75.82 0.0000000 1.585306122 0.000000
## [378,] 26.84 8.92 2.91 68.33 27.8 80.12 0.0000000 1.325306122 0.000000
## [379,] 49.95 9.68 0.44 71.59 24.9 53.11 0.0000000 2.085306122 0.000000
## [380,] 23.25 8.61 1.14 68.51 28.4 75.22 0.0000000 1.015306122 0.000000
## [381,] 27.48 8.65 3.16 64.95 33.0 71.81 0.0000000 1.055306122 0.000000
## [382,] 2.91 11.25 0.03 72.50 21.8 87.56 0.0000000 3.655306122 0.000000
## [383,] 4.42 10.11 0.29 71.68 19.5 82.00 0.0000000 2.515306122 0.000000
## [384,] 19.78 11.24 0.19 72.84 10.5 83.92 0.0000000 3.645306122 0.000000
## [385,] 17.60 10.08 0.11 71.34 20.5 80.21 0.0000000 2.485306122 0.000000
## [386,] 30.04 8.83 3.99 71.02 29.1 85.14 0.0000000 1.235306122 0.000000
## [387,] 15.74 9.53 5.38 71.33 26.5 84.60 0.0000000 1.935306122 0.000000
## [388,] 39.70 8.20 4.74 67.86 34.1 73.97 0.0000000 0.605306122 0.000000
## [389,] 31.23 8.87 2.60 66.78 29.0 79.39 0.0000000 1.275306122 0.000000
## [390,] 17.55 9.58 4.27 69.73 30.0 79.97 0.0000000 1.985306122 0.000000
## [391,] 14.99 8.86 2.97 69.37 26.0 81.44 0.0000000 1.265306122 0.000000
## [392,] 14.24 8.79 2.79 66.87 27.7 66.50 0.0000000 1.195306122 0.000000
## [393,] 30.86 8.34 3.29 64.62 28.5 78.91 0.0000000 0.745306122 0.000000
## [394,] 13.32 8.93 4.41 66.41 21.3 73.78 0.0000000 1.335306122 0.000000
## [395,] 43.58 9.39 4.20 70.35 26.4 80.06 0.0000000 1.795306122 0.000000
## [396,] 25.14 8.61 0.96 66.08 25.6 51.91 0.0000000 1.015306122 0.000000
## [397,] 26.66 8.88 8.65 69.97 24.7 81.21 0.0000000 1.285306122 0.000000
## [398,] 13.53 11.43 0.10 71.45 22.1 82.43 0.0000000 3.835306122 0.000000
## [399,] 14.34 8.62 0.77 69.04 31.3 72.03 0.0000000 1.025306122 0.000000
## [400,] 22.48 8.38 0.51 68.84 33.7 83.73 0.0000000 0.785306122 0.000000
## [401,] 12.43 7.53 0.28 71.11 15.8 86.59 0.0000000 0.000000000 0.000000
## [402,] 11.07 7.75 0.39 66.99 36.3 81.67 0.0000000 0.155306122 0.000000
## [403,] 10.38 8.00 0.27 67.90 35.4 84.63 0.0000000 0.405306122 0.000000
## [404,] 20.29 8.84 0.74 70.89 21.1 87.53 0.0000000 1.245306122 0.000000
## [405,] 22.62 8.19 0.48 67.92 33.5 82.31 0.0000000 0.595306122 0.000000
## [406,] 22.10 7.85 1.26 67.85 26.0 85.66 0.0000000 0.255306122 0.000000
## [407,] 21.50 8.15 0.74 69.45 34.7 83.73 0.0000000 0.555306122 0.000000
## [408,] 24.18 8.87 0.40 67.36 30.0 81.00 0.0000000 1.275306122 0.000000
## [409,] 19.02 8.91 0.99 69.55 22.1 86.67 0.0000000 1.315306122 0.000000
## [410,] 22.95 8.58 0.86 70.50 24.0 87.90 0.0000000 0.985306122 0.000000
## [411,] 20.04 7.98 1.47 68.10 27.4 86.65 0.0000000 0.385306122 0.000000
## [412,] 24.51 8.43 0.99 70.74 26.4 87.92 0.0000000 0.835306122 0.000000
## [413,] 22.62 8.82 0.91 70.49 17.6 86.94 0.0000000 1.225306122 0.000000
## [414,] 26.74 8.96 1.23 71.34 34.9 80.31 0.0000000 1.365306122 0.000000
## [415,] 34.16 9.19 1.23 71.00 32.1 82.23 0.0000000 1.595306122 0.000000
## [416,] 48.81 8.63 1.49 73.99 36.9 76.88 0.0000000 1.035306122 0.000000
## [417,] 20.67 8.52 4.12 69.36 15.5 85.66 0.0000000 0.925306122 0.000000
## [418,] 20.83 8.83 3.09 71.19 26.0 87.73 0.0000000 1.235306122 0.000000
## [419,] 40.06 9.03 0.84 73.83 28.7 80.25 0.0000000 1.435306122 0.000000
## [420,] 2.39 11.33 0.01 72.60 25.6 87.95 0.0000000 3.735306122 0.000000
## [421,] 6.50 10.82 0.07 71.78 26.7 82.76 0.0000000 3.225306122 0.000000
## [422,] 3.66 11.29 0.14 71.39 25.5 83.05 0.0000000 3.695306122 0.000000
## [423,] 17.27 9.82 1.94 71.42 23.8 83.69 0.0000000 2.225306122 0.000000
## [424,] 17.39 9.64 2.07 70.44 27.8 85.89 0.0000000 2.045306122 0.000000
## [425,] 27.59 8.24 0.83 70.56 29.2 71.93 0.0000000 0.645306122 0.000000
## [426,] 17.89 8.81 1.64 68.56 37.2 72.59 0.0000000 1.215306122 0.000000
## [427,] 10.60 8.71 3.16 71.02 33.6 84.41 0.0000000 1.115306122 0.000000
## [428,] 5.66 8.39 3.27 69.34 30.4 85.33 0.0000000 0.795306122 0.000000
## [429,] 30.22 8.62 0.50 70.72 31.9 62.54 0.0000000 1.025306122 0.000000
## [430,] 9.23 9.22 2.58 70.47 31.8 70.26 0.0000000 1.625306122 0.000000
## [431,] 12.53 9.54 4.72 69.68 24.7 79.71 0.0000000 1.945306122 0.000000
## [432,] 11.93 8.94 2.36 71.02 33.9 81.40 0.0000000 1.345306122 0.000000
## [433,] 19.30 8.83 4.62 73.01 31.3 85.54 0.0000000 1.235306122 0.000000
## [434,] 21.11 9.33 1.80 68.52 31.3 54.01 0.0000000 1.735306122 0.000000
## [435,] 34.15 8.58 1.15 70.46 24.4 79.06 0.0000000 0.985306122 0.000000
## [436,] 10.97 6.88 1.07 67.90 36.8 67.07 0.0000000 0.000000000 0.000000
## [437,] 48.86 7.89 0.56 67.86 37.1 70.01 0.0000000 0.295306122 0.000000
## [438,] 3.79 12.08 0.08 74.07 25.7 89.67 0.0000000 4.485306122 0.000000
## [439,] 5.69 11.10 0.24 71.51 29.7 80.49 0.0000000 3.505306122 0.000000
## [440,] 16.35 8.63 1.06 68.09 34.7 79.50 0.0000000 1.035306122 0.000000
## [441,] 16.23 8.21 1.97 69.92 16.0 81.91 0.0000000 0.615306122 0.000000
## [442,] 11.21 8.91 1.84 69.24 27.1 80.32 0.0000000 1.315306122 0.000000
## [443,] 3.40 8.28 4.97 64.95 18.4 81.71 0.0000000 0.685306122 0.000000
## [444,] 13.44 7.85 2.24 66.67 30.5 78.88 0.0000000 0.255306122 0.000000
## [445,] 3.53 10.58 0.04 73.25 23.6 86.50 0.0000000 2.985306122 0.000000
## [446,] 17.14 8.51 4.10 67.33 27.9 57.34 0.0000000 0.915306122 0.000000
## [447,] 24.96 8.31 2.25 68.66 32.8 81.47 0.0000000 0.715306122 0.000000
## [448,] 70.51 8.58 2.49 71.45 37.6 73.19 15.6173469 0.985306122 0.000000
## [449,] 30.23 8.01 0.90 63.20 28.1 75.87 0.0000000 0.415306122 0.000000
## [450,] 9.18 9.66 0.77 62.56 30.5 65.80 0.0000000 2.065306122 0.000000
## [451,] 20.96 7.88 2.99 69.37 27.9 78.29 0.0000000 0.285306122 0.000000
## [452,] 22.59 10.13 4.12 67.04 29.4 71.92 0.0000000 2.535306122 0.000000
## [453,] 32.96 9.74 1.27 65.78 34.0 49.43 0.0000000 2.145306122 0.000000
## [454,] 24.47 10.35 4.93 63.99 25.1 49.94 0.0000000 2.755306122 0.000000
## [455,] 28.66 9.34 4.57 67.03 20.3 80.21 0.0000000 1.745306122 0.000000
## [456,] 39.59 8.88 4.38 60.46 27.5 70.57 0.0000000 1.285306122 0.000000
## [457,] 45.87 9.78 4.36 62.61 31.4 61.29 0.0000000 2.185306122 0.000000
## [458,] 30.55 9.43 11.36 63.57 40.6 43.15 0.0000000 1.835306122 0.000000
## [459,] 39.73 9.31 5.56 63.39 29.9 65.95 0.0000000 1.715306122 0.000000
## [460,] 36.60 8.92 4.08 66.96 35.5 53.32 0.0000000 1.325306122 0.000000
## [461,] 13.20 12.05 0.09 71.37 20.7 84.56 0.0000000 4.455306122 0.000000
## [462,] 12.48 10.70 0.35 66.65 32.0 59.11 0.0000000 3.105306122 0.000000
## [463,] 42.60 8.65 3.39 66.91 26.1 53.07 0.0000000 1.055306122 0.000000
## [464,] 35.58 9.48 3.12 65.06 29.5 52.96 0.0000000 1.885306122 0.000000
## [465,] 27.66 8.87 2.80 70.11 24.3 62.34 0.0000000 1.275306122 0.000000
## [466,] 38.45 8.41 4.27 66.50 30.4 52.69 0.0000000 0.815306122 0.000000
## [467,] 47.20 9.34 4.27 63.94 18.8 51.76 0.0000000 1.745306122 0.000000
## [468,] 36.14 8.88 8.88 69.90 19.0 79.63 0.0000000 1.285306122 0.000000
## [469,] 33.98 7.91 4.00 68.10 11.7 60.71 0.0000000 0.315306122 0.000000
## [470,] 45.09 8.62 5.23 62.79 30.6 48.28 0.0000000 1.025306122 0.000000
## [471,] 6.54 11.74 0.12 71.70 21.1 88.24 0.0000000 4.145306122 0.000000
## [472,] 37.75 10.17 1.44 70.10 21.3 64.68 0.0000000 2.575306122 0.000000
## [473,] 23.56 10.06 32.29 67.60 23.8 84.07 0.0000000 2.465306122 0.000000
## [474,] 77.16 6.19 3.68 60.50 33.2 30.40 22.2673469 0.000000000 0.000000
## [475,] 38.66 9.99 13.14 67.78 26.9 66.89 0.0000000 2.395306122 0.000000
## [476,] 21.23 10.45 10.20 68.73 22.2 66.97 0.0000000 2.855306122 0.000000
## [477,] 27.44 9.16 3.34 69.63 39.9 46.80 0.0000000 1.565306122 0.000000
## [478,] 39.30 10.17 1.82 68.74 33.7 49.23 0.0000000 2.575306122 0.000000
## [479,] 88.21 4.51 29.20 65.90 0.0 24.19 33.3173469 0.000000000 0.000000
## [480,] 99.01 3.97 7.96 67.22 0.0 22.27 44.1173469 0.000000000 0.000000
## [481,] 20.61 9.96 9.57 72.83 24.7 83.64 0.0000000 2.365306122 0.000000
## [482,] 40.22 10.03 37.92 67.07 26.5 63.07 0.0000000 2.435306122 0.000000
## [483,] 75.39 8.41 18.50 67.24 34.4 54.21 20.4973469 0.815306122 0.000000
## [484,] 79.27 3.52 39.40 64.99 0.0 25.07 24.3773469 0.000000000 0.000000
## [485,] 66.40 4.13 45.09 66.42 0.0 25.62 11.5073469 0.000000000 0.000000
## [486,] 97.09 2.38 10.42 66.33 0.0 22.83 42.1973469 0.000000000 0.000000
## [487,] 59.99 8.86 35.11 66.92 26.2 47.38 5.0973469 1.265306122 0.000000
## [488,] 39.30 9.16 35.64 60.97 31.4 43.19 0.0000000 1.565306122 0.000000
## [489,] 81.80 6.96 45.27 65.90 28.6 35.44 26.9073469 0.000000000 0.000000
## [490,] 83.74 6.30 40.28 59.19 0.0 45.99 28.8473469 0.000000000 0.000000
## [491,] 63.52 9.27 1.64 66.66 37.7 32.69 8.6273469 1.675306122 0.000000
## [492,] 98.98 8.59 86.82 58.54 40.0 23.09 44.0873469 0.995306122 38.980408
## [493,] 99.00 5.00 32.55 64.14 33.0 21.51 44.1073469 0.000000000 0.000000
## [494,] 50.98 6.78 17.30 65.95 0.0 37.80 0.0000000 0.000000000 0.000000
## [495,] 99.62 4.28 8.67 66.51 39.5 21.33 44.7273469 0.000000000 0.000000
## [496,] 98.15 4.64 26.28 55.72 0.0 17.10 43.2573469 0.000000000 0.000000
## [497,] 21.79 1.43 53.48 66.40 0.0 30.12 0.0000000 0.000000000 5.640408
## [498,] 66.66 4.30 12.95 66.39 0.0 31.37 11.7673469 0.000000000 0.000000
## [499,] 92.00 1.28 60.62 66.12 0.0 14.14 37.1073469 0.000000000 12.780408
## [500,] 92.00 2.23 20.93 65.93 50.2 21.35 37.1073469 0.000000000 0.000000
## [501,] 9.55 11.68 0.35 71.07 21.3 78.35 0.0000000 4.085306122 0.000000
## [502,] 52.18 9.07 6.37 66.89 27.3 50.88 0.0000000 1.475306122 0.000000
## [503,] 43.21 9.64 2.07 69.55 0.0 71.81 0.0000000 2.045306122 0.000000
## [504,] 50.37 10.78 10.15 69.02 30.5 48.20 0.0000000 3.185306122 0.000000
## [505,] 79.81 8.23 10.30 67.01 31.3 40.39 24.9173469 0.635306122 0.000000
## [506,] 49.35 8.55 9.53 65.41 30.9 54.42 0.0000000 0.955306122 0.000000
## [507,] 42.97 9.90 24.62 61.76 19.6 43.12 0.0000000 2.305306122 0.000000
## [508,] 72.04 8.44 10.80 60.86 19.7 36.76 17.1473469 0.845306122 0.000000
## [509,] 43.79 9.86 24.48 65.62 25.7 48.19 0.0000000 2.265306122 0.000000
## [510,] 47.00 8.33 56.66 61.14 31.8 45.92 0.0000000 0.735306122 8.820408
## [511,] 61.00 9.97 15.17 65.82 0.0 41.27 6.1073469 2.375306122 0.000000
## [512,] 18.33 8.48 5.89 68.09 20.4 74.91 0.0000000 0.885306122 0.000000
## [513,] 58.55 6.35 20.75 67.71 34.7 35.53 3.6573469 0.000000000 0.000000
## [514,] 5.16 11.63 0.17 71.92 31.0 76.32 0.0000000 4.035306122 0.000000
##
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## [218,] 9.67183673 0.00000000 28.2195918
## [219,] 9.97183673 0.00000000 31.8995918
## [220,] 9.94183673 0.00000000 33.2895918
## [221,] 6.64183673 0.53877551 18.8195918
## [222,] 6.81183673 0.00000000 26.2795918
## [223,] 7.33183673 0.00000000 26.2795918
## [224,] 5.98183673 0.00000000 23.4695918
## [225,] 6.28183673 0.00000000 23.5195918
## [226,] 7.12183673 0.00000000 25.4595918
## [227,] 6.95183673 0.00000000 24.7595918
## [228,] 4.90183673 0.00000000 23.4895918
## [229,] 5.59183673 0.00000000 29.2895918
## [230,] 6.68183673 0.00000000 23.7195918
## [231,] 6.95183673 0.00000000 27.8995918
## [232,] 6.38183673 0.00000000 26.9795918
## [233,] 5.31183673 0.00000000 21.7395918
## [234,] 5.30183673 0.00000000 21.6395918
## [235,] 3.00183673 2.23877551 20.1295918
## [236,] 2.07183673 2.03877551 19.5195918
## [237,] 3.42183673 0.00000000 26.3195918
## [238,] 0.00000000 0.00000000 18.9895918
## [239,] 1.98183673 0.00000000 20.7695918
## [240,] 0.16183673 7.73877551 14.7695918
## [241,] 2.85183673 0.23877551 20.8595918
## [242,] 6.73183673 0.00000000 25.0395918
## [243,] 5.29183673 0.00000000 27.8695918
## [244,] 5.26183673 0.00000000 26.9795918
## [245,] 4.32183673 0.00000000 25.4295918
## [246,] 4.32183673 0.00000000 26.7695918
## [247,] 5.33183673 0.00000000 28.5295918
## [248,] 5.24183673 0.00000000 28.0795918
## [249,] 4.61183673 0.00000000 28.1795918
## [250,] 4.40183673 0.00000000 26.3995918
## [251,] 5.26183673 0.00000000 30.8495918
## [252,] 5.34183673 0.00000000 31.4495918
## [253,] 2.83183673 0.00000000 16.5695918
## [254,] 0.68183673 0.00000000 19.5195918
## [255,] 0.35183673 0.00000000 19.6295918
## [256,] 4.51183673 0.00000000 20.3195918
## [257,] 6.71183673 0.00000000 17.2195918
## [258,] 6.70183673 0.00000000 21.3495918
## [259,] 6.17183673 0.00000000 29.3095918
## [260,] 3.03183673 4.13877551 19.1695918
## [261,] 4.35183673 0.00000000 24.7095918
## [262,] 6.14183673 0.00000000 29.8495918
## [263,] 5.48183673 0.00000000 32.8395918
## [264,] 6.79183673 0.00000000 33.6095918
## [265,] 5.33183673 0.00000000 21.8595918
## [266,] 0.00000000 0.93877551 16.1795918
## [267,] 0.17183673 7.83877551 13.3095918
## [268,] 2.69183673 0.00000000 18.1495918
## [269,] 0.00000000 0.00000000 21.9395918
## [270,] 4.28183673 0.00000000 26.4695918
## [271,] 0.00000000 0.00000000 20.6695918
## [272,] 1.02183673 0.00000000 12.4995918
## [273,] 5.15183673 0.00000000 29.2195918
## [274,] 5.24183673 0.00000000 28.1895918
## [275,] 6.52183673 0.00000000 33.0595918
## [276,] 7.92183673 0.00000000 33.4495918
## [277,] 6.56183673 0.00000000 33.3195918
## [278,] 4.32183673 0.00000000 28.0195918
## [279,] 3.37183673 0.00000000 17.7395918
## [280,] 3.29183673 0.00000000 24.5195918
## [281,] 4.74183673 0.00000000 23.8095918
## [282,] 7.73183673 0.00000000 36.9195918
## [283,] 0.12183673 0.00000000 16.2895918
## [284,] 0.00000000 0.00000000 20.0495918
## [285,] 0.00000000 0.00000000 13.8695918
## [286,] 0.58183673 0.00000000 26.3695918
## [287,] 0.00000000 0.00000000 21.7895918
## [288,] 0.00000000 9.03877551 18.8095918
## [289,] 1.24183673 0.00000000 27.0195918
## [290,] 0.21183673 5.83877551 8.9395918
## [291,] 4.59183673 0.00000000 20.6995918
## [292,] 3.23183673 4.13877551 16.0795918
## [293,] 0.00000000 10.73877551 10.9995918
## [294,] 0.00000000 22.43877551 7.5695918
## [295,] 0.00000000 15.03877551 14.1595918
## [296,] 0.00000000 20.43877551 11.7595918
## [297,] 0.00000000 11.63877551 4.3595918
## [298,] 0.00000000 9.53877551 9.1595918
## [299,] 0.34183673 5.63877551 17.7695918
## [300,] 0.00000000 0.00000000 13.4795918
## [301,] 0.75183673 0.00000000 23.2695918
## [302,] 0.00000000 9.13877551 16.2395918
## [303,] 0.00000000 0.00000000 11.5295918
## [304,] 0.00000000 14.83877551 11.8595918
## [305,] 0.00000000 7.43877551 10.6595918
## [306,] 0.00000000 12.13877551 11.8195918
## [307,] 0.04183673 8.53877551 18.5495918
## [308,] 0.00000000 0.00000000 15.7495918
## [309,] 0.91183673 11.83877551 6.5095918
## [310,] 1.03183673 16.63877551 3.0795918
## [311,] 0.53183673 16.03877551 7.4695918
## [312,] 0.00000000 9.23877551 0.0000000
## [313,] 0.00000000 20.03877551 12.3295918
## [314,] 2.56183673 2.23877551 16.4895918
## [315,] 1.80183673 3.13877551 11.3795918
## [316,] 3.78183673 0.00000000 14.3995918
## [317,] 3.81183673 0.00000000 19.0595918
## [318,] 3.49183673 0.00000000 17.7195918
## [319,] 4.45183673 0.00000000 16.7195918
## [320,] 4.92183673 0.00000000 14.9795918
## [321,] 6.24183673 5.03877551 21.7895918
## [322,] 5.81183673 3.33877551 17.5095918
## [323,] 4.78183673 0.00000000 14.3895918
## [324,] 5.36183673 7.63877551 0.1095918
## [325,] 1.26183673 0.00000000 17.0795918
## [326,] 3.30183673 0.00000000 9.4495918
## [327,] 5.91183673 0.00000000 13.0995918
## [328,] 4.85183673 0.00000000 8.8195918
## [329,] 3.32183673 0.00000000 2.8195918
## [330,] 2.43183673 7.83877551 13.5795918
## [331,] 1.27183673 0.00000000 23.2095918
## [332,] 0.00000000 0.00000000 7.6395918
## [333,] 3.72183673 0.00000000 22.1995918
## [334,] 0.00000000 6.33877551 18.5395918
## [335,] 1.67183673 0.00000000 5.5795918
## [336,] 4.07183673 1.43877551 2.3295918
## [337,] 1.88183673 0.00000000 0.0000000
## [338,] 3.00183673 0.00000000 0.0000000
## [339,] 0.64183673 0.00000000 22.4295918
## [340,] 1.98183673 0.00000000 0.0000000
## [341,] 0.95183673 0.00000000 21.7095918
## [342,] 5.74183673 0.33877551 21.2395918
## [343,] 2.15183673 14.03877551 21.1395918
## [344,] 1.81183673 0.00000000 15.8895918
## [345,] 0.05183673 2.43877551 22.0895918
## [346,] 0.00000000 0.00000000 23.3995918
## [347,] 3.20183673 0.00000000 29.1295918
## [348,] 0.00000000 0.00000000 23.7395918
## [349,] 0.00000000 0.00000000 21.8495918
## [350,] 0.00000000 8.33877551 21.7495918
## [351,] 3.32183673 0.00000000 26.4895918
## [352,] 2.98183673 0.00000000 23.6995918
## [353,] 0.44183673 5.73877551 23.2495918
## [354,] 3.93183673 0.00000000 26.1695918
## [355,] 4.66183673 0.00000000 26.8895918
## [356,] 5.03183673 0.00000000 20.5895918
## [357,] 4.79183673 0.00000000 27.7195918
## [358,] 4.45183673 0.00000000 22.4595918
## [359,] 5.23183673 0.00000000 1.4195918
## [360,] 5.61183673 1.33877551 2.1895918
## [361,] 3.87183673 0.00000000 28.6595918
## [362,] 4.50183673 0.00000000 0.0000000
## [363,] 6.93183673 0.00000000 31.7795918
## [364,] 6.72183673 0.00000000 30.2295918
## [365,] 6.71183673 0.00000000 29.4395918
## [366,] 4.82183673 0.00000000 17.1595918
## [367,] 3.55183673 0.00000000 15.2195918
## [368,] 3.46183673 0.00000000 19.3495918
## [369,] 3.57183673 0.00000000 1.7995918
## [370,] 6.12183673 0.00000000 28.0795918
## [371,] 2.11183673 0.00000000 24.5695918
## [372,] 3.86183673 0.00000000 20.1595918
## [373,] 2.82183673 0.00000000 1.0195918
## [374,] 2.95183673 0.00000000 19.9095918
## [375,] 2.75183673 0.00000000 13.3695918
## [376,] 4.03183673 0.00000000 19.3395918
## [377,] 2.90183673 0.00000000 16.3695918
## [378,] 0.37183673 0.13877551 20.6695918
## [379,] 3.63183673 0.00000000 0.0000000
## [380,] 0.55183673 0.73877551 15.7695918
## [381,] 0.00000000 5.33877551 12.3595918
## [382,] 4.54183673 0.00000000 28.1095918
## [383,] 3.72183673 0.00000000 22.5495918
## [384,] 4.88183673 0.00000000 24.4695918
## [385,] 3.38183673 0.00000000 20.7595918
## [386,] 3.06183673 1.43877551 25.6895918
## [387,] 3.37183673 0.00000000 25.1495918
## [388,] 0.00000000 6.43877551 14.5195918
## [389,] 0.00000000 1.33877551 19.9395918
## [390,] 1.77183673 2.33877551 20.5195918
## [391,] 1.41183673 0.00000000 21.9895918
## [392,] 0.00000000 0.03877551 7.0495918
## [393,] 0.00000000 0.83877551 19.4595918
## [394,] 0.00000000 0.00000000 14.3295918
## [395,] 2.39183673 0.00000000 20.6095918
## [396,] 0.00000000 0.00000000 0.0000000
## [397,] 2.01183673 0.00000000 21.7595918
## [398,] 3.49183673 0.00000000 22.9795918
## [399,] 1.08183673 3.63877551 12.5795918
## [400,] 0.88183673 6.03877551 24.2795918
## [401,] 3.15183673 0.00000000 27.1395918
## [402,] 0.00000000 8.63877551 22.2195918
## [403,] 0.00000000 7.73877551 25.1795918
## [404,] 2.93183673 0.00000000 28.0795918
## [405,] 0.00000000 5.83877551 22.8595918
## [406,] 0.00000000 0.00000000 26.2095918
## [407,] 1.49183673 7.03877551 24.2795918
## [408,] 0.00000000 2.33877551 21.5495918
## [409,] 1.59183673 0.00000000 27.2195918
## [410,] 2.54183673 0.00000000 28.4495918
## [411,] 0.14183673 0.00000000 27.1995918
## [412,] 2.78183673 0.00000000 28.4695918
## [413,] 2.53183673 0.00000000 27.4895918
## [414,] 3.38183673 7.23877551 20.8595918
