#correlation
#PCA
#clustering
#Linear Regression Model
wine=read.csv("G:/R studio/cluster/wine.csv")
dim(wine)
## [1] 178 14
colnames(wine)
## [1] "Type" "Alcohol" "Malic" "Ash"
## [5] "Alcalinity" "Magnesium" "Phenols" "Flavanoids"
## [9] "Nonflavanoids" "Proanthocyanins" "Color" "Hue"
## [13] "Dilution" "Proline"
#considering only numerical data
wine1=as.data.frame(wine[-1])
wine1
## Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids Nonflavanoids
## 1 14.23 1.71 2.43 15.6 127 2.80 3.06 0.28
## 2 13.20 1.78 2.14 11.2 100 2.65 2.76 0.26
## 3 13.16 2.36 2.67 18.6 101 2.80 3.24 0.30
## 4 14.37 1.95 2.50 16.8 113 3.85 3.49 0.24
## 5 13.24 2.59 2.87 21.0 118 2.80 2.69 0.39
## 6 14.20 1.76 2.45 15.2 112 3.27 3.39 0.34
## 7 14.39 1.87 2.45 14.6 96 2.50 2.52 0.30
## 8 14.06 2.15 2.61 17.6 121 2.60 2.51 0.31
## 9 14.83 1.64 2.17 14.0 97 2.80 2.98 0.29
## 10 13.86 1.35 2.27 16.0 98 2.98 3.15 0.22
## 11 14.10 2.16 2.30 18.0 105 2.95 3.32 0.22
## 12 14.12 1.48 2.32 16.8 95 2.20 2.43 0.26
## 13 13.75 1.73 2.41 16.0 89 2.60 2.76 0.29
## 14 14.75 1.73 2.39 11.4 91 3.10 3.69 0.43
## 15 14.38 1.87 2.38 12.0 102 3.30 3.64 0.29
## 16 13.63 1.81 2.70 17.2 112 2.85 2.91 0.30
## 17 14.30 1.92 2.72 20.0 120 2.80 3.14 0.33
## 18 13.83 1.57 2.62 20.0 115 2.95 3.40 0.40
## 19 14.19 1.59 2.48 16.5 108 3.30 3.93 0.32
## 20 13.64 3.10 2.56 15.2 116 2.70 3.03 0.17
## 21 14.06 1.63 2.28 16.0 126 3.00 3.17 0.24
## 22 12.93 3.80 2.65 18.6 102 2.41 2.41 0.25
## 23 13.71 1.86 2.36 16.6 101 2.61 2.88 0.27
## 24 12.85 1.60 2.52 17.8 95 2.48 2.37 0.26
## 25 13.50 1.81 2.61 20.0 96 2.53 2.61 0.28
## 26 13.05 2.05 3.22 25.0 124 2.63 2.68 0.47
## 27 13.39 1.77 2.62 16.1 93 2.85 2.94 0.34
## 28 13.30 1.72 2.14 17.0 94 2.40 2.19 0.27
## 29 13.87 1.90 2.80 19.4 107 2.95 2.97 0.37
## 30 14.02 1.68 2.21 16.0 96 2.65 2.33 0.26
## 31 13.73 1.50 2.70 22.5 101 3.00 3.25 0.29
## 32 13.58 1.66 2.36 19.1 106 2.86 3.19 0.22
## 33 13.68 1.83 2.36 17.2 104 2.42 2.69 0.42
## 34 13.76 1.53 2.70 19.5 132 2.95 2.74 0.50
## 35 13.51 1.80 2.65 19.0 110 2.35 2.53 0.29
## 36 13.48 1.81 2.41 20.5 100 2.70 2.98 0.26
## 37 13.28 1.64 2.84 15.5 110 2.60 2.68 0.34
## 38 13.05 1.65 2.55 18.0 98 2.45 2.43 0.29
## 39 13.07 1.50 2.10 15.5 98 2.40 2.64 0.28
## 40 14.22 3.99 2.51 13.2 128 3.00 3.04 0.20
## 41 13.56 1.71 2.31 16.2 117 3.15 3.29 0.34
## 42 13.41 3.84 2.12 18.8 90 2.45 2.68 0.27
## 43 13.88 1.89 2.59 15.0 101 3.25 3.56 0.17
## 44 13.24 3.98 2.29 17.5 103 2.64 2.63 0.32
## 45 13.05 1.77 2.10 17.0 107 3.00 3.00 0.28
## 46 14.21 4.04 2.44 18.9 111 2.85 2.65 0.30
## 47 14.38 3.59 2.28 16.0 102 3.25 3.17 0.27
## 48 13.90 1.68 2.12 16.0 101 3.10 3.39 0.21
## 49 14.10 2.02 2.40 18.8 103 2.75 2.92 0.32
## 50 13.94 1.73 2.27 17.4 108 2.88 3.54 0.32
## 51 13.05 1.73 2.04 12.4 92 2.72 3.27 0.17
## 52 13.83 1.65 2.60 17.2 94 2.45 2.99 0.22
## 53 13.82 1.75 2.42 14.0 111 3.88 3.74 0.32
## 54 13.77 1.90 2.68 17.1 115 3.00 2.79 0.39
## 55 13.74 1.67 2.25 16.4 118 2.60 2.90 0.21
## 56 13.56 1.73 2.46 20.5 116 2.96 2.78 0.20
## 57 14.22 1.70 2.30 16.3 118 3.20 3.00 0.26
## 58 13.29 1.97 2.68 16.8 102 3.00 3.23 0.31
## 59 13.72 1.43 2.50 16.7 108 3.40 3.67 0.19
## 60 12.37 0.94 1.36 10.6 88 1.98 0.57 0.28
## 61 12.33 1.10 2.28 16.0 101 2.05 1.09 0.63
## 62 12.64 1.36 2.02 16.8 100 2.02 1.41 0.53
## 63 13.67 1.25 1.92 18.0 94 2.10 1.79 0.32
## 64 12.37 1.13 2.16 19.0 87 3.50 3.10 0.19
## 65 12.17 1.45 2.53 19.0 104 1.89 1.75 0.45
## 66 12.37 1.21 2.56 18.1 98 2.42 2.65 0.37
## 67 13.11 1.01 1.70 15.0 78 2.98 3.18 0.26
## 68 12.37 1.17 1.92 19.6 78 2.11 2.00 0.27
## 69 13.34 0.94 2.36 17.0 110 2.53 1.30 0.55
## 70 12.21 1.19 1.75 16.8 151 1.85 1.28 0.14
## 71 12.29 1.61 2.21 20.4 103 1.10 1.02 0.37
## 72 13.86 1.51 2.67 25.0 86 2.95 2.86 0.21
## 73 13.49 1.66 2.24 24.0 87 1.88 1.84 0.27
## 74 12.99 1.67 2.60 30.0 139 3.30 2.89 0.21
## 75 11.96 1.09 2.30 21.0 101 3.38 2.14 0.13
## 76 11.66 1.88 1.92 16.0 97 1.61 1.57 0.34
## 77 13.03 0.90 1.71 16.0 86 1.95 2.03 0.24
## 78 11.84 2.89 2.23 18.0 112 1.72 1.32 0.43
## 79 12.33 0.99 1.95 14.8 136 1.90 1.85 0.35
## 80 12.70 3.87 2.40 23.0 101 2.83 2.55 0.43
## 81 12.00 0.92 2.00 19.0 86 2.42 2.26 0.30
## 82 12.72 1.81 2.20 18.8 86 2.20 2.53 0.26
## 83 12.08 1.13 2.51 24.0 78 2.00 1.58 0.40
## 84 13.05 3.86 2.32 22.5 85 1.65 1.59 0.61
## 85 11.84 0.89 2.58 18.0 94 2.20 2.21 0.22
## 86 12.67 0.98 2.24 18.0 99 2.20 1.94 0.30
## 87 12.16 1.61 2.31 22.8 90 1.78 1.69 0.43
## 88 11.65 1.67 2.62 26.0 88 1.92 1.61 0.40
## 89 11.64 2.06 2.46 21.6 84 1.95 1.69 0.48
## 90 12.08 1.33 2.30 23.6 70 2.20 1.59 0.42
## 91 12.08 1.83 2.32 18.5 81 1.60 1.50 0.52
## 92 12.00 1.51 2.42 22.0 86 1.45 1.25 0.50
## 93 12.69 1.53 2.26 20.7 80 1.38 1.46 0.58
## 94 12.29 2.83 2.22 18.0 88 2.45 2.25 0.25
## 95 11.62 1.99 2.28 18.0 98 3.02 2.26 0.17
## 96 12.47 1.52 2.20 19.0 162 2.50 2.27 0.32
## 97 11.81 2.12 2.74 21.5 134 1.60 0.99 0.14
## 98 12.29 1.41 1.98 16.0 85 2.55 2.50 0.29
## 99 12.37 1.07 2.10 18.5 88 3.52 3.75 0.24
## 100 12.29 3.17 2.21 18.0 88 2.85 2.99 0.45
## 101 12.08 2.08 1.70 17.5 97 2.23 2.17 0.26
## 102 12.60 1.34 1.90 18.5 88 1.45 1.36 0.29
## 103 12.34 2.45 2.46 21.0 98 2.56 2.11 0.34
## 104 11.82 1.72 1.88 19.5 86 2.50 1.64 0.37
## 105 12.51 1.73 1.98 20.5 85 2.20 1.92 0.32
## 106 12.42 2.55 2.27 22.0 90 1.68 1.84 0.66
## 107 12.25 1.73 2.12 19.0 80 1.65 2.03 0.37
## 108 12.72 1.75 2.28 22.5 84 1.38 1.76 0.48
## 109 12.22 1.29 1.94 19.0 92 2.36 2.04 0.39
## 110 11.61 1.35 2.70 20.0 94 2.74 2.92 0.29
## 111 11.46 3.74 1.82 19.5 107 3.18 2.58 0.24
## 112 12.52 2.43 2.17 21.0 88 2.55 2.27 0.26
## 113 11.76 2.68 2.92 20.0 103 1.75 2.03 0.60
## 114 11.41 0.74 2.50 21.0 88 2.48 2.01 0.42
## 115 12.08 1.39 2.50 22.5 84 2.56 2.29 0.43
## 116 11.03 1.51 2.20 21.5 85 2.46 2.17 0.52
## 117 11.82 1.47 1.99 20.8 86 1.98 1.60 0.30
## 118 12.42 1.61 2.19 22.5 108 2.00 2.09 0.34
## 119 12.77 3.43 1.98 16.0 80 1.63 1.25 0.43
## 120 12.00 3.43 2.00 19.0 87 2.00 1.64 0.37
## 121 11.45 2.40 2.42 20.0 96 2.90 2.79 0.32
## 122 11.56 2.05 3.23 28.5 119 3.18 5.08 0.47
## 123 12.42 4.43 2.73 26.5 102 2.20 2.13 0.43
## 124 13.05 5.80 2.13 21.5 86 2.62 2.65 0.30
## 125 11.87 4.31 2.39 21.0 82 2.86 3.03 0.21
## 126 12.07 2.16 2.17 21.0 85 2.60 2.65 0.37
## 127 12.43 1.53 2.29 21.5 86 2.74 3.15 0.39
## 128 11.79 2.13 2.78 28.5 92 2.13 2.24 0.58
## 129 12.37 1.63 2.30 24.5 88 2.22 2.45 0.40
## 130 12.04 4.30 2.38 22.0 80 2.10 1.75 0.42
## 131 12.86 1.35 2.32 18.0 122 1.51 1.25 0.21
## 132 12.88 2.99 2.40 20.0 104 1.30 1.22 0.24
## 133 12.81 2.31 2.40 24.0 98 1.15 1.09 0.27
## 134 12.70 3.55 2.36 21.5 106 1.70 1.20 0.17
## 135 12.51 1.24 2.25 17.5 85 2.00 0.58 0.60
## 136 12.60 2.46 2.20 18.5 94 1.62 0.66 0.63
## 137 12.25 4.72 2.54 21.0 89 1.38 0.47 0.53
## 138 12.53 5.51 2.64 25.0 96 1.79 0.60 0.63
## 139 13.49 3.59 2.19 19.5 88 1.62 0.48 0.58
## 140 12.84 2.96 2.61 24.0 101 2.32 0.60 0.53
## 141 12.93 2.81 2.70 21.0 96 1.54 0.50 0.53
## 142 13.36 2.56 2.35 20.0 89 1.40 0.50 0.37
## 143 13.52 3.17 2.72 23.5 97 1.55 0.52 0.50
## 144 13.62 4.95 2.35 20.0 92 2.00 0.80 0.47
## 145 12.25 3.88 2.20 18.5 112 1.38 0.78 0.29
## 146 13.16 3.57 2.15 21.0 102 1.50 0.55 0.43
## 147 13.88 5.04 2.23 20.0 80 0.98 0.34 0.40
## 148 12.87 4.61 2.48 21.5 86 1.70 0.65 0.47
## 149 13.32 3.24 2.38 21.5 92 1.93 0.76 0.45
## 150 13.08 3.90 2.36 21.5 113 1.41 1.39 0.34
## 151 13.50 3.12 2.62 24.0 123 1.40 1.57 0.22
## 152 12.79 2.67 2.48 22.0 112 1.48 1.36 0.24
## 153 13.11 1.90 2.75 25.5 116 2.20 1.28 0.26
## 154 13.23 3.30 2.28 18.5 98 1.80 0.83 0.61
## 155 12.58 1.29 2.10 20.0 103 1.48 0.58 0.53
## 156 13.17 5.19 2.32 22.0 93 1.74 0.63 0.61
## 157 13.84 4.12 2.38 19.5 89 1.80 0.83 0.48
## 158 12.45 3.03 2.64 27.0 97 1.90 0.58 0.63
## 159 14.34 1.68 2.70 25.0 98 2.80 1.31 0.53
## 160 13.48 1.67 2.64 22.5 89 2.60 1.10 0.52
## 161 12.36 3.83 2.38 21.0 88 2.30 0.92 0.50
## 162 13.69 3.26 2.54 20.0 107 1.83 0.56 0.50
## 163 12.85 3.27 2.58 22.0 106 1.65 0.60 0.60
## 164 12.96 3.45 2.35 18.5 106 1.39 0.70 0.40
## 165 13.78 2.76 2.30 22.0 90 1.35 0.68 0.41
## 166 13.73 4.36 2.26 22.5 88 1.28 0.47 0.52
## 167 13.45 3.70 2.60 23.0 111 1.70 0.92 0.43
## 168 12.82 3.37 2.30 19.5 88 1.48 0.66 0.40
## 169 13.58 2.58 2.69 24.5 105 1.55 0.84 0.39
## 170 13.40 4.60 2.86 25.0 112 1.98 0.96 0.27
## 171 12.20 3.03 2.32 19.0 96 1.25 0.49 0.40
## 172 12.77 2.39 2.28 19.5 86 1.39 0.51 0.48
## 173 14.16 2.51 2.48 20.0 91 1.68 0.70 0.44
## 174 13.71 5.65 2.45 20.5 95 1.68 0.61 0.52
## 175 13.40 3.91 2.48 23.0 102 1.80 0.75 0.43
## 176 13.27 4.28 2.26 20.0 120 1.59 0.69 0.43
## 177 13.17 2.59 2.37 20.0 120 1.65 0.68 0.53
## 178 14.13 4.10 2.74 24.5 96 2.05 0.76 0.56
## Proanthocyanins Color Hue Dilution Proline
## 1 2.29 5.640000 1.040 3.92 1065
## 2 1.28 4.380000 1.050 3.40 1050
## 3 2.81 5.680000 1.030 3.17 1185
## 4 2.18 7.800000 0.860 3.45 1480
## 5 1.82 4.320000 1.040 2.93 735
## 6 1.97 6.750000 1.050 2.85 1450
## 7 1.98 5.250000 1.020 3.58 1290
## 8 1.25 5.050000 1.060 3.58 1295
## 9 1.98 5.200000 1.080 2.85 1045
## 10 1.85 7.220000 1.010 3.55 1045
## 11 2.38 5.750000 1.250 3.17 1510
## 12 1.57 5.000000 1.170 2.82 1280
## 13 1.81 5.600000 1.150 2.90 1320
## 14 2.81 5.400000 1.250 2.73 1150
## 15 2.96 7.500000 1.200 3.00 1547
## 16 1.46 7.300000 1.280 2.88 1310
## 17 1.97 6.200000 1.070 2.65 1280
## 18 1.72 6.600000 1.130 2.57 1130
## 19 1.86 8.700000 1.230 2.82 1680
## 20 1.66 5.100000 0.960 3.36 845
## 21 2.10 5.650000 1.090 3.71 780
## 22 1.98 4.500000 1.030 3.52 770
## 23 1.69 3.800000 1.110 4.00 1035
## 24 1.46 3.930000 1.090 3.63 1015
## 25 1.66 3.520000 1.120 3.82 845
## 26 1.92 3.580000 1.130 3.20 830
## 27 1.45 4.800000 0.920 3.22 1195
## 28 1.35 3.950000 1.020 2.77 1285
## 29 1.76 4.500000 1.250 3.40 915
## 30 1.98 4.700000 1.040 3.59 1035
## 31 2.38 5.700000 1.190 2.71 1285
## 32 1.95 6.900000 1.090 2.88 1515
## 33 1.97 3.840000 1.230 2.87 990
## 34 1.35 5.400000 1.250 3.00 1235
## 35 1.54 4.200000 1.100 2.87 1095
## 36 1.86 5.100000 1.040 3.47 920
## 37 1.36 4.600000 1.090 2.78 880
## 38 1.44 4.250000 1.120 2.51 1105
## 39 1.37 3.700000 1.180 2.69 1020
## 40 2.08 5.100000 0.890 3.53 760
## 41 2.34 6.130000 0.950 3.38 795
## 42 1.48 4.280000 0.910 3.00 1035
## 43 1.70 5.430000 0.880 3.56 1095
## 44 1.66 4.360000 0.820 3.00 680
## 45 2.03 5.040000 0.880 3.35 885
## 46 1.25 5.240000 0.870 3.33 1080
## 47 2.19 4.900000 1.040 3.44 1065
## 48 2.14 6.100000 0.910 3.33 985
## 49 2.38 6.200000 1.070 2.75 1060
## 50 2.08 8.900000 1.120 3.10 1260
## 51 2.91 7.200000 1.120 2.91 1150
## 52 2.29 5.600000 1.240 3.37 1265
## 53 1.87 7.050000 1.010 3.26 1190
## 54 1.68 6.300000 1.130 2.93 1375
## 55 1.62 5.850000 0.920 3.20 1060
## 56 2.45 6.250000 0.980 3.03 1120
## 57 2.03 6.380000 0.940 3.31 970
## 58 1.66 6.000000 1.070 2.84 1270
## 59 2.04 6.800000 0.890 2.87 1285
## 60 0.42 1.950000 1.050 1.82 520
## 61 0.41 3.270000 1.250 1.67 680
## 62 0.62 5.750000 0.980 1.59 450
## 63 0.73 3.800000 1.230 2.46 630
## 64 1.87 4.450000 1.220 2.87 420
## 65 1.03 2.950000 1.450 2.23 355
## 66 2.08 4.600000 1.190 2.30 678
## 67 2.28 5.300000 1.120 3.18 502
## 68 1.04 4.680000 1.120 3.48 510
## 69 0.42 3.170000 1.020 1.93 750
## 70 2.50 2.850000 1.280 3.07 718
## 71 1.46 3.050000 0.906 1.82 870
## 72 1.87 3.380000 1.360 3.16 410
## 73 1.03 3.740000 0.980 2.78 472
## 74 1.96 3.350000 1.310 3.50 985
## 75 1.65 3.210000 0.990 3.13 886
## 76 1.15 3.800000 1.230 2.14 428
## 77 1.46 4.600000 1.190 2.48 392
## 78 0.95 2.650000 0.960 2.52 500
## 79 2.76 3.400000 1.060 2.31 750
## 80 1.95 2.570000 1.190 3.13 463
## 81 1.43 2.500000 1.380 3.12 278
## 82 1.77 3.900000 1.160 3.14 714
## 83 1.40 2.200000 1.310 2.72 630
## 84 1.62 4.800000 0.840 2.01 515
## 85 2.35 3.050000 0.790 3.08 520
## 86 1.46 2.620000 1.230 3.16 450
## 87 1.56 2.450000 1.330 2.26 495
## 88 1.34 2.600000 1.360 3.21 562
## 89 1.35 2.800000 1.000 2.75 680
## 90 1.38 1.740000 1.070 3.21 625
## 91 1.64 2.400000 1.080 2.27 480
## 92 1.63 3.600000 1.050 2.65 450
## 93 1.62 3.050000 0.960 2.06 495
## 94 1.99 2.150000 1.150 3.30 290
## 95 1.35 3.250000 1.160 2.96 345
## 96 3.28 2.600000 1.160 2.63 937
## 97 1.56 2.500000 0.950 2.26 625
## 98 1.77 2.900000 1.230 2.74 428
## 99 1.95 4.500000 1.040 2.77 660
## 100 2.81 2.300000 1.420 2.83 406
## 101 1.40 3.300000 1.270 2.96 710
## 102 1.35 2.450000 1.040 2.77 562
## 103 1.31 2.800000 0.800 3.38 438
## 104 1.42 2.060000 0.940 2.44 415
## 105 1.48 2.940000 1.040 3.57 672
## 106 1.42 2.700000 0.860 3.30 315
## 107 1.63 3.400000 1.000 3.17 510
## 108 1.63 3.300000 0.880 2.42 488
## 109 2.08 2.700000 0.860 3.02 312
## 110 2.49 2.650000 0.960 3.26 680
## 111 3.58 2.900000 0.750 2.81 562
## 112 1.22 2.000000 0.900 2.78 325
## 113 1.05 3.800000 1.230 2.50 607
## 114 1.44 3.080000 1.100 2.31 434
## 115 1.04 2.900000 0.930 3.19 385
## 116 2.01 1.900000 1.710 2.87 407
## 117 1.53 1.950000 0.950 3.33 495
## 118 1.61 2.060000 1.060 2.96 345
## 119 0.83 3.400000 0.700 2.12 372
## 120 1.87 1.280000 0.930 3.05 564
## 121 1.83 3.250000 0.800 3.39 625
## 122 1.87 6.000000 0.930 3.69 465
## 123 1.71 2.080000 0.920 3.12 365
## 124 2.01 2.600000 0.730 3.10 380
## 125 2.91 2.800000 0.750 3.64 380
## 126 1.35 2.760000 0.860 3.28 378
## 127 1.77 3.940000 0.690 2.84 352
## 128 1.76 3.000000 0.970 2.44 466
## 129 1.90 2.120000 0.890 2.78 342
## 130 1.35 2.600000 0.790 2.57 580
## 131 0.94 4.100000 0.760 1.29 630
## 132 0.83 5.400000 0.740 1.42 530
## 133 0.83 5.700000 0.660 1.36 560
## 134 0.84 5.000000 0.780 1.29 600
## 135 1.25 5.450000 0.750 1.51 650
## 136 0.94 7.100000 0.730 1.58 695
## 137 0.80 3.850000 0.750 1.27 720
## 138 1.10 5.000000 0.820 1.69 515
## 139 0.88 5.700000 0.810 1.82 580
## 140 0.81 4.920000 0.890 2.15 590
## 141 0.75 4.600000 0.770 2.31 600
## 142 0.64 5.600000 0.700 2.47 780
## 143 0.55 4.350000 0.890 2.06 520
## 144 1.02 4.400000 0.910 2.05 550
## 145 1.14 8.210000 0.650 2.00 855
## 146 1.30 4.000000 0.600 1.68 830
## 147 0.68 4.900000 0.580 1.33 415
## 148 0.86 7.650000 0.540 1.86 625
## 149 1.25 8.420000 0.550 1.62 650
## 150 1.14 9.400000 0.570 1.33 550
## 151 1.25 8.600000 0.590 1.30 500
## 152 1.26 10.800000 0.480 1.47 480
## 153 1.56 7.100000 0.610 1.33 425
## 154 1.87 10.520000 0.560 1.51 675
## 155 1.40 7.600000 0.580 1.55 640
## 156 1.55 7.900000 0.600 1.48 725
## 157 1.56 9.010000 0.570 1.64 480
## 158 1.14 7.500000 0.670 1.73 880
## 159 2.70 13.000000 0.570 1.96 660
## 160 2.29 11.750000 0.570 1.78 620
## 161 1.04 7.650000 0.560 1.58 520
## 162 0.80 5.880000 0.960 1.82 680
## 163 0.96 5.580000 0.870 2.11 570
## 164 0.94 5.280000 0.680 1.75 675
## 165 1.03 9.580000 0.700 1.68 615
## 166 1.15 6.620000 0.780 1.75 520
## 167 1.46 10.680000 0.850 1.56 695
## 168 0.97 10.260000 0.720 1.75 685
## 169 1.54 8.660000 0.740 1.80 750
## 170 1.11 8.500000 0.670 1.92 630
## 171 0.73 5.500000 0.660 1.83 510
## 172 0.64 9.899999 0.570 1.63 470
## 173 1.24 9.700000 0.620 1.71 660
## 174 1.06 7.700000 0.640 1.74 740
## 175 1.41 7.300000 0.700 1.56 750
## 176 1.35 10.200000 0.590 1.56 835
## 177 1.46 9.300000 0.600 1.62 840
## 178 1.35 9.200000 0.610 1.60 560
attach(wine1)
summary(wine1)
## Alcohol Malic Ash Alcalinity
## Min. :11.03 Min. :0.740 Min. :1.360 Min. :10.60
## 1st Qu.:12.36 1st Qu.:1.603 1st Qu.:2.210 1st Qu.:17.20
## Median :13.05 Median :1.865 Median :2.360 Median :19.50
## Mean :13.00 Mean :2.336 Mean :2.367 Mean :19.49
## 3rd Qu.:13.68 3rd Qu.:3.083 3rd Qu.:2.558 3rd Qu.:21.50
## Max. :14.83 Max. :5.800 Max. :3.230 Max. :30.00
## Magnesium Phenols Flavanoids Nonflavanoids
## Min. : 70.00 Min. :0.980 Min. :0.340 Min. :0.1300
## 1st Qu.: 88.00 1st Qu.:1.742 1st Qu.:1.205 1st Qu.:0.2700
## Median : 98.00 Median :2.355 Median :2.135 Median :0.3400
## Mean : 99.74 Mean :2.295 Mean :2.029 Mean :0.3619
## 3rd Qu.:107.00 3rd Qu.:2.800 3rd Qu.:2.875 3rd Qu.:0.4375
## Max. :162.00 Max. :3.880 Max. :5.080 Max. :0.6600
## Proanthocyanins Color Hue Dilution
## Min. :0.410 Min. : 1.280 Min. :0.4800 Min. :1.270
## 1st Qu.:1.250 1st Qu.: 3.220 1st Qu.:0.7825 1st Qu.:1.938
## Median :1.555 Median : 4.690 Median :0.9650 Median :2.780
## Mean :1.591 Mean : 5.058 Mean :0.9574 Mean :2.612
## 3rd Qu.:1.950 3rd Qu.: 6.200 3rd Qu.:1.1200 3rd Qu.:3.170
## Max. :3.580 Max. :13.000 Max. :1.7100 Max. :4.000
## Proline
## Min. : 278.0
## 1st Qu.: 500.5
## Median : 673.5
## Mean : 746.9
## 3rd Qu.: 985.0
## Max. :1680.0
str(wine1)