## [415,] 3.04183673 4.43877551 22.7795918
## [416,] 6.03183673 9.23877551 17.4295918
## [417,] 1.40183673 0.00000000 26.2095918
## [418,] 3.23183673 0.00000000 28.2795918
## [419,] 5.87183673 1.03877551 20.7995918
## [420,] 4.64183673 0.00000000 28.4995918
## [421,] 3.82183673 0.00000000 23.3095918
## [422,] 3.43183673 0.00000000 23.5995918
## [423,] 3.46183673 0.00000000 24.2395918
## [424,] 2.48183673 0.13877551 26.4395918
## [425,] 2.60183673 1.53877551 12.4795918
## [426,] 0.60183673 9.53877551 13.1395918
## [427,] 3.06183673 5.93877551 24.9595918
## [428,] 1.38183673 2.73877551 25.8795918
## [429,] 2.76183673 4.23877551 3.0895918
## [430,] 2.51183673 4.13877551 10.8095918
## [431,] 1.72183673 0.00000000 20.2595918
## [432,] 3.06183673 6.23877551 21.9495918
## [433,] 5.05183673 3.63877551 26.0895918
## [434,] 0.56183673 3.63877551 0.0000000
## [435,] 2.50183673 0.00000000 19.6095918
## [436,] 0.00000000 9.13877551 7.6195918
## [437,] 0.00000000 9.43877551 10.5595918
## [438,] 6.11183673 0.00000000 30.2195918
## [439,] 3.55183673 2.03877551 21.0395918
## [440,] 0.13183673 7.03877551 20.0495918
## [441,] 1.96183673 0.00000000 22.4595918
## [442,] 1.28183673 0.00000000 20.8695918
## [443,] 0.00000000 0.00000000 22.2595918
## [444,] 0.00000000 2.83877551 19.4295918
## [445,] 5.29183673 0.00000000 27.0495918
## [446,] 0.00000000 0.23877551 0.0000000
## [447,] 0.70183673 5.13877551 22.0195918
## [448,] 3.49183673 9.93877551 13.7395918
## [449,] 0.00000000 0.43877551 16.4195918
## [450,] 0.00000000 2.83877551 6.3495918
## [451,] 1.41183673 0.23877551 18.8395918
## [452,] 0.00000000 1.73877551 12.4695918
## [453,] 0.00000000 6.33877551 0.0000000
## [454,] 0.00000000 0.00000000 0.0000000
## [455,] 0.00000000 0.00000000 20.7595918
## [456,] 0.00000000 0.00000000 11.1195918
## [457,] 0.00000000 3.73877551 1.8395918
## [458,] 0.00000000 12.93877551 0.0000000
## [459,] 0.00000000 2.23877551 6.4995918
## [460,] 0.00000000 7.83877551 0.0000000
## [461,] 3.41183673 0.00000000 25.1095918
## [462,] 0.00000000 4.33877551 0.0000000
## [463,] 0.00000000 0.00000000 0.0000000
## [464,] 0.00000000 1.83877551 0.0000000
## [465,] 2.15183673 0.00000000 2.8895918
## [466,] 0.00000000 2.73877551 0.0000000
## [467,] 0.00000000 0.00000000 0.0000000
## [468,] 1.94183673 0.00000000 20.1795918
## [469,] 0.14183673 0.00000000 1.2595918
## [470,] 0.00000000 2.93877551 0.0000000
## [471,] 3.74183673 0.00000000 28.7895918
## [472,] 2.14183673 0.00000000 5.2295918
## [473,] 0.00000000 0.00000000 24.6195918
## [474,] 0.00000000 5.53877551 0.0000000
## [475,] 0.00000000 0.00000000 7.4395918
## [476,] 0.77183673 0.00000000 7.5195918
## [477,] 1.67183673 12.23877551 0.0000000
## [478,] 0.78183673 6.03877551 0.0000000
## [479,] 0.00000000 0.00000000 0.0000000
## [480,] 0.00000000 0.00000000 0.0000000
## [481,] 4.87183673 0.00000000 24.1895918
## [482,] 0.00000000 0.00000000 3.6195918
## [483,] 0.00000000 6.73877551 0.0000000
## [484,] 0.00000000 0.00000000 0.0000000
## [485,] 0.00000000 0.00000000 0.0000000
## [486,] 0.00000000 0.00000000 0.0000000
## [487,] 0.00000000 0.00000000 0.0000000
## [488,] 0.00000000 3.73877551 0.0000000
## [489,] 0.00000000 0.93877551 0.0000000
## [490,] 0.00000000 0.00000000 0.0000000
## [491,] 0.00000000 10.03877551 0.0000000
## [492,] 0.00000000 12.33877551 0.0000000
## [493,] 0.00000000 5.33877551 0.0000000
## [494,] 0.00000000 0.00000000 0.0000000
## [495,] 0.00000000 11.83877551 0.0000000
## [496,] 0.00000000 0.00000000 0.0000000
## [497,] 0.00000000 0.00000000 0.0000000
## [498,] 0.00000000 0.00000000 0.0000000
## [499,] 0.00000000 0.00000000 0.0000000
## [500,] 0.00000000 22.53877551 0.0000000
## [501,] 3.11183673 0.00000000 18.8995918
## [502,] 0.00000000 0.00000000 0.0000000
## [503,] 1.59183673 0.00000000 12.3595918
## [504,] 1.06183673 2.83877551 0.0000000
## [505,] 0.00000000 3.63877551 0.0000000
## [506,] 0.00000000 3.23877551 0.0000000
## [507,] 0.00000000 0.00000000 0.0000000
## [508,] 0.00000000 0.00000000 0.0000000
## [509,] 0.00000000 0.00000000 0.0000000
## [510,] 0.00000000 4.13877551 0.0000000
## [511,] 0.00000000 0.00000000 0.0000000
## [512,] 0.13183673 0.00000000 15.4595918
## [513,] 0.00000000 7.03877551 0.0000000
## [514,] 3.96183673 3.33877551 16.8695918
##
## $B
## [,1]
## b0 62.048651644
## b1_x1 -0.004025579
## b2_x2 -1.089526108
## b3_x3 0.047339907
## b4_x4 -0.398918162
## b5_x5 0.069122213
## b6_x6 -0.194730805
## b7_(x1-k1)+ 4.466571484
## b8_(x2-k2)+ 13.812937313
## b9_(x3-k3)+ -4.463906685
## b10_(x4-k4)+ 8.479056879
## b11_(x5-k5)+ 6.590426660
## b12_(x6-k6)+ 0.735663074
#UJI SIGNIFIKANSI 1 TITIK KNOT
uji=function(alpha,parameter)
{
# membaca titik knot optimal (GCV terkecil)
knot1=read.csv("C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Data Titik Knot 1_DS2.CSV", header=TRUE)
knot1=as.matrix(knot1)
knot1=knot1[,-1] #buang kolom index baris
knot1=knot1[order(knot1[,1]),] #urutkan berdasarkan GCV terkecil
data=as.matrix(data)
N=nrow(data)
M=ncol(data)
m=ncol(data)-parameter-1
dataA=data[,(parameter+2):M]
dataA=as.matrix(dataA)
knotopt=as.numeric(knot1[1,4:(3+m)]) #knot X1-X6 pada baris GCV terkecil
aa=rep(1,N)
data1=matrix(ncol=m,nrow=N)
data2=data[,2:M] #data x saja
for (j in 1:m)
{
for (k in 1:N)
{
if (data[k,(j+parameter+1)]<knotopt[j]) data1[k,j]=0 else
data1[k,j]=data[k,(j+parameter+1)]-knotopt[j]
}
}
mx=as.matrix(cbind(aa,data2,data1))
C=pinv(t(mx)%*%mx)
B=C%*%(t(mx)%*%data[,1])
np=nrow(B) #banyaknya parameter
yhat=mx%*%B
res=data[,1]-yhat
SSE=sum((res)^2)
SSR=sum((yhat-mean(data[,1]))^2)
SST=sum((data[,1]-mean(data[,1]))^2)
MSE=SSE/(N)
MSR=SSR/(np-1)
Rsq=(SSR/(SSR+SSE))*100
rownames(B) = c("b0",
paste0("b", 1:m, "_x", 1:m),
paste0("b", (m + 1):(2 * m), "_(x", 1:m, "-k", 1:m, ")+"))
# UJI SIMULTAN
Fhit=MSR/MSE
pvalue=pf(Fhit,(np-1),(N-np),lower.tail=FALSE)
cat("\n[ UJI SIMULTAN | SPLINE 1 KNOT ]\n\n")
cat(" | F hitung :", format(Fhit, digits=8), "\n")
cat(" | p-value :", format(pvalue, digits=8), "\n")
if (pvalue<=alpha)
{
cat(" | Keputusan : Tolak Ho\n")
cat(" | Kesimpulan : minimal terdapat 1 variabel bebas yang signifikan\n")
} else
{
cat(" | Keputusan : Gagal Tolak Ho\n")
cat(" | Kesimpulan : semua variabel bebas tidak berpengaruh signifikan\n")
}
# UJI PARSIAL
thit=rep(NA,np)
pval=rep(NA,np)
SE=sqrt(diag(MSE*C))
cat("\n[ UJI PARSIAL | SPLINE 1 KNOT ]\n\n")
for (i in 1:np)
{
thit[i]=B[i,1]/SE[i]
pval[i]=2*(pt(abs(thit[i]),(N-np),lower.tail=FALSE))
ket=if (pval[i]<=alpha) "Signifikan (Tolak Ho)" else "Tidak signifikan (Gagal Tolak Ho)"
cat(sprintf(" > %-12s : t = %9.4f | p = %8.6f | %s\n", rownames(B)[i], thit[i], pval[i], ket))
}
# ANOVA
cat("\n[ ANALYSIS OF VARIANCE ]\n\n")
cat(sprintf(" %-8s %4s %14s %14s %10s\n", "Sumber", "df", "SS", "MS", "Fhit"))
cat(sprintf(" %-8s %4d %14.4f %14.4f %10.4f\n", "Regresi", np-1, SSR, MSR, Fhit))
cat(sprintf(" %-8s %4d %14.4f %14.4f\n", "Error", N-np, SSE, MSE))
cat(sprintf(" %-8s %4d %14.4f\n", "Total", N-1, SST))
cat("\n | s :", format(sqrt(MSE), digits=6), "\n")
cat(" | R-square :", format(Rsq, digits=6), "%\n")
cat(" | p-value (F) :", format(pvalue, digits=8), "\n\n")
write.csv(res, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji Residual Titik Knot 1_DS2.CSV")
write.csv(mx, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji MX Titik Knot 1_DS2.CSV")
write.csv(yhat, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji yhat Titik Knot 1_DS2.CSV")
}
uji(0.1, 0)
##
## [ UJI SIMULTAN | SPLINE 1 KNOT ]
##
## | F hitung : 71.151791
## | p-value : 5.2008452e-100
## | Keputusan : Tolak Ho
## | Kesimpulan : minimal terdapat 1 variabel bebas yang signifikan
##
## [ UJI PARSIAL | SPLINE 1 KNOT ]
##
## > b0 : t = 8.1663 | p = 0.000000 | Signifikan (Tolak Ho)
## > b1_x1 : t = 1.2891 | p = 0.197943 | Tidak signifikan (Gagal Tolak Ho)
## > b2_x2 : t = -3.8729 | p = 0.000122 | Signifikan (Tolak Ho)
## > b3_x3 : t = -0.6295 | p = 0.529321 | Tidak signifikan (Gagal Tolak Ho)
## > b4_x4 : t = -3.8483 | p = 0.000134 | Signifikan (Tolak Ho)
## > b5_x5 : t = 1.2710 | p = 0.204302 | Tidak signifikan (Gagal Tolak Ho)
## > b6_x6 : t = -7.0657 | p = 0.000000 | Signifikan (Tolak Ho)
## > b7_(x1-k1)+ : t = -2.0157 | p = 0.044361 | Signifikan (Tolak Ho)
## > b8_(x2-k2)+ : t = 2.2318 | p = 0.026073 | Signifikan (Tolak Ho)
## > b9_(x3-k3)+ : t = -0.5427 | p = 0.587556 | Tidak signifikan (Gagal Tolak Ho)
## > b10_(x4-k4)+ : t = 1.6271 | p = 0.104349 | Tidak signifikan (Gagal Tolak Ho)
## > b11_(x5-k5)+ : t = 3.8276 | p = 0.000146 | Signifikan (Tolak Ho)
## > b12_(x6-k6)+ : t = 5.1669 | p = 0.000000 | Signifikan (Tolak Ho)
##
## [ ANALYSIS OF VARIANCE ]
##
## Sumber df SS MS Fhit
## Regresi 12 16391.0391 1365.9199 71.1518
## Error 501 9867.3952 19.1973
## Total 513 26258.4343
##
## | s : 4.38147
## | R-square : 62.422 %
## | p-value (F) : 5.2008452e-100
#PEMILIHAN 2 TITIK KNOT
GCV2=function(data)
{
parameter=0
data=as.matrix(data)
N=nrow(data)
M=ncol(data)
m=ncol(data)-parameter-1
dataA=data[,(parameter+2):M]
dataA=as.matrix(dataA)
F=diag(N)
nk=50 #nk=banyaknya alternatif titik knot yang akan dicoba
knot1=matrix(ncol=m,nrow=nk)
for (i in (1:m)) #membuat knot
{
a=seq(min(dataA[,i]),max(dataA[,i]),length.out=nk)
knot1[,i]=t(as.matrix(a))
}
a1=length(knot1[,1])
knot1=as.matrix(knot1[2:(a1-1),])
a2=nk-2
z=(a2*(a2-1)/2)
knot2=cbind(rep(NA,(z+1)))
for (i in (1:m))
{
knot=rbind(rep(NA,2))
for ( j in 1:(a2-1))
{
for (k in (j+1):a2)
{ xx=cbind(knot1[j,i],knot1[k,i])
knot=rbind(knot,xx)
}
}
knot2=cbind(knot2,knot)
}
knot2=knot2[2:(z+1),2:(2*m+1)]
a3=nrow(knot2)
aa=rep(1,N)
data1=matrix(ncol=2*m,nrow=N)
data2=data[,2:M] #data x saja
nk1=nrow(knot2)
GCV=as.matrix(rep(NA,nk1),ncol=1);colnames(GCV)<-"GCV"
MSE=as.matrix(rep(NA,nk1),ncol=1);colnames(MSE)<-"MSE"
SSE=rep(NA,nk1)
SSR=rep(NA,nk1)
Rsq=as.matrix(rep(NA,nk1),ncol=1);colnames(Rsq)<-"Rsq"
knotke=matrix(c(1:nk1),ncol=1);colnames(knotke)<-"knot_ke"
for (i in 1:a3)
{
data1=matrix(ncol=2*m,nrow=N)
for (j in 1:(2*m))
{
b=ceiling(j/2)
for (k in 1:N)
{
if (data[k,(b+parameter+1)]<knot2[i,j]) data1[k,j]=0 else
data1[k,j]=data[k,(b+parameter+1)]-knot2[i,j]
}
}
mx=as.matrix(cbind(aa,data2,data1))
C=pinv(t(mx)%*%mx)
B=C%*%(t(mx)%*%data[,1])
yhat=mx%*%B
res=data[,1]-yhat
SSE[i]=sum((res)^2)
SSR[i]=sum((yhat-mean(data[,1]))^2)
MSE[i]=SSE[i]/(N)
Rsq[i]=(SSR[i]/(SSR[i]+SSE[i]))*100
A=mx%*%C%*%t(mx)
A1=(F-A)
A2=(sum(diag(A1))/N)^2
GCV[i]=MSE[i]/A2
}
dataAll=as.matrix(cbind(GCV,Rsq,knotke,knot2))
dataG=dataAll[order(GCV),-2]
write.csv(dataAll, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Data Titik Knot 2_DS2.CSV")
# ---- hasil GCV terkecil ----
cat("\n[ HASIL GCV TERKECIL | SPLINE 2 KNOT ]\n\n")
cat(" | GCV minimum :", format(dataG[1,1], digits=8), "\n")
cat(" | Knot ke- :", dataG[1,2], "\n")
for (v in 1:m) cat(" | Knot X", v, " : ", paste(format(dataG[1,(2+(v-1)*2+1):(2+v*2)], digits=6), collapse=" ; "), "\n", sep="")
cat("\n[ 10 NILAI GCV TERKECIL ]\n\n")
print(dataG[1:10,])
# ---- hitung ulang B pada knot dengan GCV terkecil ----
knotgcv=knot2[dataG[1,2],]
datagcv1=matrix(ncol=2*m,nrow=N)
for (j in 1:(2*m))
{
b=ceiling(j/2)
for (k in 1:N)
{
if (data[k,(b+parameter+1)]<knotgcv[j]) datagcv1[k,j]=0 else
datagcv1[k,j]=data[k,(b+parameter+1)]-knotgcv[j]
}
}
mxgcv=as.matrix(cbind(aa,data2,datagcv1))
C=pinv(t(mxgcv)%*%mxgcv)
B=C%*%(t(mxgcv)%*%data[,1])
# ---- estimasi parameter ----
rownames(B) = c("b0",
paste0("b", 1:m, "_x", 1:m),
paste0("b", (m + 1):(3 * m), "_(x", rep(1:m, each = 2), "-k", rep(1:m, each = 2), ".", rep(1:2, m), ")+"))
cat("\n[ ESTIMASI PARAMETER | TITIK KNOT KE-2 ]\n\n")
print(B)
cat("\n")
return(list(knotgcv=knotgcv,mingcv=dataG[1,1],mxgcv=mxgcv,B=B))
}
GCV2(data)
##
## [ HASIL GCV TERKECIL | SPLINE 2 KNOT ]
##
## | GCV minimum : 18.985476
## | Knot ke- : 921
## | Knot X1 : 56.9257 ; 63.0249
## | Knot X2 : 7.82857 ; 8.53020
## | Knot X3 : 49.6114 ; 54.9269
## | Knot X4 : 68.4114 ; 69.7712
## | Knot X5 : 28.6857 ; 31.7592
## | Knot X6 : 61.1286 ; 66.1631
##
## [ 10 NILAI GCV TERKECIL ]
##
## GCV knot_ke
## [1,] 18.98548 921 56.92571 63.02490 7.828571 8.530204 49.61143 54.92694
## [2,] 18.98686 920 56.92571 60.99184 7.828571 8.296327 49.61143 53.15510
## [3,] 19.04751 901 54.89265 63.02490 7.594694 8.530204 47.83959 54.92694
## [4,] 19.10503 939 58.95878 60.99184 8.062449 8.296327 51.38327 53.15510
## [5,] 19.12689 919 56.92571 58.95878 7.828571 8.062449 49.61143 51.38327
## [6,] 19.12877 900 54.89265 60.99184 7.594694 8.296327 47.83959 53.15510
## [7,] 19.13558 940 58.95878 63.02490 8.062449 8.530204 51.38327 54.92694
## [8,] 19.15718 880 52.85959 63.02490 7.360816 8.530204 46.06776 54.92694
## [9,] 19.19519 902 54.89265 65.05796 7.594694 8.764082 47.83959 56.69878
## [10,] 19.21913 922 56.92571 65.05796 7.828571 8.764082 49.61143 56.69878
##
## [1,] 68.41143 69.77122 28.68571 31.75918 61.12857 66.16306
## [2,] 68.41143 69.31796 28.68571 30.73469 61.12857 64.48490
## [3,] 67.95816 69.77122 27.66122 31.75918 59.45041 66.16306
## [4,] 68.86469 69.31796 29.71020 30.73469 62.80673 64.48490
## [5,] 68.41143 68.86469 28.68571 29.71020 61.12857 62.80673
## [6,] 67.95816 69.31796 27.66122 30.73469 59.45041 64.48490
## [7,] 68.86469 69.77122 29.71020 31.75918 62.80673 66.16306
## [8,] 67.50490 69.77122 26.63673 31.75918 57.77224 66.16306
## [9,] 67.95816 70.22449 27.66122 32.78367 59.45041 67.84122
## [10,] 68.41143 70.22449 28.68571 32.78367 61.12857 67.84122
##
## [ ESTIMASI PARAMETER | TITIK KNOT KE-2 ]
##
## [,1]
## b0 91.36884400
## b1_x1 -0.01679699
## b2_x2 -0.92744459
## b3_x3 -0.03116134
## b4_x4 -0.52954211
## b5_x5 0.02368497
## b6_x6 -0.62717611
## b7_(x1-k1.1)+ 0.47186143
## b8_(x1-k1.2)+ -0.68801713
## b9_(x2-k2.1)+ -0.40340313
## b10_(x2-k2.2)+ 0.81801155
## b11_(x3-k3.1)+ 1.06073557
## b12_(x3-k3.2)+ -1.35431420
## b13_(x4-k4.1)+ -0.59686929
## b14_(x4-k4.2)+ 1.14374483
## b15_(x5-k5.1)+ 0.45300042
## b16_(x5-k5.2)+ -0.18233420
## b17_(x6-k6.1)+ 1.73075599
## b18_(x6-k6.2)+ -1.34946890
## $knotgcv
## [1] 56.925714 63.024898 7.828571 8.530204 49.611429 54.926939 68.411429
## [8] 69.771224 28.685714 31.759184 61.128571 66.163061
##
## $mingcv
## GCV
## 18.98548
##
## $mxgcv
## aa X2 X3 X4 X5 X6 Y
## [1,] 1 34.05 8.50 2.22 64.81 40.2 73.84 0.0000000 0.000000 0.671428571
## [2,] 1 44.19 10.13 2.20 68.65 32.9 76.87 0.0000000 0.000000 2.301428571
## [3,] 1 38.66 8.99 1.68 69.07 29.7 77.19 0.0000000 0.000000 1.161428571
## [4,] 1 26.30 10.04 2.16 69.18 23.6 69.08 0.0000000 0.000000 2.211428571
## [5,] 1 23.36 10.27 1.46 68.34 33.4 78.27 0.0000000 0.000000 2.441428571
## [6,] 1 10.06 10.87 1.38 70.14 30.1 84.72 0.0000000 0.000000 3.041428571
## [7,] 1 31.46 9.29 0.70 67.29 29.5 76.69 0.0000000 0.000000 1.461428571
## [8,] 1 37.08 9.37 0.56 69.15 25.2 77.12 0.0000000 0.000000 1.541428571
## [9,] 1 17.76 9.91 1.68 65.61 30.7 77.54 0.0000000 0.000000 2.081428571
## [10,] 1 40.31 9.02 1.74 67.78 34.1 46.10 0.0000000 0.000000 1.191428571
## [11,] 1 27.66 9.67 0.46 71.66 32.9 80.83 0.0000000 0.000000 1.841428571
## [12,] 1 24.17 9.20 1.70 65.48 27.9 78.05 0.0000000 0.000000 1.371428571
## [13,] 1 20.48 8.39 6.33 65.92 15.4 77.06 0.0000000 0.000000 0.561428571
## [14,] 1 26.92 8.98 4.54 67.55 34.0 79.69 0.0000000 0.000000 1.151428571
## [15,] 1 24.00 9.14 2.19 69.60 31.6 76.60 0.0000000 0.000000 1.311428571
## [16,] 1 14.56 9.58 1.27 70.04 35.9 81.16 0.0000000 0.000000 1.751428571
## [17,] 1 61.03 10.30 1.15 69.64 32.2 46.98 4.1042857 0.000000 2.471428571
## [18,] 1 32.95 9.85 0.46 70.60 29.4 78.95 0.0000000 0.000000 2.021428571
## [19,] 1 0.11 12.74 0.01 72.02 21.7 87.96 0.0000000 0.000000 4.911428571
## [20,] 1 3.95 10.94 0.20 70.98 25.6 73.80 0.0000000 0.000000 3.111428571
## [21,] 1 1.81 11.31 0.08 72.06 20.7 83.03 0.0000000 0.000000 3.481428571
## [22,] 1 6.24 11.27 0.17 69.78 25.6 78.05 0.0000000 0.000000 3.441428571
## [23,] 1 55.11 8.78 1.40 64.41 29.6 41.12 0.0000000 0.000000 0.951428571
## [24,] 1 35.19 8.96 1.42 67.90 23.8 73.81 0.0000000 0.000000 1.131428571
## [25,] 1 51.69 10.19 2.22 69.57 27.4 78.14 0.0000000 0.000000 2.361428571
## [26,] 1 55.31 9.57 3.22 65.56 15.6 77.29 0.0000000 0.000000 1.741428571
## [27,] 1 64.15 7.06 0.87 70.34 20.3 72.41 7.2242857 1.125102 0.000000000
## [28,] 1 26.92 8.97 1.85 69.64 16.9 79.92 0.0000000 0.000000 1.141428571
## [29,] 1 41.28 10.28 1.51 72.28 24.7 82.28 0.0000000 0.000000 2.451428571
## [30,] 1 14.42 10.41 0.51 72.31 33.8 86.20 0.0000000 0.000000 2.581428571
## [31,] 1 41.91 9.78 1.78 72.20 17.7 82.42 0.0000000 0.000000 1.951428571
## [32,] 1 24.26 9.18 1.82 69.09 11.0 76.65 0.0000000 0.000000 1.351428571
## [33,] 1 41.36 9.69 1.39 70.77 20.2 76.96 0.0000000 0.000000 1.861428571
## [34,] 1 36.67 10.08 2.02 70.11 32.6 82.50 0.0000000 0.000000 2.251428571
## [35,] 1 25.69 10.50 2.06 71.24 28.0 84.33 0.0000000 0.000000 2.671428571
## [36,] 1 55.14 9.37 3.08 63.47 20.7 70.54 0.0000000 0.000000 1.541428571
## [37,] 1 63.23 6.99 1.20 69.58 31.8 65.87 6.3042857 0.205102 0.000000000
## [38,] 1 56.82 9.90 3.57 66.89 28.9 75.32 0.0000000 0.000000 2.071428571
## [39,] 1 49.20 9.93 3.18 70.27 18.4 81.16 0.0000000 0.000000 2.101428571
## [40,] 1 47.18 9.20 2.85 72.24 22.4 80.35 0.0000000 0.000000 1.371428571
## [41,] 1 33.30 9.14 1.51 69.59 14.4 85.35 0.0000000 0.000000 1.311428571
## [42,] 1 35.54 9.13 0.72 67.88 17.7 78.37 0.0000000 0.000000 1.301428571
## [43,] 1 42.52 9.74 3.26 67.82 21.8 75.14 0.0000000 0.000000 1.911428571
## [44,] 1 39.91 9.86 2.67 67.71 17.7 76.75 0.0000000 0.000000 2.031428571
## [45,] 1 24.70 9.32 2.79 69.54 16.0 57.85 0.0000000 0.000000 1.491428571
## [46,] 1 37.52 9.28 2.18 70.25 9.6 80.30 0.0000000 0.000000 1.451428571
## [47,] 1 46.34 7.01 1.41 70.24 20.3 73.17 0.0000000 0.000000 0.000000000
## [48,] 1 85.31 7.19 0.69 69.96 28.9 65.35 28.3842857 22.285102 0.000000000
## [49,] 1 2.92 11.59 0.02 73.93 5.8 90.25 0.0000000 0.000000 3.761428571
## [50,] 1 8.31 11.56 0.04 74.75 7.7 89.82 0.0000000 0.000000 3.731428571
## [51,] 1 4.27 10.45 0.01 70.18 10.6 81.03 0.0000000 0.000000 2.621428571
## [52,] 1 1.10 10.13 0.07 64.28 5.7 74.59 0.0000000 0.000000 2.301428571
## [53,] 1 5.42 11.07 0.05 73.13 19.4 88.22 0.0000000 0.000000 3.241428571
## [54,] 1 28.45 10.88 0.04 71.63 10.4 77.31 0.0000000 0.000000 3.051428571
## [55,] 1 37.86 11.11 0.14 70.20 26.1 71.32 0.0000000 0.000000 3.281428571
## [56,] 1 20.47 8.52 0.25 72.09 18.9 66.12 0.0000000 0.000000 0.691428571
## [57,] 1 15.76 9.13 2.78 71.52 27.0 86.71 0.0000000 0.000000 1.301428571
## [58,] 1 32.61 8.57 3.29 69.56 25.4 82.56 0.0000000 0.000000 0.741428571
## [59,] 1 27.30 9.23 3.62 67.02 28.5 82.05 0.0000000 0.000000 1.401428571
## [60,] 1 15.74 9.56 1.37 70.84 18.5 89.40 0.0000000 0.000000 1.731428571
## [61,] 1 23.54 8.86 0.92 69.70 19.4 85.08 0.0000000 0.000000 1.031428571
## [62,] 1 20.57 9.63 1.95 73.23 20.1 86.92 0.0000000 0.000000 1.801428571
## [63,] 1 33.84 8.37 3.12 70.30 28.6 82.59 0.0000000 0.000000 0.541428571
## [64,] 1 33.26 8.37 2.69 68.29 29.4 82.09 0.0000000 0.000000 0.541428571
## [65,] 1 72.89 7.85 8.11 65.10 33.7 53.86 15.9642857 9.865102 0.021428571
## [66,] 1 26.93 9.23 2.33 72.24 17.7 84.98 0.0000000 0.000000 1.401428571
## [67,] 1 26.75 9.36 6.80 68.71 14.7 85.60 0.0000000 0.000000 1.531428571
## [68,] 1 34.36 9.69 2.10 68.53 29.7 80.91 0.0000000 0.000000 1.861428571
## [69,] 1 4.19 11.60 0.10 74.16 24.2 89.63 0.0000000 0.000000 3.771428571
## [70,] 1 2.11 11.27 0.05 74.39 16.3 92.90 0.0000000 0.000000 3.441428571
## [71,] 1 6.49 10.45 0.44 70.69 19.5 83.45 0.0000000 0.000000 2.621428571
## [72,] 1 12.33 12.23 0.05 73.23 15.8 87.05 0.0000000 0.000000 4.401428571
## [73,] 1 2.64 11.77 0.02 75.13 20.1 92.86 0.0000000 0.000000 3.941428571
## [74,] 1 3.37 11.25 0.09 74.43 19.8 89.33 0.0000000 0.000000 3.421428571
## [75,] 1 14.32 10.93 0.07 70.95 17.7 84.08 0.0000000 0.000000 3.101428571
## [76,] 1 24.67 9.44 4.21 71.42 7.6 59.69 0.0000000 0.000000 1.611428571
## [77,] 1 16.34 8.61 5.19 70.69 12.7 60.71 0.0000000 0.000000 0.781428571
## [78,] 1 36.88 9.51 4.00 71.79 17.9 65.75 0.0000000 0.000000 1.681428571
## [79,] 1 73.12 7.77 5.86 68.62 18.8 69.30 16.1942857 10.095102 0.000000000
## [80,] 1 13.63 9.07 7.97 72.00 10.1 71.59 0.0000000 0.000000 1.241428571
## [81,] 1 15.70 9.26 4.42 70.84 15.9 58.88 0.0000000 0.000000 1.431428571
## [82,] 1 37.28 8.89 3.59 70.99 16.6 68.67 0.0000000 0.000000 1.061428571
## [83,] 1 9.90 10.01 4.77 71.64 10.4 77.06 0.0000000 0.000000 2.181428571
## [84,] 1 28.94 9.01 4.29 69.13 23.0 73.80 0.0000000 0.000000 1.181428571
## [85,] 1 89.58 8.47 5.21 68.41 19.6 71.15 32.6542857 26.555102 0.641428571
## [86,] 1 7.83 11.82 0.08 73.02 8.7 92.20 0.0000000 0.000000 3.991428571
## [87,] 1 13.10 10.35 1.18 71.67 14.9 76.30 0.0000000 0.000000 2.521428571
## [88,] 1 32.30 8.25 3.39 70.55 8.7 83.76 0.0000000 0.000000 0.421428571
## [89,] 1 50.04 8.61 3.48 71.75 14.9 75.01 0.0000000 0.000000 0.781428571
## [90,] 1 49.63 8.20 4.47 69.70 4.8 65.64 0.0000000 0.000000 0.371428571
## [91,] 1 28.95 8.42 4.41 71.22 10.1 74.13 0.0000000 0.000000 0.591428571
## [92,] 1 29.18 9.09 3.41 71.84 12.0 68.51 0.0000000 0.000000 1.261428571
## [93,] 1 53.10 8.59 4.23 68.67 14.1 69.60 0.0000000 0.000000 0.761428571
## [94,] 1 49.09 8.15 4.79 66.98 23.7 69.99 0.0000000 0.000000 0.321428571
## [95,] 1 26.74 8.53 2.66 68.43 13.7 73.39 0.0000000 0.000000 0.701428571
## [96,] 1 28.31 8.40 5.11 70.49 22.7 71.36 0.0000000 0.000000 0.571428571
## [97,] 1 9.34 11.34 0.04 73.29 13.5 85.88 0.0000000 0.000000 3.511428571
## [98,] 1 8.00 10.04 0.32 72.86 4.1 87.06 0.0000000 0.000000 2.211428571
## [99,] 1 27.60 9.40 1.75 68.85 15.7 73.01 0.0000000 0.000000 1.571428571
## [100,] 1 31.03 7.51 6.17 69.31 32.5 79.54 0.0000000 0.000000 0.000000000
## [101,] 1 30.27 8.12 2.57 69.72 25.9 75.62 0.0000000 0.000000 0.291428571
## [102,] 1 40.77 8.73 1.94 66.87 7.8 75.19 0.0000000 0.000000 0.901428571
## [103,] 1 39.52 7.85 3.73 68.95 21.9 77.66 0.0000000 0.000000 0.021428571
## [104,] 1 28.89 8.14 6.17 69.51 16.5 79.48 0.0000000 0.000000 0.311428571
## [105,] 1 55.26 7.60 5.17 69.76 20.4 79.17 0.0000000 0.000000 0.000000000
## [106,] 1 37.40 8.40 1.46 69.78 9.3 85.17 0.0000000 0.000000 0.571428571
## [107,] 1 49.77 8.40 2.53 67.88 23.0 75.37 0.0000000 0.000000 0.571428571
## [108,] 1 28.50 8.35 1.34 66.33 22.9 77.55 0.0000000 0.000000 0.521428571
## [109,] 1 71.69 7.83 2.38 65.73 32.6 67.42 14.7642857 8.665102 0.001428571
## [110,] 1 31.52 7.53 1.98 68.96 15.4 78.79 0.0000000 0.000000 0.000000000
## [111,] 1 44.73 7.70 6.83 66.37 33.1 59.58 0.0000000 0.000000 0.000000000
## [112,] 1 2.15 11.09 0.04 71.99 18.9 83.62 0.0000000 0.000000 3.261428571
## [113,] 1 41.12 9.68 0.87 67.70 23.3 57.79 0.0000000 0.000000 1.851428571
## [114,] 1 33.15 9.51 0.26 70.25 17.5 66.10 0.0000000 0.000000 1.681428571
## [115,] 1 40.09 10.31 0.24 71.27 15.4 68.11 0.0000000 0.000000 2.481428571
## [116,] 1 59.02 9.53 1.05 68.40 24.0 74.91 2.0942857 0.000000 1.701428571
## [117,] 1 55.84 9.31 1.16 69.22 28.6 73.11 0.0000000 0.000000 1.481428571
## [118,] 1 43.03 8.22 3.15 68.77 21.6 72.62 0.0000000 0.000000 0.391428571
## [119,] 1 46.75 8.25 3.87 67.27 14.3 74.75 0.0000000 0.000000 0.421428571
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## [505,] 0.00000000 0.0000000 0.0000000
## [506,] 0.00000000 0.0000000 0.0000000
## [507,] 0.00000000 0.0000000 0.0000000
## [508,] 0.00000000 0.0000000 0.0000000
## [509,] 0.00000000 0.0000000 0.0000000
## [510,] 0.04081633 0.0000000 0.0000000
## [511,] 0.00000000 0.0000000 0.0000000
## [512,] 0.00000000 13.7814286 8.7469388
## [513,] 2.94081633 0.0000000 0.0000000
## [514,] 0.00000000 15.1914286 10.1569388
##
## $B
## [,1]
## b0 91.36884400
## b1_x1 -0.01679699
## b2_x2 -0.92744459
## b3_x3 -0.03116134
## b4_x4 -0.52954211
## b5_x5 0.02368497
## b6_x6 -0.62717611
## b7_(x1-k1.1)+ 0.47186143
## b8_(x1-k1.2)+ -0.68801713
## b9_(x2-k2.1)+ -0.40340313
## b10_(x2-k2.2)+ 0.81801155
## b11_(x3-k3.1)+ 1.06073557
## b12_(x3-k3.2)+ -1.35431420
## b13_(x4-k4.1)+ -0.59686929
## b14_(x4-k4.2)+ 1.14374483
## b15_(x5-k5.1)+ 0.45300042
## b16_(x5-k5.2)+ -0.18233420
## b17_(x6-k6.1)+ 1.73075599
## b18_(x6-k6.2)+ -1.34946890
#UJI SIGNIFIKANSI 2 TITIK KNOT
uji=function(alpha,parameter)
{
# ---- membaca titik knot optimal (GCV terkecil) ----
knot2=read.csv("C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Data Titik Knot 2_DS2.CSV", header=TRUE)
knot2=as.matrix(knot2)
knot2=knot2[,-1] #buang kolom index baris
knot2=knot2[order(knot2[,1]),] #urutkan berdasarkan GCV terkecil
data=as.matrix(data)
N=nrow(data)
M=ncol(data)
m=ncol(data)-parameter-1
dataA=data[,(parameter+2):M]
dataA=as.matrix(dataA)
knotopt=as.numeric(knot2[1,4:(3+2*m)]) #knot X1-X6 pada baris GCV terkecil (2 knot per variabel)
aa=rep(1,N)
data1=matrix(ncol=2*m,nrow=N)
data2=data[,2:M] #data x saja
for (j in 1:(2*m))
{
b=ceiling(j/2)
for (k in 1:N)
{
if (data[k,(b+parameter+1)]<knotopt[j]) data1[k,j]=0 else
data1[k,j]=data[k,(b+parameter+1)]-knotopt[j]
}
}
mx=as.matrix(cbind(aa,data2,data1))
C=pinv(t(mx)%*%mx)
B=C%*%(t(mx)%*%data[,1])
np=nrow(B) #banyaknya parameter
yhat=mx%*%B
res=data[,1]-yhat
SSE=sum((res)^2)
SSR=sum((yhat-mean(data[,1]))^2)
SST=sum((data[,1]-mean(data[,1]))^2)
MSE=SSE/(N)
MSR=SSR/(np-1)
Rsq=(SSR/(SSR+SSE))*100
rownames(B) = c("b0",
paste0("b", 1:m, "_x", 1:m),
paste0("b", (m + 1):(3 * m), "_(x", rep(1:m, each = 2), "-k", rep(1:m, each = 2), ".", rep(1:2, m), ")+"))
# ---- uji simultan ----
Fhit=MSR/MSE
pvalue=pf(Fhit,(np-1),(N-np),lower.tail=FALSE)
cat("\n[ UJI SIMULTAN | SPLINE 2 KNOT ]\n\n")
cat(" | F hitung :", format(Fhit, digits=8), "\n")
cat(" | p-value :", format(pvalue, digits=8), "\n")
if (pvalue<=alpha)
{
cat(" | Keputusan : Tolak Ho\n")
cat(" | Kesimpulan : minimal terdapat 1 variabel bebas yang signifikan\n")
} else
{
cat(" | Keputusan : Gagal Tolak Ho\n")
cat(" | Kesimpulan : semua variabel bebas tidak berpengaruh signifikan\n")
}
# ---- uji parsial ----
thit=rep(NA,np)
pval=rep(NA,np)
SE=sqrt(diag(MSE*C))
cat("\n[ UJI PARSIAL | SPLINE 2 KNOT ]\n\n")
for (i in 1:np)
{
thit[i]=B[i,1]/SE[i]
pval[i]=2*(pt(abs(thit[i]),(N-np),lower.tail=FALSE))
ket=if (pval[i]<=alpha) "Signifikan (Tolak Ho)" else "Tidak signifikan (Gagal Tolak Ho)"
cat(sprintf(" > %-14s : t = %9.4f | p = %8.6f | %s\n", rownames(B)[i], thit[i], pval[i], ket))
}
# ---- anova ----
cat("\n[ ANALYSIS OF VARIANCE ]\n\n")
cat(sprintf(" %-8s %4s %14s %14s %10s\n", "Sumber", "df", "SS", "MS", "Fhit"))
cat(sprintf(" %-8s %4d %14.4f %14.4f %10.4f\n", "Regresi", np-1, SSR, MSR, Fhit))
cat(sprintf(" %-8s %4d %14.4f %14.4f\n", "Error", N-np, SSE, MSE))
cat(sprintf(" %-8s %4d %14.4f\n", "Total", N-1, SST))
cat("\n | s :", format(sqrt(MSE), digits=6), "\n")
cat(" | R-square :", format(Rsq, digits=6), "%\n")
cat(" | p-value (F) :", format(pvalue, digits=8), "\n\n")
write.csv(res, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji Residual Titik Knot 2_DS2.CSV")
write.csv(mx, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji MX Titik Knot 2_DS2.CSV")
write.csv(yhat, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji yhat Titik Knot 2_DS2.CSV")
}
uji(0.1, 0)
##
## [ UJI SIMULTAN | SPLINE 2 KNOT ]
##
## | F hitung : 54.294094
## | p-value : 1.0594242e-104
## | Keputusan : Tolak Ho
## | Kesimpulan : minimal terdapat 1 variabel bebas yang signifikan
##
## [ UJI PARSIAL | SPLINE 2 KNOT ]
##
## > b0 : t = 7.6447 | p = 0.000000 | Signifikan (Tolak Ho)
## > b1_x1 : t = -0.9527 | p = 0.341205 | Tidak signifikan (Gagal Tolak Ho)
## > b2_x2 : t = -1.7723 | p = 0.076964 | Signifikan (Tolak Ho)
## > b3_x3 : t = -0.9134 | p = 0.361477 | Tidak signifikan (Gagal Tolak Ho)
## > b4_x4 : t = -3.0754 | p = 0.002218 | Signifikan (Tolak Ho)
## > b5_x5 : t = 0.7144 | p = 0.475295 | Tidak signifikan (Gagal Tolak Ho)
## > b6_x6 : t = -9.1629 | p = 0.000000 | Signifikan (Tolak Ho)
## > b7_(x1-k1.1)+ : t = 2.0563 | p = 0.040279 | Signifikan (Tolak Ho)
## > b8_(x1-k1.2)+ : t = -2.5504 | p = 0.011061 | Signifikan (Tolak Ho)
## > b9_(x2-k2.1)+ : t = -0.3313 | p = 0.740557 | Tidak signifikan (Gagal Tolak Ho)
## > b10_(x2-k2.2)+ : t = 0.7739 | p = 0.439353 | Tidak signifikan (Gagal Tolak Ho)
## > b11_(x3-k3.1)+ : t = 1.5575 | p = 0.120000 | Tidak signifikan (Gagal Tolak Ho)
## > b12_(x3-k3.2)+ : t = -1.6698 | p = 0.095584 | Signifikan (Tolak Ho)
## > b13_(x4-k4.1)+ : t = -1.0436 | p = 0.297175 | Tidak signifikan (Gagal Tolak Ho)
## > b14_(x4-k4.2)+ : t = 2.0866 | p = 0.037433 | Signifikan (Tolak Ho)
## > b15_(x5-k5.1)+ : t = 1.7280 | p = 0.084621 | Signifikan (Tolak Ho)
## > b16_(x5-k5.2)+ : t = -0.5723 | p = 0.567403 | Tidak signifikan (Gagal Tolak Ho)
## > b17_(x6-k6.1)+ : t = 7.0531 | p = 0.000000 | Signifikan (Tolak Ho)
## > b18_(x6-k6.2)+ : t = -5.8889 | p = 0.000000 | Signifikan (Tolak Ho)
##
## [ ANALYSIS OF VARIANCE ]
##
## Sumber df SS MS Fhit
## Regresi 18 17208.0137 956.0008 54.2941
## Error 495 9050.4206 17.6078
## Total 513 26258.4343
##
## | s : 4.19617
## | R-square : 65.5333 %
## | p-value (F) : 1.0594242e-104
#PEMILIHAN 3 TITIK KNOT
GCV3=function(data)
{
parameter=0
data=as.matrix(data)
N=nrow(data)
M=ncol(data)
m=ncol(data)-parameter-1
dataA=data[,(parameter+2):M]
dataA=as.matrix(dataA)
F=diag(N)
nk=50 #nk=banyaknya alternatif titik knot yang akan dicoba
knot1=matrix(ncol=m,nrow=nk)
for (i in (1:m)) #membuat knot
{
a=seq(min(dataA[,i]),max(dataA[,i]),length.out=nk)
knot1[,i]=t(as.matrix(a))
}
a1=length(knot1[,1])
knot1=as.matrix(knot1[2:(a1-1),])
a2=nk-2
z=(a2*(a2-1)*(a2-2)/6)
knot2=cbind(rep(NA,(z+1)))
for (i in (1:m))
{
knot=rbind(rep(NA,3))
for ( j in 1:(a2-2))
{
for (k in (j+1):(a2-1))
{
for (g in (k+1):a2)
{
xx=cbind(knot1[j,i],knot1[k,i],knot1[g,i])
knot=rbind(knot,xx)
}
}
}
knot2=cbind(knot2,knot)
}
knot2=knot2[2:(z+1),2:(3*m+1)]
a3=nrow(knot2)
aa=rep(1,N)
data1=matrix(ncol=3*m,nrow=N)
data2=data[,2:M] #data x saja
nk1=nrow(knot2)
GCV=as.matrix(rep(NA,nk1),ncol=1);colnames(GCV)<-"GCV"
MSE=as.matrix(rep(NA,nk1),ncol=1);colnames(MSE)<-"MSE"
SSE=rep(NA,nk1)
SSR=rep(NA,nk1)
Rsq=as.matrix(rep(NA,nk1),ncol=1);colnames(Rsq)<-"Rsq"
knotke=matrix(c(1:nk1),ncol=1);colnames(knotke)<-"knot_ke"
for (i in 1:a3)
{
data1=matrix(ncol=3*m,nrow=N)
for (j in 1:(3*m))
{
b=ceiling(j/3)
for (k in 1:N)
{
if (data[k,(b+parameter+1)]<knot2[i,j]) data1[k,j]=0 else
data1[k,j]=data[k,(b+parameter+1)]-knot2[i,j]
}
}
mx=as.matrix(cbind(aa,data2,data1))
C=pinv(t(mx)%*%mx)
B=C%*%(t(mx)%*%data[,1])
yhat=mx%*%B
res=data[,1]-yhat
SSE[i]=sum((res)^2)
SSR[i]=sum((yhat-mean(data[,1]))^2)
MSE[i]=SSE[i]/(N)
Rsq[i]=(SSR[i]/(SSR[i]+SSE[i]))*100
A=mx%*%C%*%t(mx)
A1=(F-A)
A2=(sum(diag(A1))/N)^2
GCV[i]=MSE[i]/A2
}
dataAll=as.matrix(cbind(GCV,Rsq,knotke,knot2))
dataG=dataAll[order(GCV),-2]
write.csv(dataAll, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Data Titik Knot 3_DS2.CSV")
# ---- hasil GCV terkecil ----
cat("\n[ HASIL GCV TERKECIL | SPLINE 3 KNOT ]\n\n")
cat(" | GCV minimum :", format(dataG[1,1], digits=8), "\n")
cat(" | Knot ke- :", dataG[1,2], "\n")
for (v in 1:m) cat(" | Knot X", v, " : ", paste(format(dataG[1,(2+(v-1)*3+1):(2+v*3)], digits=6), collapse=" ; "), "\n", sep="")
cat("\n[ 10 NILAI GCV TERKECIL ]\n\n")
print(dataG[1:10,])
# ---- hitung ulang B pada knot dengan GCV terkecil ----
knotgcv=knot2[dataG[1,2],]
datagcv1=matrix(ncol=3*m,nrow=N)
for (j in 1:(3*m))
{
b=ceiling(j/3)
for (k in 1:N)
{
if (data[k,(b+parameter+1)]<knotgcv[j]) datagcv1[k,j]=0 else
datagcv1[k,j]=data[k,(b+parameter+1)]-knotgcv[j]
}
}
mxgcv=as.matrix(cbind(aa,data2,datagcv1))
C=pinv(t(mxgcv)%*%mxgcv)
B=C%*%(t(mxgcv)%*%data[,1])
# ---- estimasi parameter ----
rownames(B) = c("b0",
paste0("b", 1:m, "_x", 1:m),
paste0("b", (m + 1):(4 * m), "_(x", rep(1:m, each = 3), "-k", rep(1:m, each = 3), ".", rep(1:3, m), ")+"))
cat("\n[ ESTIMASI PARAMETER | TITIK KNOT KE-3 ]\n\n")
print(B)
cat("\n")
return(list(knotgcv=knotgcv,mingcv=dataG[1,1],mxgcv=mxgcv,B=B))
}
GCV3(data)
##
## [ HASIL GCV TERKECIL | SPLINE 3 KNOT ]
##
## | GCV minimum : 18.63607
## | Knot ke- : 14057
## | Knot X1 : 42.6943 ; 46.7604 ; 69.1241
## | Knot X2 : 6.19143 ; 6.65918 ; 9.23184
## | Knot X3 : 37.2086 ; 40.7522 ; 60.2424
## | Knot X4 : 65.2386 ; 66.1451 ; 71.1310
## | Knot X5 : 21.5143 ; 23.5633 ; 34.8327
## | Knot X6 : 49.3814 ; 52.7378 ; 71.1976
##
## [ 10 NILAI GCV TERKECIL ]
##
## GCV knot_ke
## [1,] 18.63607 14057 42.69429 46.76041 69.12408 6.191429 6.659184 9.231837
## [2,] 18.63904 16006 56.92571 63.02490 69.12408 7.828571 8.530204 9.231837
## [3,] 18.64996 14058 42.69429 46.76041 71.15714 6.191429 6.659184 9.465714
## [4,] 18.65976 16005 56.92571 63.02490 67.09102 7.828571 8.530204 8.997959
## [5,] 18.66287 13706 40.66122 46.76041 69.12408 5.957551 6.659184 9.231837
## [6,] 18.66361 13707 40.66122 46.76041 71.15714 5.957551 6.659184 9.465714
## [7,] 18.67131 16007 56.92571 63.02490 71.15714 7.828571 8.530204 9.465714
## [8,] 18.69623 15816 54.89265 63.02490 69.12408 7.594694 8.530204 9.231837
## [9,] 18.69868 14382 44.72735 46.76041 69.12408 6.425306 6.659184 9.231837
## [10,] 18.70235 15831 54.89265 65.05796 67.09102 7.594694 8.764082 8.997959
##
## [1,] 37.20857 40.75224 60.24245 65.23857 66.14510 71.13102 21.51429 23.56327
## [2,] 49.61143 54.92694 60.24245 68.41143 69.77122 71.13102 28.68571 31.75918
## [3,] 37.20857 40.75224 62.01429 65.23857 66.14510 71.58429 21.51429 23.56327
## [4,] 49.61143 54.92694 58.47061 68.41143 69.77122 70.67776 28.68571 31.75918
## [5,] 35.43673 40.75224 60.24245 64.78531 66.14510 71.13102 20.48980 23.56327
## [6,] 35.43673 40.75224 62.01429 64.78531 66.14510 71.58429 20.48980 23.56327
## [7,] 49.61143 54.92694 62.01429 68.41143 69.77122 71.58429 28.68571 31.75918
## [8,] 47.83959 54.92694 60.24245 67.95816 69.77122 71.13102 27.66122 31.75918
## [9,] 38.98041 40.75224 60.24245 65.69184 66.14510 71.13102 22.53878 23.56327
## [10,] 47.83959 56.69878 58.47061 67.95816 70.22449 70.67776 27.66122 32.78367
##
## [1,] 34.83265 49.38143 52.73776 71.19755
## [2,] 34.83265 61.12857 66.16306 71.19755
## [3,] 35.85714 49.38143 52.73776 72.87571
## [4,] 33.80816 61.12857 66.16306 69.51939
## [5,] 34.83265 47.70327 52.73776 71.19755
## [6,] 35.85714 47.70327 52.73776 72.87571
## [7,] 35.85714 61.12857 66.16306 72.87571
## [8,] 34.83265 59.45041 66.16306 71.19755
## [9,] 34.83265 51.05959 52.73776 71.19755
## [10,] 33.80816 59.45041 67.84122 69.51939
##
## [ ESTIMASI PARAMETER | TITIK KNOT KE-3 ]
##
## [,1]
## b0 95.37246209
## b1_x1 -0.03266317
## b2_x2 0.78251791
## b3_x3 -0.06708851
## b4_x4 -0.84045363
## b5_x5 0.01901839
## b6_x6 -0.37636772
## b7_(x1-k1.1)+ 0.25879501
## b8_(x1-k1.2)+ -0.21956394
## b9_(x1-k1.3)+ -0.12011621
## b10_(x2-k2.1)+ -12.11865938
## b11_(x2-k2.2)+ 10.65241559
## b12_(x2-k2.3)+ -0.05039049
## b13_(x3-k3.1)+ -0.07747172
## b14_(x3-k3.2)+ 0.64210012
## b15_(x3-k3.3)+ -1.01592956
## b16_(x4-k4.1)+ 3.19168414
## b17_(x4-k4.2)+ -3.26669072
## b18_(x4-k4.3)+ 1.23141797
## b19_(x5-k5.1)+ -0.20262179
## b20_(x5-k5.2)+ 0.39611079
## b21_(x5-k5.3)+ 0.22850765
## b22_(x6-k6.1)+ -2.53034180
## b23_(x6-k6.2)+ 3.09616317
## b24_(x6-k6.3)+ -0.44966092
## $knotgcv
## [1] 42.694286 46.760408 69.124082 6.191429 6.659184 9.231837 37.208571
## [8] 40.752245 60.242449 65.238571 66.145102 71.131020 21.514286 23.563265
## [15] 34.832653 49.381429 52.737755 71.197551
##
## $mingcv
## GCV
## 18.63607
##
## $mxgcv
## aa X2 X3 X4 X5 X6 Y
## [1,] 1 34.05 8.50 2.22 64.81 40.2 73.84 0.0000000 0.0000000 0.000000
## [2,] 1 44.19 10.13 2.20 68.65 32.9 76.87 1.4957143 0.0000000 0.000000
## [3,] 1 38.66 8.99 1.68 69.07 29.7 77.19 0.0000000 0.0000000 0.000000
## [4,] 1 26.30 10.04 2.16 69.18 23.6 69.08 0.0000000 0.0000000 0.000000
## [5,] 1 23.36 10.27 1.46 68.34 33.4 78.27 0.0000000 0.0000000 0.000000
## [6,] 1 10.06 10.87 1.38 70.14 30.1 84.72 0.0000000 0.0000000 0.000000
## [7,] 1 31.46 9.29 0.70 67.29 29.5 76.69 0.0000000 0.0000000 0.000000
## [8,] 1 37.08 9.37 0.56 69.15 25.2 77.12 0.0000000 0.0000000 0.000000
## [9,] 1 17.76 9.91 1.68 65.61 30.7 77.54 0.0000000 0.0000000 0.000000
## [10,] 1 40.31 9.02 1.74 67.78 34.1 46.10 0.0000000 0.0000000 0.000000
## [11,] 1 27.66 9.67 0.46 71.66 32.9 80.83 0.0000000 0.0000000 0.000000
## [12,] 1 24.17 9.20 1.70 65.48 27.9 78.05 0.0000000 0.0000000 0.000000
## [13,] 1 20.48 8.39 6.33 65.92 15.4 77.06 0.0000000 0.0000000 0.000000
## [14,] 1 26.92 8.98 4.54 67.55 34.0 79.69 0.0000000 0.0000000 0.000000
## [15,] 1 24.00 9.14 2.19 69.60 31.6 76.60 0.0000000 0.0000000 0.000000
## [16,] 1 14.56 9.58 1.27 70.04 35.9 81.16 0.0000000 0.0000000 0.000000
## [17,] 1 61.03 10.30 1.15 69.64 32.2 46.98 18.3357143 14.2695918 0.000000
## [18,] 1 32.95 9.85 0.46 70.60 29.4 78.95 0.0000000 0.0000000 0.000000
## [19,] 1 0.11 12.74 0.01 72.02 21.7 87.96 0.0000000 0.0000000 0.000000
## [20,] 1 3.95 10.94 0.20 70.98 25.6 73.80 0.0000000 0.0000000 0.000000
## [21,] 1 1.81 11.31 0.08 72.06 20.7 83.03 0.0000000 0.0000000 0.000000
## [22,] 1 6.24 11.27 0.17 69.78 25.6 78.05 0.0000000 0.0000000 0.000000
## [23,] 1 55.11 8.78 1.40 64.41 29.6 41.12 12.4157143 8.3495918 0.000000
## [24,] 1 35.19 8.96 1.42 67.90 23.8 73.81 0.0000000 0.0000000 0.000000
## [25,] 1 51.69 10.19 2.22 69.57 27.4 78.14 8.9957143 4.9295918 0.000000
## [26,] 1 55.31 9.57 3.22 65.56 15.6 77.29 12.6157143 8.5495918 0.000000
## [27,] 1 64.15 7.06 0.87 70.34 20.3 72.41 21.4557143 17.3895918 0.000000
## [28,] 1 26.92 8.97 1.85 69.64 16.9 79.92 0.0000000 0.0000000 0.000000
## [29,] 1 41.28 10.28 1.51 72.28 24.7 82.28 0.0000000 0.0000000 0.000000
## [30,] 1 14.42 10.41 0.51 72.31 33.8 86.20 0.0000000 0.0000000 0.000000
## [31,] 1 41.91 9.78 1.78 72.20 17.7 82.42 0.0000000 0.0000000 0.000000
## [32,] 1 24.26 9.18 1.82 69.09 11.0 76.65 0.0000000 0.0000000 0.000000
## [33,] 1 41.36 9.69 1.39 70.77 20.2 76.96 0.0000000 0.0000000 0.000000
## [34,] 1 36.67 10.08 2.02 70.11 32.6 82.50 0.0000000 0.0000000 0.000000
## [35,] 1 25.69 10.50 2.06 71.24 28.0 84.33 0.0000000 0.0000000 0.000000
## [36,] 1 55.14 9.37 3.08 63.47 20.7 70.54 12.4457143 8.3795918 0.000000
## [37,] 1 63.23 6.99 1.20 69.58 31.8 65.87 20.5357143 16.4695918 0.000000
## [38,] 1 56.82 9.90 3.57 66.89 28.9 75.32 14.1257143 10.0595918 0.000000
## [39,] 1 49.20 9.93 3.18 70.27 18.4 81.16 6.5057143 2.4395918 0.000000
## [40,] 1 47.18 9.20 2.85 72.24 22.4 80.35 4.4857143 0.4195918 0.000000
## [41,] 1 33.30 9.14 1.51 69.59 14.4 85.35 0.0000000 0.0000000 0.000000
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## [494,] 1 50.98 6.78 17.30 65.95 0.0 37.80 8.2857143 4.2195918 0.000000