## 'data.frame': 178 obs. of 13 variables:
## $ Alcohol : num 14.2 13.2 13.2 14.4 13.2 ...
## $ Malic : num 1.71 1.78 2.36 1.95 2.59 1.76 1.87 2.15 1.64 1.35 ...
## $ Ash : num 2.43 2.14 2.67 2.5 2.87 2.45 2.45 2.61 2.17 2.27 ...
## $ Alcalinity : num 15.6 11.2 18.6 16.8 21 15.2 14.6 17.6 14 16 ...
## $ Magnesium : int 127 100 101 113 118 112 96 121 97 98 ...
## $ Phenols : num 2.8 2.65 2.8 3.85 2.8 3.27 2.5 2.6 2.8 2.98 ...
## $ Flavanoids : num 3.06 2.76 3.24 3.49 2.69 3.39 2.52 2.51 2.98 3.15 ...
## $ Nonflavanoids : num 0.28 0.26 0.3 0.24 0.39 0.34 0.3 0.31 0.29 0.22 ...
## $ Proanthocyanins: num 2.29 1.28 2.81 2.18 1.82 1.97 1.98 1.25 1.98 1.85 ...
## $ Color : num 5.64 4.38 5.68 7.8 4.32 6.75 5.25 5.05 5.2 7.22 ...
## $ Hue : num 1.04 1.05 1.03 0.86 1.04 1.05 1.02 1.06 1.08 1.01 ...
## $ Dilution : num 3.92 3.4 3.17 3.45 2.93 2.85 3.58 3.58 2.85 3.55 ...
## $ Proline : int 1065 1050 1185 1480 735 1450 1290 1295 1045 1045 ...
var(wine1)
## Alcohol Malic Ash Alcalinity
## Alcohol 0.65906233 0.08561131 0.0471151590 -0.8410929
## Malic 0.08561131 1.24801540 0.0502770393 1.0763317
## Ash 0.04711516 0.05027704 0.0752646353 0.4062083
## Alcalinity -0.84109290 1.07633171 0.4062082778 11.1526862
## Magnesium 3.13987812 -0.87077953 1.1229365835 -3.9747604
## Phenols 0.14688722 -0.23433772 0.0221455913 -0.6711491
## Flavanoids 0.19203322 -0.45863037 0.0315347299 -1.1720828
## Nonflavanoids -0.01575426 0.04073336 0.0063584714 0.1504219
## Proanthocyanins 0.06351752 -0.14114698 0.0015155780 -0.3771762
## Color 1.02828254 0.64483818 0.1646543266 0.1450242
## Hue -0.01331344 -0.14332564 -0.0046821545 -0.2091181
## Dilution 0.04169782 -0.29244748 0.0007618358 -0.6562344
## Proline 164.56718498 -67.54886657 19.3197390973 -463.3553450
## Magnesium Phenols Flavanoids Nonflavanoids
## Alcohol 3.1398781 0.14688722 0.19203322 -0.015754260
## Malic -0.8707795 -0.23433772 -0.45863037 0.040733362
## Ash 1.1229366 0.02214559 0.03153473 0.006358471
## Alcalinity -3.9747604 -0.67114915 -1.17208281 0.150421856
## Magnesium 203.9893354 1.91646988 2.79308703 -0.455563385
## Phenols 1.9164699 0.39168954 0.54047042 -0.035045125
## Flavanoids 2.7930870 0.54047042 0.99771867 -0.066867000
## Nonflavanoids -0.4555634 -0.03504512 -0.06686700 0.015488634
## Proanthocyanins 1.9328325 0.21937334 0.37314755 -0.026059868
## Color 6.6205206 -0.07999752 -0.39916863 0.040120510
## Hue 0.1808513 0.06203888 0.12408197 -0.007471177
## Dilution 0.6693081 0.31102128 0.55826225 -0.044469244
## Proline 1769.1586999 98.17105726 155.44749222 -12.203586301
## Proanthocyanins Color Hue Dilution
## Alcohol 0.063517520 1.02828254 -0.013313443 0.0416978226
## Malic -0.141146982 0.64483818 -0.143325638 -0.2924474830
## Ash 0.001515578 0.16465433 -0.004682155 0.0007618358
## Alcalinity -0.377176220 0.14502419 -0.209118054 -0.6562343681
## Magnesium 1.932832476 6.62052061 0.180851266 0.6693080683
## Phenols 0.219373345 -0.07999752 0.062038876 0.3110212785
## Flavanoids 0.373147553 -0.39916863 0.124081969 0.5582622548
## Nonflavanoids -0.026059868 0.04012051 -0.007471177 -0.0444692440
## Proanthocyanins 0.327594668 -0.03350392 0.038664565 0.2109329398
## Color -0.033503918 5.37444938 -0.276505801 -0.7058125762
## Hue 0.038664565 -0.27650580 0.052244961 0.0917662439
## Dilution 0.210932940 -0.70581258 0.091766244 0.5040864089
## Proline 59.554333778 230.76748014 17.000223386 69.9275255507
## Proline
## Alcohol 164.56718
## Malic -67.54887
## Ash 19.31974
## Alcalinity -463.35535
## Magnesium 1769.15870
## Phenols 98.17106
## Flavanoids 155.44749
## Nonflavanoids -12.20359
## Proanthocyanins 59.55433
## Color 230.76748
## Hue 17.00022
## Dilution 69.92753
## Proline 99166.71736
library(moments)
skewness(wine1)
## Alcohol Malic Ash Alcalinity Magnesium
## -0.05104747 1.03086950 -0.17520678 0.21124733 1.08891489
## Phenols Flavanoids Nonflavanoids Proanthocyanins Color
## 0.08590677 0.02512948 0.44634901 0.51276903 0.86124805
## Hue Dilution Proline
## 0.02091312 -0.30468993 0.76133617
kurtosis(wine1)
## Alcohol Malic Ash Alcalinity Magnesium
## 2.137740 3.257348 4.078576 3.440823 5.012806
## Phenols Flavanoids Nonflavanoids Proanthocyanins Color
## 2.154143 2.110635 2.347048 3.505671 3.337370
## Hue Dilution Proline
## 2.631975 1.910325 2.725000
cor(wine1)
## Alcohol Malic Ash Alcalinity Magnesium
## Alcohol 1.00000000 0.09439694 0.211544596 -0.31023514 0.27079823
## Malic 0.09439694 1.00000000 0.164045470 0.28850040 -0.05457510
## Ash 0.21154460 0.16404547 1.000000000 0.44336719 0.28658669
## Alcalinity -0.31023514 0.28850040 0.443367187 1.00000000 -0.08333309
## Magnesium 0.27079823 -0.05457510 0.286586691 -0.08333309 1.00000000
## Phenols 0.28910112 -0.33516700 0.128979538 -0.32111332 0.21440123
## Flavanoids 0.23681493 -0.41100659 0.115077279 -0.35136986 0.19578377
## Nonflavanoids -0.15592947 0.29297713 0.186230446 0.36192172 -0.25629405
## Proanthocyanins 0.13669791 -0.22074619 0.009651935 -0.19732684 0.23644061
## Color 0.54636420 0.24898534 0.258887259 0.01873198 0.19995001
## Hue -0.07174720 -0.56129569 -0.074666889 -0.27395522 0.05539820
## Dilution 0.07234319 -0.36871043 0.003911231 -0.27676855 0.06600394
## Proline 0.64372004 -0.19201056 0.223626264 -0.44059693 0.39335085
## Phenols Flavanoids Nonflavanoids Proanthocyanins
## Alcohol 0.28910112 0.2368149 -0.1559295 0.136697912
## Malic -0.33516700 -0.4110066 0.2929771 -0.220746187
## Ash 0.12897954 0.1150773 0.1862304 0.009651935
## Alcalinity -0.32111332 -0.3513699 0.3619217 -0.197326836
## Magnesium 0.21440123 0.1957838 -0.2562940 0.236440610
## Phenols 1.00000000 0.8645635 -0.4499353 0.612413084
## Flavanoids 0.86456350 1.0000000 -0.5378996 0.652691769
## Nonflavanoids -0.44993530 -0.5378996 1.0000000 -0.365845099
## Proanthocyanins 0.61241308 0.6526918 -0.3658451 1.000000000
## Color -0.05513642 -0.1723794 0.1390570 -0.025249931
## Hue 0.43368134 0.5434786 -0.2626396 0.295544253
## Dilution 0.69994936 0.7871939 -0.5032696 0.519067096
## Proline 0.49811488 0.4941931 -0.3113852 0.330416700
## Color Hue Dilution Proline
## Alcohol 0.54636420 -0.07174720 0.072343187 0.6437200
## Malic 0.24898534 -0.56129569 -0.368710428 -0.1920106
## Ash 0.25888726 -0.07466689 0.003911231 0.2236263
## Alcalinity 0.01873198 -0.27395522 -0.276768549 -0.4405969
## Magnesium 0.19995001 0.05539820 0.066003936 0.3933508
## Phenols -0.05513642 0.43368134 0.699949365 0.4981149
## Flavanoids -0.17237940 0.54347857 0.787193902 0.4941931
## Nonflavanoids 0.13905701 -0.26263963 -0.503269596 -0.3113852
## Proanthocyanins -0.02524993 0.29554425 0.519067096 0.3304167
## Color 1.00000000 -0.52181319 -0.428814942 0.3161001
## Hue -0.52181319 1.00000000 0.565468293 0.2361834
## Dilution -0.42881494 0.56546829 1.000000000 0.3127611
## Proline 0.31610011 0.23618345 0.312761075 1.0000000
#checking correlation between variables with plot
plot(wine1)
#to overcome scaling issue
normaliseddata=scale(wine1)
normaliseddata
## Alcohol Malic Ash Alcalinity Magnesium
## [1,] 1.51434077 -0.56066822 0.23139979 -1.166303174 1.90852151
## [2,] 0.24559683 -0.49800856 -0.82566722 -2.483840525 0.01809398
## [3,] 0.19632522 0.02117152 1.10621386 -0.267982252 0.08810981
## [4,] 1.68679140 -0.34583508 0.48655389 -0.806974805 0.92829983
## [5,] 0.29486844 0.22705328 1.83522559 0.450674485 1.27837900
## [6,] 1.47738706 -0.51591132 0.30430096 -1.286079296 0.85828399
## [7,] 1.71142720 -0.41744613 0.30430096 -1.465743481 -0.26196936
## [8,] 1.30493643 -0.16680747 0.88751034 -0.567422559 1.48842650
## [9,] 2.25341491 -0.62332789 -0.71631546 -1.645407665 -0.19195352
## [10,] 1.05857838 -0.88291793 -0.35180959 -1.046527051 -0.12193769
## [11,] 1.35420804 -0.15785609 -0.24245783 -0.447646437 0.36817315
## [12,] 1.37884384 -0.76654998 -0.16955666 -0.806974805 -0.33198519
## [13,] 0.92308146 -0.54276546 0.15849862 -1.046527051 -0.75208020
## [14,] 2.15487169 -0.54276546 0.08559744 -2.423952463 -0.61204853
## [15,] 1.69910930 -0.41744613 0.04914686 -2.244288279 0.15812565
## [16,] 0.77526663 -0.47115441 1.21556562 -0.687198682 0.85828399
## [17,] 1.60056608 -0.37268923 1.28846679 0.151234178 1.41841067
## [18,] 1.02162467 -0.68598755 0.92396093 0.151234178 1.06833150
## [19,] 1.46506916 -0.66808479 0.41365272 -0.896806897 0.57822065
## [20,] 0.78758453 0.68357369 0.70525741 -1.286079296 1.13834733
## [21,] 1.30493643 -0.63227927 -0.31535901 -1.046527051 1.83850567
## [22,] -0.08698653 1.31017034 1.03331269 -0.267982252 0.15812565
## [23,] 0.87380985 -0.42639751 -0.02375431 -0.866862867 0.08810981
## [24,] -0.18552975 -0.65913341 0.55945507 -0.507534498 -0.33198519
## [25,] 0.61513390 -0.47115441 0.88751034 0.151234178 -0.26196936
## [26,] 0.06082829 -0.25632128 3.11099611 1.648435713 1.69847400
## [27,] 0.47963697 -0.50695994 0.92396093 -1.016583020 -0.47201686
## [28,] 0.36877585 -0.55171684 -0.82566722 -0.747086744 -0.40200103
## [29,] 1.07089628 -0.39059199 1.58007149 -0.028430007 0.50820482
## [30,] 1.25566482 -0.58752236 -0.57051311 -1.046527051 -0.26196936
## [31,] 0.89844565 -0.74864721 1.21556562 0.899834945 0.08810981
## [32,] 0.71367712 -0.60542512 -0.02375431 -0.118262099 0.43818899
## [33,] 0.83685614 -0.45325165 -0.02375431 -0.687198682 0.29815732
## [34,] 0.93539936 -0.72179307 1.21556562 0.001514024 2.25860068
## [35,] 0.62745180 -0.48010579 1.03331269 -0.148206130 0.71825232
## [36,] 0.59049809 -0.47115441 0.15849862 0.300954331 0.01809398
## [37,] 0.34414005 -0.62332789 1.72587383 -1.196247204 0.71825232
## [38,] 0.06082829 -0.61437650 0.66880683 -0.447646437 -0.12193769
## [39,] 0.08546410 -0.74864721 -0.97146956 -1.196247204 -0.12193769
## [40,] 1.50202286 1.48024658 0.52300448 -1.884959911 1.97853734
## [41,] 0.68904131 -0.56066822 -0.20600725 -0.986638989 1.20836316
## [42,] 0.50427278 1.34597587 -0.89856839 -0.208094191 -0.68206436
## [43,] 1.08321419 -0.39954337 0.81460917 -1.345967358 0.08810981
## [44,] 0.29486844 1.47129519 -0.27890842 -0.597366590 0.22814148
## [45,] 0.06082829 -0.50695994 -0.97146956 -0.747086744 0.50820482
## [46,] 1.48970496 1.52500348 0.26785038 -0.178150160 0.78826816
## [47,] 1.69910930 1.12219135 -0.31535901 -1.046527051 0.15812565
## [48,] 1.10784999 -0.58752236 -0.89856839 -1.046527051 0.08810981
## [49,] 1.35420804 -0.28317542 0.12204803 -0.208094191 0.22814148
## [50,] 1.15712160 -0.54276546 -0.35180959 -0.627310621 0.57822065
## [51,] 0.06082829 -0.54276546 -1.19017308 -2.124512156 -0.54203270
## [52,] 1.02162467 -0.61437650 0.85105976 -0.687198682 -0.40200103
## [53,] 1.00930677 -0.52486270 0.19494920 -1.645407665 0.78826816
## [54,] 0.94771726 -0.39059199 1.14266445 -0.717142713 1.06833150
## [55,] 0.91076355 -0.59647374 -0.42471076 -0.926750928 1.27837900
## [56,] 0.68904131 -0.54276546 0.34075155 0.300954331 1.13834733
## [57,] 1.50202286 -0.56961960 -0.24245783 -0.956694959 1.27837900
## [58,] 0.35645795 -0.32793232 1.14266445 -0.806974805 0.15812565
## [59,] 0.88612775 -0.81130688 0.48655389 -0.836918836 0.57822065
## [60,] -0.77678907 -1.24992453 -3.66881295 -2.663504709 -0.82209603
## [61,] -0.82606067 -1.10670244 -0.31535901 -1.046527051 0.08810981
## [62,] -0.44420570 -0.87396654 -1.26307425 -0.806974805 0.01809398
## [63,] 0.82453824 -0.97243173 -1.62758012 -0.447646437 -0.40200103
## [64,] -0.77678907 -1.07984830 -0.75276604 -0.148206130 -0.89211187
## [65,] -1.02314711 -0.79340412 0.59590565 -0.148206130 0.29815732
## [66,] -0.77678907 -1.00823725 0.70525741 -0.417702406 -0.12193769
## [67,] 0.13473571 -1.18726487 -2.42949302 -1.345967358 -1.52225438
## [68,] -0.77678907 -1.04404278 -1.62758012 0.031458055 -1.52225438
## [69,] 0.41804746 -1.24992453 -0.02375431 -0.747086744 0.71825232
## [70,] -0.97387550 -1.02614002 -2.24724008 -0.806974805 3.58890153
## [71,] -0.87533228 -0.65018203 -0.57051311 0.271010300 0.22814148
## [72,] 1.05857838 -0.73969583 1.10621386 1.648435713 -0.96212770
## [73,] 0.60281600 -0.60542512 -0.46116135 1.348995406 -0.89211187
## [74,] -0.01307912 -0.59647374 0.85105976 3.145637249 2.74871152
## [75,] -1.28182306 -1.11565382 -0.24245783 0.450674485 0.08810981
## [76,] -1.65136013 -0.40849475 -1.62758012 -1.046527051 -0.19195352
## [77,] 0.03619249 -1.28573006 -2.39304243 -1.046527051 -0.96212770
## [78,] -1.42963789 0.49559470 -0.49761194 -0.447646437 0.85828399
## [79,] -0.82606067 -1.20516763 -1.51822836 -1.405855419 2.53866402
## [80,] -0.37029829 1.37283001 0.12204803 1.049555099 0.08810981
## [81,] -1.23255145 -1.26782729 -1.33597542 -0.148206130 -0.96212770
## [82,] -0.34566248 -0.47115441 -0.60696370 -0.208094191 -0.96212770
## [83,] -1.13400823 -1.07984830 0.52300448 1.348995406 -1.52225438
## [84,] 0.06082829 1.36387863 -0.16955666 0.899834945 -1.03214354
## [85,] -1.42963789 -1.29468144 0.77815859 -0.447646437 -0.40200103
## [86,] -0.40725200 -1.21411901 -0.46116135 -0.447646437 -0.05192185
## [87,] -1.03546501 -0.65018203 -0.20600725 0.989667037 -0.68206436
## [88,] -1.66367803 -0.59647374 0.92396093 1.947876020 -0.82209603
## [89,] -1.67599593 -0.24736990 0.34075155 0.630338669 -1.10215937
## [90,] -1.13400823 -0.90082069 -0.24245783 1.229219283 -2.08238105
## [91,] -1.13400823 -0.45325165 -0.16955666 -0.297926283 -1.31220687
## [92,] -1.23255145 -0.73969583 0.19494920 0.750114792 -0.96212770
## [93,] -0.38261619 -0.72179307 -0.38826018 0.360842393 -1.38222271
## [94,] -0.87533228 0.44188642 -0.53406252 -0.447646437 -0.82209603
## [95,] -1.70063174 -0.31002956 -0.31535901 -0.447646437 -0.12193769
## [96,] -0.65361004 -0.73074445 -0.60696370 -0.148206130 4.35907571
## [97,] -1.46659160 -0.19366161 1.36136797 0.600394638 2.39863235
## [98,] -0.87533228 -0.82920964 -1.40887660 -1.046527051 -1.03214354
## [99,] -0.77678907 -1.13355658 -0.97146956 -0.297926283 -0.82209603
## [100,] -0.87533228 0.74623336 -0.57051311 -0.447646437 -0.82209603
## [101,] -1.13400823 -0.22946714 -2.42949302 -0.597366590 -0.19195352
## [102,] -0.49347731 -0.89186931 -1.70048129 -0.297926283 -0.82209603
## [103,] -0.81374277 0.10173395 0.34075155 0.450674485 -0.12193769
## [104,] -1.45427369 -0.55171684 -1.77338246 0.001514024 -0.96212770
## [105,] -0.60433843 -0.54276546 -1.40887660 0.300954331 -1.03214354
## [106,] -0.71519955 0.19124776 -0.35180959 0.750114792 -0.68206436
## [107,] -0.92460389 -0.54276546 -0.89856839 -0.148206130 -1.38222271
## [108,] -0.34566248 -0.52486270 -0.31535901 0.899834945 -1.10215937
## [109,] -0.96155760 -0.93662621 -1.55467894 -0.148206130 -0.54203270
## [110,] -1.71294964 -0.88291793 1.21556562 0.151234178 -0.40200103
## [111,] -1.89771818 1.25646206 -1.99208598 0.001514024 0.50820482
## [112,] -0.59202053 0.08383119 -0.71631546 0.450674485 -0.82209603
## [113,] -1.52818111 0.30761571 2.01747852 0.151234178 0.22814148
## [114,] -1.95930769 -1.42895215 0.48655389 0.450674485 -0.82209603
## [115,] -1.13400823 -0.84711240 0.48655389 0.899834945 -1.10215937
## [116,] -2.42738798 -0.73969583 -0.60696370 0.600394638 -1.03214354
## [117,] -1.45427369 -0.77550136 -1.37242601 0.390786423 -0.96212770
## [118,] -0.71519955 -0.65018203 -0.64341428 0.899834945 0.57822065
## [119,] -0.28407297 0.97896926 -1.40887660 -1.046527051 -1.38222271
## [120,] -1.23255145 0.97896926 -1.33597542 -0.148206130 -0.89211187
## [121,] -1.91003608 0.05697705 0.19494920 0.151234178 -0.26196936
## [122,] -1.77453915 -0.25632128 3.14744670 2.696476788 1.34839483
## [123,] -0.71519955 1.87410733 1.32491738 2.097596174 0.15812565
## [124,] 0.06082829 3.10044648 -0.86211780 0.600394638 -0.96212770
## [125,] -1.39268418 1.76669076 0.08559744 0.450674485 -1.24219104
## [126,] -1.14632613 -0.15785609 -0.71631546 0.450674485 -1.03214354
## [127,] -0.70288165 -0.72179307 -0.27890842 0.600394638 -0.96212770
## [128,] -1.49122740 -0.18471023 1.50717031 2.696476788 -0.54203270
## [129,] -0.77678907 -0.63227927 -0.24245783 1.498715559 -0.82209603
## [130,] -1.18327984 1.75773938 0.04914686 0.750114792 -1.38222271
## [131,] -0.17321185 -0.88291793 -0.16955666 -0.447646437 1.55844234
## [132,] -0.14857605 0.58510851 0.12204803 0.151234178 0.29815732
## [133,] -0.23480136 -0.02358538 0.12204803 1.348995406 -0.12193769
## [134,] -0.37029829 1.08638583 -0.02375431 0.600394638 0.43818899
## [135,] -0.60433843 -0.98138311 -0.42471076 -0.597366590 -1.03214354
## [136,] -0.49347731 0.11068533 -0.60696370 -0.297926283 -0.40200103
## [137,] -0.92460389 2.13369737 0.63235624 0.450674485 -0.75208020
## [138,] -0.57970263 2.84085644 0.99686210 1.648435713 -0.26196936
## [139,] 0.60281600 1.12219135 -0.64341428 0.001514024 -0.82209603
## [140,] -0.19784766 0.55825437 0.88751034 1.348995406 0.08810981
## [141,] -0.08698653 0.42398365 1.21556562 0.450674485 -0.26196936
## [142,] 0.44268327 0.20019914 -0.06020490 0.151234178 -0.75208020
## [143,] 0.63976970 0.74623336 1.28846679 1.199275252 -0.19195352
## [144,] 0.76294873 2.33957912 -0.06020490 0.151234178 -0.54203270
## [145,] -0.92460389 1.38178139 -0.60696370 -0.297926283 0.85828399
## [146,] 0.19632522 1.10428859 -0.78921663 0.450674485 0.15812565
## [147,] 1.08321419 2.42014155 -0.49761194 0.151234178 -1.38222271
## [148,] -0.16089395 2.03523218 0.41365272 0.600394638 -0.96212770
## [149,] 0.39341166 0.80889302 0.04914686 0.600394638 -0.54203270
## [150,] 0.09778200 1.39968415 -0.02375431 0.600394638 0.92829983
## [151,] 0.61513390 0.70147646 0.92396093 1.348995406 1.62845817
## [152,] -0.25943717 0.29866433 0.41365272 0.750114792 0.85828399
## [153,] 0.13473571 -0.39059199 1.39781855 1.798155867 1.13834733
## [154,] 0.28255053 0.86260131 -0.31535901 -0.297926283 -0.12193769
## [155,] -0.51811312 -0.93662621 -0.97146956 0.151234178 0.22814148
## [156,] 0.20864312 2.55441226 -0.16955666 0.750114792 -0.47201686
## [157,] 1.03394258 1.59661452 0.04914686 0.001514024 -0.75208020
## [158,] -0.67824585 0.62091403 0.99686210 2.247316327 -0.19195352
## [159,] 1.64983769 -0.58752236 1.21556562 1.648435713 -0.12193769
## [160,] 0.59049809 -0.59647374 0.99686210 0.899834945 -0.75208020
## [161,] -0.78910697 1.33702448 0.04914686 0.450674485 -0.82209603
## [162,] 0.84917404 0.82679579 0.63235624 0.151234178 0.50820482
## [163,] -0.18552975 0.83574717 0.77815859 0.750114792 0.43818899
## [164,] -0.05003283 0.99687202 -0.06020490 -0.297926283 0.43818899
## [165,] 0.96003516 0.37922675 -0.24245783 0.750114792 -0.68206436
## [166,] 0.89844565 1.81144766 -0.38826018 0.899834945 -0.82209603
## [167,] 0.55354439 1.22065654 0.85105976 1.049555099 0.78826816
## [168,] -0.22248346 0.92526097 -0.24245783 0.001514024 -0.82209603
## [169,] 0.71367712 0.21810190 1.17911504 1.498715559 0.36817315
## [170,] 0.49195487 2.02628080 1.79877500 1.648435713 0.85828399
## [171,] -0.98619340 0.62091403 -0.16955666 -0.148206130 -0.26196936
## [172,] -0.28407297 0.04802567 -0.31535901 0.001514024 -0.96212770
## [173,] 1.42811545 0.15544223 0.41365272 0.151234178 -0.61204853
## [174,] 0.87380985 2.96617577 0.30430096 0.300954331 -0.33198519
## [175,] 0.49195487 1.40863553 0.41365272 1.049555099 0.15812565
## [176,] 0.33182214 1.73983662 -0.38826018 0.151234178 1.41841067
## [177,] 0.20864312 0.22705328 0.01269627 0.151234178 1.41841067
## [178,] 1.39116174 1.57871176 1.36136797 1.498715559 -0.26196936
## Phenols Flavanoids Nonflavanoids Proanthocyanins Color
## [1,] 0.806721729 1.0319080692 -0.65770780 1.22143845 0.251008784
## [2,] 0.567048088 0.7315652835 -0.81841060 -0.54318872 -0.292496232
## [3,] 0.806721729 1.2121137407 -0.49700500 2.12995937 0.268262912
## [4,] 2.484437221 1.4623993954 -0.97911340 1.02925134 1.182731669
## [5,] 0.806721729 0.6614853002 0.22615759 0.40027531 -0.318377423
## [6,] 1.557699140 1.3622851335 -0.17559941 0.66234866 0.729810822
## [7,] 0.327374446 0.4912910549 -0.49700500 0.67982021 0.082781041
## [8,] 0.487156874 0.4812796287 -0.41665360 -0.59560339 -0.003489596
## [9,] 0.806721729 0.9518166597 -0.57735640 0.67982021 0.061213382
## [10,] 1.094330099 1.1220109049 -1.13981619 0.45268998 0.932546820
## [11,] 1.046395371 1.2922051502 -1.13981619 1.37868246 0.298457635
## [12,] -0.151972837 0.4011882192 -0.81841060 -0.03651359 -0.025057256
## [13,] 0.487156874 0.7315652835 -0.57735640 0.38280376 0.233754657
## [14,] 1.286069013 1.6626279192 0.54756319 2.12995937 0.147484019
## [15,] 1.605633868 1.6125707883 -0.57735640 2.39203271 1.053325713
## [16,] 0.886612943 0.8817366764 -0.49700500 -0.22870071 0.967055075
## [17,] 0.806721729 1.1119994787 -0.25595080 0.66234866 0.492566569
## [18,] 1.046395371 1.3722965597 0.30650899 0.22555975 0.665107844
## [19,] 1.605633868 1.9029021478 -0.33630220 0.47016154 1.570949537
## [20,] 0.646939302 1.0018737906 -1.54157319 0.12073042 0.018078063
## [21,] 1.126286585 1.1420337573 -0.97911340 0.88947889 0.255322316
## [22,] 0.183570261 0.3811653668 -0.89876200 0.67982021 -0.240733849
## [23,] 0.503135117 0.8517023978 -0.73805920 0.17314508 -0.542681081
## [24,] 0.295417961 0.3411196621 -0.81841060 -0.22870071 -0.486605166
## [25,] 0.375309174 0.5813938906 -0.65770780 0.12073042 -0.663459973
## [26,] 0.535091602 0.6514738740 0.86896878 0.57499088 -0.637578782
## [27,] 0.886612943 0.9117709549 -0.17559941 -0.24617226 -0.111327893
## [28,] 0.167592018 0.1609139906 -0.73805920 -0.42088782 -0.477978102
## [29,] 1.046395371 0.9418052335 0.06545479 0.29544598 -0.240733849
## [30,] 0.567048088 0.3010739573 -0.81841060 0.67982021 -0.154463212
## [31,] 1.126286585 1.2221251668 -0.57735640 1.37868246 0.276889975
## [32,] 0.902591186 1.1620566097 -1.13981619 0.62740554 0.794513800
## [33,] 0.199548504 0.6614853002 0.46721179 0.66234866 -0.525426953
## [34,] 1.046395371 0.7115424311 1.11002298 -0.42088782 0.147484019
## [35,] 0.087700804 0.5013024811 -0.57735640 -0.08892826 -0.370139806
## [36,] 0.646939302 0.9518166597 -0.81841060 0.47016154 0.018078063
## [37,] 0.487156874 0.6514738740 -0.17559941 -0.40341627 -0.197598531
## [38,] 0.247483232 0.4011882192 -0.57735640 -0.26364382 -0.348572146
## [39,] 0.167592018 0.6114281692 -0.65770780 -0.38594471 -0.585816399
## [40,] 1.126286585 1.0118852168 -1.30051899 0.85453577 0.018078063
## [41,] 1.365960227 1.2621708716 -0.17559941 1.30879623 0.462371846
## [42,] 0.247483232 0.6514738740 -0.73805920 -0.19375759 -0.335631551
## [43,] 1.525742654 1.5324793788 -1.54157319 0.19061664 0.160424615
## [44,] 0.551069845 0.6014167430 -0.33630220 0.12073042 -0.301123296
## [45,] 1.126286585 0.9718395121 -0.65770780 0.76717799 -0.007803128
## [46,] 0.886612943 0.6214395954 -0.49700500 -0.59560339 0.078467509
## [47,] 1.525742654 1.1420337573 -0.73805920 1.04672289 -0.068192574
## [48,] 1.286069013 1.3622851335 -1.22016759 0.95936511 0.449431250
## [49,] 0.726830515 0.8917481025 -0.33630220 1.37868246 0.492566569
## [50,] 0.934547672 1.5124565264 -0.33630220 0.85453577 1.657220175
## [51,] 0.678895787 1.2421480192 -1.54157319 2.30467493 0.923919756
## [52,] 0.247483232 0.9618280859 -1.13981619 1.22143845 0.233754657
## [53,] 2.532371949 1.7126850502 -0.33630220 0.48763309 0.859216778
## [54,] 1.126286585 0.7615995621 0.22615759 0.15567353 0.535701888
## [55,] 0.487156874 0.8717252502 -1.22016759 0.05084419 0.341592953
## [56,] 1.062373614 0.7515881359 -1.30051899 1.50098335 0.514134228
## [57,] 1.445851440 0.9718395121 -0.81841060 0.76717799 0.570210143
## [58,] 1.126286585 1.2021023145 -0.41665360 0.12073042 0.406295932
## [59,] 1.765416296 1.6426050669 -1.38087039 0.78464955 0.751378481
## [60,] -0.503494178 -1.4609370523 -0.65770780 -2.04574255 -1.340684477
## [61,] -0.391646479 -0.9403428904 2.15459116 -2.06321410 -0.771298270
## [62,] -0.439581207 -0.6199772522 1.35107717 -1.69631142 0.298457635
## [63,] -0.311755265 -0.2395430570 -0.33630220 -1.50412430 -0.542681081
## [64,] 1.925198724 1.0719537740 -1.38087039 0.48763309 -0.262301509
## [65,] -0.647298363 -0.2795887618 0.70826598 -0.97997762 -0.909331290
## [66,] 0.199548504 0.6214395954 0.06545479 0.85453577 -0.197598531
## [67,] 1.094330099 1.1520451835 -0.81841060 1.20396690 0.104348700
## [68,] -0.295777022 -0.0293031070 -0.73805920 -0.96250606 -0.163090276
## [69,] 0.375309174 -0.7301029403 1.51177997 -2.04574255 -0.814433589
## [70,] -0.711211334 -0.7501257927 -1.78262739 1.58834113 -0.952466609
## [71,] -1.909579543 -1.0104228737 0.06545479 -0.22870071 -0.866195971
## [72,] 1.046395371 0.8316795454 -1.22016759 0.48763309 -0.723849419
## [73,] -0.663276606 -0.1894859260 -0.73805920 -0.97997762 -0.568562272
## [74,] 1.605633868 0.8617138240 -1.22016759 0.64487710 -0.736790015
## [75,] 1.733459810 0.1108568597 -1.86297878 0.10325886 -0.797179461
## [76,] -1.094689161 -0.4597944332 -0.17559941 -0.77031895 -0.542681081
## [77,] -0.551428907 0.0007311716 -0.97911340 -0.22870071 -0.197598531
## [78,] -0.918928490 -0.7100800880 0.54756319 -1.11975007 -1.038737246
## [79,] -0.631320120 -0.1794744999 -0.09524801 2.04260159 -0.715222356
## [80,] 0.854656458 0.5213253335 0.54756319 0.62740554 -1.073245501
## [81,] 0.199548504 0.2309939740 -0.49700500 -0.28111538 -1.103440224
## [82,] -0.151972837 0.5013024811 -0.81841060 0.31291753 -0.499545762
## [83,] -0.471537693 -0.4497830070 0.30650899 -0.33353004 -1.232846180
## [84,] -1.030776190 -0.4397715808 1.99388837 0.05084419 -0.111327893
## [85,] -0.151972837 0.1809368430 -1.13981619 1.32626779 -0.866195971
## [86,] -0.151972837 -0.0893716641 -0.49700500 -0.22870071 -1.051677842
## [87,] -0.823059034 -0.3396573189 0.54756319 -0.05398515 -1.125007884
## [88,] -0.599363635 -0.4197487284 0.30650899 -0.43835938 -1.060304905
## [89,] -0.551428907 -0.3396573189 0.94932018 -0.42088782 -0.974034268
## [90,] -0.151972837 -0.4397715808 0.46721179 -0.36847316 -1.431268647
## [91,] -1.110667404 -0.5298744165 1.27072578 0.08578730 -1.146575543
## [92,] -1.350341045 -0.7801600713 1.11002298 0.06831575 -0.628951718
## [93,] -1.462188745 -0.5699201213 1.75283417 0.05084419 -0.866195971
## [94,] 0.247483232 0.2209825478 -0.89876200 0.69729177 -1.254413840
## [95,] 1.158243070 0.2309939740 -1.54157319 -0.42088782 -0.779925334
## [96,] 0.327374446 0.2410054002 -0.33630220 2.95112251 -1.060304905
## [97,] -1.110667404 -1.0404571523 -1.78262739 -0.05398515 -1.103440224
## [98,] 0.407265660 0.4712682025 -0.57735640 0.31291753 -0.930898949
## [99,] 1.957155209 1.7226964764 -0.97911340 0.62740554 -0.240733849
## [100,] 0.886612943 0.9618280859 0.70826598 2.12995937 -1.189710862
## [101,] -0.104038109 0.1408911382 -0.81841060 -0.33353004 -0.758357674
## [102,] -1.350341045 -0.6700343832 -0.57735640 -0.42088782 -1.125007884
## [103,] 0.423243903 0.0808225811 -0.17559941 -0.49077405 -0.974034268
## [104,] 0.327374446 -0.3897144499 0.06545479 -0.29858693 -1.293235627
## [105,] -0.151972837 -0.1093945165 -0.33630220 -0.19375759 -0.913644822
## [106,] -0.982841462 -0.1894859260 2.39564536 -0.29858693 -1.017169587
## [107,] -1.030776190 0.0007311716 0.06545479 0.06831575 -0.715222356
## [108,] -1.462188745 -0.2695773356 0.94932018 0.06831575 -0.758357674
## [109,] 0.103679047 0.0107425978 0.22615759 0.85453577 -1.017169587
## [110,] 0.710852273 0.8917481025 -0.57735640 1.57086958 -1.038737246
## [111,] 1.413894955 0.5513596121 -0.97911340 3.47526919 -0.930898949
## [112,] 0.407265660 0.2410054002 -0.81841060 -0.64801805 -1.319116818
## [113,] -0.870993762 0.0007311716 1.91353697 -0.94503451 -0.542681081
## [114,] 0.295417961 -0.0192916808 0.46721179 -0.26364382 -0.853255375
## [115,] 0.423243903 0.2610282525 0.54756319 -0.96250606 -0.930898949
## [116,] 0.263461475 0.1408911382 1.27072578 0.73223488 -1.362252137
## [117,] -0.503494178 -0.4297601546 -0.49700500 -0.10639981 -1.340684477
## [118,] -0.471537693 0.0607997287 -0.17559941 0.03337264 -1.293235627
## [119,] -1.062732675 -0.7801600713 0.54756319 -1.32940874 -0.715222356
## [120,] -0.471537693 -0.3897144499 0.06545479 0.48763309 -1.629691113
## [121,] 0.966504157 0.7615995621 -0.33630220 0.41774687 -0.779925334
## [122,] 1.413894955 3.0542161597 0.86896878 0.48763309 0.406295932
## [123,] -0.151972837 0.1008454335 0.54756319 0.20808820 -1.284608563
## [124,] 0.519113359 0.6214395954 -0.49700500 0.73223488 -1.060304905
## [125,] 0.902591186 1.0018737906 -1.22016759 2.30467493 -0.974034268
## [126,] 0.487156874 0.6214395954 0.06545479 -0.42088782 -0.991288395
## [127,] 0.710852273 1.1220109049 0.22615759 0.31291753 -0.482291634
## [128,] -0.263820537 0.2109711216 1.75283417 0.29544598 -0.887763630
## [129,] -0.120016352 0.4212110716 0.30650899 0.54004776 -1.267354435
## [130,] -0.311755265 -0.2795887618 0.46721179 -0.42088782 -1.060304905
## [131,] -1.254471589 -0.7801600713 -1.22016759 -1.13722163 -0.413275124
## [132,] -1.590014687 -0.8101943499 -0.97911340 -1.32940874 0.147484019
## [133,] -1.829688329 -0.9403428904 -0.73805920 -1.32940874 0.276889975
## [134,] -0.950884976 -0.8302172023 -1.54157319 -1.31193719 -0.025057256
## [135,] -0.471537693 -1.4509256261 1.91353697 -0.59560339 0.169051679
## [136,] -1.078710918 -1.3708342166 2.15459116 -1.13722163 0.880784438
## [137,] -1.462188745 -1.5610513142 1.35107717 -1.38182341 -0.521113421
## [138,] -0.807080791 -1.4309027737 2.15459116 -0.85767673 -0.025057256
## [139,] -1.078710918 -1.5510398880 1.75283417 -1.24205096 0.276889975
## [140,] 0.039766076 -1.4309027737 1.35107717 -1.36435186 -0.059565511
## [141,] -1.206536860 -1.5310170356 1.35107717 -1.46918119 -0.197598531
## [142,] -1.430232259 -1.5310170356 0.06545479 -1.66136831 0.233754657
## [143,] -1.190558618 -1.5109941832 1.11002298 -1.81861232 -0.305436828
## [144,] -0.471537693 -1.2306742499 0.86896878 -0.99744918 -0.283869168
## [145,] -1.462188745 -1.2506971023 -0.57735640 -0.78779050 1.359586476
## [146,] -1.270449832 -1.4809599046 0.54756319 -0.50824560 -0.456410443
## [147,] -2.101318456 -1.6911998547 0.30650899 -1.59148209 -0.068192574
## [148,] -0.950884976 -1.3808456427 0.86896878 -1.27699407 1.118028691
## [149,] -0.583385392 -1.2707199546 0.70826598 -0.59560339 1.450170645
## [150,] -1.414254017 -0.6400001046 -0.17559941 -0.78779050 1.872896769
## [151,] -1.430232259 -0.4597944332 -1.13981619 -0.59560339 1.527814219
## [152,] -1.302406317 -0.6700343832 -0.97911340 -0.57813183 2.476791231
## [153,] -0.151972837 -0.7501257927 -0.81841060 -0.05398515 0.880784438
## [154,] -0.791102548 -1.2006399713 1.99388837 0.48763309 2.356012338
## [155,] -1.302406317 -1.4509256261 1.35107717 -0.33353004 1.096461031
## [156,] -0.886972005 -1.4008684951 1.99388837 -0.07145670 1.225866988
## [157,] -0.791102548 -1.2006399713 0.94932018 -0.05398515 1.704669026
## [158,] -0.631320120 -1.4509256261 2.15459116 -0.78779050 1.053325713
## [159,] 0.806721729 -0.7200915142 1.35107717 1.93777225 3.425768243
## [160,] 0.487156874 -0.9303314642 1.27072578 1.22143845 2.886576759
## [161,] 0.007809591 -1.1105371356 1.11002298 -0.96250606 1.118028691
## [162,] -0.743167820 -1.4709484785 1.11002298 -1.38182341 0.354533549
## [163,] -1.030776190 -1.4309027737 1.91353697 -1.10227851 0.225127593
## [164,] -1.446210502 -1.3307885118 0.30650899 -1.13722163 0.095721637
## [165,] -1.510123473 -1.3508113642 0.38686039 -0.97997762 1.950540342
## [166,] -1.621971173 -1.5610513142 1.27072578 -0.77031895 0.673734908
## [167,] -0.950884976 -1.1105371356 0.54756319 -0.22870071 2.425028848
## [168,] -1.302406317 -1.3708342166 0.30650899 -1.08480696 2.243860510
## [169,] -1.190558618 -1.1906285451 0.22615759 -0.08892826 1.553695410
## [170,] -0.503494178 -1.0704914308 -0.73805920 -0.84020517 1.484678900
## [171,] -1.669905901 -1.5410284618 0.30650899 -1.50412430 0.190619338
## [172,] -1.446210502 -1.5210056094 0.94932018 -1.66136831 2.088572931
## [173,] -0.982841462 -1.3307885118 0.62791458 -0.61307494 2.002302725
## [174,] -0.982841462 -1.4208913475 1.27072578 -0.92756295 1.139596350
## [175,] -0.791102548 -1.2807313808 0.54756319 -0.31605849 0.967055075
## [176,] -1.126645647 -1.3407999380 0.54756319 -0.42088782 2.217979318
## [177,] -1.030776190 -1.3508113642 1.35107717 -0.22870071 1.829761450
## [178,] -0.391646479 -1.2707199546 1.59213137 -0.42088782 1.786626131
## Hue Dilution Proline
## [1,] 0.36115849 1.84272147 1.010159388
## [2,] 0.40490846 1.11031723 0.962526349
## [3,] 0.31740852 0.78636920 1.391223700
## [4,] -0.42634104 1.18074072 2.328006800
## [5,] 0.36115849 0.44833648 -0.037767469
## [6,] 0.40490846 0.33565890 2.232740722
## [7,] 0.27365854 1.36384178 1.724654973
## [8,] 0.44865844 1.36384178 1.740532653
## [9,] 0.53615839 0.33565890 0.946648670
## [10,] 0.22990857 1.32158768 0.946648670
## [11,] 1.27990794 0.78636920 2.423272878
## [12,] 0.92990815 0.29340481 1.692899614
## [13,] 0.84240820 0.40608239 1.819921051
## [14,] 1.27990794 0.16664254 1.280079943
## [15,] 1.06115807 0.54692935 2.540767708
## [16,] 1.41115786 0.37791299 1.788165692
## [17,] 0.49240841 0.05396496 1.692899614
## [18,] 0.75490825 -0.05871261 1.216569224
## [19,] 1.19240799 0.29340481 2.963113987
## [20,] 0.01115870 1.05397844 0.311541483
## [21,] 0.57990836 1.54694284 0.105131647
## [22,] 0.31740852 1.27933359 0.073376288
## [23,] 0.66740831 1.95539905 0.914893310
## [24,] 0.57990836 1.43426526 0.851382592
## [25,] 0.71115828 1.70187450 0.311541483
## [26,] 0.75490825 0.82862329 0.263908444
## [27,] -0.16384119 0.85679269 1.422979059
## [28,] 0.27365854 0.22298133 1.708777293
## [29,] 1.27990794 1.11031723 0.533828998
## [30,] 0.36115849 1.37792647 0.914893310
## [31,] 1.01740810 0.13847314 1.708777293
## [32,] 0.57990836 0.37791299 2.439150558
## [33,] 1.19240799 0.36382829 0.771994193
## [34,] 1.27990794 0.54692935 1.550000497
## [35,] 0.62365833 0.36382829 1.105425466
## [36,] 0.36115849 1.20891011 0.549706678
## [37,] 0.57990836 0.23706602 0.422685241
## [38,] 0.71115828 -0.14322079 1.137180826
## [39,] 0.97365812 0.11030375 0.867260271
## [40,] -0.29509111 1.29341829 0.041620929
## [41,] -0.03259127 1.08214784 0.152764686
## [42,] -0.20759117 0.54692935 0.914893310
## [43,] -0.33884109 1.33567238 1.105425466
## [44,] -0.60134093 0.54692935 -0.212421946
## [45,] -0.33884109 1.03989375 0.438562920
## [46,] -0.38259106 1.01172435 1.057792427
## [47,] 0.36115849 1.16665602 1.010159388
## [48,] -0.20759117 1.01172435 0.756116514
## [49,] 0.49240841 0.19481193 0.994281709
## [50,] 0.71115828 0.68777632 1.629388895
## [51,] 0.71115828 0.42016708 1.280079943
## [52,] 1.23615797 1.06806314 1.645266575
## [53,] 0.22990857 0.91313147 1.407101380
## [54,] 0.75490825 0.44833648 1.994575527
## [55,] -0.16384119 0.82862329 0.994281709
## [56,] 0.09865865 0.58918345 1.184813865
## [57,] -0.07634125 0.98355496 0.708483475
## [58,] 0.49240841 0.32157420 1.661144254
## [59,] -0.29509111 0.36382829 1.708777293
## [60,] 0.40490846 -1.11506488 -0.720507695
## [61,] 1.27990794 -1.32633534 -0.212421946
## [62,] 0.09865865 -1.43901291 -0.942795210
## [63,] 1.19240799 -0.21364428 -0.371198742
## [64,] 1.14865802 0.36382829 -1.038061288
## [65,] 2.15490741 -0.53759231 -1.244471124
## [66,] 1.01740810 -0.43899943 -0.218773018
## [67,] 0.71115828 0.80045390 -0.777667342
## [68,] 0.71115828 1.22299481 -0.752263054
## [69,] 0.27365854 -0.96013322 0.009865569
## [70,] 1.41115786 0.64552223 -0.091751580
## [71,] -0.22509116 -1.11506488 0.390929881
## [72,] 1.76115765 0.77228450 -1.069816648
## [73,] 0.09865865 0.23706602 -0.872933420
## [74,] 1.54240778 1.25116420 0.756116514
## [75,] 0.14240862 0.73003041 0.441738456
## [76,] 1.19240799 -0.66435458 -1.012657001
## [77,] 1.01740810 -0.18547489 -1.126976294
## [78,] 0.01115870 -0.12913610 -0.784018414
## [79,] 0.44865844 -0.42491473 0.009865569
## [80,] 1.01740810 0.73003041 -0.901513243
## [81,] 1.84865760 0.71594572 -1.488987391
## [82,] 0.88615818 0.74411511 -0.104453724
## [83,] 1.54240778 0.15255784 -0.371198742
## [84,] -0.51384098 -0.84745564 -0.736385375
## [85,] -0.73259085 0.65960693 -0.720507695
## [86,] 1.19240799 0.77228450 -0.942795210
## [87,] 1.62990773 -0.49533822 -0.799896093
## [88,] 1.76115765 0.84270799 -0.587135186
## [89,] 0.18615860 0.19481193 -0.212421946
## [90,] 0.49240841 0.84270799 -0.387076422
## [91,] 0.53615839 -0.48125352 -0.847529132
## [92,] 0.40490846 0.05396496 -0.942795210
## [93,] 0.01115870 -0.77703216 -0.799896093
## [94,] 0.84240820 0.96947026 -1.450880959
## [95,] 0.88615818 0.49059057 -1.276226483
## [96,] 0.88615818 0.02579557 0.603690789
## [97,] -0.03259127 -0.49533822 -0.387076422
## [98,] 1.19240799 0.18072723 -1.012657001
## [99,] 0.36115849 0.22298133 -0.275932664
## [100,] 2.02365749 0.30748951 -1.082518791
## [101,] 1.36740789 0.49059057 -0.117155868
## [102,] 0.36115849 0.22298133 -0.587135186
## [103,] -0.68884088 1.08214784 -0.980901641
## [104,] -0.07634125 -0.24181367 -1.053938968
## [105,] 0.36115849 1.34975708 -0.237826233
## [106,] -0.42634104 0.96947026 -1.371492561
## [107,] 0.18615860 0.78636920 -0.752263054
## [108,] -0.33884109 -0.26998307 -0.822124845
## [109,] -0.42634104 0.57509875 -1.381019169
## [110,] 0.01115870 0.91313147 -0.212421946
## [111,] -0.90759075 0.27932011 -0.587135186
## [112,] -0.25134114 0.23706602 -1.339737202
## [113,] 1.19240799 -0.15730549 -0.444236069
## [114,] 0.62365833 -0.42491473 -0.993603785
## [115,] -0.12009122 0.81453860 -1.149205046
## [116,] 3.29240673 0.36382829 -1.079343255
## [117,] -0.03259127 1.01172435 -0.799896093
## [118,] 0.44865844 0.49059057 -1.276226483
## [119,] -1.12634062 -0.69252397 -1.190487013
## [120,] -0.12009122 0.61735284 -0.580784114
## [121,] -0.68884088 1.09623253 -0.387076422
## [122,] -0.12009122 1.51877344 -0.895162171
## [123,] -0.16384119 0.71594572 -1.212715765
## [124,] -0.99509069 0.68777632 -1.165082726
## [125,] -0.90759075 1.44834996 -1.165082726
## [126,] -0.42634104 0.94130087 -1.171433797
## [127,] -1.17009059 0.32157420 -1.253997732
## [128,] 0.05490867 -0.24181367 -0.891986635
## [129,] -0.29509111 0.23706602 -1.285753091
## [130,] -0.73259085 -0.05871261 -0.529975539
## [131,] -0.86384077 -1.86155382 -0.371198742
## [132,] -0.95134072 -1.67845276 -0.688752336
## [133,] -1.30134051 -1.76296094 -0.593486258
## [134,] -0.77634083 -1.86155382 -0.466464820
## [135,] -0.90759075 -1.55169049 -0.307688024
## [136,] -0.99509069 -1.45309761 -0.164788907
## [137,] -0.90759075 -1.88972321 -0.085400508
## [138,] -0.60134093 -1.29816594 -0.736385375
## [139,] -0.64509090 -1.11506488 -0.529975539
## [140,] -0.29509111 -0.65026988 -0.498220180
## [141,] -0.82009080 -0.42491473 -0.466464820
## [142,] -1.12634062 -0.19955958 0.105131647
## [143,] -0.29509111 -0.77703216 -0.720507695
## [144,] -0.20759117 -0.79111685 -0.625241617
## [145,] -1.34509048 -0.86154034 0.343296842
## [146,] -1.56384035 -1.31225064 0.263908444
## [147,] -1.65134030 -1.80521503 -1.053938968
## [148,] -1.82634020 -1.05872609 -0.387076422
## [149,] -1.78259022 -1.39675882 -0.307688024
## [150,] -1.69509027 -1.80521503 -0.625241617
## [151,] -1.60759033 -1.84746912 -0.784018414
## [152,] -2.08884004 -1.60802927 -0.847529132
## [153,] -1.52009038 -1.80521503 -1.022183609
## [154,] -1.73884025 -1.55169049 -0.228299625
## [155,] -1.65134030 -1.49535170 -0.339443383
## [156,] -1.56384035 -1.59394458 -0.069522829
## [157,] -1.69509027 -1.36858943 -0.847529132
## [158,] -1.25759054 -1.24182715 0.422685241
## [159,] -1.69509027 -0.91787912 -0.275932664
## [160,] -1.69509027 -1.17140367 -0.402954102
## [161,] -1.73884025 -1.45309761 -0.720507695
## [162,] 0.01115870 -1.11506488 -0.212421946
## [163,] -0.38259106 -0.70660867 -0.561730898
## [164,] -1.21384056 -1.21365776 -0.228299625
## [165,] -1.12634062 -1.31225064 -0.418831781
## [166,] -0.77634083 -1.21365776 -0.720507695
## [167,] -0.47009101 -1.48126700 -0.164788907
## [168,] -1.03884067 -1.21365776 -0.196544266
## [169,] -0.95134072 -1.14323428 0.009865569
## [170,] -1.25759054 -0.97421791 -0.371198742
## [171,] -1.30134051 -1.10098018 -0.752263054
## [172,] -1.69509027 -1.38267412 -0.879284492
## [173,] -1.47634041 -1.26999655 -0.275932664
## [174,] -1.38884046 -1.22774246 -0.021889790
## [175,] -1.12634062 -1.48126700 0.009865569
## [176,] -1.60759033 -1.48126700 0.279786124
## [177,] -1.56384035 -1.39675882 0.295663803
## [178,] -1.52009038 -1.42492821 -0.593486258
## attr(,"scaled:center")
## Alcohol Malic Ash Alcalinity Magnesium
## 13.0006180 2.3363483 2.3665169 19.4949438 99.7415730
## Phenols Flavanoids Nonflavanoids Proanthocyanins Color
## 2.2951124 2.0292697 0.3618539 1.5908989 5.0580899
## Hue Dilution Proline
## 0.9574494 2.6116854 746.8932584
## attr(,"scaled:scale")
## Alcohol Malic Ash Alcalinity Magnesium
## 0.8118265 1.1171461 0.2743440 3.3395638 14.2824835
## Phenols Flavanoids Nonflavanoids Proanthocyanins Color
## 0.6258510 0.9988587 0.1244533 0.5723589 2.3182859
## Hue Dilution Proline
## 0.2285716 0.7099904 314.9074743
#principal component analysis is for dimension reduction
pca=princomp(normaliseddata)
pca
## Call:
## princomp(x = normaliseddata)
##
## Standard deviations:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## 2.1631951 1.5757366 1.1991447 0.9559347 0.9211052 0.7987817 0.7402247 0.5886761
## Comp.9 Comp.10 Comp.11 Comp.12 Comp.13
## 0.5359636 0.4994927 0.4738356 0.4096609 0.3206200
##
## 13 variables and 178 observations.
str(pca)
## List of 7
## $ sdev : Named num [1:13] 2.163 1.576 1.199 0.956 0.921 ...
## ..- attr(*, "names")= chr [1:13] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ loadings: 'loadings' num [1:13, 1:13] 0.14433 -0.24519 -0.00205 -0.23932 0.14199 ...
## ..- attr(*, "dimnames")=List of 2
## .. ..$ : chr [1:13] "Alcohol" "Malic" "Ash" "Alcalinity" ...
## .. ..$ : chr [1:13] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ center : Named num [1:13] -8.60e-16 -7.00e-17 8.00e-16 -8.02e-17 -4.07e-17 ...