## [495,] 1 99.62 4.28 8.67 66.51 39.5 21.33 56.9257143 52.8595918 30.495918
## [496,] 1 98.15 4.64 26.28 55.72 0.0 17.10 55.4557143 51.3895918 29.025918
## [497,] 1 21.79 1.43 53.48 66.40 0.0 30.12 0.0000000 0.0000000 0.000000
## [498,] 1 66.66 4.30 12.95 66.39 0.0 31.37 23.9657143 19.8995918 0.000000
## [499,] 1 92.00 1.28 60.62 66.12 0.0 14.14 49.3057143 45.2395918 22.875918
## [500,] 1 92.00 2.23 20.93 65.93 50.2 21.35 49.3057143 45.2395918 22.875918
## [501,] 1 9.55 11.68 0.35 71.07 21.3 78.35 0.0000000 0.0000000 0.000000
## [502,] 1 52.18 9.07 6.37 66.89 27.3 50.88 9.4857143 5.4195918 0.000000
## [503,] 1 43.21 9.64 2.07 69.55 0.0 71.81 0.5157143 0.0000000 0.000000
## [504,] 1 50.37 10.78 10.15 69.02 30.5 48.20 7.6757143 3.6095918 0.000000
## [505,] 1 79.81 8.23 10.30 67.01 31.3 40.39 37.1157143 33.0495918 10.685918
## [506,] 1 49.35 8.55 9.53 65.41 30.9 54.42 6.6557143 2.5895918 0.000000
## [507,] 1 42.97 9.90 24.62 61.76 19.6 43.12 0.2757143 0.0000000 0.000000
## [508,] 1 72.04 8.44 10.80 60.86 19.7 36.76 29.3457143 25.2795918 2.915918
## [509,] 1 43.79 9.86 24.48 65.62 25.7 48.19 1.0957143 0.0000000 0.000000
## [510,] 1 47.00 8.33 56.66 61.14 31.8 45.92 4.3057143 0.2395918 0.000000
## [511,] 1 61.00 9.97 15.17 65.82 0.0 41.27 18.3057143 14.2395918 0.000000
## [512,] 1 18.33 8.48 5.89 68.09 20.4 74.91 0.0000000 0.0000000 0.000000
## [513,] 1 58.55 6.35 20.75 67.71 34.7 35.53 15.8557143 11.7895918 0.000000
## [514,] 1 5.16 11.63 0.17 71.92 31.0 76.32 0.0000000 0.0000000 0.000000
##
## [1,] 2.30857143 1.8408163265 0.00000000 0.0000000 0.000000 0.000000
## [2,] 3.93857143 3.4708163265 0.89816327 0.0000000 0.000000 0.000000
## [3,] 2.79857143 2.3308163265 0.00000000 0.0000000 0.000000 0.000000
## [4,] 3.84857143 3.3808163265 0.80816327 0.0000000 0.000000 0.000000
## [5,] 4.07857143 3.6108163265 1.03816327 0.0000000 0.000000 0.000000
## [6,] 4.67857143 4.2108163265 1.63816327 0.0000000 0.000000 0.000000
## [7,] 3.09857143 2.6308163265 0.05816327 0.0000000 0.000000 0.000000
## [8,] 3.17857143 2.7108163265 0.13816327 0.0000000 0.000000 0.000000
## [9,] 3.71857143 3.2508163265 0.67816327 0.0000000 0.000000 0.000000
## [10,] 2.82857143 2.3608163265 0.00000000 0.0000000 0.000000 0.000000
## [11,] 3.47857143 3.0108163265 0.43816327 0.0000000 0.000000 0.000000
## [12,] 3.00857143 2.5408163265 0.00000000 0.0000000 0.000000 0.000000
## [13,] 2.19857143 1.7308163265 0.00000000 0.0000000 0.000000 0.000000
## [14,] 2.78857143 2.3208163265 0.00000000 0.0000000 0.000000 0.000000
## [15,] 2.94857143 2.4808163265 0.00000000 0.0000000 0.000000 0.000000
## [16,] 3.38857143 2.9208163265 0.34816327 0.0000000 0.000000 0.000000
## [17,] 4.10857143 3.6408163265 1.06816327 0.0000000 0.000000 0.000000
## [18,] 3.65857143 3.1908163265 0.61816327 0.0000000 0.000000 0.000000
## [19,] 6.54857143 6.0808163265 3.50816327 0.0000000 0.000000 0.000000
## [20,] 4.74857143 4.2808163265 1.70816327 0.0000000 0.000000 0.000000
## [21,] 5.11857143 4.6508163265 2.07816327 0.0000000 0.000000 0.000000
## [22,] 5.07857143 4.6108163265 2.03816327 0.0000000 0.000000 0.000000
## [23,] 2.58857143 2.1208163265 0.00000000 0.0000000 0.000000 0.000000
## [24,] 2.76857143 2.3008163265 0.00000000 0.0000000 0.000000 0.000000
## [25,] 3.99857143 3.5308163265 0.95816327 0.0000000 0.000000 0.000000
## [26,] 3.37857143 2.9108163265 0.33816327 0.0000000 0.000000 0.000000
## [27,] 0.86857143 0.4008163265 0.00000000 0.0000000 0.000000 0.000000
## [28,] 2.77857143 2.3108163265 0.00000000 0.0000000 0.000000 0.000000
## [29,] 4.08857143 3.6208163265 1.04816327 0.0000000 0.000000 0.000000
## [30,] 4.21857143 3.7508163265 1.17816327 0.0000000 0.000000 0.000000
## [31,] 3.58857143 3.1208163265 0.54816327 0.0000000 0.000000 0.000000
## [32,] 2.98857143 2.5208163265 0.00000000 0.0000000 0.000000 0.000000
## [33,] 3.49857143 3.0308163265 0.45816327 0.0000000 0.000000 0.000000
## [34,] 3.88857143 3.4208163265 0.84816327 0.0000000 0.000000 0.000000
## [35,] 4.30857143 3.8408163265 1.26816327 0.0000000 0.000000 0.000000
## [36,] 3.17857143 2.7108163265 0.13816327 0.0000000 0.000000 0.000000
## [37,] 0.79857143 0.3308163265 0.00000000 0.0000000 0.000000 0.000000
## [38,] 3.70857143 3.2408163265 0.66816327 0.0000000 0.000000 0.000000
## [39,] 3.73857143 3.2708163265 0.69816327 0.0000000 0.000000 0.000000
## [40,] 3.00857143 2.5408163265 0.00000000 0.0000000 0.000000 0.000000
## [41,] 2.94857143 2.4808163265 0.00000000 0.0000000 0.000000 0.000000
## [42,] 2.93857143 2.4708163265 0.00000000 0.0000000 0.000000 0.000000
## [43,] 3.54857143 3.0808163265 0.50816327 0.0000000 0.000000 0.000000
## [44,] 3.66857143 3.2008163265 0.62816327 0.0000000 0.000000 0.000000
## [45,] 3.12857143 2.6608163265 0.08816327 0.0000000 0.000000 0.000000
## [46,] 3.08857143 2.6208163265 0.04816327 0.0000000 0.000000 0.000000
## [47,] 0.81857143 0.3508163265 0.00000000 0.0000000 0.000000 0.000000
## [48,] 0.99857143 0.5308163265 0.00000000 0.0000000 0.000000 0.000000
## [49,] 5.39857143 4.9308163265 2.35816327 0.0000000 0.000000 0.000000
## [50,] 5.36857143 4.9008163265 2.32816327 0.0000000 0.000000 0.000000
## [51,] 4.25857143 3.7908163265 1.21816327 0.0000000 0.000000 0.000000
## [52,] 3.93857143 3.4708163265 0.89816327 0.0000000 0.000000 0.000000
## [53,] 4.87857143 4.4108163265 1.83816327 0.0000000 0.000000 0.000000
## [54,] 4.68857143 4.2208163265 1.64816327 0.0000000 0.000000 0.000000
## [55,] 4.91857143 4.4508163265 1.87816327 0.0000000 0.000000 0.000000
## [56,] 2.32857143 1.8608163265 0.00000000 0.0000000 0.000000 0.000000
## [57,] 2.93857143 2.4708163265 0.00000000 0.0000000 0.000000 0.000000
## [58,] 2.37857143 1.9108163265 0.00000000 0.0000000 0.000000 0.000000
## [59,] 3.03857143 2.5708163265 0.00000000 0.0000000 0.000000 0.000000
## [60,] 3.36857143 2.9008163265 0.32816327 0.0000000 0.000000 0.000000
## [61,] 2.66857143 2.2008163265 0.00000000 0.0000000 0.000000 0.000000
## [62,] 3.43857143 2.9708163265 0.39816327 0.0000000 0.000000 0.000000
## [63,] 2.17857143 1.7108163265 0.00000000 0.0000000 0.000000 0.000000
## [64,] 2.17857143 1.7108163265 0.00000000 0.0000000 0.000000 0.000000
## [65,] 1.65857143 1.1908163265 0.00000000 0.0000000 0.000000 0.000000
## [66,] 3.03857143 2.5708163265 0.00000000 0.0000000 0.000000 0.000000
## [67,] 3.16857143 2.7008163265 0.12816327 0.0000000 0.000000 0.000000
## [68,] 3.49857143 3.0308163265 0.45816327 0.0000000 0.000000 0.000000
## [69,] 5.40857143 4.9408163265 2.36816327 0.0000000 0.000000 0.000000
## [70,] 5.07857143 4.6108163265 2.03816327 0.0000000 0.000000 0.000000
## [71,] 4.25857143 3.7908163265 1.21816327 0.0000000 0.000000 0.000000
## [72,] 6.03857143 5.5708163265 2.99816327 0.0000000 0.000000 0.000000
## [73,] 5.57857143 5.1108163265 2.53816327 0.0000000 0.000000 0.000000
## [74,] 5.05857143 4.5908163265 2.01816327 0.0000000 0.000000 0.000000
## [75,] 4.73857143 4.2708163265 1.69816327 0.0000000 0.000000 0.000000
## [76,] 3.24857143 2.7808163265 0.20816327 0.0000000 0.000000 0.000000
## [77,] 2.41857143 1.9508163265 0.00000000 0.0000000 0.000000 0.000000
## [78,] 3.31857143 2.8508163265 0.27816327 0.0000000 0.000000 0.000000
## [79,] 1.57857143 1.1108163265 0.00000000 0.0000000 0.000000 0.000000
## [80,] 2.87857143 2.4108163265 0.00000000 0.0000000 0.000000 0.000000
## [81,] 3.06857143 2.6008163265 0.02816327 0.0000000 0.000000 0.000000
## [82,] 2.69857143 2.2308163265 0.00000000 0.0000000 0.000000 0.000000
## [83,] 3.81857143 3.3508163265 0.77816327 0.0000000 0.000000 0.000000
## [84,] 2.81857143 2.3508163265 0.00000000 0.0000000 0.000000 0.000000
## [85,] 2.27857143 1.8108163265 0.00000000 0.0000000 0.000000 0.000000
## [86,] 5.62857143 5.1608163265 2.58816327 0.0000000 0.000000 0.000000
## [87,] 4.15857143 3.6908163265 1.11816327 0.0000000 0.000000 0.000000
## [88,] 2.05857143 1.5908163265 0.00000000 0.0000000 0.000000 0.000000
## [89,] 2.41857143 1.9508163265 0.00000000 0.0000000 0.000000 0.000000
## [90,] 2.00857143 1.5408163265 0.00000000 0.0000000 0.000000 0.000000
## [91,] 2.22857143 1.7608163265 0.00000000 0.0000000 0.000000 0.000000
## [92,] 2.89857143 2.4308163265 0.00000000 0.0000000 0.000000 0.000000
## [93,] 2.39857143 1.9308163265 0.00000000 0.0000000 0.000000 0.000000
## [94,] 1.95857143 1.4908163265 0.00000000 0.0000000 0.000000 0.000000
## [95,] 2.33857143 1.8708163265 0.00000000 0.0000000 0.000000 0.000000
## [96,] 2.20857143 1.7408163265 0.00000000 0.0000000 0.000000 0.000000
## [97,] 5.14857143 4.6808163265 2.10816327 0.0000000 0.000000 0.000000
## [98,] 3.84857143 3.3808163265 0.80816327 0.0000000 0.000000 0.000000
## [99,] 3.20857143 2.7408163265 0.16816327 0.0000000 0.000000 0.000000
## [100,] 1.31857143 0.8508163265 0.00000000 0.0000000 0.000000 0.000000
## [101,] 1.92857143 1.4608163265 0.00000000 0.0000000 0.000000 0.000000
## [102,] 2.53857143 2.0708163265 0.00000000 0.0000000 0.000000 0.000000
## [103,] 1.65857143 1.1908163265 0.00000000 0.0000000 0.000000 0.000000
## [104,] 1.94857143 1.4808163265 0.00000000 0.0000000 0.000000 0.000000
## [105,] 1.40857143 0.9408163265 0.00000000 0.0000000 0.000000 0.000000
## [106,] 2.20857143 1.7408163265 0.00000000 0.0000000 0.000000 0.000000
## [107,] 2.20857143 1.7408163265 0.00000000 0.0000000 0.000000 0.000000
## [108,] 2.15857143 1.6908163265 0.00000000 0.0000000 0.000000 0.000000
## [109,] 1.63857143 1.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [110,] 1.33857143 0.8708163265 0.00000000 0.0000000 0.000000 0.000000
## [111,] 1.50857143 1.0408163265 0.00000000 0.0000000 0.000000 0.000000
## [112,] 4.89857143 4.4308163265 1.85816327 0.0000000 0.000000 0.000000
## [113,] 3.48857143 3.0208163265 0.44816327 0.0000000 0.000000 0.000000
## [114,] 3.31857143 2.8508163265 0.27816327 0.0000000 0.000000 0.000000
## [115,] 4.11857143 3.6508163265 1.07816327 0.0000000 0.000000 0.000000
## [116,] 3.33857143 2.8708163265 0.29816327 0.0000000 0.000000 0.000000
## [117,] 3.11857143 2.6508163265 0.07816327 0.0000000 0.000000 0.000000
## [118,] 2.02857143 1.5608163265 0.00000000 0.0000000 0.000000 0.000000
## [119,] 2.05857143 1.5908163265 0.00000000 0.0000000 0.000000 0.000000
## [120,] 2.00857143 1.5408163265 0.00000000 0.0000000 0.000000 0.000000
## [121,] 2.67857143 2.2108163265 0.00000000 0.0000000 0.000000 0.000000
## [122,] 2.29857143 1.8308163265 0.00000000 0.0000000 0.000000 0.000000
## [123,] 2.21857143 1.7508163265 0.00000000 0.0000000 0.000000 0.000000
## [124,] 1.37857143 0.9108163265 0.00000000 0.0000000 0.000000 0.000000
## [125,] 5.70857143 5.2408163265 2.66816327 0.0000000 0.000000 0.000000
## [126,] 1.87857143 1.4108163265 0.00000000 0.0000000 0.000000 0.000000
## [127,] 1.80857143 1.3408163265 0.00000000 0.0000000 0.000000 0.000000
## [128,] 2.35857143 1.8908163265 0.00000000 0.0000000 0.000000 0.000000
## [129,] 2.37857143 1.9108163265 0.00000000 0.0000000 0.000000 0.000000
## [130,] 1.69857143 1.2308163265 0.00000000 0.0000000 0.000000 0.000000
## [131,] 1.15857143 0.6908163265 0.00000000 0.0000000 0.000000 0.000000
## [132,] 2.14857143 1.6808163265 0.00000000 0.0000000 0.000000 0.000000
## [133,] 1.63857143 1.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [134,] 2.01857143 1.5508163265 0.00000000 0.0000000 0.000000 0.000000
## [135,] 2.36857143 1.9008163265 0.00000000 0.0000000 0.000000 0.000000
## [136,] 1.00857143 0.5408163265 0.00000000 0.0000000 0.000000 0.000000
## [137,] 1.85857143 1.3908163265 0.00000000 0.0000000 0.000000 0.000000
## [138,] 2.55857143 2.0908163265 0.00000000 0.0000000 0.000000 0.000000
## [139,] 4.74857143 4.2808163265 1.70816327 0.0000000 0.000000 0.000000
## [140,] 4.60857143 4.1408163265 1.56816327 0.0000000 0.000000 0.000000
## [141,] 2.59857143 2.1308163265 0.00000000 0.0000000 0.000000 0.000000
## [142,] 2.96857143 2.5008163265 0.00000000 0.0000000 0.000000 0.000000
## [143,] 1.29857143 0.8308163265 0.00000000 0.0000000 0.000000 0.000000
## [144,] 1.28857143 0.8208163265 0.00000000 0.0000000 0.000000 0.000000
## [145,] 1.67857143 1.2108163265 0.00000000 0.0000000 0.000000 0.000000
## [146,] 2.89857143 2.4308163265 0.00000000 0.0000000 0.000000 0.000000
## [147,] 4.19857143 3.7308163265 1.15816327 0.0000000 0.000000 0.000000
## [148,] 3.62857143 3.1608163265 0.58816327 0.0000000 0.000000 0.000000
## [149,] 3.00857143 2.5408163265 0.00000000 0.0000000 0.000000 0.000000
## [150,] 3.08857143 2.6208163265 0.04816327 0.0000000 0.000000 0.000000
## [151,] 1.72857143 1.2608163265 0.00000000 0.0000000 0.000000 0.000000
## [152,] 2.05857143 1.5908163265 0.00000000 0.0000000 0.000000 0.000000
## [153,] 4.92857143 4.4608163265 1.88816327 0.0000000 0.000000 0.000000
## [154,] 4.70857143 4.2408163265 1.66816327 0.0000000 0.000000 0.000000
## [155,] 2.81857143 2.3508163265 0.00000000 0.0000000 0.000000 0.000000
## [156,] 5.13857143 4.6708163265 2.09816327 0.0000000 0.000000 0.000000
## [157,] 4.45857143 3.9908163265 1.41816327 0.0000000 0.000000 0.000000
## [158,] 4.74857143 4.2808163265 1.70816327 0.0000000 0.000000 0.000000
## [159,] 5.43857143 4.9708163265 2.39816327 0.0000000 0.000000 0.000000
## [160,] 5.57857143 5.1108163265 2.53816327 0.0000000 0.000000 0.000000
## [161,] 2.47857143 2.0108163265 0.00000000 0.0000000 0.000000 0.000000
## [162,] 1.42857143 0.9608163265 0.00000000 0.0000000 0.000000 0.000000
## [163,] 0.93857143 0.4708163265 0.00000000 0.0000000 0.000000 0.000000
## [164,] 3.08857143 2.6208163265 0.04816327 0.0000000 0.000000 0.000000
## [165,] 1.84857143 1.3808163265 0.00000000 0.0000000 0.000000 0.000000
## [166,] 2.04857143 1.5808163265 0.00000000 0.0000000 0.000000 0.000000
## [167,] 2.12857143 1.6608163265 0.00000000 0.0000000 0.000000 0.000000
## [168,] 1.74857143 1.2808163265 0.00000000 0.0000000 0.000000 0.000000
## [169,] 1.77857143 1.3108163265 0.00000000 0.0000000 0.000000 0.000000
## [170,] 1.54857143 1.0808163265 0.00000000 0.0000000 0.000000 0.000000
## [171,] 2.69857143 2.2308163265 0.00000000 0.0000000 0.000000 0.000000
## [172,] 0.89857143 0.4308163265 0.00000000 0.0000000 0.000000 0.000000
## [173,] 1.47857143 1.0108163265 0.00000000 0.0000000 0.000000 0.000000
## [174,] 1.84857143 1.3808163265 0.00000000 0.0000000 0.000000 0.000000
## [175,] 1.93857143 1.4708163265 0.00000000 0.0000000 0.000000 0.000000
## [176,] 3.59857143 3.1308163265 0.55816327 0.0000000 0.000000 0.000000
## [177,] 1.96857143 1.5008163265 0.00000000 0.0000000 0.000000 0.000000
## [178,] 1.96857143 1.5008163265 0.00000000 0.0000000 0.000000 0.000000
## [179,] 4.16857143 3.7008163265 1.12816327 0.0000000 0.000000 0.000000
## [180,] 4.06857143 3.6008163265 1.02816327 0.0000000 0.000000 0.000000
## [181,] 4.71857143 4.2508163265 1.67816327 0.0000000 0.000000 0.000000
## [182,] 4.15857143 3.6908163265 1.11816327 0.0000000 0.000000 0.000000
## [183,] 5.49857143 5.0308163265 2.45816327 0.0000000 0.000000 0.000000
## [184,] 5.22857143 4.7608163265 2.18816327 0.0000000 0.000000 0.000000
## [185,] 4.92857143 4.4608163265 1.88816327 0.0000000 0.000000 0.000000
## [186,] 3.44857143 2.9808163265 0.40816327 0.0000000 0.000000 0.000000
## [187,] 2.57857143 2.1108163265 0.00000000 0.0000000 0.000000 0.000000
## [188,] 1.26857143 0.8008163265 0.00000000 0.0000000 0.000000 0.000000
## [189,] 1.84857143 1.3808163265 0.00000000 0.0000000 0.000000 0.000000
## [190,] 1.45857143 0.9908163265 0.00000000 0.0000000 0.000000 0.000000
## [191,] 0.95857143 0.4908163265 0.00000000 0.0000000 0.000000 0.000000
## [192,] 1.54857143 1.0808163265 0.00000000 0.0000000 0.000000 0.000000
## [193,] 2.14857143 1.6808163265 0.00000000 0.0000000 0.000000 0.000000
## [194,] 0.87857143 0.4108163265 0.00000000 0.0000000 0.000000 0.000000
## [195,] 1.60857143 1.1408163265 0.00000000 0.0000000 0.000000 0.000000
## [196,] 1.78857143 1.3208163265 0.00000000 0.0000000 0.000000 0.000000
## [197,] 2.88857143 2.4208163265 0.00000000 0.0000000 0.000000 0.000000
## [198,] 3.71857143 3.2508163265 0.67816327 0.0000000 0.000000 0.000000
## [199,] 1.46857143 1.0008163265 0.00000000 0.0000000 0.000000 0.000000
## [200,] 2.85857143 2.3908163265 0.00000000 0.0000000 0.000000 0.000000
## [201,] 1.63857143 1.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [202,] 1.15857143 0.6908163265 0.00000000 0.0000000 0.000000 0.000000
## [203,] 1.16857143 0.7008163265 0.00000000 0.0000000 0.000000 0.000000
## [204,] 1.66857143 1.2008163265 0.00000000 0.0000000 0.000000 0.000000
## [205,] 1.76857143 1.3008163265 0.00000000 0.0000000 0.000000 0.000000
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## [207,] 2.19857143 1.7308163265 0.00000000 0.0000000 0.000000 0.000000
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## [209,] 2.26857143 1.8008163265 0.00000000 0.0000000 0.000000 0.000000
## [210,] 1.67857143 1.2108163265 0.00000000 0.0000000 0.000000 0.000000
## [211,] 1.76857143 1.3008163265 0.00000000 0.0000000 0.000000 0.000000
## [212,] 1.18857143 0.7208163265 0.00000000 0.0000000 0.000000 0.000000
## [213,] 1.50857143 1.0408163265 0.00000000 0.0000000 0.000000 0.000000
## [214,] 0.64857143 0.1808163265 0.00000000 0.0000000 0.000000 0.000000
## [215,] 1.35857143 0.8908163265 0.00000000 0.0000000 0.000000 0.000000
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## [218,] 4.71857143 4.2508163265 1.67816327 0.0000000 0.000000 0.000000
## [219,] 5.10857143 4.6408163265 2.06816327 0.0000000 0.000000 0.000000
## [220,] 4.37857143 3.9108163265 1.33816327 0.0000000 0.000000 0.000000
## [221,] 3.33857143 2.8708163265 0.29816327 0.0000000 0.000000 0.000000
## [222,] 3.70857143 3.2408163265 0.66816327 0.0000000 0.000000 0.000000
## [223,] 2.97857143 2.5108163265 0.00000000 0.0000000 0.000000 0.000000
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## [225,] 1.12857143 0.6608163265 0.00000000 0.0000000 0.000000 0.000000
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## [227,] 5.94857143 5.4808163265 2.90816327 0.0000000 0.000000 0.000000
## [228,] 1.75857143 1.2908163265 0.00000000 0.0000000 0.000000 0.000000
## [229,] 1.43857143 0.9708163265 0.00000000 0.0000000 0.000000 0.000000
## [230,] 1.60857143 1.1408163265 0.00000000 0.0000000 0.000000 0.000000
## [231,] 2.52857143 2.0608163265 0.00000000 0.0000000 0.000000 0.000000
## [232,] 1.75857143 1.2908163265 0.00000000 0.0000000 0.000000 0.000000
## [233,] 2.17857143 1.7108163265 0.00000000 0.0000000 0.000000 0.000000
## [234,] 1.77857143 1.3108163265 0.00000000 0.0000000 0.000000 0.000000
## [235,] 1.16857143 0.7008163265 0.00000000 0.0000000 0.000000 0.000000
## [236,] 0.46857143 0.0008163265 0.00000000 0.0000000 0.000000 0.000000
## [237,] 1.62857143 1.1608163265 0.00000000 0.0000000 0.000000 0.000000
## [238,] 0.20857143 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [239,] 0.70857143 0.2408163265 0.00000000 0.0000000 0.000000 0.000000
## [240,] 0.29857143 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [241,] 1.36857143 0.9008163265 0.00000000 0.0000000 0.000000 0.000000
## [242,] 4.62857143 4.1608163265 1.58816327 0.0000000 0.000000 0.000000
## [243,] 2.89857143 2.4308163265 0.00000000 0.0000000 0.000000 0.000000
## [244,] 2.45857143 1.9908163265 0.00000000 0.0000000 0.000000 0.000000
## [245,] 2.07857143 1.6108163265 0.00000000 0.0000000 0.000000 0.000000
## [246,] 1.61857143 1.1508163265 0.00000000 0.0000000 0.000000 0.000000
## [247,] 2.28857143 1.8208163265 0.00000000 0.0000000 0.000000 0.000000
## [248,] 1.61857143 1.1508163265 0.00000000 0.0000000 0.000000 0.000000
## [249,] 1.24857143 0.7808163265 0.00000000 0.0000000 0.000000 0.000000
## [250,] 1.26857143 0.8008163265 0.00000000 0.0000000 0.000000 0.000000
## [251,] 2.09857143 1.6308163265 0.00000000 0.0000000 0.000000 0.000000
## [252,] 4.00857143 3.5408163265 0.96816327 0.0000000 0.000000 0.000000
## [253,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [254,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [255,] 1.08857143 0.6208163265 0.00000000 0.0000000 0.000000 0.000000
## [256,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [257,] 4.57857143 4.1108163265 1.53816327 0.0000000 0.000000 0.000000
## [258,] 4.67857143 4.2108163265 1.63816327 0.0000000 0.000000 0.000000
## [259,] 4.99857143 4.5308163265 1.95816327 0.0000000 0.000000 0.000000
## [260,] 3.40857143 2.9408163265 0.36816327 0.0000000 0.000000 0.000000
## [261,] 3.53857143 3.0708163265 0.49816327 0.0000000 0.000000 0.000000
## [262,] 5.12857143 4.6608163265 2.08816327 0.0000000 0.000000 0.000000
## [263,] 5.33857143 4.8708163265 2.29816327 0.0000000 0.000000 0.000000
## [264,] 4.51857143 4.0508163265 1.47816327 0.0000000 0.000000 0.000000
## [265,] 3.85857143 3.3908163265 0.81816327 0.0000000 0.000000 0.000000
## [266,] 1.06857143 0.6008163265 0.00000000 0.0000000 0.000000 0.000000
## [267,] 0.75857143 0.2908163265 0.00000000 0.0000000 0.000000 0.000000
## [268,] 2.96857143 2.5008163265 0.00000000 0.0000000 0.000000 0.000000
## [269,] 1.94857143 1.4808163265 0.00000000 0.0000000 0.000000 0.000000
## [270,] 4.56857143 4.1008163265 1.52816327 0.0000000 0.000000 0.000000
## [271,] 4.12857143 3.6608163265 1.08816327 0.0000000 0.000000 0.000000
## [272,] 2.52857143 2.0608163265 0.00000000 0.0000000 0.000000 0.000000
## [273,] 5.24857143 4.7808163265 2.20816327 0.0000000 0.000000 0.000000
## [274,] 2.20857143 1.7408163265 0.00000000 0.0000000 0.000000 0.000000
## [275,] 2.80857143 2.3408163265 0.00000000 0.0000000 0.000000 0.000000
## [276,] 4.68857143 4.2208163265 1.64816327 0.0000000 0.000000 0.000000
## [277,] 3.46857143 3.0008163265 0.42816327 0.0000000 0.000000 0.000000
## [278,] 1.89857143 1.4308163265 0.00000000 0.0000000 0.000000 0.000000
## [279,] 1.47857143 1.0108163265 0.00000000 0.0000000 0.000000 0.000000
## [280,] 0.02857143 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [281,] 1.15857143 0.6908163265 0.00000000 0.0000000 0.000000 0.000000
## [282,] 5.17857143 4.7108163265 2.13816327 0.0000000 0.000000 0.000000
## [283,] 1.04857143 0.5808163265 0.00000000 0.0000000 0.000000 0.000000
## [284,] 0.77857143 0.3108163265 0.00000000 0.0000000 0.000000 0.000000
## [285,] 1.39857143 0.9308163265 0.00000000 0.0000000 0.000000 0.000000
## [286,] 2.63857143 2.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [287,] 2.87857143 2.4108163265 0.00000000 0.0000000 0.000000 0.000000
## [288,] 2.63857143 2.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [289,] 2.68857143 2.2208163265 0.00000000 0.0000000 0.000000 0.000000
## [290,] 0.16857143 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [291,] 3.25857143 2.7908163265 0.21816327 0.0000000 0.000000 0.000000
## [292,] 4.62857143 4.1608163265 1.58816327 0.0000000 0.000000 0.000000
## [293,] 1.65857143 1.1908163265 0.00000000 0.0000000 0.000000 0.000000
## [294,] 1.29857143 0.8308163265 0.00000000 0.0000000 0.000000 0.000000
## [295,] 2.28857143 1.8208163265 0.00000000 0.0000000 0.000000 0.000000
## [296,] 1.45857143 0.9908163265 0.00000000 0.0000000 0.000000 0.000000
## [297,] 2.06857143 1.6008163265 0.00000000 0.0000000 0.000000 0.000000
## [298,] 1.71857143 1.2508163265 0.00000000 0.0000000 0.000000 0.000000
## [299,] 1.12857143 0.6608163265 0.00000000 0.0000000 0.000000 0.000000
## [300,] 2.31857143 1.8508163265 0.00000000 0.0000000 0.000000 0.000000
## [301,] 2.81857143 2.3508163265 0.00000000 0.0000000 0.000000 0.000000
## [302,] 1.63857143 1.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [303,] 1.91857143 1.4508163265 0.00000000 0.0000000 0.000000 0.000000
## [304,] 1.13857143 0.6708163265 0.00000000 0.0000000 0.000000 0.000000
## [305,] 1.48857143 1.0208163265 0.00000000 0.0000000 0.000000 0.000000
## [306,] 1.83857143 1.3708163265 0.00000000 0.0000000 0.000000 0.000000
## [307,] 2.00857143 1.5408163265 0.00000000 0.0000000 0.000000 0.000000
## [308,] 2.09857143 1.6308163265 0.00000000 0.0000000 0.000000 0.000000
## [309,] 1.20857143 0.7408163265 0.00000000 0.0000000 0.000000 0.000000
## [310,] 0.75857143 0.2908163265 0.00000000 0.0000000 0.000000 0.000000
## [311,] 2.02857143 1.5608163265 0.00000000 0.0000000 0.000000 0.000000
## [312,] 1.27857143 0.8108163265 0.00000000 0.0000000 0.000000 0.000000
## [313,] 1.22857143 0.7608163265 0.00000000 0.0000000 0.000000 0.000000
## [314,] 5.16857143 4.7008163265 2.12816327 0.0000000 0.000000 0.000000
## [315,] 0.51857143 0.0508163265 0.00000000 0.0000000 0.000000 0.000000
## [316,] 1.50857143 1.0408163265 0.00000000 0.0000000 0.000000 0.000000
## [317,] 1.50857143 1.0408163265 0.00000000 0.0000000 0.000000 0.000000
## [318,] 1.85857143 1.3908163265 0.00000000 0.0000000 0.000000 0.000000
## [319,] 1.69857143 1.2308163265 0.00000000 0.0000000 0.000000 0.000000
## [320,] 1.96857143 1.5008163265 0.00000000 0.0000000 0.000000 0.000000
## [321,] 1.95857143 1.4908163265 0.00000000 0.0000000 0.000000 0.000000
## [322,] 1.40857143 0.9408163265 0.00000000 0.0000000 0.000000 0.000000
## [323,] 0.98857143 0.5208163265 0.00000000 0.0000000 0.000000 0.000000
## [324,] 1.43857143 0.9708163265 0.00000000 0.0000000 0.000000 0.000000
## [325,] 0.38857143 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [326,] 1.30857143 0.8408163265 0.00000000 0.0000000 0.000000 0.000000
## [327,] 4.14857143 3.6808163265 1.10816327 0.0000000 0.000000 0.000000
## [328,] 2.30857143 1.8408163265 0.00000000 0.0000000 0.000000 0.000000
## [329,] 2.74857143 2.2808163265 0.00000000 0.0000000 0.000000 0.000000
## [330,] 1.72857143 1.2608163265 0.00000000 0.0000000 0.000000 0.000000
## [331,] 2.30857143 1.8408163265 0.00000000 0.0000000 0.000000 0.000000
## [332,] 3.20857143 2.7408163265 0.16816327 0.0000000 0.000000 0.000000
## [333,] 2.75857143 2.2908163265 0.00000000 0.0000000 0.000000 0.000000
## [334,] 3.05857143 2.5908163265 0.01816327 0.0000000 0.000000 0.000000
## [335,] 1.58857143 1.1208163265 0.00000000 0.0000000 0.000000 0.000000
## [336,] 2.31857143 1.8508163265 0.00000000 0.0000000 0.000000 0.000000
## [337,] 2.43857143 1.9708163265 0.00000000 0.0000000 0.000000 0.000000
## [338,] 3.28857143 2.8208163265 0.24816327 0.0000000 0.000000 0.000000
## [339,] 2.38857143 1.9208163265 0.00000000 0.0000000 0.000000 0.000000
## [340,] 2.18857143 1.7208163265 0.00000000 0.0000000 0.000000 0.000000
## [341,] 3.76857143 3.3008163265 0.72816327 0.0000000 0.000000 0.000000
## [342,] 5.49857143 5.0308163265 2.45816327 0.0000000 0.000000 0.000000
## [343,] 1.89857143 1.4308163265 0.00000000 0.0000000 0.000000 0.000000
## [344,] 1.46857143 1.0008163265 0.00000000 0.0000000 0.000000 0.000000
## [345,] 1.98857143 1.5208163265 0.00000000 0.0000000 0.000000 0.000000
## [346,] 1.70857143 1.2408163265 0.00000000 0.0000000 0.000000 0.000000
## [347,] 1.93857143 1.4708163265 0.00000000 0.0000000 0.000000 0.000000
## [348,] 1.99857143 1.5308163265 0.00000000 0.0000000 0.000000 0.000000
## [349,] 2.26857143 1.8008163265 0.00000000 0.0000000 0.000000 0.000000
## [350,] 1.86857143 1.4008163265 0.00000000 0.0000000 0.000000 0.000000
## [351,] 3.01857143 2.5508163265 0.00000000 0.0000000 0.000000 0.000000
## [352,] 2.33857143 1.8708163265 0.00000000 0.0000000 0.000000 0.000000
## [353,] 2.16857143 1.7008163265 0.00000000 0.0000000 0.000000 0.000000
## [354,] 3.85857143 3.3908163265 0.81816327 0.0000000 0.000000 0.000000
## [355,] 4.85857143 4.3908163265 1.81816327 0.0000000 0.000000 0.000000
## [356,] 3.15857143 2.6908163265 0.11816327 0.0000000 0.000000 0.000000
## [357,] 2.95857143 2.4908163265 0.00000000 0.0000000 0.000000 0.000000
## [358,] 3.34857143 2.8808163265 0.30816327 0.0000000 0.000000 0.000000
## [359,] 2.70857143 2.2408163265 0.00000000 0.0000000 0.000000 0.000000
## [360,] 3.20857143 2.7408163265 0.16816327 0.0000000 0.000000 0.000000
## [361,] 2.45857143 1.9908163265 0.00000000 0.0000000 0.000000 0.000000
## [362,] 2.90857143 2.4408163265 0.00000000 10.0414286 6.497755 0.000000
## [363,] 4.47857143 4.0108163265 1.43816327 0.0000000 0.000000 0.000000
## [364,] 5.21857143 4.7508163265 2.17816327 0.0000000 0.000000 0.000000
## [365,] 4.92857143 4.4608163265 1.88816327 0.0000000 0.000000 0.000000
## [366,] 2.86857143 2.4008163265 0.00000000 0.0000000 0.000000 0.000000
## [367,] 3.02857143 2.5608163265 0.00000000 5.6814286 2.137755 0.000000
## [368,] 2.33857143 1.8708163265 0.00000000 0.0000000 0.000000 0.000000
## [369,] 2.46857143 2.0008163265 0.00000000 0.0000000 0.000000 0.000000
## [370,] 4.37857143 3.9108163265 1.33816327 0.0000000 0.000000 0.000000
## [371,] 2.61857143 2.1508163265 0.00000000 0.0000000 0.000000 0.000000
## [372,] 4.41857143 3.9508163265 1.37816327 0.0000000 0.000000 0.000000
## [373,] 3.03857143 2.5708163265 0.00000000 0.0000000 0.000000 0.000000
## [374,] 3.81857143 3.3508163265 0.77816327 0.0000000 0.000000 0.000000
## [375,] 3.56857143 3.1008163265 0.52816327 0.0000000 0.000000 0.000000
## [376,] 4.29857143 3.8308163265 1.25816327 0.0000000 0.000000 0.000000
## [377,] 2.98857143 2.5208163265 0.00000000 0.0000000 0.000000 0.000000
## [378,] 2.72857143 2.2608163265 0.00000000 0.0000000 0.000000 0.000000
## [379,] 3.48857143 3.0208163265 0.44816327 0.0000000 0.000000 0.000000
## [380,] 2.41857143 1.9508163265 0.00000000 0.0000000 0.000000 0.000000
## [381,] 2.45857143 1.9908163265 0.00000000 0.0000000 0.000000 0.000000
## [382,] 5.05857143 4.5908163265 2.01816327 0.0000000 0.000000 0.000000
## [383,] 3.91857143 3.4508163265 0.87816327 0.0000000 0.000000 0.000000
## [384,] 5.04857143 4.5808163265 2.00816327 0.0000000 0.000000 0.000000
## [385,] 3.88857143 3.4208163265 0.84816327 0.0000000 0.000000 0.000000
## [386,] 2.63857143 2.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [387,] 3.33857143 2.8708163265 0.29816327 0.0000000 0.000000 0.000000
## [388,] 2.00857143 1.5408163265 0.00000000 0.0000000 0.000000 0.000000
## [389,] 2.67857143 2.2108163265 0.00000000 0.0000000 0.000000 0.000000
## [390,] 3.38857143 2.9208163265 0.34816327 0.0000000 0.000000 0.000000
## [391,] 2.66857143 2.2008163265 0.00000000 0.0000000 0.000000 0.000000
## [392,] 2.59857143 2.1308163265 0.00000000 0.0000000 0.000000 0.000000
## [393,] 2.14857143 1.6808163265 0.00000000 0.0000000 0.000000 0.000000
## [394,] 2.73857143 2.2708163265 0.00000000 0.0000000 0.000000 0.000000
## [395,] 3.19857143 2.7308163265 0.15816327 0.0000000 0.000000 0.000000
## [396,] 2.41857143 1.9508163265 0.00000000 0.0000000 0.000000 0.000000
## [397,] 2.68857143 2.2208163265 0.00000000 0.0000000 0.000000 0.000000
## [398,] 5.23857143 4.7708163265 2.19816327 0.0000000 0.000000 0.000000
## [399,] 2.42857143 1.9608163265 0.00000000 0.0000000 0.000000 0.000000
## [400,] 2.18857143 1.7208163265 0.00000000 0.0000000 0.000000 0.000000
## [401,] 1.33857143 0.8708163265 0.00000000 0.0000000 0.000000 0.000000
## [402,] 1.55857143 1.0908163265 0.00000000 0.0000000 0.000000 0.000000
## [403,] 1.80857143 1.3408163265 0.00000000 0.0000000 0.000000 0.000000
## [404,] 2.64857143 2.1808163265 0.00000000 0.0000000 0.000000 0.000000
## [405,] 1.99857143 1.5308163265 0.00000000 0.0000000 0.000000 0.000000
## [406,] 1.65857143 1.1908163265 0.00000000 0.0000000 0.000000 0.000000
## [407,] 1.95857143 1.4908163265 0.00000000 0.0000000 0.000000 0.000000
## [408,] 2.67857143 2.2108163265 0.00000000 0.0000000 0.000000 0.000000
## [409,] 2.71857143 2.2508163265 0.00000000 0.0000000 0.000000 0.000000
## [410,] 2.38857143 1.9208163265 0.00000000 0.0000000 0.000000 0.000000
## [411,] 1.78857143 1.3208163265 0.00000000 0.0000000 0.000000 0.000000
## [412,] 2.23857143 1.7708163265 0.00000000 0.0000000 0.000000 0.000000
## [413,] 2.62857143 2.1608163265 0.00000000 0.0000000 0.000000 0.000000
## [414,] 2.76857143 2.3008163265 0.00000000 0.0000000 0.000000 0.000000
## [415,] 2.99857143 2.5308163265 0.00000000 0.0000000 0.000000 0.000000
## [416,] 2.43857143 1.9708163265 0.00000000 0.0000000 0.000000 0.000000
## [417,] 2.32857143 1.8608163265 0.00000000 0.0000000 0.000000 0.000000
## [418,] 2.63857143 2.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [419,] 2.83857143 2.3708163265 0.00000000 0.0000000 0.000000 0.000000
## [420,] 5.13857143 4.6708163265 2.09816327 0.0000000 0.000000 0.000000
## [421,] 4.62857143 4.1608163265 1.58816327 0.0000000 0.000000 0.000000
## [422,] 5.09857143 4.6308163265 2.05816327 0.0000000 0.000000 0.000000
## [423,] 3.62857143 3.1608163265 0.58816327 0.0000000 0.000000 0.000000
## [424,] 3.44857143 2.9808163265 0.40816327 0.0000000 0.000000 0.000000
## [425,] 2.04857143 1.5808163265 0.00000000 0.0000000 0.000000 0.000000
## [426,] 2.61857143 2.1508163265 0.00000000 0.0000000 0.000000 0.000000
## [427,] 2.51857143 2.0508163265 0.00000000 0.0000000 0.000000 0.000000
## [428,] 2.19857143 1.7308163265 0.00000000 0.0000000 0.000000 0.000000
## [429,] 2.42857143 1.9608163265 0.00000000 0.0000000 0.000000 0.000000
## [430,] 3.02857143 2.5608163265 0.00000000 0.0000000 0.000000 0.000000
## [431,] 3.34857143 2.8808163265 0.30816327 0.0000000 0.000000 0.000000
## [432,] 2.74857143 2.2808163265 0.00000000 0.0000000 0.000000 0.000000
## [433,] 2.63857143 2.1708163265 0.00000000 0.0000000 0.000000 0.000000
## [434,] 3.13857143 2.6708163265 0.09816327 0.0000000 0.000000 0.000000
## [435,] 2.38857143 1.9208163265 0.00000000 0.0000000 0.000000 0.000000
## [436,] 0.68857143 0.2208163265 0.00000000 0.0000000 0.000000 0.000000
## [437,] 1.69857143 1.2308163265 0.00000000 0.0000000 0.000000 0.000000
## [438,] 5.88857143 5.4208163265 2.84816327 0.0000000 0.000000 0.000000
## [439,] 4.90857143 4.4408163265 1.86816327 0.0000000 0.000000 0.000000
## [440,] 2.43857143 1.9708163265 0.00000000 0.0000000 0.000000 0.000000
## [441,] 2.01857143 1.5508163265 0.00000000 0.0000000 0.000000 0.000000
## [442,] 2.71857143 2.2508163265 0.00000000 0.0000000 0.000000 0.000000
## [443,] 2.08857143 1.6208163265 0.00000000 0.0000000 0.000000 0.000000
## [444,] 1.65857143 1.1908163265 0.00000000 0.0000000 0.000000 0.000000
## [445,] 4.38857143 3.9208163265 1.34816327 0.0000000 0.000000 0.000000
## [446,] 2.31857143 1.8508163265 0.00000000 0.0000000 0.000000 0.000000
## [447,] 2.11857143 1.6508163265 0.00000000 0.0000000 0.000000 0.000000
## [448,] 2.38857143 1.9208163265 0.00000000 0.0000000 0.000000 0.000000
## [449,] 1.81857143 1.3508163265 0.00000000 0.0000000 0.000000 0.000000
## [450,] 3.46857143 3.0008163265 0.42816327 0.0000000 0.000000 0.000000
## [451,] 1.68857143 1.2208163265 0.00000000 0.0000000 0.000000 0.000000
## [452,] 3.93857143 3.4708163265 0.89816327 0.0000000 0.000000 0.000000
## [453,] 3.54857143 3.0808163265 0.50816327 0.0000000 0.000000 0.000000
## [454,] 4.15857143 3.6908163265 1.11816327 0.0000000 0.000000 0.000000
## [455,] 3.14857143 2.6808163265 0.10816327 0.0000000 0.000000 0.000000
## [456,] 2.68857143 2.2208163265 0.00000000 0.0000000 0.000000 0.000000
## [457,] 3.58857143 3.1208163265 0.54816327 0.0000000 0.000000 0.000000
## [458,] 3.23857143 2.7708163265 0.19816327 0.0000000 0.000000 0.000000
## [459,] 3.11857143 2.6508163265 0.07816327 0.0000000 0.000000 0.000000
## [460,] 2.72857143 2.2608163265 0.00000000 0.0000000 0.000000 0.000000
## [461,] 5.85857143 5.3908163265 2.81816327 0.0000000 0.000000 0.000000
## [462,] 4.50857143 4.0408163265 1.46816327 0.0000000 0.000000 0.000000
## [463,] 2.45857143 1.9908163265 0.00000000 0.0000000 0.000000 0.000000
## [464,] 3.28857143 2.8208163265 0.24816327 0.0000000 0.000000 0.000000
## [465,] 2.67857143 2.2108163265 0.00000000 0.0000000 0.000000 0.000000
## [466,] 2.21857143 1.7508163265 0.00000000 0.0000000 0.000000 0.000000
## [467,] 3.14857143 2.6808163265 0.10816327 0.0000000 0.000000 0.000000
## [468,] 2.68857143 2.2208163265 0.00000000 0.0000000 0.000000 0.000000
## [469,] 1.71857143 1.2508163265 0.00000000 0.0000000 0.000000 0.000000
## [470,] 2.42857143 1.9608163265 0.00000000 0.0000000 0.000000 0.000000
## [471,] 5.54857143 5.0808163265 2.50816327 0.0000000 0.000000 0.000000
## [472,] 3.97857143 3.5108163265 0.93816327 0.0000000 0.000000 0.000000
## [473,] 3.86857143 3.4008163265 0.82816327 0.0000000 0.000000 0.000000
## [474,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [475,] 3.79857143 3.3308163265 0.75816327 0.0000000 0.000000 0.000000
## [476,] 4.25857143 3.7908163265 1.21816327 0.0000000 0.000000 0.000000
## [477,] 2.96857143 2.5008163265 0.00000000 0.0000000 0.000000 0.000000
## [478,] 3.97857143 3.5108163265 0.93816327 0.0000000 0.000000 0.000000
## [479,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [480,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [481,] 3.76857143 3.3008163265 0.72816327 0.0000000 0.000000 0.000000
## [482,] 3.83857143 3.3708163265 0.79816327 0.7114286 0.000000 0.000000
## [483,] 2.21857143 1.7508163265 0.00000000 0.0000000 0.000000 0.000000
## [484,] 0.00000000 0.0000000000 0.00000000 2.1914286 0.000000 0.000000
## [485,] 0.00000000 0.0000000000 0.00000000 7.8814286 4.337755 0.000000
## [486,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [487,] 2.66857143 2.2008163265 0.00000000 0.0000000 0.000000 