## ..- attr(*, "names")= chr [1:13] "Alcohol" "Malic" "Ash" "Alcalinity" ...
## $ scale : Named num [1:13] 1 1 1 1 1 1 1 1 1 1 ...
## ..- attr(*, "names")= chr [1:13] "Alcohol" "Malic" "Ash" "Alcalinity" ...
## $ n.obs : int 178
## $ scores : num [1:178, 1:13] 3.31 2.2 2.51 3.75 1.01 ...
## ..- attr(*, "dimnames")=List of 2
## .. ..$ : NULL
## .. ..$ : chr [1:13] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ call : language princomp(x = normaliseddata)
## - attr(*, "class")= chr "princomp"
summary(pca)
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 2.1631951 1.5757366 1.1991447 0.9559347 0.92110518
## Proportion of Variance 0.3619885 0.1920749 0.1112363 0.0706903 0.06563294
## Cumulative Proportion 0.3619885 0.5540634 0.6652997 0.7359900 0.80162293
## Comp.6 Comp.7 Comp.8 Comp.9 Comp.10
## Standard deviation 0.79878171 0.74022473 0.58867607 0.53596364 0.49949266
## Proportion of Variance 0.04935823 0.04238679 0.02680749 0.02222153 0.01930019
## Cumulative Proportion 0.85098116 0.89336795 0.92017544 0.94239698 0.96169717
## Comp.11 Comp.12 Comp.13
## Standard deviation 0.47383559 0.40966094 0.320619963
## Proportion of Variance 0.01736836 0.01298233 0.007952149
## Cumulative Proportion 0.97906553 0.99204785 1.000000000
#weights
loadings(pca)
##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8 Comp.9
## Alcohol 0.144 0.484 0.207 0.266 0.214 0.396 0.509
## Malic -0.245 0.225 -0.537 0.537 -0.421
## Ash 0.316 -0.626 0.214 0.143 0.154 0.149 -0.170 -0.308
## Alcalinity -0.239 -0.612 -0.101 0.287 0.428 0.200
## Magnesium 0.142 0.300 -0.131 0.352 -0.727 -0.323 -0.156 0.271
## Phenols 0.395 -0.146 -0.198 0.149 -0.406 0.286
## Flavanoids 0.423 -0.151 -0.152 0.109 -0.187
## Nonflavanoids -0.299 -0.170 0.203 0.501 -0.259 -0.595 -0.233 0.196
## Proanthocyanins 0.313 -0.149 -0.399 -0.137 -0.534 -0.372 0.368 -0.209
## Color 0.530 0.137 -0.419 0.228
## Hue 0.297 -0.279 0.428 0.174 0.106 -0.232 0.437
## Dilution 0.376 -0.164 -0.166 -0.184 0.101 0.266 0.137
## Proline 0.287 0.365 0.127 0.232 0.158 0.120 0.120 -0.576
## Comp.10 Comp.11 Comp.12 Comp.13
## Alcohol 0.212 0.226 0.266
## Malic -0.309 -0.122
## Ash 0.499 -0.141
## Alcalinity -0.479
## Magnesium
## Phenols -0.320 -0.304 0.304 -0.464
## Flavanoids -0.163 0.832
## Nonflavanoids 0.216 -0.117 0.114
## Proanthocyanins 0.134 0.237 -0.117
## Color -0.291 -0.604
## Hue -0.522 -0.259
## Dilution 0.524 -0.601 -0.157
## Proline 0.162 -0.539
##
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8 Comp.9
## SS loadings 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
## Cumulative Var 0.077 0.154 0.231 0.308 0.385 0.462 0.538 0.615 0.692
## Comp.10 Comp.11 Comp.12 Comp.13
## SS loadings 1.000 1.000 1.000 1.000
## Proportion Var 0.077 0.077 0.077 0.077
## Cumulative Var 0.769 0.846 0.923 1.000
pca$scores
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## [1,] 3.30742097 1.43940225 0.165272830 0.215024629 -0.6910933491
## [2,] 2.20324981 -0.33245507 2.020757060 0.290538743 0.2569298662
## [3,] 2.50966069 1.02825072 -0.980054055 -0.722863199 0.2503269758
## [4,] 3.74649719 2.74861839 0.175696224 -0.566385602 0.3109643979
## [5,] 1.00607049 0.86738404 -2.020987257 0.408613140 -0.2976179585
## [6,] 3.04167373 2.11643092 0.627625371 0.514187035 0.6302408998
## [7,] 2.44220051 1.17154534 0.974346376 0.065645327 1.0248708712
## [8,] 2.05364379 1.60443714 -0.145870400 1.189253269 -0.0766871685
## [9,] 2.50381135 0.91548847 1.765987389 -0.056112076 0.8897471068
## [10,] 2.74588238 0.78721703 0.981478855 -0.348398777 0.4672350615
## [11,] 3.46994837 1.29866985 0.421546086 -0.026766256 0.3374229486
## [12,] 1.74981688 0.61025577 1.187528444 0.887660354 0.7364950947
## [13,] 2.10751729 0.67380561 0.862652985 0.355435369 1.2065252604
## [14,] 3.44842921 1.12744948 1.200888789 -0.162001077 2.0174358634
## [15,] 4.30065228 2.09007971 1.260357435 -0.304913067 1.0267961441
## [16,] 2.29870383 1.65787506 -0.217289668 1.436537727 0.4682292849
## [17,] 2.16584568 2.32075875 -0.829390256 0.910034178 0.0001146171
## [18,] 1.89362947 1.62677993 -0.792677744 1.079335712 0.4374711602
## [19,] 3.53202167 2.51125971 0.484092940 0.907762119 1.1498357895
## [20,] 2.07865856 1.05815307 0.164283255 -0.483633148 -0.8800288984
## [21,] 3.11561376 0.78468361 0.363860676 0.025489787 -0.9696782562
## [22,] 1.08351361 0.24106354 -0.934325978 -1.027012761 -0.3150828842
## [23,] 2.52809263 -0.09158228 0.311055210 0.048255114 0.4283731687
## [24,] 1.64036108 -0.51482667 -0.143480354 0.412556253 0.3746630851
## [25,] 1.75662066 -0.31625681 -0.887781323 0.114791797 0.5551025444
## [26,] 0.98729406 0.93802129 -3.810160004 1.317843719 -0.1585574371
## [27,] 1.77028387 0.68424496 0.086456523 0.232251626 1.1397276528
## [28,] 1.23194878 -0.08955442 1.382995281 0.494288392 0.3748838960
## [29,] 2.18225047 0.68762990 -1.390644041 0.775304769 0.8083039404
## [30,] 2.24976267 0.19092336 1.089583673 -0.285347369 0.4817143982
## [31,] 2.49318704 1.23734344 -1.382119063 0.365833248 0.6205822759
## [32,] 2.66987964 1.46773335 0.331327094 0.348371162 0.0863507438
## [33,] 1.62399801 0.05255620 0.166658582 0.747206466 0.6342735393
## [34,] 1.89733870 1.62846673 -1.168785117 2.333845540 0.1862885543
## [35,] 1.40642118 0.69597107 -0.478393534 1.057104252 -0.0988818107
## [36,] 1.89847087 0.17621387 -0.449566866 -0.283314357 0.1624910774
## [37,] 1.38096669 0.65678714 -0.457149018 1.281044479 0.2044349041
## [38,] 1.11905070 0.11378878 0.038997270 0.953710919 0.3412486137
## [39,] 1.49796891 -0.76726764 1.422165587 0.755377264 0.1653776245
## [40,] 2.52268490 1.79793023 0.342187120 -1.183635402 -1.2942447997
## [41,] 2.58081526 0.77742329 0.118144196 -0.474632558 -0.4021874933
## [42,] 0.66660159 0.16948285 0.781158992 -1.309390144 0.3707176678
## [43,] 3.06216898 1.15266742 0.311878313 -0.548736715 0.3032701638
## [44,] 0.46090897 0.32981177 0.200909754 -1.432453085 -0.2824281812
## [45,] 2.09544094 -0.07080918 0.654004547 -0.755613344 -0.4702113166
## [46,] 1.13297020 1.77210849 -0.028624988 -0.689885129 0.0607528293
## [47,] 2.71893118 1.18798353 0.538254909 -1.385641944 0.4954968511
## [48,] 2.81340300 0.64444071 1.152301905 -0.984884671 0.0099489529
## [49,] 2.00419725 1.24352164 0.057132823 -0.229994321 0.3835690682
## [50,] 2.69987528 1.74703922 0.641304569 0.099949574 0.4933214313
## [51,] 3.20587409 0.16652226 1.968020131 -1.117531517 -0.0122436594
## [52,] 2.85091773 0.74318238 -0.004706226 0.214670996 0.7566740077
## [53,] 3.49574328 1.60819732 0.519309620 -0.106236743 0.5999919386
## [54,] 2.21853316 1.86989325 -0.338594715 1.203571449 0.5750221802
## [55,] 2.14094846 1.01389147 0.955068628 0.239642188 -0.8776288188
## [56,] 2.46238340 1.32526988 -0.511993182 -0.254630339 -0.9095743022
## [57,] 2.73380617 1.43250785 0.610750542 -0.205168685 -0.4330423030
## [58,] 2.16762631 1.20878999 -0.261043221 0.503007163 0.6934656297
## [59,] 3.13054925 1.72670828 0.284857863 -0.229918640 -0.0748297503
## [60,] -0.92596992 -3.06484062 4.572166474 1.048885610 -0.4558382584
## [61,] -1.53814123 -1.37755758 0.872222677 2.881989998 0.9752572410
## [62,] -1.83108449 -0.82764942 1.601185434 1.448020162 0.2932485783
## [63,] 0.03052074 -1.25923400 1.779388569 1.203182038 0.3924971348
## [64,] 2.04449433 -1.91961759 0.007348049 -0.719292864 0.0808984437
## [65,] -0.60796583 -1.90269154 -0.677446941 2.147019606 0.0497621781
## [66,] 0.89769555 -0.76176263 -0.571748468 0.677450627 0.1422318296
## [67,] 2.24218226 -1.87929123 2.026124738 -1.403667656 0.7299478607
## [68,] 0.18286818 -2.42031869 1.066736425 -0.127059552 0.5330698330
## [69,] -0.81051865 -0.21989369 0.705016628 2.481988187 0.5819183093
## [70,] 1.97006319 -1.39933587 1.234793017 1.149065114 -4.1748799067
## [71,] -1.56779366 -0.88249373 0.627228614 1.168550068 -0.9626291085
## [72,] 1.65301884 -0.95402102 -1.947091704 -0.151780756 0.7849469419
## [73,] -0.72333196 -1.06065342 -0.080106258 0.075805593 0.1796589739
## [74,] 2.55501977 0.25946663 -3.364901977 0.976644436 -1.9752267229
## [75,] 1.82741266 -1.28425547 -0.456990911 -0.170868753 -0.9984058503
## [76,] -0.86555129 -2.43722606 1.558935609 0.829121008 -0.7059884717
## [77,] 0.36897357 -2.14784815 2.442496359 0.125804166 -0.0950317690
## [78,] -1.45327752 -1.37946048 0.226667500 0.694398057 -1.0643597513
## [79,] 1.25937829 -0.76868117 1.180893359 0.923277788 -2.6062411510
## [80,] 0.37509228 -1.02415439 -1.789418559 -0.975791935 0.1361850267
## [81,] 0.75992026 -3.36555997 0.356464512 0.365701315 0.1540061398
## [82,] 1.03166776 -1.44662897 0.361990641 -0.295761473 0.3050267934
## [83,] -0.49348469 -2.37454522 -1.331985804 1.038050628 1.0391951891
## [84,] -2.53183508 -0.08719738 -0.472917350 -0.756467550 1.1246439894
## [85,] 0.83297044 -1.46952520 -0.608377416 -0.581312066 -0.8966554262
## [86,] 0.78568828 -2.02092573 0.254006881 0.807141232 -0.2581244044
## [87,] -0.80456258 -2.22754675 -0.770681796 1.010864220 0.2910413061
## [88,] -0.55647288 -2.36631035 -2.301120220 1.032408007 0.4755979033
## [89,] -1.11197430 -1.79717757 -0.956554981 0.330351908 0.7294523642
## [90,] -0.55415961 -2.65006452 -0.846738350 0.003188647 1.3424700549
## [91,] -1.34548982 -2.11204365 0.047518277 0.464939030 0.8880409161
## [92,] -1.56008180 -1.84700434 -0.778869932 0.603377336 0.5150125765
## [93,] -1.92711944 -1.55510868 0.089023551 0.521099398 1.1703960240
## [94,] 0.74456561 -2.30642556 -0.114357181 -1.245026633 -0.2621972475
## [95,] 0.95476209 -2.21727377 -0.142044084 -0.313159561 -0.9414868901
## [96,] 2.53670943 0.16879786 -0.786478429 1.029931729 -3.7205838843
## [97,] -0.54242248 -0.36788878 -1.305214079 1.274403619 -3.3373763767
## [98,] 1.02814946 -2.55835254 1.083334218 -0.263118758 0.1893099942
## [99,] 2.24557492 -1.42871116 0.229560681 -0.918579893 0.2392480418
## [100,] 1.40624916 -2.16009839 -0.746789806 -1.192247999 0.7078604231
## [101,] 0.79547585 -2.37026258 1.563701517 0.034718424 -0.6153555529
## [102,] -0.54798592 -2.28667820 1.494718900 0.306174988 -0.3250938834
## [103,] -0.16072037 -1.16120769 -1.000889713 -0.659824937 -0.3003379245
## [104,] -0.65793897 -2.67242260 0.762769188 -0.468632817 -0.1440639974
## [105,] 0.39125074 -2.09282809 0.470522719 -0.435827159 0.3029558525
## [106,] -1.76751314 -1.71245783 -0.944369222 -0.258782591 1.0019989721
## [107,] -0.36523707 -2.16325103 0.479970296 -0.397279783 0.4677318981
## [108,] -1.61611371 -1.35177021 -0.286351238 0.025951340 0.5677509908
## [109,] 0.08230361 -2.29974728 0.462270978 -0.887846515 -0.3396185285
## [110,] 1.57383547 -1.45792167 -1.774639908 -0.611858445 -0.2871716594
## [111,] 1.41657326 -1.41421730 -0.138884054 -3.420889542 -2.1907046218
## [112,] -0.27791878 -1.92513751 -0.078449257 -0.925908863 -0.2607602049
## [113,] -1.29947929 -0.76102555 -1.993971755 1.720981199 0.7328390219
## [114,] -0.45578615 -2.26303187 -1.058353479 0.835076404 0.3225409918
## [115,] -0.49279573 -1.93359062 -1.320213907 0.061423979 0.8465195986
## [116,] 0.48071836 -3.86089273 -1.340489862 0.897379093 0.9297350551
## [117,] -0.25217752 -2.81355567 0.301788475 -0.456678865 -0.3700434022
## [118,] -0.10692601 -1.92349609 -0.688206893 0.272952518 -1.0680839939
## [119,] -2.42616867 -1.25360477 1.897674293 -0.867285397 0.4668257746
## [120,] -0.54953935 -2.21591073 0.355226778 -1.359484943 -0.2161059887
## [121,] 0.73754141 -1.40499335 -1.122179957 -1.201721555 -0.4287118881
## [122,] 1.33256273 0.25262431 -5.330351896 -0.238365113 -0.2358372797
## [123,] -1.17377592 -0.66209914 -3.001754299 -1.162856677 -0.3317927388
## [124,] -0.46103449 -0.61654897 -0.482082470 -3.566663228 -0.1284590799
## [125,] 0.97572169 -1.44150419 -1.477070337 -3.779673087 -0.4984043197
## [126,] -0.09653741 -2.10406268 -0.433602974 -1.051728479 0.3105683504
## [127,] 0.03837888 -1.26319878 -0.685643794 -1.269303630 0.3520590635
## [128,] -1.59266578 -1.20474513 -3.351720753 0.218660737 0.6389610009
## [129,] -0.47821593 -1.93338681 -1.292860514 -0.685043799 0.0603150778
## [130,] -1.78779033 -1.14705241 -0.780598199 -1.474619242 0.5027996354
## [131,] -1.32336859 0.16990994 1.176694043 1.497485578 -2.2988056711
## [132,] -2.37779336 0.37352893 0.721786522 0.307328048 -1.3358636736
## [133,] -2.92867865 0.26311960 0.167168254 0.407623565 -1.0847461227
## [134,] -2.14077227 0.36721907 0.452026190 -0.048391060 -1.7217751255
## [135,] -2.36320318 -0.45834188 1.098301611 0.854367268 1.0640051087
## [136,] -3.05522315 0.35241870 1.096032328 0.738315433 0.7356329018
## [137,] -3.90473898 0.15414769 -0.221203810 0.009042819 0.3617084004
## [138,] -3.92539034 0.65783157 -1.707399051 -0.543949385 0.5358133500
## [139,] -3.08557209 0.34786148 1.023942993 0.071148507 1.0563699641
## [140,] -2.36779237 0.29115903 -1.238420896 0.746699191 0.4144101116
## [141,] -2.77099630 0.28599811 -0.607955155 0.876873331 0.5528643720
## [142,] -2.28012931 0.37146000 0.968909854 0.370392902 0.3371413329
## [143,] -2.97723506 0.48784177 -0.944289205 1.033310740 0.5835007573
## [144,] -2.36851341 0.48097694 0.252172645 -0.669261358 0.6263251170
## [145,] -2.20364930 1.15678934 1.241622757 -0.317941314 -1.6839431963
## [146,] -2.61823528 0.56157662 0.853553310 -0.274908542 -0.6492806653
## [147,] -4.26859758 0.64784348 1.454095134 -1.124990838 0.3585428437
## [148,] -3.57256360 1.26912271 0.110472408 -1.046955708 0.5220791768
## [149,] -2.79916760 1.56611596 0.471198739 -0.625593725 0.2594411446
## [150,] -2.89150275 2.03531563 0.494564703 -0.469830281 -1.4348297265
## [151,] -2.31420887 2.34973775 -0.436450569 0.052112772 -2.2281418730
## [152,] -2.54265841 2.03952982 0.311389606 -0.385883152 -1.8423256365
## [153,] -1.80744271 1.52334876 -1.358756891 0.188863146 -1.7444662672
## [154,] -2.75238051 2.13291565 0.961915241 -0.666505978 0.4756998005
## [155,] -2.72945105 0.40873328 1.187056141 0.661180095 -0.4577455315
## [156,] -3.59472857 1.79731421 0.093772341 -1.265271295 0.6077509394
## [157,] -2.88169708 1.91980308 0.780121925 -1.320999021 0.5696360797
## [158,] -3.38261413 1.30818615 -1.597519558 0.481483936 0.6689842601
## [159,] -1.04523342 3.50520194 -1.156775441 -0.932698364 0.8969184353
## [160,] -1.60538369 2.39986842 -0.547016629 -0.752187852 0.9924073840
## [161,] -3.13428951 0.73608464 0.090742750 -0.977889337 0.4086607360
## [162,] -2.23385546 1.17215877 0.101091765 1.162000851 0.2637054109
## [163,] -2.83966343 0.55447984 -0.801953005 0.895362356 0.2540845746
## [164,] -2.59019044 0.69600220 0.882450235 0.273457357 -0.7700632411
## [165,] -2.94100316 1.55093397 0.980634475 -0.015436802 0.3630579675
## [166,] -3.52010248 0.88004430 0.464718213 -0.579155895 0.6670779730
## [167,] -2.39934228 2.58506402 -0.427021634 0.183816567 -0.4464018776
## [168,] -2.92084537 1.27086200 1.209945161 -0.294485339 0.2665978869
## [169,] -2.17527658 2.07169331 -0.761634073 0.388497417 -0.3588612974
## [170,] -2.37423037 2.58138565 -1.414055150 -0.586846512 -1.1248238159
## [171,] -3.20258311 -0.25054235 0.844746224 0.216454762 -0.6073818633
## [172,] -3.66757294 0.84536318 1.335652516 0.124823752 0.4847445265
## [173,] -2.45862032 2.18762727 0.916196480 -0.017974292 0.6992370577
## [174,] -3.36104305 2.21005484 0.341605883 -1.055549261 0.5725488077
## [175,] -2.59463669 1.75228636 -0.206997440 -0.348513307 -0.2543456990
## [176,] -2.67030685 2.75313287 0.938295059 -0.311157010 -1.2677787511
## [177,] -2.38030254 2.29088437 0.549147119 0.686348441 -0.8116656077
## [178,] -3.19973210 2.76113075 -1.011061581 -0.595224130 0.8926744604
## Comp.6 Comp.7 Comp.8 Comp.9 Comp.10
## [1,] 0.22325037 -0.594748831 -0.0649558620 0.639638363 1.018083960
## [2,] 0.92451231 -0.053624345 -1.0215343244 -0.307977984 0.159252141
## [3,] -0.54773096 -0.423012184 0.3432478700 -1.174521288 0.113041979
## [4,] -0.11410911 0.382258990 -0.6417831052 0.052396617 0.238739150
## [5,] 0.40537608 -0.442825306 -0.4155283146 0.325899840 -0.078146041
## [6,] -0.12308335 -0.400523928 -0.3937826075 -0.151718098 -0.101708908
## [7,] 0.61837638 -0.052741950 0.3708876323 -0.455730294 1.013703922
## [8,] 1.43575612 -0.032284522 -0.2323235967 0.123023282 0.733530845
## [9,] 0.12881767 -0.124932651 0.4981726190 0.604882896 0.173616861
## [10,] -0.16293204 0.871892740 -0.1501559310 0.229840799 0.178915404
## [11,] 0.18238714 -0.247464317 1.2032168356 -0.523098376 -0.213934103
## [12,] 0.55149954 0.433044673 0.9823554302 -0.472697058 0.219663137
## [13,] 0.21447112 0.241914764 0.4602081723 -0.876341336 -0.096233900
## [14,] -0.74368299 -1.471622150 0.3793157517 -0.025629849 -0.243964418
## [15,] -0.79340481 -0.997158084 0.4037524704 -0.837978701 -0.363407777
## [16,] 0.42102574 0.180458451 -0.0838800838 -0.403320197 -0.797405742
## [17,] 0.06634216 -0.109179799 0.3983112097 0.060883540 0.019458965
## [18,] -0.36390428 -0.091388772 -0.1125228438 0.380958636 -0.400192040
## [19,] -0.30302223 0.033370080 0.0354999773 -0.440323908 -0.782370000
## [20,] 1.38909922 0.102183932 -0.5782839955 0.058587532 -0.149627221
## [21,] 0.10662100 -0.264017729 -0.1850793289 1.314753546 0.361072678
## [22,] 1.20760838 -0.296096446 0.1061518392 -0.571088240 -0.092172600
## [23,] 1.01208813 0.127410238 0.0763985397 0.107958200 0.823195997
## [24,] 0.78229875 0.666522005 -0.1947161703 -0.690454667 0.470355630
## [25,] 0.89622074 0.621796848 0.3413110454 0.094716751 0.664555677
## [26,] 0.26438245 -0.480551753 -0.0946245600 0.110082846 0.464647997
## [27,] 0.56986696 0.456739864 -0.9061648643 -0.740175072 0.441299105
## [28,] 0.60637766 0.361989185 0.2358229894 -0.732726856 0.298589565
## [29,] 0.60037885 -0.117601009 0.0745852854 0.458450401 -0.028027557
## [30,] 0.33429055 0.157904890 0.4687420346 0.137115228 0.800102233
## [31,] -0.58081677 0.414827569 1.0564552256 -0.536880935 -0.319834517
## [32,] -0.16436614 0.532739137 0.5303100989 -0.785302741 -0.218365933
## [33,] 0.04419384 -0.977571981 0.4976668676 0.131159086 0.165104152
## [34,] 0.32706515 -0.981165516 -0.5112019939 0.709719686 0.099328518
## [35,] 0.70825206 0.229092689 0.2268349971 -0.395617175 0.199394968
## [36,] 0.17415047 0.655976907 0.3537311273 0.207576115 0.335996604
## [37,] 0.61874622 0.070180035 -0.9580447329 -0.304426016 -0.202780516
## [38,] 0.40797546 0.407454131 0.0292585208 -0.851462291 -0.312591091
## [39,] 0.41428362 0.026823287 0.0262811149 -0.277335236 -0.282495670
## [40,] 1.53793245 -0.962971858 -0.7667706217 0.719301478 0.022617923
## [41,] -0.72314313 -0.547587261 -0.7040422599 0.815203971 0.323234830
## [42,] 1.32096536 -0.027115199 0.3251205326 -0.284283574 -0.072017291
## [43,] 0.80564479 1.008572513 -0.9272066341 -0.217628393 0.229442300
## [44,] 1.02571004 -0.569786981 -0.5641789109 0.292474332 -0.077972272
## [45,] -0.37076210 -0.020490323 -0.6225777810 0.298161976 0.428004182
## [46,] 1.90848431 -0.172211361 -0.2559916712 0.551859263 0.186825402
## [47,] 1.00815470 -0.737349957 0.2425697998 0.445343780 -0.110755261
## [48,] -0.28994752 0.472580927 -0.1418125697 0.405458879 0.253076120
## [49,] -0.52447475 -0.227875796 0.7988747536 0.114958347 -0.027638117
## [50,] -0.73021856 -0.007598470 0.2505645425 0.177064872 -0.304524717
## [51,] -1.22735670 -0.260077530 0.4667300836 -1.228991995 -0.591649070
## [52,] 0.19158264 0.352751689 1.0691076152 -0.984183504 0.113833641
## [53,] -0.18302807 -0.151445420 -1.4171049791 0.401675513 -0.423652543
## [54,] 0.24526282 -0.463852190 -0.3981536658 -0.314407352 -0.082250674
## [55,] 0.36075734 0.410789089 -0.2887533222 0.279747442 0.453496853
## [56,] -0.55330865 0.357392565 0.5360108047 -0.135264746 0.155448125
## [57,] -0.11567147 0.039119002 -0.3503989858 0.930462550 0.345876713
## [58,] 0.25626086 0.218447363 -0.6101237638 -0.836627063 -0.454038172
## [59,] -0.35057324 0.840703768 -0.6245159754 -0.413469281 -0.202138744
## [60,] 0.38716053 0.092012004 -0.6759025733 0.374915198 -0.414140726
## [61,] -0.03491267 -1.055874525 -1.0723508166 0.275221037 -0.580519671
## [62,] -0.68219233 -0.253428652 -0.9796897296 0.904720113 -0.570313650
## [63,] 0.60537936 0.569377232 0.6181201431 1.198577375 -0.304343708
## [64,] -0.76237558 1.072811065 -0.2977087673 0.609338190 -1.403500735
## [65,] 0.19082721 -0.501705814 -0.0157708190 0.328215591 -1.045635529
## [66,] -1.01466998 -0.192768964 -0.0928982387 -0.589112288 -0.678113555
## [67,] -1.29973214 0.343749093 0.1762906463 0.805356247 -0.374860197
## [68,] 0.06980397 1.350954476 0.2256707643 0.401264164 0.106502259
## [69,] 0.31654670 -0.366059142 -1.2430922412 0.994047808 0.127668412
## [70,] -0.49161077 -1.452448405 1.0395448639 0.373326001 0.414942921
## [71,] -0.26865227 -0.150397545 0.7177820779 -1.086273653 0.669455133
## [72,] 0.31533543 1.487434688 1.5266430802 1.155464136 -0.702407629
## [73,] 0.54278556 1.594403691 1.0493396300 0.895573153 0.386967535
## [74,] 0.31116188 0.448128905 1.1274521175 1.108799865 -0.133602176
## [75,] -0.07763882 1.371769374 -0.5275233145 -0.450361562 -0.239424241
## [76,] -0.11204768 -0.421990367 -0.0647122710 -0.215631225 -0.940274209
## [77,] -0.55535694 0.645991532 0.7377308588 0.779009484 -0.469773883
## [78,] 0.81646663 -0.931632730 -0.8528823153 -0.048670747 0.071690700
## [79,] -1.59330121 -2.008093683 0.1719939608 -0.156062699 0.574549623
## [80,] 0.65929340 -1.189856434 0.3323137712 0.797435081 -0.584283988
## [81,] -0.24455213 0.418735256 0.2407566604 0.671165838 -0.663578914
## [82,] 0.10005582 0.458007562 0.6038924202 -0.290248703 -0.099795264
## [83,] -0.11245747 0.644591880 0.9459611718 -0.528903789 -0.134385765
## [84,] -0.18017841 -1.153046031 0.5008033345 0.200557279 0.149294350
## [85,] -0.88004537 0.830753454 -0.5592807376 -1.208858133 0.840246591
## [86,] 0.15736206 0.269264817 0.1466605445 0.517153456 0.134352440
## [87,] -0.34861049 -0.256206987 1.0547359247 -0.065738692 -0.490348747
## [88,] 0.23689883 0.490317621 0.8640362911 -0.413629868 -0.143665328
## [89,] -0.05778308 -0.087527256 -0.3116384719 -0.902130687 0.304686584
## [90,] -0.04050004 0.759059779 0.4348815432 -0.349678445 0.677792495
## [91,] -0.49519284 -0.754162665 0.1214222110 -0.616298352 0.191218504
## [92,] -0.72995820 -0.137254489 0.4424331058 -0.414513279 0.591594341
## [93,] -0.90341298 -0.537355662 0.5464923324 -0.131852777 0.733022256
## [94,] 0.51523448 -0.208194804 0.1951665274 0.103418970 -0.404991738
## [95,] 0.38174963 0.755976765 -0.8999133006 0.096340283 -1.270727815
## [96,] -1.34787638 -2.636632874 0.5316105770 0.157712327 0.528186613
## [97,] 0.70749812 0.350869264 0.1133422473 -0.995318004 0.056651557
## [98,] -0.40155259 -0.013416036 -0.0351730338 0.180238029 -0.727492384
## [99,] -1.03941568 0.869174374 -0.7582036889 0.235852971 -0.940264259
## [100,] -0.60890102 -2.086193829 0.5853862468 0.127889411 -1.207796649
## [101,] 0.28683674 -0.281299455 0.3779260487 0.112690625 -0.614425007
## [102,] 0.15033374 0.410632502 0.7975124471 -0.051353848 0.666571058
## [103,] 0.65866204 0.496620443 -0.9585272490 0.323643678 0.601040988
## [104,] -0.45237071 0.047534647 -0.4417604124 0.230671692 -0.103079438
## [105,] 0.24861284 0.451921635 0.3988110899 0.174863756 0.737263462
## [106,] -0.10572252 -1.076005588 -0.4096275919 0.764561536 1.418103549
## [107,] -0.19393954 0.239600027 0.2856080683 -0.337241715 0.648575738
## [108,] -0.57953298 0.077397542 0.6874718262 -0.053712948 0.919045217
## [109,] -1.10937521 -0.209774926 -0.3011821482 0.558991160 0.807831741
## [110,] -0.79507536 0.280446350 -0.6153174951 -1.261277425 0.311427103
## [111,] -1.45301722 -1.677294674 -0.0348841027 -0.548950366 -0.192695859
## [112,] 0.67808421 0.845209495 -0.2882450691 0.592374912 -0.174976668
## [113,] 0.48535077 -1.130088787 -0.8425817256 -0.700271557 -0.504878960
## [114,] -1.00029497 0.503012058 -0.7389496896 -0.422080227 -0.505540443
## [115,] 0.03308423 0.979370476 -0.9557604829 0.371716535 0.365850622
## [116,] -0.96664314 -1.399161051 0.6768820693 -0.096920662 -1.350377748
## [117,] -0.04812876 0.566567454 0.1418822364 -0.160790595 0.841455951
## [118,] -0.03711652 0.012666328 0.3595101038 0.815249892 0.453181532
## [119,] 0.82562697 -0.241262416 -0.6361604218 0.126388224 0.174281109
## [120,] 0.57080665 -0.963210515 0.1930995073 -0.487542636 0.464314932
## [121,] -0.10554847 0.204449461 -1.3895468316 -0.645105810 0.211025077
## [122,] -0.79872619 0.598713013 -1.7737746801 0.414862002 -0.251102612
## [123,] 1.17630722 -0.610827456 0.2495493153 0.286146232 0.170562938
## [124,] 1.51095874 -0.760615998 0.2486460901 0.471212190 -0.232610270
## [125,] 0.11895335 -0.180260576 -0.0998887103 -0.790257472 0.017256090
## [126,] 0.10982500 0.531764558 -0.8394100965 0.441781679 0.293703835
## [127,] -0.97116856 0.814495585 -0.9774745302 0.518230842 0.445045152
## [128,] -0.86369839 -0.138225476 0.1125404655 -0.163808038 0.231930790
## [129,] -0.68223657 0.409420996 0.3002508091 0.414215360 0.607576400
## [130,] 0.99269466 -0.317611641 -0.2523783018 -0.723124254 -0.085217672
## [131,] 0.15242296 0.823494454 -0.2742775199 -0.173524831 -0.027375424
## [132,] 0.71800668 0.927204450 0.1410892219 -0.361397371 -0.472174259
## [133,] 0.09401053 1.599142086 0.5714267140 -0.350449143 -0.001241045
## [134,] 1.02873775 1.005706878 0.2865828449 -0.418597389 -1.058180055
## [135,] -1.42671618 -0.338588763 -0.8463026591 -0.314992509 0.368017983
## [136,] -0.83869075 -0.714554302 -0.7468526525 -0.099244005 0.191605107
## [137,] 1.12164718 -0.894816984 -0.2024802417 -1.199087638 -0.448822862
## [138,] 0.88811791 -1.461847761 0.0624790474 -0.064470913 -0.595186477
## [139,] 0.38586885 -0.770215921 0.1459202687 0.526619071 0.138563466
## [140,] 0.42564678 -0.073269548 -0.3308079007 0.537455185 -0.082270140
## [141,] 0.73368923 -0.010183487 -0.4335914687 -0.151775328 0.741411198
## [142,] 0.91025107 0.962083803 0.1498574747 -0.241378773 0.922159991
## [143,] 1.22422013 0.230969547 0.3197499037 0.508704748 0.262177075
## [144,] 1.55595129 -0.969331360 0.3735187441 0.513922274 -0.508339092
## [145,] 0.33014325 -0.009331422 -0.2860874470 -0.997577369 -0.209950833
## [146,] 0.44606133 -0.575030092 0.3979081690 -0.322569834 0.759527663
## [147,] 1.61209636 0.075108849 0.7619186337 0.098466550 -0.023777568
## [148,] 0.59848535 0.187935679 -0.4201607332 -0.422902488 -0.150509484
## [149,] -0.55168667 0.448199854 -0.1225273431 0.044501504 0.021806546
## [150,] -0.17804118 0.392412911 -0.0459290944 0.090222862 -0.608809654
## [151,] -0.07656257 1.269856586 0.4651562766 0.303792459 -0.421752139
## [152,] -0.97727238 1.622614463 -0.2689047015 -0.147386440 -0.431438044
## [153,] -0.96756214 1.537513656 0.0792671108 0.367737047 -0.302216231
## [154,] -1.79704420 -1.015541341 -0.3707133804 -0.013269081 0.095709212
## [155,] -1.87659660 -0.023272553 -0.3920897488 -0.002283067 0.835469289
## [156,] -0.19139290 -1.414432823 0.1973187306 -0.174172452 -0.186066340
## [157,] -0.42939440 -0.217242924 0.1366167888 0.348358840 -0.144780344
## [158,] -0.80130510 -0.095566933 -0.1074640402 -0.429101991 0.309517272
## [159,] -3.27504281 0.640656143 0.5208667777 0.940613550 0.350894491
## [160,] -2.91126473 0.709055952 -0.1371407948 0.189015671 0.079722214
## [161,] -0.39780019 0.073822979 -1.0901152493 -0.155359572 -0.619307520
## [162,] 0.79878548 -0.538364032 0.1322312343 0.554027438 -0.246126740
## [163,] 0.28775631 -0.865321429 -0.2512752825 0.317714358 0.251911642
## [164,] 0.71781755 -0.271733724 -0.2598086664 -0.338537132 0.224169920
## [165,] -0.48982426 0.983161709 0.7835869145 0.355326136 0.007632986
## [166,] 0.45752369 -0.520751690 1.0721033406 0.485071111 0.034180228
## [167,] -0.56790428 -0.035701360 0.6713512455 0.167534421 -0.863419750
## [168,] -0.38014078 0.642508297 -0.0005513564 -0.501117492 -0.598336500
## [169,] -0.62779685 0.751203293 0.9234686974 -0.109524582 0.216024966
## [170,] 0.98087803 0.927855274 0.2931778502 -0.002518568 -0.706795796
## [171,] 0.39426556 0.291028344 -0.5812665877 -0.595443562 0.154489700
## [172,] -0.85554582 1.022754949 -0.6741852287 0.020565244 -0.027260064
## [173,] -0.67893979 0.826866628 0.2956820474 0.325916860 0.273387535
## [174,] 1.10566946 -0.955719862 0.1456865033 -0.022434370 -0.303261896
## [175,] 0.02639093 -0.146480343 0.5508730937 -0.097693793 -0.205481149
## [176,] -0.27229980 -0.677324754 -0.0468915289 0.001218709 -0.247299709
## [177,] -1.17546713 -0.632191933 -0.3897293942 0.057286075 0.490106969
## [178,] -0.29525929 -0.005725107 0.2920897840 0.739574173 -0.117637179
## Comp.11 Comp.12 Comp.13
## [1,] 0.450293172 -5.392891e-01 -0.066052305
## [2,] 0.142256019 -3.871456e-01 0.003626273
## [3,] 0.285866453 -5.819316e-04 0.021655423
## [4,] -0.757447643 2.413388e-01 -0.368444194
## [5,] 0.524465629 2.160547e-01 -0.079140320
## [6,] -0.404444427 3.783654e-01 0.144747017
## [7,] 0.441188870 -1.408326e-01 -0.271013687
## [8,] -0.292729105 -3.785951e-01 -0.109853902
## [9,] 0.507501293 6.334624e-01 0.141683863
## [10,] -0.012443071 -5.487788e-01 -0.042335430
## [11,] -0.730454090 8.108354e-02 0.122257108
## [12,] -0.041319595 1.621036e-01 0.142368192
## [13,] -0.053894424 8.949406e-02 -0.004921359
## [14,] 1.228335908 7.701610e-01 0.225186084
## [15,] 0.314857945 1.424180e-01 -0.094457503
## [16,] -0.102395272 -4.963956e-01 -0.065814111
## [17,] -0.078145997 4.993885e-01 0.337151717
## [18,] -0.308212482 2.630832e-01 0.557720257
## [19,] -0.915924594 -1.646237e-01 0.513095770
## [20,] 0.833375698 -2.870648e-01 0.058544167
## [21,] 0.459922727 -4.721267e-01 -0.027701209
## [22,] 0.656976542 -6.807690e-01 -0.303788047
## [23,] 0.088831891 -4.807459e-01 -0.044807342
## [24,] 0.032414377 -4.824856e-01 -0.342783088
## [25,] 0.378441498 -3.131924e-01 -0.226906559
## [26,] 0.438274917 1.092096e-01 -0.057938048
## [27,] 0.033006111 2.082477e-01 0.002159407
## [28,] -0.863424134 3.761563e-01 0.008567548
## [29,] 0.535337077 -4.943902e-02 -0.198140209
## [30,] 0.121573571 -1.353494e-01 -0.445353113
## [31,] -0.375478395 6.076575e-01 0.085661637
## [32,] -1.071778784 -2.778477e-03 0.271783807
## [33,] 0.219890759 2.035213e-01 0.245083969
## [34,] -0.623103855 -1.084192e-01 0.054384154
## [35,] 0.175022934 2.190564e-01 0.106609539
## [36,] -0.197951397 -2.322912e-01 0.132380848
## [37,] 1.096826564 1.468095e-01 -0.061118487
## [38,] -0.003796615 4.010997e-01 0.005741893
## [39,] -0.283059303 1.788494e-01 0.318416807
## [40,] 1.190164307 -1.684139e-01 -0.177785910
## [41,] 0.281569393 -1.960816e-01 0.076720047
## [42,] -0.825148162 7.319633e-02 0.427646271
## [43,] 0.441279064 1.858606e-01 -0.022889178
## [44,] 0.070522676 4.944707e-02 0.201488532
## [45,] -0.469775701 -5.603156e-02 0.080838339
## [46,] -0.592809909 -4.661425e-02 0.061515247
## [47,] -0.048497461 2.026562e-01 -0.151639543
## [48,] -0.122643011 8.498488e-02 0.188756494
## [49,] 0.103035622 3.170517e-01 0.128661414
## [50,] -0.545559068 -7.390721e-01 0.547126406
## [51,] 0.366278474 -4.098684e-01 0.080562538
## [52,] 0.548138551 -3.156914e-01 -0.051318448
## [53,] -0.291255780 8.961886e-02 -0.130654479
## [54,] -0.308387538 -4.517518e-05 -0.159199866
## [55,] -0.171942056 -1.781425e-01 0.295282582
## [56,] -0.331902617 1.697504e-01 -0.241059524
## [57,] 0.042558835 5.384920e-02 -0.162028993
## [58,] -0.083485523 1.252307e-01 0.111250970
## [59,] -0.259140456 5.561413e-01 0.163636436
## [60,] -0.364715885 6.006008e-01 -0.490949914
## [61,] -0.148077570 3.019641e-01 -0.102504556
## [62,] -0.150132358 8.382021e-02 0.315869217
## [63,] -0.251909058 1.404344e-01 0.163287677
## [64,] -0.008235091 2.302245e-01 -0.385180426
## [65,] 0.879811993 -2.903585e-01 0.029689070
## [66,] 0.806354871 2.034458e-01 0.126114352
## [67,] 0.154514305 -1.790132e-01 0.119628586
## [68,] -0.478400643 -1.096439e+00 -0.015744894
## [69,] -0.231823702 9.980893e-01 -0.284932394
## [70,] -0.230820881 -7.207946e-01 -0.495370049
## [71,] -0.227755541 4.532478e-01 0.378542475
## [72,] 0.736167009 4.622716e-01 -0.338601200
## [73,] -0.097219056 1.761363e-01 0.260052575
## [74,] -1.775447165 1.073558e-01 -0.248619545
## [75,] -1.069751720 4.634538e-01 -1.015292954
## [76,] 0.172542998 -5.980770e-01 0.271686401
## [77,] 0.383038305 -2.213931e-01 0.249730956
## [78,] -0.061632275 -3.438591e-01 0.118480804
## [79,] 0.383601420 1.866931e-01 0.114793217
## [80,] -0.263448331 -1.330275e-02 -0.065437836
## [81,] 0.122468015 -4.848350e-01 -0.141707886
## [82,] 0.133078045 -3.600221e-01 0.160610927
## [83,] -0.127189937 4.181222e-02 -0.316382509
## [84,] -0.036231533 1.957742e-01 0.587483713
## [85,] 1.256459906 2.117868e-01 -0.330273602
## [86,] 0.600454439 -2.687312e-01 -0.279526292
## [87,] 0.021025688 8.916763e-02 0.149672514
## [88,] -0.316580543 -7.887667e-01 -0.310184819
## [89,] -0.319627262 -1.517951e-01 0.007532142
## [90,] -0.617132207 7.366350e-02 -0.375549552
## [91,] 0.668235455 1.796727e-01 0.131257681
## [92,] 0.407229629 -4.433615e-01 -0.006230548
## [93,] 0.433804621 4.585765e-01 0.502522586
## [94,] 0.794181380 -2.560240e-01 -0.362416013
## [95,] 0.172245883 -2.158058e-01 -0.674226299
## [96,] -0.238084542 4.547192e-01 -0.106090205
## [97,] 0.675764330 2.151201e-01 -0.487466340
## [98,] 0.393029781 6.648874e-02 -0.028340071
## [99,] -0.496321599 5.834300e-01 0.294405946
## [100,] 0.616429303 8.174612e-02 -0.011418872
## [101,] -0.967939001 -6.391004e-01 0.173276810
## [102,] 0.030961167 -1.220464e-01 0.125366919
## [103,] 0.024825749 -4.794746e-02 -0.225153963
## [104,] -0.673947861 5.661242e-01 -0.228944846
## [105,] -0.719426219 -5.105416e-01 -0.127902732
## [106,] -0.012799223 -5.501176e-01 0.559119750
## [107,] 0.277300522 -6.048618e-01 0.342906321
## [108,] 0.259066344 2.283585e-01 0.669880553
## [109,] 0.063774131 1.801369e-01 -0.036359761
## [110,] 0.595607348 2.330125e-01 -0.201012464
## [111,] -0.742466550 6.214695e-01 -0.360007168
## [112,] -0.089333696 5.930655e-01 0.065098087
## [113,] 0.687306588 -7.079421e-01 0.377962059
## [114,] 0.157068527 3.268997e-01 -0.203083883
## [115,] -0.110298683 -1.850188e-02 -0.014178421
## [116,] -0.292723086 -7.212221e-01 -0.271269374
## [117,] -0.471826849 -2.928895e-01 -0.186327870
## [118,] -0.003455188 9.816649e-03 0.303883015
## [119,] 0.324943162 3.021069e-01 0.308446357
## [120,] -0.312709027 1.612067e-02 -0.098549106
## [121,] -0.379100308 -1.403313e-01 -0.063486758
## [122,] -0.144435563 -8.464353e-01 1.529109208
## [123,] 0.027100690 1.263611e-03 0.145098221
## [124,] -0.200484952 3.576277e-01 0.315210007
## [125,] 0.454504146 -2.915243e-02 -0.160329319
## [126,] -0.387376974 -4.976103e-02 0.296261235
## [127,] 0.018719450 5.665259e-01 0.646231938
## [128,] -0.350869794 3.637510e-01 0.470529942
## [129,] -0.059597318 6.106772e-01 0.460969370
## [130,] -0.418116058 2.582774e-01 0.105819571
## [131,] 0.539852952 1.022195e+00 0.341326312
## [132,] 0.549575268 3.931512e-01 0.470467850
## [133,] 0.005471419 5.194313e-01 0.614225371
## [134,] -0.059411735 6.876249e-01 0.188782523
## [135,] 0.016630033 6.660466e-01 -0.470567632
## [136,] -0.399597906 -1.671955e-01 0.073499061
## [137,] -0.193547647 5.758571e-01 0.028390040
## [138,] -0.439964431 7.041011e-02 -0.162753365
## [139,] -0.126253624 8.394657e-02 -0.141084454
## [140,] -0.541792330 2.199531e-01 -0.758900946
## [141,] 0.415999046 -5.265910e-02 -0.388197057
## [142,] -0.079433264 -2.370696e-01 -0.286267649
## [143,] 0.351064181 2.456820e-01 -0.278405723
## [144,] 0.076028907 2.805287e-01 -0.388997899
## [145,] -0.495547413 -9.911227e-01 0.037428867
## [146,] -0.639282814 8.633635e-01 0.027569340
## [147,] 0.594698617 6.579359e-01 0.289983470
## [148,] -0.221453414 -2.802910e-01 -0.156167043
## [149,] -0.178231673 1.580630e-01 -0.235003041
## [150,] 0.076363909 -3.518680e-01 0.748213898
## [151,] 0.581149246 1.767448e-01 0.737942975
## [152,] 0.412622901 -5.908004e-01 0.463270367
## [153,] 0.457901037 9.988592e-01 -0.222630110
## [154,] 0.120970961 -4.426112e-01 -0.057022537
## [155,] -0.358689211 1.217083e-02 0.086390287
## [156,] -0.577715487 3.610022e-03 -0.008642083
## [157,] 0.659578728 -4.236774e-02 -0.176074256
## [158,] -1.315534687 -2.071445e-02 -0.215383357
## [159,] 0.281045874 -8.801442e-02 -0.812886569
## [160,] 0.365731236 -8.549783e-02 -0.810275532
## [161,] -0.465989786 1.128595e-01 -0.317937601
## [162,] 0.221436973 1.018395e-01 -0.437275935
## [163,] -0.006822216 -3.157488e-01 -0.228603203
## [164,] 0.212061213 1.683273e-01 0.057330493
## [165,] 0.073483354 -4.764010e-01 0.100991274
## [166,] 0.006251150 -1.201364e-01 0.080859845
## [167,] 0.097170993 -7.974034e-01 -0.090238691
## [168,] -0.075425553 -1.076619e+00 -0.112673491
## [169,] 0.224580421 -1.526518e-01 -0.148077986
## [170,] 0.151962189 -2.508946e-01 -0.394913655
## [171,] 0.198615485 -2.447545e-01 -0.023830564
## [172,] 0.128627190 -8.023284e-01 0.025895627
## [173,] 0.607010545 -9.836331e-02 -0.258469201
## [174,] -0.138836000 -1.703055e-01 -0.114104734
## [175,] -0.257471452 2.786450e-01 -0.186844213
## [176,] -0.511050413 -6.968009e-01 0.071874944
## [177,] -0.298978585 -3.388648e-01 -0.021804253
## [178,] 0.229317454 1.882569e-01 -0.323053425
plot(pca)
#combing data wine1, with pca scores ie 1:6 components