0.000000
## [488,] 2.96857143 2.5008163265 0.00000000 0.0000000 0.000000 0.000000
## [489,] 0.76857143 0.3008163265 0.00000000 8.0614286 4.517755 0.000000
## [490,] 0.10857143 0.0000000000 0.00000000 3.0714286 0.000000 0.000000
## [491,] 3.07857143 2.6108163265 0.03816327 0.0000000 0.000000 0.000000
## [492,] 2.39857143 1.9308163265 0.00000000 49.6114286 46.067755 26.577551
## [493,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [494,] 0.58857143 0.1208163265 0.00000000 0.0000000 0.000000 0.000000
## [495,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [496,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [497,] 0.00000000 0.0000000000 0.00000000 16.2714286 12.727755 0.000000
## [498,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [499,] 0.00000000 0.0000000000 0.00000000 23.4114286 19.867755 0.377551
## [500,] 0.00000000 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [501,] 5.48857143 5.0208163265 2.44816327 0.0000000 0.000000 0.000000
## [502,] 2.87857143 2.4108163265 0.00000000 0.0000000 0.000000 0.000000
## [503,] 3.44857143 2.9808163265 0.40816327 0.0000000 0.000000 0.000000
## [504,] 4.58857143 4.1208163265 1.54816327 0.0000000 0.000000 0.000000
## [505,] 2.03857143 1.5708163265 0.00000000 0.0000000 0.000000 0.000000
## [506,] 2.35857143 1.8908163265 0.00000000 0.0000000 0.000000 0.000000
## [507,] 3.70857143 3.2408163265 0.66816327 0.0000000 0.000000 0.000000
## [508,] 2.24857143 1.7808163265 0.00000000 0.0000000 0.000000 0.000000
## [509,] 3.66857143 3.2008163265 0.62816327 0.0000000 0.000000 0.000000
## [510,] 2.13857143 1.6708163265 0.00000000 19.4514286 15.907755 0.000000
## [511,] 3.77857143 3.3108163265 0.73816327 0.0000000 0.000000 0.000000
## [512,] 2.28857143 1.8208163265 0.00000000 0.0000000 0.000000 0.000000
## [513,] 0.15857143 0.0000000000 0.00000000 0.0000000 0.000000 0.000000
## [514,] 5.43857143 4.9708163265 2.39816327 0.0000000 0.000000 0.000000
##
## [1,] 0.0000000 0.00000000 0.00000000 18.68571429 16.63673469 5.36734694
## [2,] 3.4114286 2.50489796 0.00000000 11.38571429 9.33673469 0.00000000
## [3,] 3.8314286 2.92489796 0.00000000 8.18571429 6.13673469 0.00000000
## [4,] 3.9414286 3.03489796 0.00000000 2.08571429 0.03673469 0.00000000
## [5,] 3.1014286 2.19489796 0.00000000 11.88571429 9.83673469 0.00000000
## [6,] 4.9014286 3.99489796 0.00000000 8.58571429 6.53673469 0.00000000
## [7,] 2.0514286 1.14489796 0.00000000 7.98571429 5.93673469 0.00000000
## [8,] 3.9114286 3.00489796 0.00000000 3.68571429 1.63673469 0.00000000
## [9,] 0.3714286 0.00000000 0.00000000 9.18571429 7.13673469 0.00000000
## [10,] 2.5414286 1.63489796 0.00000000 12.58571429 10.53673469 0.00000000
## [11,] 6.4214286 5.51489796 0.52897959 11.38571429 9.33673469 0.00000000
## [12,] 0.2414286 0.00000000 0.00000000 6.38571429 4.33673469 0.00000000
## [13,] 0.6814286 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [14,] 2.3114286 1.40489796 0.00000000 12.48571429 10.43673469 0.00000000
## [15,] 4.3614286 3.45489796 0.00000000 10.08571429 8.03673469 0.00000000
## [16,] 4.8014286 3.89489796 0.00000000 14.38571429 12.33673469 1.06734694
## [17,] 4.4014286 3.49489796 0.00000000 10.68571429 8.63673469 0.00000000
## [18,] 5.3614286 4.45489796 0.00000000 7.88571429 5.83673469 0.00000000
## [19,] 6.7814286 5.87489796 0.88897959 0.18571429 0.00000000 0.00000000
## [20,] 5.7414286 4.83489796 0.00000000 4.08571429 2.03673469 0.00000000
## [21,] 6.8214286 5.91489796 0.92897959 0.00000000 0.00000000 0.00000000
## [22,] 4.5414286 3.63489796 0.00000000 4.08571429 2.03673469 0.00000000
## [23,] 0.0000000 0.00000000 0.00000000 8.08571429 6.03673469 0.00000000
## [24,] 2.6614286 1.75489796 0.00000000 2.28571429 0.23673469 0.00000000
## [25,] 4.3314286 3.42489796 0.00000000 5.88571429 3.83673469 0.00000000
## [26,] 0.3214286 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [27,] 5.1014286 4.19489796 0.00000000 0.00000000 0.00000000 0.00000000
## [28,] 4.4014286 3.49489796 0.00000000 0.00000000 0.00000000 0.00000000
## [29,] 7.0414286 6.13489796 1.14897959 3.18571429 1.13673469 0.00000000
## [30,] 7.0714286 6.16489796 1.17897959 12.28571429 10.23673469 0.00000000
## [31,] 6.9614286 6.05489796 1.06897959 0.00000000 0.00000000 0.00000000
## [32,] 3.8514286 2.94489796 0.00000000 0.00000000 0.00000000 0.00000000
## [33,] 5.5314286 4.62489796 0.00000000 0.00000000 0.00000000 0.00000000
## [34,] 4.8714286 3.96489796 0.00000000 11.08571429 9.03673469 0.00000000
## [35,] 6.0014286 5.09489796 0.10897959 6.48571429 4.43673469 0.00000000
## [36,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [37,] 4.3414286 3.43489796 0.00000000 10.28571429 8.23673469 0.00000000
## [38,] 1.6514286 0.74489796 0.00000000 7.38571429 5.33673469 0.00000000
## [39,] 5.0314286 4.12489796 0.00000000 0.00000000 0.00000000 0.00000000
## [40,] 7.0014286 6.09489796 1.10897959 0.88571429 0.00000000 0.00000000
## [41,] 4.3514286 3.44489796 0.00000000 0.00000000 0.00000000 0.00000000
## [42,] 2.6414286 1.73489796 0.00000000 0.00000000 0.00000000 0.00000000
## [43,] 2.5814286 1.67489796 0.00000000 0.28571429 0.00000000 0.00000000
## [44,] 2.4714286 1.56489796 0.00000000 0.00000000 0.00000000 0.00000000
## [45,] 4.3014286 3.39489796 0.00000000 0.00000000 0.00000000 0.00000000
## [46,] 5.0114286 4.10489796 0.00000000 0.00000000 0.00000000 0.00000000
## [47,] 5.0014286 4.09489796 0.00000000 0.00000000 0.00000000 0.00000000
## [48,] 4.7214286 3.81489796 0.00000000 7.38571429 5.33673469 0.00000000
## [49,] 8.6914286 7.78489796 2.79897959 0.00000000 0.00000000 0.00000000
## [50,] 9.5114286 8.60489796 3.61897959 0.00000000 0.00000000 0.00000000
## [51,] 4.9414286 4.03489796 0.00000000 0.00000000 0.00000000 0.00000000
## [52,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [53,] 7.8914286 6.98489796 1.99897959 0.00000000 0.00000000 0.00000000
## [54,] 6.3914286 5.48489796 0.49897959 0.00000000 0.00000000 0.00000000
## [55,] 4.9614286 4.05489796 0.00000000 4.58571429 2.53673469 0.00000000
## [56,] 6.8514286 5.94489796 0.95897959 0.00000000 0.00000000 0.00000000
## [57,] 6.2814286 5.37489796 0.38897959 5.48571429 3.43673469 0.00000000
## [58,] 4.3214286 3.41489796 0.00000000 3.88571429 1.83673469 0.00000000
## [59,] 1.7814286 0.87489796 0.00000000 6.98571429 4.93673469 0.00000000
## [60,] 5.6014286 4.69489796 0.00000000 0.00000000 0.00000000 0.00000000
## [61,] 4.4614286 3.55489796 0.00000000 0.00000000 0.00000000 0.00000000
## [62,] 7.9914286 7.08489796 2.09897959 0.00000000 0.00000000 0.00000000
## [63,] 5.0614286 4.15489796 0.00000000 7.08571429 5.03673469 0.00000000
## [64,] 3.0514286 2.14489796 0.00000000 7.88571429 5.83673469 0.00000000
## [65,] 0.0000000 0.00000000 0.00000000 12.18571429 10.13673469 0.00000000
## [66,] 7.0014286 6.09489796 1.10897959 0.00000000 0.00000000 0.00000000
## [67,] 3.4714286 2.56489796 0.00000000 0.00000000 0.00000000 0.00000000
## [68,] 3.2914286 2.38489796 0.00000000 8.18571429 6.13673469 0.00000000
## [69,] 8.9214286 8.01489796 3.02897959 2.68571429 0.63673469 0.00000000
## [70,] 9.1514286 8.24489796 3.25897959 0.00000000 0.00000000 0.00000000
## [71,] 5.4514286 4.54489796 0.00000000 0.00000000 0.00000000 0.00000000
## [72,] 7.9914286 7.08489796 2.09897959 0.00000000 0.00000000 0.00000000
## [73,] 9.8914286 8.98489796 3.99897959 0.00000000 0.00000000 0.00000000
## [74,] 9.1914286 8.28489796 3.29897959 0.00000000 0.00000000 0.00000000
## [75,] 5.7114286 4.80489796 0.00000000 0.00000000 0.00000000 0.00000000
## [76,] 6.1814286 5.27489796 0.28897959 0.00000000 0.00000000 0.00000000
## [77,] 5.4514286 4.54489796 0.00000000 0.00000000 0.00000000 0.00000000
## [78,] 6.5514286 5.64489796 0.65897959 0.00000000 0.00000000 0.00000000
## [79,] 3.3814286 2.47489796 0.00000000 0.00000000 0.00000000 0.00000000
## [80,] 6.7614286 5.85489796 0.86897959 0.00000000 0.00000000 0.00000000
## [81,] 5.6014286 4.69489796 0.00000000 0.00000000 0.00000000 0.00000000
## [82,] 5.7514286 4.84489796 0.00000000 0.00000000 0.00000000 0.00000000
## [83,] 6.4014286 5.49489796 0.50897959 0.00000000 0.00000000 0.00000000
## [84,] 3.8914286 2.98489796 0.00000000 1.48571429 0.00000000 0.00000000
## [85,] 3.1714286 2.26489796 0.00000000 0.00000000 0.00000000 0.00000000
## [86,] 7.7814286 6.87489796 1.88897959 0.00000000 0.00000000 0.00000000
## [87,] 6.4314286 5.52489796 0.53897959 0.00000000 0.00000000 0.00000000
## [88,] 5.3114286 4.40489796 0.00000000 0.00000000 0.00000000 0.00000000
## [89,] 6.5114286 5.60489796 0.61897959 0.00000000 0.00000000 0.00000000
## [90,] 4.4614286 3.55489796 0.00000000 0.00000000 0.00000000 0.00000000
## [91,] 5.9814286 5.07489796 0.08897959 0.00000000 0.00000000 0.00000000
## [92,] 6.6014286 5.69489796 0.70897959 0.00000000 0.00000000 0.00000000
## [93,] 3.4314286 2.52489796 0.00000000 0.00000000 0.00000000 0.00000000
## [94,] 1.7414286 0.83489796 0.00000000 2.18571429 0.13673469 0.00000000
## [95,] 3.1914286 2.28489796 0.00000000 0.00000000 0.00000000 0.00000000
## [96,] 5.2514286 4.34489796 0.00000000 1.18571429 0.00000000 0.00000000
## [97,] 8.0514286 7.14489796 2.15897959 0.00000000 0.00000000 0.00000000
## [98,] 7.6214286 6.71489796 1.72897959 0.00000000 0.00000000 0.00000000
## [99,] 3.6114286 2.70489796 0.00000000 0.00000000 0.00000000 0.00000000
## [100,] 4.0714286 3.16489796 0.00000000 10.98571429 8.93673469 0.00000000
## [101,] 4.4814286 3.57489796 0.00000000 4.38571429 2.33673469 0.00000000
## [102,] 1.6314286 0.72489796 0.00000000 0.00000000 0.00000000 0.00000000
## [103,] 3.7114286 2.80489796 0.00000000 0.38571429 0.00000000 0.00000000
## [104,] 4.2714286 3.36489796 0.00000000 0.00000000 0.00000000 0.00000000
## [105,] 4.5214286 3.61489796 0.00000000 0.00000000 0.00000000 0.00000000
## [106,] 4.5414286 3.63489796 0.00000000 0.00000000 0.00000000 0.00000000
## [107,] 2.6414286 1.73489796 0.00000000 1.48571429 0.00000000 0.00000000
## [108,] 1.0914286 0.18489796 0.00000000 1.38571429 0.00000000 0.00000000
## [109,] 0.4914286 0.00000000 0.00000000 11.08571429 9.03673469 0.00000000
## [110,] 3.7214286 2.81489796 0.00000000 0.00000000 0.00000000 0.00000000
## [111,] 1.1314286 0.22489796 0.00000000 11.58571429 9.53673469 0.00000000
## [112,] 6.7514286 5.84489796 0.85897959 0.00000000 0.00000000 0.00000000
## [113,] 2.4614286 1.55489796 0.00000000 1.78571429 0.00000000 0.00000000
## [114,] 5.0114286 4.10489796 0.00000000 0.00000000 0.00000000 0.00000000
## [115,] 6.0314286 5.12489796 0.13897959 0.00000000 0.00000000 0.00000000
## [116,] 3.1614286 2.25489796 0.00000000 2.48571429 0.43673469 0.00000000
## [117,] 3.9814286 3.07489796 0.00000000 7.08571429 5.03673469 0.00000000
## [118,] 3.5314286 2.62489796 0.00000000 0.08571429 0.00000000 0.00000000
## [119,] 2.0314286 1.12489796 0.00000000 0.00000000 0.00000000 0.00000000
## [120,] 3.1114286 2.20489796 0.00000000 4.48571429 2.43673469 0.00000000
## [121,] 2.0614286 1.15489796 0.00000000 5.58571429 3.53673469 0.00000000
## [122,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [123,] 3.2214286 2.31489796 0.00000000 0.58571429 0.00000000 0.00000000
## [124,] 3.2814286 2.37489796 0.00000000 1.68571429 0.00000000 0.00000000
## [125,] 5.5014286 4.59489796 0.00000000 0.00000000 0.00000000 0.00000000
## [126,] 4.7314286 3.82489796 0.00000000 0.00000000 0.00000000 0.00000000
## [127,] 5.0514286 4.14489796 0.00000000 0.00000000 0.00000000 0.00000000
## [128,] 4.5914286 3.68489796 0.00000000 1.98571429 0.00000000 0.00000000
## [129,] 2.8914286 1.98489796 0.00000000 3.08571429 1.03673469 0.00000000
## [130,] 5.1814286 4.27489796 0.00000000 0.00000000 0.00000000 0.00000000
## [131,] 3.9914286 3.08489796 0.00000000 0.00000000 0.00000000 0.00000000
## [132,] 6.0114286 5.10489796 0.11897959 0.00000000 0.00000000 0.00000000
## [133,] 4.6714286 3.76489796 0.00000000 1.18571429 0.00000000 0.00000000
## [134,] 4.5014286 3.59489796 0.00000000 0.00000000 0.00000000 0.00000000
## [135,] 5.8114286 4.90489796 0.00000000 0.00000000 0.00000000 0.00000000
## [136,] 3.5114286 2.60489796 0.00000000 0.00000000 0.00000000 0.00000000
## [137,] 5.1814286 4.27489796 0.00000000 0.00000000 0.00000000 0.00000000
## [138,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [139,] 6.6714286 5.76489796 0.77897959 0.00000000 0.00000000 0.00000000
## [140,] 6.8814286 5.97489796 0.98897959 0.00000000 0.00000000 0.00000000
## [141,] 6.3614286 5.45489796 0.46897959 1.68571429 0.00000000 0.00000000
## [142,] 6.3014286 5.39489796 0.40897959 0.00000000 0.00000000 0.00000000
## [143,] 3.7414286 2.83489796 0.00000000 0.00000000 0.00000000 0.00000000
## [144,] 6.8714286 5.96489796 0.97897959 0.00000000 0.00000000 0.00000000
## [145,] 5.1914286 4.28489796 0.00000000 0.00000000 0.00000000 0.00000000
## [146,] 7.3514286 6.44489796 1.45897959 0.00000000 0.00000000 0.00000000
## [147,] 8.7214286 7.81489796 2.82897959 0.00000000 0.00000000 0.00000000
## [148,] 5.8514286 4.94489796 0.00000000 0.08571429 0.00000000 0.00000000
## [149,] 6.7714286 5.86489796 0.87897959 0.00000000 0.00000000 0.00000000
## [150,] 0.9814286 0.07489796 0.00000000 0.00000000 0.00000000 0.00000000
## [151,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [152,] 2.8614286 1.95489796 0.00000000 0.00000000 0.00000000 0.00000000
## [153,] 8.7014286 7.79489796 2.80897959 0.00000000 0.00000000 0.00000000
## [154,] 7.6114286 6.70489796 1.71897959 0.00000000 0.00000000 0.00000000
## [155,] 4.3714286 3.46489796 0.00000000 0.00000000 0.00000000 0.00000000
## [156,] 9.5714286 8.66489796 3.67897959 0.00000000 0.00000000 0.00000000
## [157,] 8.3514286 7.44489796 2.45897959 0.00000000 0.00000000 0.00000000
## [158,] 8.9214286 8.01489796 3.02897959 0.00000000 0.00000000 0.00000000
## [159,] 9.5414286 8.63489796 3.64897959 0.00000000 0.00000000 0.00000000
## [160,] 9.8814286 8.97489796 3.98897959 0.00000000 0.00000000 0.00000000
## [161,] 6.6814286 5.77489796 0.78897959 6.08571429 4.03673469 0.00000000
## [162,] 6.5914286 5.68489796 0.69897959 5.48571429 3.43673469 0.00000000
## [163,] 5.5514286 4.64489796 0.00000000 0.00000000 0.00000000 0.00000000
## [164,] 9.0314286 8.12489796 3.13897959 7.68571429 5.63673469 0.00000000
## [165,] 6.8314286 5.92489796 0.93897959 2.58571429 0.53673469 0.00000000
## [166,] 4.9514286 4.04489796 0.00000000 0.00000000 0.00000000 0.00000000
## [167,] 7.3314286 6.42489796 1.43897959 3.88571429 1.83673469 0.00000000
## [168,] 9.0514286 8.14489796 3.15897959 1.88571429 0.00000000 0.00000000
## [169,] 7.5214286 6.61489796 1.62897959 1.38571429 0.00000000 0.00000000
## [170,] 5.8114286 4.90489796 0.00000000 2.58571429 0.53673469 0.00000000
## [171,] 7.9514286 7.04489796 2.05897959 0.00000000 0.00000000 0.00000000
## [172,] 7.2214286 6.31489796 1.32897959 0.00000000 0.00000000 0.00000000
## [173,] 8.0014286 7.09489796 2.10897959 0.00000000 0.00000000 0.00000000
## [174,] 6.5014286 5.59489796 0.60897959 2.48571429 0.43673469 0.00000000
## [175,] 7.6614286 6.75489796 1.76897959 0.00000000 0.00000000 0.00000000
## [176,] 9.0614286 8.15489796 3.16897959 1.68571429 0.00000000 0.00000000
## [177,] 7.8614286 6.95489796 1.96897959 3.58571429 1.53673469 0.00000000
## [178,] 6.9314286 6.02489796 1.03897959 2.38571429 0.33673469 0.00000000
## [179,] 9.2114286 8.30489796 3.31897959 0.00000000 0.00000000 0.00000000
## [180,] 7.8714286 6.96489796 1.97897959 5.38571429 3.33673469 0.00000000
## [181,] 9.8014286 8.89489796 3.90897959 0.00000000 0.00000000 0.00000000
## [182,] 7.8414286 6.93489796 1.94897959 0.00000000 0.00000000 0.00000000
## [183,] 10.5514286 9.64489796 4.65897959 0.00000000 0.00000000 0.00000000
## [184,] 9.9914286 9.08489796 4.09897959 0.00000000 0.00000000 0.00000000
## [185,] 9.5614286 8.65489796 3.66897959 2.98571429 0.93673469 0.00000000
## [186,] 7.6814286 6.77489796 1.78897959 5.58571429 3.53673469 0.00000000
## [187,] 6.5614286 5.65489796 0.66897959 2.08571429 0.03673469 0.00000000
## [188,] 9.0114286 8.10489796 3.11897959 0.00000000 0.00000000 0.00000000
## [189,] 8.7414286 7.83489796 2.84897959 0.00000000 0.00000000 0.00000000
## [190,] 8.1314286 7.22489796 2.23897959 4.48571429 2.43673469 0.00000000
## [191,] 9.2314286 8.32489796 3.33897959 0.00000000 0.00000000 0.00000000
## [192,] 8.5914286 7.68489796 2.69897959 0.38571429 0.00000000 0.00000000
## [193,] 9.9714286 9.06489796 4.07897959 0.00000000 0.00000000 0.00000000
## [194,] 6.9314286 6.02489796 1.03897959 7.68571429 5.63673469 0.00000000
## [195,] 8.9614286 8.05489796 3.06897959 4.28571429 2.23673469 0.00000000
## [196,] 10.9914286 10.08489796 5.09897959 0.00000000 0.00000000 0.00000000
## [197,] 11.8314286 10.92489796 5.93897959 2.98571429 0.93673469 0.00000000
## [198,] 12.6214286 11.71489796 6.72897959 2.78571429 0.73673469 0.00000000
## [199,] 11.3214286 10.41489796 5.42897959 0.00000000 0.00000000 0.00000000
## [200,] 12.4814286 11.57489796 6.58897959 0.68571429 0.00000000 0.00000000
## [201,] 10.7314286 9.82489796 4.83897959 0.00000000 0.00000000 0.00000000
## [202,] 9.8014286 8.89489796 3.90897959 0.00000000 0.00000000 0.00000000
## [203,] 9.4714286 8.56489796 3.57897959 0.00000000 0.00000000 0.00000000
## [204,] 9.5314286 8.62489796 3.63897959 0.00000000 0.00000000 0.00000000
## [205,] 11.1514286 10.24489796 5.25897959 0.00000000 0.00000000 0.00000000
## [206,] 11.6214286 10.71489796 5.72897959 0.00000000 0.00000000 0.00000000
## [207,] 10.8014286 9.89489796 4.90897959 0.00000000 0.00000000 0.00000000
## [208,] 10.3614286 9.45489796 4.46897959 0.00000000 0.00000000 0.00000000
## [209,] 10.7114286 9.80489796 4.81897959 0.00000000 0.00000000 0.00000000
## [210,] 10.5314286 9.62489796 4.63897959 3.58571429 1.53673469 0.00000000
## [211,] 9.3414286 8.43489796 3.44897959 0.88571429 0.00000000 0.00000000
## [212,] 9.6114286 8.70489796 3.71897959 3.18571429 1.13673469 0.00000000
## [213,] 8.6314286 7.72489796 2.73897959 7.08571429 5.03673469 0.00000000
## [214,] 8.6114286 7.70489796 2.71897959 0.00000000 0.00000000 0.00000000
## [215,] 6.7614286 5.85489796 0.86897959 0.00000000 0.00000000 0.00000000
## [216,] 4.7214286 3.81489796 0.00000000 0.08571429 0.00000000 0.00000000
## [217,] 11.9814286 11.07489796 6.08897959 0.00000000 0.00000000 0.00000000
## [218,] 12.3914286 11.48489796 6.49897959 0.00000000 0.00000000 0.00000000
## [219,] 12.6914286 11.78489796 6.79897959 0.00000000 0.00000000 0.00000000
## [220,] 12.6614286 11.75489796 6.76897959 0.00000000 0.00000000 0.00000000
## [221,] 9.3614286 8.45489796 3.46897959 6.68571429 4.63673469 0.00000000
## [222,] 9.5314286 8.62489796 3.63897959 0.78571429 0.00000000 0.00000000
## [223,] 10.0514286 9.14489796 4.15897959 0.00000000 0.00000000 0.00000000
## [224,] 8.7014286 7.79489796 2.80897959 0.00000000 0.00000000 0.00000000
## [225,] 9.0014286 8.09489796 3.10897959 0.68571429 0.00000000 0.00000000
## [226,] 9.8414286 8.93489796 3.94897959 0.00000000 0.00000000 0.00000000
## [227,] 