# Considering top 6 principal component scores and binding them with main data
fin1= cbind(wine,pca$scores[,1:6])
fin1
## Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 5 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 6 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 44 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 45 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 70 2 12.21 1.19 1.75 16.8 151 1.85 1.28
## 71 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 72 2 13.86 1.51 2.67 25.0 86 2.95 2.86
## 73 2 13.49 1.66 2.24 24.0 87 1.88 1.84
## 74 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 96 2 12.47 1.52 2.20 19.0 162 2.50 2.27
## 97 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 116 2 11.03 1.51 2.20 21.5 85 2.46 2.17
## 117 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 122 2 11.56 2.05 3.23 28.5 119 3.18 5.08
## 123 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 2 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 2 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 2 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 2 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 2 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 2 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 2 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 2 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 2 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 2 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 2 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 2 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 2 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 2 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 2 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 2 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 2 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 2 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 2 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 2 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 2 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 2 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 2 12.45 3.03 2.64 27.0 97 1.90 0.58
## 159 2 14.34 1.68 2.70 25.0 98 2.80 1.31
## 160 2 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 2 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 2 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 2 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 2 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 2 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 2 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 2 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 2 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 2 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 2 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 2 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline Comp.1
## 1 0.28 2.29 5.640000 1.040 3.92 1065 3.30742097
## 2 0.26 1.28 4.380000 1.050 3.40 1050 2.20324981
## 3 0.30 2.81 5.680000 1.030 3.17 1185 2.50966069
## 4 0.24 2.18 7.800000 0.860 3.45 1480 3.74649719
## 5 0.39 1.82 4.320000 1.040 2.93 735 1.00607049
## 6 0.34 1.97 6.750000 1.050 2.85 1450 3.04167373
## 7 0.30 1.98 5.250000 1.020 3.58 1290 2.44220051
## 8 0.31 1.25 5.050000 1.060 3.58 1295 2.05364379
## 9 0.29 1.98 5.200000 1.080 2.85 1045 2.50381135
## 10 0.22 1.85 7.220000 1.010 3.55 1045 2.74588238
## 11 0.22 2.38 5.750000 1.250 3.17 1510 3.46994837
## 12 0.26 1.57 5.000000 1.170 2.82 1280 1.74981688
## 13 0.29 1.81 5.600000 1.150 2.90 1320 2.10751729
## 14 0.43 2.81 5.400000 1.250 2.73 1150 3.44842921
## 15 0.29 2.96 7.500000 1.200 3.00 1547 4.30065228
## 16 0.30 1.46 7.300000 1.280 2.88 1310 2.29870383
## 17 0.33 1.97 6.200000 1.070 2.65 1280 2.16584568
## 18 0.40 1.72 6.600000 1.130 2.57 1130 1.89362947
## 19 0.32 1.86 8.700000 1.230 2.82 1680 3.53202167
## 20 0.17 1.66 5.100000 0.960 3.36 845 2.07865856
## 21 0.24 2.10 5.650000 1.090 3.71 780 3.11561376
## 22 0.25 1.98 4.500000 1.030 3.52 770 1.08351361
## 23 0.27 1.69 3.800000 1.110 4.00 1035 2.52809263
## 24 0.26 1.46 3.930000 1.090 3.63 1015 1.64036108
## 25 0.28 1.66 3.520000 1.120 3.82 845 1.75662066
## 26 0.47 1.92 3.580000 1.130 3.20 830 0.98729406
## 27 0.34 1.45 4.800000 0.920 3.22 1195 1.77028387
## 28 0.27 1.35 3.950000 1.020 2.77 1285 1.23194878
## 29 0.37 1.76 4.500000 1.250 3.40 915 2.18225047
## 30 0.26 1.98 4.700000 1.040 3.59 1035 2.24976267
## 31 0.29 2.38 5.700000 1.190 2.71 1285 2.49318704
## 32 0.22 1.95 6.900000 1.090 2.88 1515 2.66987964
## 33 0.42 1.97 3.840000 1.230 2.87 990 1.62399801
## 34 0.50 1.35 5.400000 1.250 3.00 1235 1.89733870
## 35 0.29 1.54 4.200000 1.100 2.87 1095 1.40642118
## 36 0.26 1.86 5.100000 1.040 3.47 920 1.89847087
## 37 0.34 1.36 4.600000 1.090 2.78 880 1.38096669
## 38 0.29 1.44 4.250000 1.120 2.51 1105 1.11905070
## 39 0.28 1.37 3.700000 1.180 2.69 1020 1.49796891
## 40 0.20 2.08 5.100000 0.890 3.53 760 2.52268490
## 41 0.34 2.34 6.130000 0.950 3.38 795 2.58081526
## 42 0.27 1.48 4.280000 0.910 3.00 1035 0.66660159
## 43 0.17 1.70 5.430000 0.880 3.56 1095 3.06216898
## 44 0.32 1.66 4.360000 0.820 3.00 680 0.46090897
## 45 0.28 2.03 5.040000 0.880 3.35 885 2.09544094
## 46 0.30 1.25 5.240000 0.870 3.33 1080 1.13297020
## 47 0.27 2.19 4.900000 1.040 3.44 1065 2.71893118
## 48 0.21 2.14 6.100000 0.910 3.33 985 2.81340300
## 49 0.32 2.38 6.200000 1.070 2.75 1060 2.00419725
## 50 0.32 2.08 8.900000 1.120 3.10 1260 2.69987528
## 51 0.17 2.91 7.200000 1.120 2.91 1150 3.20587409
## 52 0.22 2.29 5.600000 1.240 3.37 1265 2.85091773
## 53 0.32 1.87 7.050000 1.010 3.26 1190 3.49574328
## 54 0.39 1.68 6.300000 1.130 2.93 1375 2.21853316
## 55 0.21 1.62 5.850000 0.920 3.20 1060 2.14094846
## 56 0.20 2.45 6.250000 0.980 3.03 1120 2.46238340
## 57 0.26 2.03 6.380000 0.940 3.31 970 2.73380617
## 58 0.31 1.66 6.000000 1.070 2.84 1270 2.16762631
## 59 0.19 2.04 6.800000 0.890 2.87 1285 3.13054925
## 60 0.28 0.42 1.950000 1.050 1.82 520 -0.92596992
## 61 0.63 0.41 3.270000 1.250 1.67 680 -1.53814123
## 62 0.53 0.62 5.750000 0.980 1.59 450 -1.83108449
## 63 0.32 0.73 3.800000 1.230 2.46 630 0.03052074
## 64 0.19 1.87 4.450000 1.220 2.87 420 2.04449433
## 65 0.45 1.03 2.950000 1.450 2.23 355 -0.60796583
## 66 0.37 2.08 4.600000 1.190 2.30 678 0.89769555
## 67 0.26 2.28 5.300000 1.120 3.18 502 2.24218226
## 68 0.27 1.04 4.680000 1.120 3.48 510 0.18286818
## 69 0.55 0.42 3.170000 1.020 1.93 750 -0.81051865
## 70 0.14 2.50 2.850000 1.280 3.07 718 1.97006319
## 71 0.37 1.46 3.050000 0.906 1.82 870 -1.56779366
## 72 0.21 1.87 3.380000 1.360 3.16 410 1.65301884
## 73 0.27 1.03 3.740000 0.980 2.78 472 -0.72333196
## 74 0.21 1.96 3.350000 1.310 3.50 985 2.55501977
## 75 0.13 1.65 3.210000 0.990 3.13 886 1.82741266
## 76 0.34 1.15 3.800000 1.230 2.14 428 -0.86555129
## 77 0.24 1.46 4.600000 1.190 2.48 392 0.36897357
## 78 0.43 0.95 2.650000 0.960 2.52 500 -1.45327752
## 79 0.35 2.76 3.400000 1.060 2.31 750 1.25937829
## 80 0.43 1.95 2.570000 1.190 3.13 463 0.37509228
## 81 0.30 1.43 2.500000 1.380 3.12 278 0.75992026
## 82 0.26 1.77 3.900000 1.160 3.14 714 1.03166776
## 83 0.40 1.40 2.200000 1.310 2.72 630 -0.49348469
## 84 0.61 1.62 4.800000 0.840 2.01 515 -2.53183508
## 85 0.22 2.35 3.050000 0.790 3.08 520 0.83297044
## 86 0.30 1.46 2.620000 1.230 3.16 450 0.78568828
## 87 0.43 1.56 2.450000 1.330 2.26 495 -0.80456258
## 88 0.40 1.34 2.600000 1.360 3.21 562 -0.55647288
## 89 0.48 1.35 2.800000 1.000 2.75 680 -1.11197430
## 90 0.42 1.38 1.740000 1.070 3.21 625 -0.55415961
## 91 0.52 1.64 2.400000 1.080 2.27 480 -1.34548982
## 92 0.50 1.63 3.600000 1.050 2.65 450 -1.56008180
## 93 0.58 1.62 3.050000 0.960 2.06 495 -1.92711944
## 94 0.25 1.99 2.150000 1.150 3.30 290 0.74456561
## 95 0.17 1.35 3.250000 1.160 2.96 345 0.95476209
## 96 0.32 3.28 2.600000 1.160 2.63 937 2.53670943
## 97 0.14 1.56 2.500000 0.950 2.26 625 -0.54242248
## 98 0.29 1.77 2.900000 1.230 2.74 428 1.02814946
## 99 0.24 1.95 4.500000 1.040 2.77 660 2.24557492
## 100 0.45 2.81 2.300000 1.420 2.83 406 1.40624916
## 101 0.26 1.40 3.300000 1.270 2.96 710 0.79547585
## 102 0.29 1.35 2.450000 1.040 2.77 562 -0.54798592
## 103 0.34 1.31 2.800000 0.800 3.38 438 -0.16072037
## 104 0.37 1.42 2.060000 0.940 2.44 415 -0.65793897
## 105 0.32 1.48 2.940000 1.040 3.57 672 0.39125074
## 106 0.66 1.42 2.700000 0.860 3.30 315 -1.76751314
## 107 0.37 1.63 3.400000 1.000 3.17 510 -0.36523707
## 108 0.48 1.63 3.300000 0.880 2.42 488 -1.61611371
## 109 0.39 2.08 2.700000 0.860 3.02 312 0.08230361
## 110 0.29 2.49 2.650000 0.960 3.26 680 1.57383547
## 111 0.24 3.58 2.900000 0.750 2.81 562 1.41657326
## 112 0.26 1.22 2.000000 0.900 2.78 325 -0.27791878
## 113 0.60 1.05 3.800000 1.230 2.50 607 -1.29947929
## 114 0.42 1.44 3.080000 1.100 2.31 434 -0.45578615
## 115 0.43 1.04 2.900000 0.930 3.19 385 -0.49279573
## 116 0.52 2.01 1.900000 1.710 2.87 407 0.48071836
## 117 0.30 1.53 1.950000 0.950 3.33 495 -0.25217752
## 118 0.34 1.61 2.060000 1.060 2.96 345 -0.10692601
## 119 0.43 0.83 3.400000 0.700 2.12 372 -2.42616867
## 120 0.37 1.87 1.280000 0.930 3.05 564 -0.54953935
## 121 0.32 1.83 3.250000 0.800 3.39 625 0.73754141
## 122 0.47 1.87 6.000000 0.930 3.69 465 1.33256273
## 123 0.43 1.71 2.080000 0.920 3.12 365 -1.17377592
## 124 0.30 2.01 2.600000 0.730 3.10 380 -0.46103449
## 125 0.21 2.91 2.800000 0.750 3.64 380 0.97572169
## 126 0.37 1.35 2.760000 0.860 3.28 378 -0.09653741
## 127 0.39 1.77 3.940000 0.690 2.84 352 0.03837888
## 128 0.58 1.76 3.000000 0.970 2.44 466 -1.59266578
## 129 0.40 1.90 2.120000 0.890 2.78 342 -0.47821593
## 130 0.42 1.35 2.600000 0.790 2.57 580 -1.78779033
## 131 0.21 0.94 4.100000 0.760 1.29 630 -1.32336859
## 132 0.24 0.83 5.400000 0.740 1.42 530 -2.37779336
## 133 0.27 0.83 5.700000 0.660 1.36 560 -2.92867865
## 134 0.17 0.84 5.000000 0.780 1.29 600 -2.14077227
## 135 0.60 1.25 5.450000 0.750 1.51 650 -2.36320318
## 136 0.63 0.94 7.100000 0.730 1.58 695 -3.05522315
## 137 0.53 0.80 3.850000 0.750 1.27 720 -3.90473898
## 138 0.63 1.10 5.000000 0.820 1.69 515 -3.92539034
## 139 0.58 0.88 5.700000 0.810 1.82 580 -3.08557209
## 140 0.53 0.81 4.920000 0.890 2.15 590 -2.36779237
## 141 0.53 0.75 4.600000 0.770 2.31 600 -2.77099630
## 142 0.37 0.64 5.600000 0.700 2.47 780 -2.28012931
## 143 0.50 0.55 4.350000 0.890 2.06 520 -2.97723506
## 144 0.47 1.02 4.400000 0.910 2.05 550 -2.36851341
## 145 0.29 1.14 8.210000 0.650 2.00 855 -2.20364930
## 146 0.43 1.30 4.000000 0.600 1.68 830 -2.61823528
## 147 0.40 0.68 4.900000 0.580 1.33 415 -4.26859758
## 148 0.47 0.86 7.650000 0.540 1.86 625 -3.57256360
## 149 0.45 1.25 8.420000 0.550 1.62 650 -2.79916760
## 150 0.34 1.14 9.400000 0.570 1.33 550 -2.89150275
## 151 0.22 1.25 8.600000 0.590 1.30 500 -2.31420887
## 152 0.24 1.26 10.800000 0.480 1.47 480 -2.54265841
## 153 0.26 1.56 7.100000 0.610 1.33 425 -1.80744271
## 154 0.61 1.87 10.520000 0.560 1.51 675 -2.75238051
## 155 0.53 1.40 7.600000 0.580 1.55 640 -2.72945105
## 156 0.61 1.55 7.900000 0.600 1.48 725 -3.59472857
## 157 0.48 1.56 9.010000 0.570 1.64 480 -2.88169708
## 158 0.63 1.14 7.500000 0.670 1.73 880 -3.38261413
## 159 0.53 2.70 13.000000 0.570 1.96 660 -1.04523342
## 160 0.52 2.29 11.750000 0.570 1.78 620 -1.60538369
## 161 0.50 1.04 7.650000 0.560 1.58 520 -3.13428951
## 162 0.50 0.80 5.880000 0.960 1.82 680 -2.23385546
## 163 0.60 0.96 5.580000 0.870 2.11 570 -2.83966343
## 164 0.40 0.94 5.280000 0.680 1.75 675 -2.59019044
## 165 0.41 1.03 9.580000 0.700 1.68 615 -2.94100316
## 166 0.52 1.15 6.620000 0.780 1.75 520 -3.52010248
## 167 0.43 1.46 10.680000 0.850 1.56 695 -2.39934228
## 168 0.40 0.97 10.260000 0.720 1.75 685 -2.92084537
## 169 0.39 1.54 8.660000 0.740 1.80 750 -2.17527658
## 170 0.27 1.11 8.500000 0.670 1.92 630 -2.37423037
## 171 0.40 0.73 5.500000 0.660 1.83 510 -3.20258311
## 172 0.48 0.64 9.899999 0.570 1.63 470 -3.66757294
## 173 0.44 1.24 9.700000 0.620 1.71 660 -2.45862032
## 174 0.52 1.06 7.700000 0.640 1.74 740 -3.36104305
## 175 0.43 1.41 7.300000 0.700 1.56 750 -2.59463669
## 176 0.43 1.35 10.200000 0.590 1.56 835 -2.67030685
## 177 0.53 1.46 9.300000 0.600 1.62 840 -2.38030254
## 178 0.56 1.35 9.200000 0.610 1.60 560 -3.19973210
## Comp.2 Comp.3 Comp.4 Comp.5 Comp.6
## 1 1.43940225 0.165272830 0.215024629 -0.6910933491 0.22325037
## 2 -0.33245507 2.020757060 0.290538743 0.2569298662 0.92451231
## 3 1.02825072 -0.980054055 -0.722863199 0.2503269758 -0.54773096
## 4 2.74861839 0.175696224 -0.566385602 0.3109643979 -0.11410911
## 5 0.86738404 -2.020987257 0.408613140 -0.2976179585 0.40537608
## 6 2.11643092 0.627625371 0.514187035 0.6302408998 -0.12308335
## 7 1.17154534 0.974346376 0.065645327 1.0248708712 0.61837638
## 8 1.60443714 -0.145870400 1.189253269 -0.0766871685 1.43575612
## 9 0.91548847 1.765987389 -0.056112076 0.8897471068 0.12881767
## 10 0.78721703 0.981478855 -0.348398777 0.4672350615 -0.16293204
## 11 1.29866985 0.421546086 -0.026766256 0.3374229486 0.18238714
## 12 0.61025577 1.187528444 0.887660354 0.7364950947 0.55149954
## 13 0.67380561 0.862652985 0.355435369 1.2065252604 0.21447112
## 14 1.12744948 1.200888789 -0.162001077 2.0174358634 -0.74368299
## 15 2.09007971 1.260357435 -0.304913067 1.0267961441 -0.79340481
## 16 1.65787506 -0.217289668 1.436537727 0.4682292849 0.42102574
## 17 2.32075875 -0.829390256 0.910034178 0.0001146171 0.06634216
## 18 1.62677993 -0.792677744 1.079335712 0.4374711602 -0.36390428
## 19 2.51125971 0.484092940 0.907762119 1.1498357895 -0.30302223
## 20 1.05815307 0.164283255 -0.483633148 -0.8800288984 1.38909922
## 21 0.78468361 0.363860676 0.025489787 -0.9696782562 0.10662100
## 22 0.24106354 -0.934325978 -1.027012761 -0.3150828842 1.20760838
## 23 -0.09158228 0.311055210 0.048255114 0.4283731687 1.01208813
## 24 -0.51482667 -0.143480354 0.412556253 0.3746630851 0.78229875
## 25 -0.31625681 -0.887781323 0.114791797 0.5551025444 0.89622074
## 26 0.93802129 -3.810160004 1.317843719 -0.1585574371 0.26438245
## 27 0.68424496 0.086456523 0.232251626 1.1397276528 0.56986696
## 28 -0.08955442 1.382995281 0.494288392 0.3748838960 0.60637766
## 29 0.68762990 -1.390644041 0.775304769 0.8083039404 0.60037885
## 30 0.19092336 1.089583673 -0.285347369 0.4817143982 0.33429055
## 31 1.23734344 -1.382119063 0.365833248 0.6205822759 -0.58081677
## 32 1.46773335 0.331327094 0.348371162 0.0863507438 -0.16436614
## 33 0.05255620 0.166658582 0.747206466 0.6342735393 0.04419384
## 34 1.62846673 -1.168785117 2.333845540 0.1862885543 0.32706515
## 35 0.69597107 -0.478393534 1.057104252 -0.0988818107 0.70825206
## 36 0.17621387 -0.449566866 -0.283314357 0.1624910774 0.17415047
## 37 0.65678714 -0.457149018 1.281044479 0.2044349041 0.61874622
## 38 0.11378878 0.038997270 0.953710919 0.3412486137 0.40797546
## 39 -0.76726764 1.422165587 0.755377264 0.1653776245 0.41428362
## 40 1.79793023 0.342187120 -1.183635402 -1.2942447997 1.53793245
## 41 0.77742329 0.118144196 -0.474632558 -0.4021874933 -0.72314313
## 42 0.16948285 0.781158992 -1.309390144 0.3707176678 1.32096536
## 43 1.15266742 0.311878313 -0.548736715 0.3032701638 0.80564479
## 44 0.32981177 0.200909754 -1.432453085 -0.2824281812 1.02571004
## 45 -0.07080918 0.654004547 -0.755613344 -0.4702113166 -0.37076210
## 46 1.77210849 -0.028624988 -0.689885129 0.0607528293 1.90848431
## 47 1.18798353 0.538254909 -1.385641944 0.4954968511 1.00815470
## 48 0.64444071 1.152301905 -0.984884671 0.0099489529 -0.28994752
## 49 1.24352164 0.057132823 -0.229994321 0.3835690682 -0.52447475
## 50 1.74703922 0.641304569 0.099949574 0.4933214313 -0.73021856
## 51 0.16652226 1.968020131 -1.117531517 -0.0122436594 -1.22735670
## 52 0.74318238 -0.004706226 0.214670996 0.7566740077 0.19158264
## 53 1.60819732 0.519309620 -0.106236743 0.5999919386 -0.18302807
## 54 1.86989325 -0.338594715 1.203571449 0.5750221802 0.24526282
## 55 1.01389147 0.955068628 0.239642188 -0.8776288188 0.36075734
## 56 1.32526988 -0.511993182 -0.254630339 -0.9095743022 -0.55330865
## 57 1.43250785 0.610750542 -0.205168685 -0.4330423030 -0.11567147
## 58 1.20878999 -0.261043221 0.503007163 0.6934656297 0.25626086
## 59 1.72670828 0.284857863 -0.229918640 -0.0748297503 -0.35057324
## 60 -3.06484062 4.572166474 1.048885610 -0.4558382584 0.38716053
## 61 -1.37755758 0.872222677 2.881989998 0.9752572410 -0.03491267
## 62 -0.82764942 1.601185434 1.448020162 0.2932485783 -0.68219233
## 63 -1.25923400 1.779388569 1.203182038 0.3924971348 0.60537936
## 64 -1.91961759 0.007348049 -0.719292864 0.0808984437 -0.76237558
## 65 -1.90269154 -0.677446941 2.147019606 0.0497621781 0.19082721
## 66 -0.76176263 -0.571748468 0.677450627 0.1422318296 -1.01466998
## 67 -1.87929123 2.026124738 -1.403667656 0.7299478607 -1.29973214
## 68 -2.42031869 1.066736425 -0.127059552 0.5330698330 0.06980397
## 69 -0.21989369 0.705016628 2.481988187 0.5819183093 0.31654670
## 70 -1.39933587 1.234793017 1.149065114 -4.1748799067 -0.49161077
## 71 -0.88249373 0.627228614 1.168550068 -0.9626291085 -0.26865227
## 72 -0.95402102 -1.947091704 -0.151780756 0.7849469419 0.31533543
## 73 -1.06065342 -0.080106258 0.075805593 0.1796589739 0.54278556
## 74 0.25946663 -3.364901977 0.976644436 -1.9752267229 0.31116188
## 75 -1.28425547 -0.456990911 -0.170868753 -0.9984058503 -0.07763882
## 76 -2.43722606 1.558935609 0.829121008 -0.7059884717 -0.11204768
## 77 -2.14784815 2.442496359 0.125804166 -0.0950317690 -0.55535694
## 78 -1.37946048 0.226667500 0.694398057 -1.0643597513 0.81646663
## 79 -0.76868117 1.180893359 0.923277788 -2.6062411510 -1.59330121
## 80 -1.02415439 -1.789418559 -0.975791935 0.1361850267 0.65929340
## 81 -3.36555997 0.356464512 0.365701315 0.1540061398 -0.24455213
## 82 -1.44662897 0.361990641 -0.295761473 0.3050267934 0.10005582
## 83 -2.37454522 -1.331985804 1.038050628 1.0391951891 -0.11245747
## 84 -0.08719738 -0.472917350 -0.756467550 1.1246439894 -0.18017841
## 85 -1.46952520 -0.608377416 -0.581312066 -0.8966554262 -0.88004537
## 86 -2.02092573 0.254006881 0.807141232 -0.2581244044 0.15736206
## 87 -2.22754675 -0.770681796 1.010864220 0.2910413061 -0.34861049
## 88 -2.36631035 -2.301120220 1.032408007 0.4755979033 0.23689883
## 89 -1.79717757 -0.956554981 0.330351908 0.7294523642 -0.05778308
## 90 -2.65006452 -0.846738350 0.003188647 1.3424700549 -0.04050004
## 91 -2.11204365 0.047518277 0.464939030 0.8880409161 -0.49519284
## 92 -1.84700434 -0.778869932 0.603377336 0.5150125765 -0.72995820
## 93 -1.55510868 0.089023551 