9.6714286 8.76489796 3.77897959 0.00000000 0.00000000 0.00000000
## [228,] 7.6214286 6.71489796 1.72897959 0.00000000 0.00000000 0.00000000
## [229,] 8.3114286 7.40489796 2.41897959 0.00000000 0.00000000 0.00000000
## [230,] 9.4014286 8.49489796 3.50897959 0.00000000 0.00000000 0.00000000
## [231,] 9.6714286 8.76489796 3.77897959 0.00000000 0.00000000 0.00000000
## [232,] 9.1014286 8.19489796 3.20897959 0.00000000 0.00000000 0.00000000
## [233,] 8.0314286 7.12489796 2.13897959 0.00000000 0.00000000 0.00000000
## [234,] 8.0214286 7.11489796 2.12897959 0.00000000 0.00000000 0.00000000
## [235,] 5.7214286 4.81489796 0.00000000 8.38571429 6.33673469 0.00000000
## [236,] 4.7914286 3.88489796 0.00000000 8.18571429 6.13673469 0.00000000
## [237,] 6.1414286 5.23489796 0.24897959 0.38571429 0.00000000 0.00000000
## [238,] 2.3614286 1.45489796 0.00000000 0.00000000 0.00000000 0.00000000
## [239,] 4.7014286 3.79489796 0.00000000 0.00000000 0.00000000 0.00000000
## [240,] 2.8814286 1.97489796 0.00000000 13.88571429 11.83673469 0.56734694
## [241,] 5.5714286 4.66489796 0.00000000 6.38571429 4.33673469 0.00000000
## [242,] 9.4514286 8.54489796 3.55897959 0.00000000 0.00000000 0.00000000
## [243,] 8.0114286 7.10489796 2.11897959 0.00000000 0.00000000 0.00000000
## [244,] 7.9814286 7.07489796 2.08897959 0.00000000 0.00000000 0.00000000
## [245,] 7.0414286 6.13489796 1.14897959 0.00000000 0.00000000 0.00000000
## [246,] 7.0414286 6.13489796 1.14897959 0.00000000 0.00000000 0.00000000
## [247,] 8.0514286 7.14489796 2.15897959 0.00000000 0.00000000 0.00000000
## [248,] 7.9614286 7.05489796 2.06897959 0.00000000 0.00000000 0.00000000
## [249,] 7.3314286 6.42489796 1.43897959 0.00000000 0.00000000 0.00000000
## [250,] 7.1214286 6.21489796 1.22897959 0.00000000 0.00000000 0.00000000
## [251,] 7.9814286 7.07489796 2.08897959 0.00000000 0.00000000 0.00000000
## [252,] 8.0614286 7.15489796 2.16897959 0.00000000 0.00000000 0.00000000
## [253,] 5.5514286 4.64489796 0.00000000 0.00000000 0.00000000 0.00000000
## [254,] 3.4014286 2.49489796 0.00000000 0.00000000 0.00000000 0.00000000
## [255,] 3.0714286 2.16489796 0.00000000 3.58571429 1.53673469 0.00000000
## [256,] 7.2314286 6.32489796 1.33897959 0.00000000 0.00000000 0.00000000
## [257,] 9.4314286 8.52489796 3.53897959 0.00000000 0.00000000 0.00000000
## [258,] 9.4214286 8.51489796 3.52897959 0.00000000 0.00000000 0.00000000
## [259,] 8.8914286 7.98489796 2.99897959 0.00000000 0.00000000 0.00000000
## [260,] 5.7514286 4.84489796 0.00000000 10.28571429 8.23673469 0.00000000
## [261,] 7.0714286 6.16489796 1.17897959 0.00000000 0.00000000 0.00000000
## [262,] 8.8614286 7.95489796 2.96897959 0.00000000 0.00000000 0.00000000
## [263,] 8.2014286 7.29489796 2.30897959 0.00000000 0.00000000 0.00000000
## [264,] 9.5114286 8.60489796 3.61897959 0.00000000 0.00000000 0.00000000
## [265,] 8.0514286 7.14489796 2.15897959 1.58571429 0.00000000 0.00000000
## [266,] 0.3414286 0.00000000 0.00000000 7.08571429 5.03673469 0.00000000
## [267,] 2.8914286 1.98489796 0.00000000 13.98571429 11.93673469 0.66734694
## [268,] 5.4114286 4.50489796 0.00000000 4.88571429 2.83673469 0.00000000
## [269,] 0.3614286 0.00000000 0.00000000 2.38571429 0.33673469 0.00000000
## [270,] 7.0014286 6.09489796 1.10897959 0.00000000 0.00000000 0.00000000
## [271,] 2.1514286 1.24489796 0.00000000 0.48571429 0.00000000 0.00000000
## [272,] 3.7414286 2.83489796 0.00000000 0.78571429 0.00000000 0.00000000
## [273,] 7.8714286 6.96489796 1.97897959 0.00000000 0.00000000 0.00000000
## [274,] 7.9614286 7.05489796 2.06897959 0.00000000 0.00000000 0.00000000
## [275,] 9.2414286 8.33489796 3.34897959 0.00000000 0.00000000 0.00000000
## [276,] 10.6414286 9.73489796 4.74897959 0.00000000 0.00000000 0.00000000
## [277,] 9.2814286 8.37489796 3.38897959 0.00000000 0.00000000 0.00000000
## [278,] 7.0414286 6.13489796 1.14897959 0.00000000 0.00000000 0.00000000
## [279,] 6.0914286 5.18489796 0.19897959 0.00000000 0.00000000 0.00000000
## [280,] 6.0114286 5.10489796 0.11897959 0.00000000 0.00000000 0.00000000
## [281,] 7.4614286 6.55489796 1.56897959 0.00000000 0.00000000 0.00000000
## [282,] 10.4514286 9.54489796 4.55897959 0.00000000 0.00000000 0.00000000
## [283,] 2.8414286 1.93489796 0.00000000 0.00000000 0.00000000 0.00000000
## [284,] 1.8814286 0.97489796 0.00000000 0.00000000 0.00000000 0.00000000
## [285,] 1.7114286 0.80489796 0.00000000 6.08571429 4.03673469 0.00000000
## [286,] 3.3014286 2.39489796 0.00000000 4.18571429 2.13673469 0.00000000
## [287,] 2.5214286 1.61489796 0.00000000 0.00000000 0.00000000 0.00000000
## [288,] 2.0314286 1.12489796 0.00000000 15.18571429 13.13673469 1.86734694
## [289,] 3.9614286 3.05489796 0.00000000 0.00000000 0.00000000 0.00000000
## [290,] 2.9314286 2.02489796 0.00000000 11.98571429 9.93673469 0.00000000
## [291,] 7.3114286 6.40489796 1.41897959 4.08571429 2.03673469 0.00000000
## [292,] 5.9514286 5.04489796 0.05897959 10.28571429 8.23673469 0.00000000
## [293,] 0.4014286 0.00000000 0.00000000 16.88571429 14.83673469 3.56734694
## [294,] 1.6514286 0.74489796 0.00000000 28.58571429 26.53673469 15.26734694
## [295,] 2.3714286 1.46489796 0.00000000 21.18571429 19.13673469 7.86734694
## [296,] 0.3914286 0.00000000 0.00000000 26.58571429 24.53673469 13.26734694
## [297,] 0.0000000 0.00000000 0.00000000 17.78571429 15.73673469 4.46734694
## [298,] 0.7214286 0.00000000 0.00000000 15.68571429 13.63673469 2.36734694
## [299,] 3.0614286 2.15489796 0.00000000 11.78571429 9.73673469 0.00000000
## [300,] 0.8814286 0.00000000 0.00000000 5.98571429 3.93673469 0.00000000
## [301,] 3.4714286 2.56489796 0.00000000 0.00000000 0.00000000 0.00000000
## [302,] 2.3914286 1.48489796 0.00000000 15.28571429 13.23673469 1.96734694
## [303,] 0.5814286 0.00000000 0.00000000 4.78571429 2.73673469 0.00000000
## [304,] 2.3314286 1.42489796 0.00000000 20.98571429 18.93673469 7.66734694
## [305,] 2.6314286 1.72489796 0.00000000 13.58571429 11.53673469 0.26734694
## [306,] 0.3614286 0.00000000 0.00000000 18.28571429 16.23673469 4.96734694
## [307,] 2.7614286 1.85489796 0.00000000 14.68571429 12.63673469 1.36734694
## [308,] 2.6714286 1.76489796 0.00000000 3.38571429 1.33673469 0.00000000
## [309,] 3.6314286 2.72489796 0.00000000 17.98571429 15.93673469 4.66734694
## [310,] 3.7514286 2.84489796 0.00000000 22.78571429 20.73673469 9.46734694
## [311,] 3.2514286 2.34489796 0.00000000 22.18571429 20.13673469 8.86734694
## [312,] 0.0000000 0.00000000 0.00000000 15.38571429 13.33673469 2.06734694
## [313,] 0.4314286 0.00000000 0.00000000 26.18571429 24.13673469 12.86734694
## [314,] 5.2814286 4.37489796 0.00000000 8.38571429 6.33673469 0.00000000
## [315,] 4.5214286 3.61489796 0.00000000 9.28571429 7.23673469 0.00000000
## [316,] 6.5014286 5.59489796 0.60897959 5.68571429 3.63673469 0.00000000
## [317,] 6.5314286 5.62489796 0.63897959 0.58571429 0.00000000 0.00000000
## [318,] 6.2114286 5.30489796 0.31897959 0.00000000 0.00000000 0.00000000
## [319,] 7.1714286 6.26489796 1.27897959 3.28571429 1.23673469 0.00000000
## [320,] 7.6414286 6.73489796 1.74897959 0.00000000 0.00000000 0.00000000
## [321,] 8.9614286 8.05489796 3.06897959 11.18571429 9.13673469 0.00000000
## [322,] 8.5314286 7.62489796 2.63897959 9.48571429 7.43673469 0.00000000
## [323,] 7.5014286 6.59489796 1.60897959 0.00000000 0.00000000 0.00000000
## [324,] 8.0814286 7.17489796 2.18897959 13.78571429 11.73673469 0.46734694
## [325,] 3.9814286 3.07489796 0.00000000 1.38571429 0.00000000 0.00000000
## [326,] 6.0214286 5.11489796 0.12897959 3.88571429 1.83673469 0.00000000
## [327,] 8.6314286 7.72489796 2.73897959 0.00000000 0.00000000 0.00000000
## [328,] 7.5714286 6.66489796 1.67897959 0.00000000 0.00000000 0.00000000
## [329,] 6.0414286 5.13489796 0.14897959 0.00000000 0.00000000 0.00000000
## [330,] 5.1514286 4.24489796 0.00000000 13.98571429 11.93673469 0.66734694
## [331,] 3.9914286 3.08489796 0.00000000 0.00000000 0.00000000 0.00000000
## [332,] 2.5114286 1.60489796 0.00000000 2.38571429 0.33673469 0.00000000
## [333,] 6.4414286 5.53489796 0.54897959 0.00000000 0.00000000 0.00000000
## [334,] 1.1914286 0.28489796 0.00000000 12.48571429 10.43673469 0.00000000
## [335,] 4.3914286 3.48489796 0.00000000 4.28571429 2.23673469 0.00000000
## [336,] 6.7914286 5.88489796 0.89897959 7.58571429 5.53673469 0.00000000
## [337,] 4.6014286 3.69489796 0.00000000 0.00000000 0.00000000 0.00000000
## [338,] 5.7214286 4.81489796 0.00000000 0.00000000 0.00000000 0.00000000
## [339,] 3.3614286 2.45489796 0.00000000 2.48571429 0.43673469 0.00000000
## [340,] 4.7014286 3.79489796 0.00000000 0.00000000 0.00000000 0.00000000
## [341,] 3.6714286 2.76489796 0.00000000 0.18571429 0.00000000 0.00000000
## [342,] 8.4614286 7.55489796 2.56897959 6.48571429 4.43673469 0.00000000
## [343,] 4.8714286 3.96489796 0.00000000 20.18571429 18.13673469 6.86734694
## [344,] 4.5314286 3.62489796 0.00000000 0.00000000 0.00000000 0.00000000
## [345,] 2.7714286 1.86489796 0.00000000 8.58571429 6.53673469 0.00000000
## [346,] 1.5614286 0.65489796 0.00000000 0.00000000 0.00000000 0.00000000
## [347,] 5.9214286 5.01489796 0.02897959 0.00000000 0.00000000 0.00000000
## [348,] 1.6614286 0.75489796 0.00000000 3.88571429 1.83673469 0.00000000
## [349,] 1.6214286 0.71489796 0.00000000 0.00000000 0.00000000 0.00000000
## [350,] 0.0000000 0.00000000 0.00000000 14.48571429 12.43673469 1.16734694
## [351,] 6.0414286 5.13489796 0.14897959 0.00000000 0.00000000 0.00000000
## [352,] 5.7014286 4.79489796 0.00000000 3.58571429 1.53673469 0.00000000
## [353,] 3.1614286 2.25489796 0.00000000 11.88571429 9.83673469 0.00000000
## [354,] 6.6514286 5.74489796 0.75897959 4.98571429 2.93673469 0.00000000
## [355,] 7.3814286 6.47489796 1.48897959 0.00000000 0.00000000 0.00000000
## [356,] 7.7514286 6.84489796 1.85897959 0.88571429 0.00000000 0.00000000
## [357,] 7.5114286 6.60489796 1.61897959 0.00000000 0.00000000 0.00000000
## [358,] 7.1714286 6.26489796 1.27897959 1.48571429 0.00000000 0.00000000
## [359,] 7.9514286 7.04489796 2.05897959 0.48571429 0.00000000 0.00000000
## [360,] 8.3314286 7.42489796 2.43897959 7.48571429 5.43673469 0.00000000
## [361,] 6.5914286 5.68489796 0.69897959 3.08571429 1.03673469 0.00000000
## [362,] 7.2214286 6.31489796 1.32897959 0.00000000 0.00000000 0.00000000
## [363,] 9.6514286 8.74489796 3.75897959 0.08571429 0.00000000 0.00000000
## [364,] 9.4414286 8.53489796 3.54897959 2.88571429 0.83673469 0.00000000
## [365,] 9.4314286 8.52489796 3.53897959 5.88571429 3.83673469 0.00000000
## [366,] 7.5414286 6.63489796 1.64897959 1.08571429 0.00000000 0.00000000
## [367,] 6.2714286 5.36489796 0.37897959 0.00000000 0.00000000 0.00000000
## [368,] 6.1814286 5.27489796 0.28897959 0.00000000 0.00000000 0.00000000
## [369,] 6.2914286 5.38489796 0.39897959 0.00000000 0.00000000 0.00000000
## [370,] 8.8414286 7.93489796 2.94897959 0.00000000 0.00000000 0.00000000
## [371,] 4.8314286 3.92489796 0.00000000 3.28571429 1.23673469 0.00000000
## [372,] 6.5814286 5.67489796 0.68897959 1.58571429 0.00000000 0.00000000
## [373,] 5.5414286 4.63489796 0.00000000 0.00000000 0.00000000 0.00000000
## [374,] 5.6714286 4.76489796 0.00000000 0.00000000 0.00000000 0.00000000
## [375,] 5.4714286 4.56489796 0.00000000 4.88571429 2.83673469 0.00000000
## [376,] 6.7514286 5.84489796 0.85897959 0.00000000 0.00000000 0.00000000
## [377,] 5.6214286 4.71489796 0.00000000 0.00000000 0.00000000 0.00000000
## [378,] 3.0914286 2.18489796 0.00000000 6.28571429 4.23673469 0.00000000
## [379,] 6.3514286 5.44489796 0.45897959 3.38571429 1.33673469 0.00000000
## [380,] 3.2714286 2.36489796 0.00000000 6.88571429 4.83673469 0.00000000
## [381,] 0.0000000 0.00000000 0.00000000 11.48571429 9.43673469 0.00000000
## [382,] 7.2614286 6.35489796 1.36897959 0.28571429 0.00000000 0.00000000
## [383,] 6.4414286 5.53489796 0.54897959 0.00000000 0.00000000 0.00000000
## [384,] 7.6014286 6.69489796 1.70897959 0.00000000 0.00000000 0.00000000
## [385,] 6.1014286 5.19489796 0.20897959 0.00000000 0.00000000 0.00000000
## [386,] 5.7814286 4.87489796 0.00000000 7.58571429 5.53673469 0.00000000
## [387,] 6.0914286 5.18489796 0.19897959 4.98571429 2.93673469 0.00000000
## [388,] 2.6214286 1.71489796 0.00000000 12.58571429 10.53673469 0.00000000
## [389,] 1.5414286 0.63489796 0.00000000 7.48571429 5.43673469 0.00000000
## [390,] 4.4914286 3.58489796 0.00000000 8.48571429 6.43673469 0.00000000
## [391,] 4.1314286 3.22489796 0.00000000 4.48571429 2.43673469 0.00000000
## [392,] 1.6314286 0.72489796 0.00000000 6.18571429 4.13673469 0.00000000
## [393,] 0.0000000 0.00000000 0.00000000 6.98571429 4.93673469 0.00000000
## [394,] 1.1714286 0.26489796 0.00000000 0.00000000 0.00000000 0.00000000
## [395,] 5.1114286 4.20489796 0.00000000 4.88571429 2.83673469 0.00000000
## [396,] 0.8414286 0.00000000 0.00000000 4.08571429 2.03673469 0.00000000
## [397,] 4.7314286 3.82489796 0.00000000 3.18571429 1.13673469 0.00000000
## [398,] 6.2114286 5.30489796 0.31897959 0.58571429 0.00000000 0.00000000
## [399,] 3.8014286 2.89489796 0.00000000 9.78571429 7.73673469 0.00000000
## [400,] 3.6014286 2.69489796 0.00000000 12.18571429 10.13673469 0.00000000
## [401,] 5.8714286 4.96489796 0.00000000 0.00000000 0.00000000 0.00000000
## [402,] 1.7514286 0.84489796 0.00000000 14.78571429 12.73673469 1.46734694
## [403,] 2.6614286 1.75489796 0.00000000 13.88571429 11.83673469 0.56734694
## [404,] 5.6514286 4.74489796 0.00000000 0.00000000 0.00000000 0.00000000
## [405,] 2.6814286 1.77489796 0.00000000 11.98571429 9.93673469 0.00000000
## [406,] 2.6114286 1.70489796 0.00000000 4.48571429 2.43673469 0.00000000
## [407,] 4.2114286 3.30489796 0.00000000 13.18571429 11.13673469 0.00000000
## [408,] 2.1214286 1.21489796 0.00000000 8.48571429 6.43673469 0.00000000
## [409,] 4.3114286 3.40489796 0.00000000 0.58571429 0.00000000 0.00000000
## [410,] 5.2614286 4.35489796 0.00000000 2.48571429 0.43673469 0.00000000
## [411,] 2.8614286 1.95489796 0.00000000 5.88571429 3.83673469 0.00000000
## [412,] 5.5014286 4.59489796 0.00000000 4.88571429 2.83673469 0.00000000
## [413,] 5.2514286 4.34489796 0.00000000 0.00000000 0.00000000 0.00000000
## [414,] 6.1014286 5.19489796 0.20897959 13.38571429 11.33673469 0.06734694
## [415,] 5.7614286 4.85489796 0.00000000 10.58571429 8.53673469 0.00000000
## [416,] 8.7514286 7.84489796 2.85897959 15.38571429 13.33673469 2.06734694
## [417,] 4.1214286 3.21489796 0.00000000 0.00000000 0.00000000 0.00000000
## [418,] 5.9514286 5.04489796 0.05897959 4.48571429 2.43673469 0.00000000
## [419,] 8.5914286 7.68489796 2.69897959 7.18571429 5.13673469 0.00000000
## [420,] 7.3614286 6.45489796 1.46897959 4.08571429 2.03673469 0.00000000
## [421,] 6.5414286 5.63489796 0.64897959 5.18571429 3.13673469 0.00000000
## [422,] 6.1514286 5.24489796 0.25897959 3.98571429 1.93673469 0.00000000
## [423,] 6.1814286 5.27489796 0.28897959 2.28571429 0.23673469 0.00000000
## [424,] 5.2014286 4.29489796 0.00000000 6.28571429 4.23673469 0.00000000
## [425,] 5.3214286 4.41489796 0.00000000 7.68571429 5.63673469 0.00000000
## [426,] 3.3214286 2.41489796 0.00000000 15.68571429 13.63673469 2.36734694
## [427,] 5.7814286 4.87489796 0.00000000 12.08571429 10.03673469 0.00000000
## [428,] 4.1014286 3.19489796 0.00000000 8.88571429 6.83673469 0.00000000
## [429,] 5.4814286 4.57489796 0.00000000 10.38571429 8.33673469 0.00000000
## [430,] 5.2314286 4.32489796 0.00000000 10.28571429 8.23673469 0.00000000
## [431,] 4.4414286 3.53489796 0.00000000 3.18571429 1.13673469 0.00000000
## [432,] 5.7814286 4.87489796 0.00000000 12.38571429 10.33673469 0.00000000
## [433,] 7.7714286 6.86489796 1.87897959 9.78571429 7.73673469 0.00000000
## [434,] 3.2814286 2.37489796 0.00000000 9.78571429 7.73673469 0.00000000
## [435,] 5.2214286 4.31489796 0.00000000 2.88571429 0.83673469 0.00000000
## [436,] 2.6614286 1.75489796 0.00000000 15.28571429 13.23673469 1.96734694
## [437,] 2.6214286 1.71489796 0.00000000 15.58571429 13.53673469 2.26734694
## [438,] 8.8314286 7.92489796 2.93897959 4.18571429 2.13673469 0.00000000
## [439,] 6.2714286 5.36489796 0.37897959 8.18571429 6.13673469 0.00000000
## [440,] 2.8514286 1.94489796 0.00000000 13.18571429 11.13673469 0.00000000
## [441,] 4.6814286 3.77489796 0.00000000 0.00000000 0.00000000 0.00000000
## [442,] 4.0014286 3.09489796 0.00000000 5.58571429 3.53673469 0.00000000
## [443,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [444,] 1.4314286 0.52489796 0.00000000 8.98571429 6.93673469 0.00000000
## [445,] 8.0114286 7.10489796 2.11897959 2.08571429 0.03673469 0.00000000
## [446,] 2.0914286 1.18489796 0.00000000 6.38571429 4.33673469 0.00000000
## [447,] 3.4214286 2.51489796 0.00000000 11.28571429 9.23673469 0.00000000
## [448,] 6.2114286 5.30489796 0.31897959 16.08571429 14.03673469 2.76734694
## [449,] 0.0000000 0.00000000 0.00000000 6.58571429 4.53673469 0.00000000
## [450,] 0.0000000 0.00000000 0.00000000 8.98571429 6.93673469 0.00000000
## [451,] 4.1314286 3.22489796 0.00000000 6.38571429 4.33673469 0.00000000
## [452,] 1.8014286 0.89489796 0.00000000 7.88571429 5.83673469 0.00000000
## [453,] 0.5414286 0.00000000 0.00000000 12.48571429 10.43673469 0.00000000
## [454,] 0.0000000 0.00000000 0.00000000 3.58571429 1.53673469 0.00000000
## [455,] 1.7914286 0.88489796 0.00000000 0.00000000 0.00000000 0.00000000
## [456,] 0.0000000 0.00000000 0.00000000 5.98571429 3.93673469 0.00000000
## [457,] 0.0000000 0.00000000 0.00000000 9.88571429 7.83673469 0.00000000
## [458,] 0.0000000 0.00000000 0.00000000 19.08571429 17.03673469 5.76734694
## [459,] 0.0000000 0.00000000 0.00000000 8.38571429 6.33673469 0.00000000
## [460,] 1.7214286 0.81489796 0.00000000 13.98571429 11.93673469 0.66734694
## [461,] 6.1314286 5.22489796 0.23897959 0.00000000 0.00000000 0.00000000
## [462,] 1.4114286 0.50489796 0.00000000 10.48571429 8.43673469 0.00000000
## [463,] 1.6714286 0.76489796 0.00000000 4.58571429 2.53673469 0.00000000
## [464,] 0.0000000 0.00000000 0.00000000 7.98571429 5.93673469 0.00000000
## [465,] 4.8714286 3.96489796 0.00000000 2.78571429 0.73673469 0.00000000
## [466,] 1.2614286 0.35489796 0.00000000 8.88571429 6.83673469 0.00000000
## [467,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [468,] 4.6614286 3.75489796 0.00000000 0.00000000 0.00000000 0.00000000
## [469,] 2.8614286 1.95489796 0.00000000 0.00000000 0.00000000 0.00000000
## [470,] 0.0000000 0.00000000 0.00000000 9.08571429 7.03673469 0.00000000
## [471,] 6.4614286 5.55489796 0.56897959 0.00000000 0.00000000 0.00000000
## [472,] 4.8614286 3.95489796 0.00000000 0.00000000 0.00000000 0.00000000
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## [487,] 1.6814286 0.77489796 0.00000000 4.68571429 2.63673469 0.00000000
## [488,] 0.0000000 0.00000000 0.00000000 9.88571429 7.83673469 0.00000000
## [489,] 0.6614286 0.00000000 0.00000000 7.08571429 5.03673469 0.00000000
## [490,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## [492,] 0.0000000 0.00000000 0.00000000 18.48571429 16.43673469 5.16734694
## [493,] 0.0000000 0.00000000 0.00000000 11.48571429 9.43673469 0.00000000
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## [495,] 1.2714286 0.36489796 0.00000000 17.98571429 15.93673469 4.66734694
## [496,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## [499,] 0.8814286 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [500,] 0.6914286 0.00000000 0.00000000 28.68571429 26.63673469 15.36734694
## [501,] 5.8314286 4.92489796 0.00000000 0.00000000 0.00000000 0.00000000
## [502,] 1.6514286 0.74489796 0.00000000 5.78571429 3.73673469 0.00000000
## [503,] 4.3114286 3.40489796 0.00000000 0.00000000 0.00000000 0.00000000
## [504,] 3.7814286 2.87489796 0.00000000 8.98571429 6.93673469 0.00000000
## [505,] 1.7714286 0.86489796 0.00000000 9.78571429 7.73673469 0.00000000
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## [507,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [508,] 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [509,] 0.3814286 0.00000000 0.00000000 4.18571429 2.13673469 0.00000000
## [510,] 0.0000000 0.00000000 0.00000000 10.28571429 8.23673469 0.00000000
## [511,] 0.5814286 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [512,] 2.8514286 1.94489796 0.00000000 0.00000000 0.00000000 0.00000000
## [513,] 2.4714286 1.56489796 0.00000000 13.18571429 11.13673469 0.00000000
## [514,] 6.6814286 5.77489796 0.78897959 9.48571429 7.43673469 0.00000000
##
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## [47,] 23.78857143 20.4322449 1.97244898
## [48,] 15.96857143 12.6122449 0.00000000
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## [54,] 27.92857143 24.5722449 6.11244898
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## [56,] 16.73857143 13.3822449 0.00000000
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## [59,] 32.66857143 29.3122449 10.85244898
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## [63,] 33.20857143 29.8522449 11.39244898
## [64,] 32.70857143 29.3522449 10.89244898
## [65,] 4.47857143 1.1222449 0.00000000
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## [67,] 36.21857143 32.8622449 14.40244898
## [68,] 31.52857143 28.1722449 9.71244898
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## [72,] 37.66857143 34.3122449 15.85244898
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## [76,] 10.30857143 6.9522449 0.00000000
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## [81,] 9.49857143 6.1422449 0.00000000
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## [85,] 21.76857143 18.4122449 0.00000000
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## [87,] 26.91857143 23.5622449 5.10244898
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## [96,] 21.97857143 18.6222449 0.16244898
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## [99,] 23.62857143 20.2722449 1.81244898
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## [109,] 18.03857143 14.6822449 0.00000000
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## [113,] 8.40857143 5.0522449 0.00000000
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## [127,] 35.54857143 32.1922449 13.73244898
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## [301,] 33.33857143 29.9822449 11.52244898
## [302,] 26.30857143 22.9522449 4.49244898
## [303,] 21.59857143 18.2422449 0.00000000
## [304,] 21.92857143 18.5722449 0.11244898
## [305,] 20.72857143 17.3722449 0.00000000
## [306,] 21.88857143 18.5322449 0.07244898
## [307,] 28.61857143 25.2622449 6.80244898
## [308,] 25.81857143 22.4622449 4.00244898
## [309,] 16.57857143 13.2222449 0.00000000
## [310,] 13.14857143 9.7922449 0.00000000
## [311,] 17.53857143 14.1822449 0.00000000
## [312,] 7.27857143 3.9222449 0.00000000
## [313,] 22.39857143 19.0422449 0.58244898
## [314,] 26.55857143 23.2022449 4.74244898
## [315,] 21.44857143 18.0922449 0.00000000
## [316,] 24.46857143 21.1122449 2.65244898
## [317,] 29.12857143 25.7722449 7.31244898
## [318,] 27.78857143 24.4322449 5.97244898
## [319,] 26.78857143 23.4322449 4.97244898
## [320,] 25.04857143 21.6922449 3.23244898
## [321,] 31.85857143 28.5022449 10.04244898
## [322,] 27.57857143 24.2222449 5.76244898
## [323,] 24.45857143 21.1022449 2.64244898
## [324,] 10.17857143 6.8222449 0.00000000
## [325,] 27.14857143 23.7922449 5.33244898
## [326,] 19.51857143 16.1622449 0.00000000
## [327,] 23.16857143 19.8122449 1.35244898
## [328,] 18.88857143 15.5322449 0.00000000
## [329,] 12.88857143 9.5322449 0.00000000
## [330,] 23.64857143 20.2922449 1.83244898
## [331,] 33.27857143 29.9222449 11.46244898
## [332,] 17.70857143 14.3522449 0.00000000
## [333,] 32.26857143 28.9122449 10.45244898
## [334,] 28.60857143 25.2522449 6.79244898
## [335,] 15.64857143 12.2922449 0.00000000
## [336,] 12.39857143 9.0422449 0.00000000
## [337,] 9.95857143 6.6022449 0.00000000
## [338,] 6.99857143 3.6422449 0.00000000
## [339,] 32.49857143 29.1422449 10.68244898
## [340,] 1.90857143 0.0000000 0.00000000
## [341,] 31.77857143 28.4222449 9.96244898
## [342,] 31.30857143 27.9522449 9.49244898
## [343,] 31.20857143 27.8522449 9.39244898
## [344,] 25.95857143 22.6022449 4.14244898
## [345,] 32.15857143 28.8022449 10.34244898
## [346,] 33.46857143 30.1122449 11.65244898
## [347,] 39.19857143 35.8422449 17.38244898
## [348,] 33.80857143 30.4522449 11.99244898
## [349,] 31.91857143 28.5622449 10.10244898
## [350,] 31.81857143 28.4622449 10.00244898
## [351,] 36.55857143 33.2022449 14.74244898
## [352,] 33.76857143 30.4122449 11.95244898
## [353,] 33.31857143 29.9622449 11.50244898
## [354,] 36.23857143 32.8822449 14.42244898
## [355,] 36.95857143 33.6022449 15.14244898
## [356,] 30.65857143 27.3022449 8.84244898
## [357,] 37.78857143 34.4322449 15.97244898
## [358,] 32.52857143 29.1722449 10.71244898
## [359,] 11.48857143 8.1322449 0.00000000
## [360,] 12.25857143 8.9022449 0.00000000
## [361,] 38.72857143 35.3722449 16.91244898
## [362,] 7.14857143 3.7922449 0.00000000
## [363,] 41.84857143 38.4922449 20.03244898
## [364,] 40.29857143 36.9422449 18.48244898
## [365,] 39.50857143 36.1522449 17.69244898
## [366,] 27.22857143 23.8722449 5.41244898
## [367,] 25.28857143 21.9322449 3.47244898
## [368,] 29.41857143 26.0622449 7.60244898
## [369,] 11.86857143 8.5122449 0.00000000
## [370,] 38.14857143 34.7922449 16.33244898
## [371,] 34.63857143 31.2822449 12.82244898
## [372,] 30.22857143 26.8722449 8.41244898
## [373,] 11.08857143 7.7322449 0.00000000
## [374,] 29.97857143 26.6222449 8.16244898
## [375,] 23.43857143 20.0822449 1.62244898
## [376,] 29.40857143 26.0522449 7.59244898
## [377,] 26.43857143 23.0822449 4.62244898
## [378,] 30.73857143 27.3822449 8.92244898
## [379,] 3.72857143 0.3722449 0.00000000
## [380,] 25.83857143 22.4822449 4.02244898
## [381,] 22.42857143 19.0722449 0.61244898
## [382,] 38.17857143 34.8222449 16.36244898
## [383,] 32.61857143 29.2622449 10.80244898
## [384,] 34.53857143 31.1822449 12.72244898
## [385,] 30.82857143 27.4722449 9.01244898
## [386,] 35.75857143 32.4022449 13.94244898
## [387,] 35.21857143 31.8622449 13.40244898
## [388,] 24.58857143 21.2322449 2.77244898
## [389,] 30.00857143 26.6522449 8.19244898
## [390,] 30.58857143 27.2322449 8.77244898
## [391,] 32.05857143 28.7022449 10.24244898
## [392,] 17.11857143 13.7622449 0.00000000
## [393,] 29.52857143 26.1722449 7.71244898
## [394,] 24.39857143 21.0422449 2.58244898
## [395,] 30.67857143 27.3222449 8.86244898
## [396,] 2.52857143 0.0000000 0.00000000
## [397,] 31.82857143 28.4722449 10.01244898
## [398,] 33.04857143 29.6922449 11.23244898
## [399,] 22.64857143 19.2922449 0.83244898
## [400,] 34.34857143 30.9922449 12.53244898
## [401,] 37.20857143 33.8522449 15.39244898
## [402,] 32.28857143 28.9322449 10.47244898
## [403,] 35.24857143 31.8922449 13.43244898
## [404,] 38.14857143 34.7922449 16.33244898
## [405,] 32.92857143 29.5722449 11.11244898
## [406,] 36.27857143 32.9222449 14.46244898
## [407,] 34.34857143 30.9922449 12.53244898
## [408,] 31.61857143 28.2622449 9.80244898
## [409,] 37.28857143 33.9322449 15.47244898
## [410,] 38.51857143 35.1622449 16.70244898
## [411,] 37.26857143 33.9122449 15.45244898
## [412,] 38.53857143 35.1822449 16.72244898
## [413,] 37.55857143 34.2022449 15.74244898
## [414,] 30.92857143 27.5722449 9.11244898
## [415,] 32.84857143 29.4922449 11.03244898
## [416,] 27.49857143 24.1422449 5.68244898
## [417,] 36.27857143 32.9222449 14.46244898
## [418,] 38.34857143 34.9922449 16.53244898
## [419,] 30.86857143 27.5122449 9.05244898
## [420,] 38.56857143 35.2122449 16.75244898
## [421,] 33.37857143 30.0222449 11.56244898
## [422,] 33.66857143 30.3122449 11.85244898
## [423,] 34.30857143 30.9522449 12.49244898
## [424,] 36.50857143 33.1522449 14.69244898
## [425,] 22.54857143 19.1922449 0.73244898
## [426,] 23.20857143 19.8522449 1.39244898
## [427,] 35.02857143 31.6722449 13.21244898
## [428,] 35.94857143 32.5922449 14.13244898
## [429,] 13.15857143 9.8022449 0.00000000
## [430,] 20.87857143 17.5222449 0.00000000
## [431,] 30.32857143 26.9722449 8.51244898
## [432,] 32.01857143 28.6622449 10.20244898
## [433,] 36.15857143 32.8022449 14.34244898
## [434,] 4.62857143 1.2722449 0.00000000
## [435,] 29.67857143 26.3222449 7.86244898
## [436,] 17.68857143 14.3322449 0.00000000
## [437,] 20.62857143 17.2722449 0.00000000
## [438,] 40.28857143 36.9322449 18.47244898
## [439,] 31.10857143 27.7522449 9.29244898
## [440,] 30.11857143 26.7622449 8.30244898
## [441,] 32.52857143 29.1722449 10.71244898
## [442,] 30.93857143 27.5822449 9.12244898
## [443,] 32.32857143 28.9722449 10.51244898
## [444,] 29.49857143 26.1422449 7.68244898
## [445,] 37.11857143 33.7622449 15.30244898
## [446,] 7.95857143 4.6022449 0.00000000
## [447,] 32.08857143 28.7322449 10.27244898
## [448,] 23.80857143 20.4522449 1.99244898
## [449,] 26.48857143 23.1322449 4.67244898
## [450,] 16.41857143 13.0622449 0.00000000
## [451,] 28.90857143 25.5522449 7.09244898
## [452,] 22.53857143 19.1822449 0.72244898
## [453,] 0.04857143 0.0000000 0.00000000
## [454,] 0.55857143 0.0000000 0.00000000
## [455,] 30.82857143 27.4722449 9.01244898
## [456,] 21.18857143 17.8322449 0.00000000
## [457,] 11.90857143 8.5522449 0.00000000
## [458,] 0.00000000 0.0000000 0.00000000
## [459,] 16.56857143 13.2122449 0.00000000
## [460,] 3.93857143 0.5822449 0.00000000
## [461,] 35.17857143 31.8222449 13.36244898
## [462,] 9.72857143 6.3722449 0.00000000
## [463,] 3.68857143 0.3322449 0.00000000
## [464,] 3.57857143 0.2222449 0.00000000
## [465,] 12.95857143 9.6022449 0.00000000
## [466,] 3.30857143 0.0000000 0.00000000
## [467,] 2.37857143 0.0000000 0.00000000
## [468,] 30.24857143 26.8922449 8.43244898
## [469,] 11.32857143 7.9722449 0.00000000
## [470,] 0.00000000 0.0000000 0.00000000
## [471,] 38.85857143 35.5022449 17.04244898
## [472,] 15.29857143 11.9422449 0.00000000
## [473,] 34.68857143 31.3322449 12.87244898
## [474,] 0.00000000 0.0000000 0.00000000
## [475,] 17.50857143 14.1522449 0.00000000
## [476,] 17.58857143 14.2322449 0.00000000
## [477,] 0.00000000 0.0000000 0.00000000
## [478,] 0.00000000 0.0000000 0.00000000
## [479,] 0.00000000 0.0000000 0.00000000
## [480,] 0.00000000 0.0000000 0.00000000
## [481,] 34.25857143 30.9022449 12.44244898
## [482,] 13.68857143 10.3322449 0.00000000
## [483,] 4.82857143 1.4722449 0.00000000
## [484,] 0.00000000 0.0000000 0.00000000
## [485,] 0.00000000 0.0000000 0.00000000
## [486,] 0.00000000 0.0000000 0.00000000
## [487,] 0.00000000 0.0000000 0.00000000
## [488,] 0.00000000 0.0000000 0.00000000
## [489,] 0.00000000 0.0000000 0.00000000
## [490,] 0.00000000 0.0000000 0.00000000
## [491,] 0.00000000 0.0000000 0.00000000
## [492,] 0.00000000 0.0000000 0.00000000
## [493,] 0.00000000 0.0000000 0.00000000
## [494,] 0.00000000 0.0000000 0.00000000
## [495,] 0.00000000 0.0000000 0.00000000
## [496,] 0.00000000 0.0000000 0.00000000
## [497,] 0.00000000 0.0000000 0.00000000
## [498,] 0.00000000 0.0000000 0.00000000
## [499,] 0.00000000 0.0000000 0.00000000
## [500,] 0.00000000 0.0000000 0.00000000
## [501,] 28.96857143 25.6122449 7.15244898
## [502,] 1.49857143 0.0000000 0.00000000
## [503,] 22.42857143 19.0722449 0.61244898
## [504,] 0.00000000 0.0000000 0.00000000
## [505,] 0.00000000 0.0000000 0.00000000
## [506,] 5.03857143 1.6822449 0.00000000
## [507,] 0.00000000 0.0000000 0.00000000
## [508,] 0.00000000 0.0000000 0.00000000
## [509,] 0.00000000 0.0000000 0.00000000
## [510,] 0.00000000 0.0000000 0.00000000
## [511,] 0.00000000 0.0000000 0.00000000
## [512,] 25.52857143 22.1722449 3.71244898
## [513,] 0.00000000 0.0000000 0.00000000
## [514,] 26.93857143 23.5822449 5.12244898
##
## $B
## [,1]
## b0 95.37246209
## b1_x1 -0.03266317
## b2_x2 0.78251791
## b3_x3 -0.06708851
## b4_x4 -0.84045363
## b5_x5 0.01901839
## b6_x6 -0.37636772
## b7_(x1-k1.1)+ 0.25879501
## b8_(x1-k1.2)+ -0.21956394
## b9_(x1-k1.3)+ -0.12011621
## b10_(x2-k2.1)+ -12.11865938
## b11_(x2-k2.2)+ 10.65241559
## b12_(x2-k2.3)+ -0.05039049
## b13_(x3-k3.1)+ -0.07747172
## b14_(x3-k3.2)+ 0.64210012
## b15_(x3-k3.3)+ -1.01592956
## b16_(x4-k4.1)+ 3.19168414
## b17_(x4-k4.2)+ -3.26669072
## b18_(x4-k4.3)+ 1.23141797
## b19_(x5-k5.1)+ -0.20262179
## b20_(x5-k5.2)+ 0.39611079
## b21_(x5-k5.3)+ 0.22850765
## b22_(x6-k6.1)+ -2.53034180
## b23_(x6-k6.2)+ 3.09616317
## b24_(x6-k6.3)+ -0.44966092
#UJI SIGNIFIKANSI 3 TITIK KNOT
uji=function(alpha,parameter)
{
# membaca titik knot optimal (GCV terkecil)
knot2=read.csv("C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Data Titik Knot 3_DS2.CSV", header=TRUE)
knot2=as.matrix(knot2)
knot2=knot2[,-1] #buang kolom index baris
knot2=knot2[order(knot2[,1]),] #urutkan berdasarkan GCV terkecil
data=as.matrix(data)
N=nrow(data)
M=ncol(data)
m=ncol(data)-parameter-1
dataA=data[,(parameter+2):M]
dataA=as.matrix(dataA)
knotopt=as.numeric(knot2[1,4:(3+3*m)]) #knot X1-X6 pada baris GCV terkecil (3 knot per variabel)
aa=rep(1,N)
data1=matrix(ncol=3*m,nrow=N)
data2=data[,2:M] #data x saja
for (j in 1:(3*m))
{
b=ceiling(j/3)
for (k in 1:N)
{
if (data[k,(b+parameter+1)]<knotopt[j]) data1[k,j]=0 else
data1[k,j]=data[k,(b+parameter+1)]-knotopt[j]
}
}
mx=as.matrix(cbind(aa,data2,data1))
C=pinv(t(mx)%*%mx)
B=C%*%(t(mx)%*%data[,1])
np=nrow(B) #banyaknya parameter
yhat=mx%*%B
res=data[,1]-yhat
SSE=sum((res)^2)
SSR=sum((yhat-mean(data[,1]))^2)
SST=sum((data[,1]-mean(data[,1]))^2)
MSE=SSE/(N)
MSR=SSR/(np-1)
Rsq=(SSR/(SSR+SSE))*100
rownames(B) = c("b0",
paste0("b", 1:m, "_x", 1:m),
paste0("b", (m + 1):(4 * m), "_(x", rep(1:m, each = 3), "-k", rep(1:m, each = 3), ".", rep(1:3, m), ")+"))
# UJI SIMULTAN
Fhit=MSR/MSE
pvalue=pf(Fhit,(np-1),(N-np),lower.tail=FALSE)
cat("\n[ UJI SIMULTAN | SPLINE 3 KNOT ]\n\n")
cat(" | F hitung :", format(Fhit, digits=8), "\n")
cat(" | p-value :", format(pvalue, digits=8), "\n")
if (pvalue<=alpha)
{
cat(" | Keputusan : Tolak Ho\n")
cat(" | Kesimpulan : minimal terdapat 1 variabel bebas yang signifikan\n")
} else
{
cat(" | Keputusan : Gagal Tolak Ho\n")
cat(" | Kesimpulan : semua variabel bebas tidak berpengaruh signifikan\n")
}
# UJI PARSIAL
thit=rep(NA,np)
pval=rep(NA,np)
SE=sqrt(diag(MSE*C))
cat("\n[ UJI PARSIAL | SPLINE 3 KNOT ]\n\n")
for (i in 1:np)
{
thit[i]=B[i,1]/SE[i]
pval[i]=2*(pt(abs(thit[i]),(N-np),lower.tail=FALSE))
ket=if (pval[i]<=alpha) "Signifikan (Tolak Ho)" else "Tidak signifikan (Gagal Tolak Ho)"
cat(sprintf(" > %-14s : t = %9.4f | p = %8.6f | %s\n", rownames(B)[i], thit[i], pval[i], ket))
}
# ANOVA
cat("\n[ ANALYSIS OF VARIANCE ]\n\n")
cat(sprintf(" %-8s %4s %14s %14s %10s\n", "Sumber", "df", "SS", "MS", "Fhit"))
cat(sprintf(" %-8s %4d %14.4f %14.4f %10.4f\n", "Regresi", np-1, SSR, MSR, Fhit))
cat(sprintf(" %-8s %4d %14.4f %14.4f\n", "Error", N-np, SSE, MSE))
cat(sprintf(" %-8s %4d %14.4f\n", "Total", N-1, SST))
cat("\n | s :", format(sqrt(MSE), digits=6), "\n")
cat(" | R-square :", format(Rsq, digits=6), "%\n")
cat(" | p-value (F) :", format(pvalue, digits=8), "\n\n")
write.csv(res, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji Residual Titik Knot 3_DS2.CSV")
write.csv(mx, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji MX Titik Knot 3_DS2.CSV")
write.csv(yhat, file="C:\\Users\\LENOVO\\OneDrive\\Documents\\SEMSTER 5\\REGNON\\TUGAS 6 REGNON\\Output Uji yhat Titik Knot 3_DS2.CSV")
}
uji(0.1, 0)
##
## [ UJI SIMULTAN | SPLINE 3 KNOT ]
##
## | F hitung : 43.448534
## | p-value : 5.1765399e-105
## | Keputusan : Tolak Ho
## | Kesimpulan : minimal terdapat 1 variabel bebas yang signifikan
##
## [ UJI PARSIAL | SPLINE 3 KNOT ]
##
## > b0 : t = 3.9924 | p = 0.000075 | Signifikan (Tolak Ho)
## > b1_x1 : t = -1.4653 | p = 0.143479 | Tidak signifikan (Gagal Tolak Ho)
## > b2_x2 : t = 0.8168 | p = 0.414443 | Tidak signifikan (Gagal Tolak Ho)
## > b3_x3 : t = -1.5311 | p = 0.126392 | Tidak signifikan (Gagal Tolak Ho)
## > b4_x4 : t = -2.3501 | p = 0.019163 | Signifikan (Tolak Ho)
## > b5_x5 : t = 0.3760 | p = 0.707075 | Tidak signifikan (Gagal Tolak Ho)
## > b6_x6 : t = -2.9828 | p = 0.002999 | Signifikan (Tolak Ho)
## > b7_(x1-k1.1)+ : t = 1.0447 | p = 0.296655 | Tidak signifikan (Gagal Tolak Ho)
## > b8_(x1-k1.2)+ : t = -0.7504 | p = 0.453403 | Tidak signifikan (Gagal Tolak Ho)
## > b9_(x1-k1.3)+ : t = -0.8902 | p = 0.373784 | Tidak signifikan (Gagal Tolak Ho)
## > b10_(x2-k2.1)+ : t = -2.7269 | p = 0.006624 | Signifikan (Tolak Ho)
## > b11_(x2-k2.2)+ : t = 2.5702 | p = 0.010457 | Signifikan (Tolak Ho)
## > b12_(x2-k2.3)+ : t = -0.0867 | p = 0.930931 | Tidak signifikan (Gagal Tolak Ho)
## > b13_(x3-k3.1)+ : t = -0.0945 | p = 0.924780 | Tidak signifikan (Gagal Tolak Ho)
## > b14_(x3-k3.2)+ : t = 0.6503 | p = 0.515807 | Tidak signifikan (Gagal Tolak Ho)
## > b15_(x3-k3.3)+ : t = -2.3460 | p = 0.019372 | Signifikan (Tolak Ho)
## > b16_(x4-k4.1)+ : t = 2.1229 | p = 0.034264 | Signifikan (Tolak Ho)
## > b17_(x4-k4.2)+ : t = -2.4232 | p = 0.015748 | Signifikan (Tolak Ho)
## > b18_(x4-k4.3)+ : t = 4.5703 | p = 0.000006 | Signifikan (Tolak Ho)
## > b19_(x5-k5.1)+ : t = -0.5848 | p = 0.558968 | Tidak signifikan (Gagal Tolak Ho)
## > b20_(x5-k5.2)+ : t = 1.0659 | p = 0.286993 | Tidak signifikan (Gagal Tolak Ho)
## > b21_(x5-k5.3)+ : t = 1.2613 | p = 0.207817 | Tidak signifikan (Gagal Tolak Ho)
## > b22_(x6-k6.1)+ : t = -4.7910 | p = 0.000002 | Signifikan (Tolak Ho)
## > b23_(x6-k6.2)+ : t = 6.3429 | p = 0.000000 | Signifikan (Tolak Ho)
## > b24_(x6-k6.3)+ : t = -4.8682 | p = 0.000002 | Signifikan (Tolak Ho)
##
## [ ANALYSIS OF VARIANCE ]
##
## Sumber df SS MS Fhit
## Regresi 24 17588.6371 732.8599 43.4485
## Error 489 8669.7972 16.8673
## Total 513 26258.4343
##
## | s : 4.10698
## | R-square : 66.9828 %
## | p-value (F) : 5.1765399e-105