0.521099398 1.1703960240 -0.90341298
## 94 -2.30642556 -0.114357181 -1.245026633 -0.2621972475 0.51523448
## 95 -2.21727377 -0.142044084 -0.313159561 -0.9414868901 0.38174963
## 96 0.16879786 -0.786478429 1.029931729 -3.7205838843 -1.34787638
## 97 -0.36788878 -1.305214079 1.274403619 -3.3373763767 0.70749812
## 98 -2.55835254 1.083334218 -0.263118758 0.1893099942 -0.40155259
## 99 -1.42871116 0.229560681 -0.918579893 0.2392480418 -1.03941568
## 100 -2.16009839 -0.746789806 -1.192247999 0.7078604231 -0.60890102
## 101 -2.37026258 1.563701517 0.034718424 -0.6153555529 0.28683674
## 102 -2.28667820 1.494718900 0.306174988 -0.3250938834 0.15033374
## 103 -1.16120769 -1.000889713 -0.659824937 -0.3003379245 0.65866204
## 104 -2.67242260 0.762769188 -0.468632817 -0.1440639974 -0.45237071
## 105 -2.09282809 0.470522719 -0.435827159 0.3029558525 0.24861284
## 106 -1.71245783 -0.944369222 -0.258782591 1.0019989721 -0.10572252
## 107 -2.16325103 0.479970296 -0.397279783 0.4677318981 -0.19393954
## 108 -1.35177021 -0.286351238 0.025951340 0.5677509908 -0.57953298
## 109 -2.29974728 0.462270978 -0.887846515 -0.3396185285 -1.10937521
## 110 -1.45792167 -1.774639908 -0.611858445 -0.2871716594 -0.79507536
## 111 -1.41421730 -0.138884054 -3.420889542 -2.1907046218 -1.45301722
## 112 -1.92513751 -0.078449257 -0.925908863 -0.2607602049 0.67808421
## 113 -0.76102555 -1.993971755 1.720981199 0.7328390219 0.48535077
## 114 -2.26303187 -1.058353479 0.835076404 0.3225409918 -1.00029497
## 115 -1.93359062 -1.320213907 0.061423979 0.8465195986 0.03308423
## 116 -3.86089273 -1.340489862 0.897379093 0.9297350551 -0.96664314
## 117 -2.81355567 0.301788475 -0.456678865 -0.3700434022 -0.04812876
## 118 -1.92349609 -0.688206893 0.272952518 -1.0680839939 -0.03711652
## 119 -1.25360477 1.897674293 -0.867285397 0.4668257746 0.82562697
## 120 -2.21591073 0.355226778 -1.359484943 -0.2161059887 0.57080665
## 121 -1.40499335 -1.122179957 -1.201721555 -0.4287118881 -0.10554847
## 122 0.25262431 -5.330351896 -0.238365113 -0.2358372797 -0.79872619
## 123 -0.66209914 -3.001754299 -1.162856677 -0.3317927388 1.17630722
## 124 -0.61654897 -0.482082470 -3.566663228 -0.1284590799 1.51095874
## 125 -1.44150419 -1.477070337 -3.779673087 -0.4984043197 0.11895335
## 126 -2.10406268 -0.433602974 -1.051728479 0.3105683504 0.10982500
## 127 -1.26319878 -0.685643794 -1.269303630 0.3520590635 -0.97116856
## 128 -1.20474513 -3.351720753 0.218660737 0.6389610009 -0.86369839
## 129 -1.93338681 -1.292860514 -0.685043799 0.0603150778 -0.68223657
## 130 -1.14705241 -0.780598199 -1.474619242 0.5027996354 0.99269466
## 131 0.16990994 1.176694043 1.497485578 -2.2988056711 0.15242296
## 132 0.37352893 0.721786522 0.307328048 -1.3358636736 0.71800668
## 133 0.26311960 0.167168254 0.407623565 -1.0847461227 0.09401053
## 134 0.36721907 0.452026190 -0.048391060 -1.7217751255 1.02873775
## 135 -0.45834188 1.098301611 0.854367268 1.0640051087 -1.42671618
## 136 0.35241870 1.096032328 0.738315433 0.7356329018 -0.83869075
## 137 0.15414769 -0.221203810 0.009042819 0.3617084004 1.12164718
## 138 0.65783157 -1.707399051 -0.543949385 0.5358133500 0.88811791
## 139 0.34786148 1.023942993 0.071148507 1.0563699641 0.38586885
## 140 0.29115903 -1.238420896 0.746699191 0.4144101116 0.42564678
## 141 0.28599811 -0.607955155 0.876873331 0.5528643720 0.73368923
## 142 0.37146000 0.968909854 0.370392902 0.3371413329 0.91025107
## 143 0.48784177 -0.944289205 1.033310740 0.5835007573 1.22422013
## 144 0.48097694 0.252172645 -0.669261358 0.6263251170 1.55595129
## 145 1.15678934 1.241622757 -0.317941314 -1.6839431963 0.33014325
## 146 0.56157662 0.853553310 -0.274908542 -0.6492806653 0.44606133
## 147 0.64784348 1.454095134 -1.124990838 0.3585428437 1.61209636
## 148 1.26912271 0.110472408 -1.046955708 0.5220791768 0.59848535
## 149 1.56611596 0.471198739 -0.625593725 0.2594411446 -0.55168667
## 150 2.03531563 0.494564703 -0.469830281 -1.4348297265 -0.17804118
## 151 2.34973775 -0.436450569 0.052112772 -2.2281418730 -0.07656257
## 152 2.03952982 0.311389606 -0.385883152 -1.8423256365 -0.97727238
## 153 1.52334876 -1.358756891 0.188863146 -1.7444662672 -0.96756214
## 154 2.13291565 0.961915241 -0.666505978 0.4756998005 -1.79704420
## 155 0.40873328 1.187056141 0.661180095 -0.4577455315 -1.87659660
## 156 1.79731421 0.093772341 -1.265271295 0.6077509394 -0.19139290
## 157 1.91980308 0.780121925 -1.320999021 0.5696360797 -0.42939440
## 158 1.30818615 -1.597519558 0.481483936 0.6689842601 -0.80130510
## 159 3.50520194 -1.156775441 -0.932698364 0.8969184353 -3.27504281
## 160 2.39986842 -0.547016629 -0.752187852 0.9924073840 -2.91126473
## 161 0.73608464 0.090742750 -0.977889337 0.4086607360 -0.39780019
## 162 1.17215877 0.101091765 1.162000851 0.2637054109 0.79878548
## 163 0.55447984 -0.801953005 0.895362356 0.2540845746 0.28775631
## 164 0.69600220 0.882450235 0.273457357 -0.7700632411 0.71781755
## 165 1.55093397 0.980634475 -0.015436802 0.3630579675 -0.48982426
## 166 0.88004430 0.464718213 -0.579155895 0.6670779730 0.45752369
## 167 2.58506402 -0.427021634 0.183816567 -0.4464018776 -0.56790428
## 168 1.27086200 1.209945161 -0.294485339 0.2665978869 -0.38014078
## 169 2.07169331 -0.761634073 0.388497417 -0.3588612974 -0.62779685
## 170 2.58138565 -1.414055150 -0.586846512 -1.1248238159 0.98087803
## 171 -0.25054235 0.844746224 0.216454762 -0.6073818633 0.39426556
## 172 0.84536318 1.335652516 0.124823752 0.4847445265 -0.85554582
## 173 2.18762727 0.916196480 -0.017974292 0.6992370577 -0.67893979
## 174 2.21005484 0.341605883 -1.055549261 0.5725488077 1.10566946
## 175 1.75228636 -0.206997440 -0.348513307 -0.2543456990 0.02639093
## 176 2.75313287 0.938295059 -0.311157010 -1.2677787511 -0.27229980
## 177 2.29088437 0.549147119 0.686348441 -0.8116656077 -1.17546713
## 178 2.76113075 -1.011061581 -0.595224130 0.8926744604 -0.29525929
dim(fin1)
## [1] 178 20
#considering last 6 components from fin1
new1=fin1[,14:19]
dist1 <- dist(new1,method = "euclidean") # method for finding the distance
# here I am considering Euclidean distance
dist1
## 1 2 3 4 5
## 2 15.2874440
## 3 120.0161787 135.0443531
## 4 415.0042429 430.0186230 295.0099208
## 5 330.0160533 315.0309985 450.0055007 745.0115404
## 6 385.0033483 400.0110376 265.0108044 30.0394782 715.0095041
## 7 225.0098705 240.0084465 105.0241231 190.0150923 555.0117058
## 8 230.0065708 245.0191568 110.0227201 185.0202985 560.0051919
## 9 20.1508097 5.2185470 140.0300215 435.0092287 310.0293736
## 10 20.0765045 5.2991211 140.0148163 435.0064017 310.0212997
## 11 445.0013800 460.0075323 325.0053106 30.0421564 775.0082680
## 12 215.0154624 230.0051632 95.0435723 200.0296939 545.0112042
## 13 255.0120250 270.0060534 135.0213315 160.0284812 585.0101121
## 14 85.0509728 100.0382834 35.1295442 330.0103690 415.0266236
## 15 482.0060483 497.0118643 362.0139944 67.0186395 812.0156277
## 16 245.0082605 260.0198787 125.0229308 170.0219889 575.0062541
## 17 215.0093722 230.0339410 95.0238941 200.0149199 545.0047865
## 18 65.0382370 80.0781161 55.0368584 350.0119338 395.0048904
## 19 615.0042031 630.0106284 495.0089457 200.0076855 945.0093663
## 20 220.0049523 205.0177744 340.0041634 635.0055628 110.0322569
## 21 285.0010849 270.0118526 405.0052852 700.0044863 45.1192083
## 22 295.0157198 280.0221034 415.0036962 710.0107151 35.0519676
## 23 30.0708087 15.1054532 150.0118250 445.0111922 300.0155521
## 24 50.0786210 35.0722508 170.0151207 465.0173654 280.0112316
## 25 220.0185431 205.0214114 340.0046733 635.0118169 110.0184619
## 26 235.0487997 220.0870742 355.0206570 650.0234990 95.0213267
## 27 130.0241957 145.0198103 10.1737771 285.0166656 460.0077781
## 28 220.0212318 235.0031161 100.0498027 195.0434948 550.0118303
## 29 150.0227121 135.0489455 270.0054586 565.0099074 180.0088069
## 30 30.0858362 15.0507590 150.0176557 445.0109272 300.0212808
## 31 220.0110030 235.0303508 100.0076397 195.0185797 550.0032740
## 32 450.0011745 465.0068226 330.0047166 35.0529774 780.0056494
## 33 75.0453001 60.0355926 195.0137427 490.0138813 255.0133617
## 34 170.0266538 185.0494314 50.1010817 245.0304239 500.0060405
## 35 30.0938633 45.0960372 90.0270484 385.0167800 360.0042073
## 36 145.0170189 130.0261218 265.0029846 560.0093978 185.0119832
## 37 185.0179707 170.0258175 305.0093492 600.0114968 145.0125639
## 38 40.1020392 55.0522379 80.0414122 375.0215675 370.0074722
## 39 45.1192732 30.0211467 165.0369973 460.0225421 285.0264969
## 40 305.0050749 290.0207536 425.0058104 720.0037409 25.2443885
## 41 270.0028287 255.0117924 390.0022582 685.0042078 60.0654215
## 42 30.2062447 15.2224358 150.0253136 445.0191680 300.0197536
## 43 30.0289185 45.0729423 90.0112379 385.0039406 360.0153174
## 44 385.0158650 370.0135752 505.0067992 800.0110928 55.0809656
## 45 180.0138312 165.0108217 300.0076164 595.0097058 150.0353549
## 46 15.2072568 30.1790386 105.0161456 400.0098795 345.0088974
## 47 2.1257415 15.2526053 120.0119742 415.0052146 330.0203551
## 48 80.0236308 65.0289822 200.0122820 495.0065835 250.0308428
## 49 5.3010751 10.3279299 125.0065529 420.0064683 325.0097355
## 50 195.0054011 210.0156328 75.0261135 220.0063468 525.0109060
## 51 85.0418543 100.0165593 35.1446032 330.0160301 415.0284967
## 52 200.0070450 215.0138007 80.0142761 215.0131742 530.0081447
## 53 125.0078374 140.0284476 5.3906662 290.0030634 455.0156823
## 54 310.0067824 325.0174640 190.0132131 105.0312992 640.0052336
## 55 5.2154479 10.2098989 125.0243159 420.0098296 325.0162016
## 56 55.0132176 70.0777280 65.0144149 360.0079648 385.0070414
## 57 95.0040561 80.0381565 215.0080913 510.0035598 235.0226065
## 58 205.0086193 220.0177698 85.0139147 210.0151055 535.0051909
## 59 220.0016043 235.0180723 100.0141093 195.0043529 550.0100237
## 60 545.0535581 530.0234436 665.0473832 960.0407045 215.1466937
## 61 385.0542870 370.0319459 505.0387352 800.0361057 55.2505316
## 62 615.0293447 600.0150316 735.0229002 1030.0242664 285.0446846
## 63 435.0261793 420.0077252 555.0204709 850.0209299 105.1000697
## 64 645.0111409 630.0060705 765.0064771 1060.0116952 315.0228171
## 65 710.0221768 695.0152073 830.0160710 1125.0216685 380.0200340
## 66 387.0156371 372.0117911 507.0078321 802.0140726 57.0441224
## 67 563.0179844 548.0050076 683.0133644 978.0143052 233.0639216
## 68 555.0244035 540.0088906 675.0162449 970.0208522 225.0488784
## 69 315.0424760 300.0262234 435.0296564 730.0268657 15.5558907
## 70 347.0345805 332.0334145 467.0365901 762.0292307 17.9234158
## 71 195.0778185 180.0520021 315.0442963 610.0379190 135.0656124
## 72 655.0116341 640.0132087 775.0040067 1070.0107453 325.0080422
## 73 593.0196751 578.0117307 713.0114084 1008.0173535 263.0205576
## 74 80.1039921 65.2681599 200.0353019 495.0280385 250.0154234
## 75 179.0285991 164.0273611 299.0132953 594.0187018 151.0283985
## 76 637.0272848 622.0122814 757.0219094 1052.0252178 307.0449199
## 77 673.0200976 658.0053108 793.0171647 1088.0189178 343.0430603
## 78 565.0274180 550.0178125 685.0194852 980.0242662 235.0357807
## 79 315.0226516 300.0173073 435.0233691 730.0207509 15.6072911
## 80 602.0171018 587.0169982 722.0065795 1017.0145820 272.0112763
## 81 787.0192824 772.0091120 907.0139733 1202.0196458 457.0260786
## 82 351.0210821 336.0084992 471.0109298 766.0163695 21.2812880
## 83 435.0401201 420.0283968 555.0220220 850.0291771 105.0733875
## 84 550.0373400 535.0285495 670.0206591 965.0251697 220.0436429
## 85 545.0145500 530.0114846 665.0079127 960.0147680 215.0205231
## 86 615.0153485 600.0070949 735.0111509 1030.0163744 285.0240812
## 87 570.0287965 555.0188740 690.0178517 985.0248008 240.0315177
## 88 503.0373003 488.0317914 623.0207068 918.0290823 173.0403530
## 89 385.0432395 370.0300331 505.0222160 800.0290809 55.1251305
## 90 440.0418616 425.0264205 560.0220127 855.0292833 110.0865109
## 91 585.0314798 570.0176163 705.0195721 1000.0254834 255.0393979
## 92 615.0300724 600.0203821 735.0181626 1030.0250486 285.0284095
## 93 570.0350271 555.0208771 690.0216632 985.0267208 240.0439375
## 94 775.0148343 760.0086911 895.0086706 1190.0148899 445.0185529
## 95 720.0134321 705.0082195 840.0090724 1135.0150605 390.0179274
## 96 128.0506000 113.1088429 248.0395478 543.0256407 202.0407326
## 97 440.0322432 425.0382207 560.0252055 855.0274846 110.0655522
## 98 637.0180717 622.0060493 757.0129003 1052.0173401 307.0359283
## 99 405.0142076 390.0075310 525.0072457 820.0120944 75.0927630
## 100 659.0161912 644.0108980 779.0076169 1074.0144191 329.0220709
## 101 355.0321355 340.0105435 475.0234545 770.0247122 25.4679692
## 102 503.0304738 488.0122990 623.0223531 918.0254368 173.0714726
## 103 627.0168013 612.0135777 747.0081876 1042.0155085 297.0128932
## 104 650.0259647 635.0125837 770.0175234 1065.0231678 320.0372503
## 105 393.0286066 378.0123215 513.0160018 808.0215352 63.1302008
## 106 750.0266739 735.0185849 870.0152800 1165.0223741 420.0210017
## 107 555.0254808 540.0118892 675.0153596 970.0212258 225.0412301
## 108 577.0293374 562.0187861 697.0170939 992.0232866 247.0317889
## 109 753.0171384 738.0084972 873.0111243 1168.0169181 423.0221427
## 110 385.0207916 370.0232131 505.0079103 800.0166118 55.0620701
## 111 503.0271162 488.0268627 623.0169388 918.0202957 173.0784949
## 112 740.0173789 725.0102394 860.0102374 1155.0166928 410.0182954
## 113 458.0382334 443.0348107 578.0215777 873.0274320 128.0419937
## 114 631.0243885 616.0167038 751.0146902 1046.0221140 301.0223076
## 115 680.0223623 665.0160859 800.0117959 1095.0195493 350.0171606
## 116 658.0314912 643.0214117 778.0200749 1073.0275743 328.0378651
## 117 570.0274829 555.0144964 690.0177433 985.0240702 240.0443329
## 118 720.0165559 705.0120302 840.0109371 1135.0176343 390.0146357
## 119 693.0329283 678.0174628 813.0233197 1108.0258118 363.0466183
## 120 501.0309154 486.0173305 621.0179459 916.0240398 171.0605327
## 121 440.0209409 425.0186745 560.0087246 855.0169247 110.0393294
## 122 600.0299353 585.0475722 720.0148494 1015.0210738 270.0219599
## 123 700.0261103 685.0286107 820.0128320 1115.0209447 370.0142209
## 124 685.0244266 670.0212458 805.0124279 1100.0175704 355.0317649
## 125 685.0236700 670.0239613 805.0115554 1100.0177027 355.0326883
## 126 687.0197302 672.0120952 807.0105415 1102.0176606 357.0211023
## 127 713.0154319 698.0109739 833.0070550 1128.0137776 383.0137027
## 128 599.0376788 584.0378280 719.0198034 1014.0282552 269.0255216
## 129 723.0201986 708.0153414 843.0105777 1138.0184546 393.0151419
## 130 485.0389942 470.0293776 605.0197259 900.0264334 155.0567297
## 131 435.0325370 420.0254639 555.0283853 850.0261324 105.1015143
## 132 535.0319539 520.0247196 655.0235030 950.0246953 205.0495195
## 133 505.0400624 490.0325918 625.0276294 920.0291476 175.0607180
## 134 465.0344571 450.0287226 585.0243229 880.0254586 135.0685221
## 135 415.0483310 400.0283597 535.0312365 830.0307523 85.1462990
## 136 370.0605903 355.0414136 490.0388815 785.0348621 40.3441621
## 137 345.0796536 330.0646314 465.0462692 760.0432645 15.9203751
## 138 550.0531907 535.0497306 670.0314841 965.0346244 220.0592273
## 139 485.0472899 470.0320365 605.0306321 900.0300675 155.0910385
## 140 475.0389475 460.0349318 595.0223409 890.0264930 145.0446438
## 141 465.0439343 450.0360731 585.0266878 880.0291460 135.0649603
## 142 285.0597980 270.0402107 405.0350289 700.0310554 45.2259761
## 143 545.0402991 530.0348669 665.0252585 960.0282326 215.0426392
## 144 515.0346201 500.0257476 635.0202821 930.0229306 185.0505873
## 145 210.0782714 195.0676367 330.0470770 625.0344916 120.0977954
## 146 235.0778584 220.0603311 355.0434976 650.0359678 95.1161551
## 147 650.0481375 635.0355746 770.0338876 1065.0331467 320.0667571
## 148 440.0573037 425.0487424 560.0343022 855.0327697 110.1292831
## 149 415.0469976 400.0398345 535.0285867 830.0267089 85.1325963
## 150 515.0387484 500.0373309 635.0277671 930.0256613 185.0674149
## 151 565.0311342 550.0362460 685.0233974 980.0224975 235.0416695
## 152 585.0310174 570.0315222 705.0231976 1000.0223717 255.0439663
## 153 640.0231260 625.0279727 760.0156817 1055.0187189 310.0176227
## 154 390.0512470 375.0436258 510.0320917 805.0268752 60.2194249
## 155 425.0456489 410.0319794 545.0320591 840.0300790 95.1290989
## 156 340.0759491 325.0683149 460.0428568 755.0366758 11.4072745
## 157 585.0366337 570.0308442 705.0237014 1000.0228105 255.0545279
## 158 185.1345512 170.1387427 305.0603289 600.0477227 145.0709268
## 159 405.0355540 390.0477956 525.0183482 820.0157231 75.1008577
## 160 445.0329597 430.0351066 565.0173042 860.0173170 115.0623849
## 161 545.0409419 530.0330065 665.0249441 960.0268650 215.0559007
## 162 385.0423219 370.0356691 505.0269730 800.0257777 55.1450442
## 163 495.0412725 480.0359894 615.0256012 910.0281795 165.0512494
## 164 390.0459697 375.0351791 510.0310007 805.0290307 60.1800123
## 165 450.0454248 435.0358574 570.0301224 865.0272315 120.1069218
## 166 545.0454045 530.0354448 665.0290683 960.0294295 215.0664350
## 167 370.0463368 355.0509730 490.0287087 785.0250300 40.2139361
## 168 380.0540591 365.0408563 500.0345279 795.0300515 50.2676345
## 169 315.0499316 300.0551315 435.0283799 730.0258658 15.4324805
## 170 435.0424240 420.0522834 555.0255512 850.0247529 105.0781034
## 171 555.0411739 540.0290411 675.0290460 970.0305091 225.0606759
## 172 595.0434975 580.0313807 715.0309977 1010.0299225 265.0637717
## 173 405.0448843 390.0379401 525.0288774 820.0242789 75.1568351
## 174 325.0743062 310.0679874 445.0424959 740.0345549 7.3727372
## 175 315.0564697 300.0549925 435.0316891 730.0285721 15.5760655
## 176 230.0840414 215.0863336 350.0513698 645.0343514 100.1363492
## 177 225.0743416 210.0746416 345.0448640 640.0318088 105.0972923
## 178 505.0481547 490.0501435 625.0288233 920.0271724 175.0706129
## 6 7 8 9 10
## 2
## 3
## 4
## 5
## 6
## 7 160.0054040
## 8 155.0090065 5.3915844
## 9 405.0042222 245.0014880 250.0136345
## 10 405.0033952 245.0014742 250.0101562 0.9769614
## 11 60.0106073 220.0042253 215.0094685 465.0034341 465.0013115
## 12 170.0129457 10.0796209 15.1198837 235.0040648 235.0056728
## 13 130.0129469 30.0081524 25.0844171 275.0023658 275.0026844
## 14 300.0064228 140.0075097 145.0351611 105.0120920 105.0147387
## 15 97.0145054 257.0087871 252.0212542 502.0049249 502.0044896
## 16 140.0084038 20.0964251 15.0141964 265.0130794 265.0105301
## 17 170.0102511 10.3156991 15.0358494 235.0224455 235.0165298
## 18 320.0061430 160.0156341 165.0021845 85.0524475 85.0389213
## 19 230.0018300 390.0050611 385.0064784 635.0049162 635.0046312
## 20 605.0045773 445.0053163 450.0042657 200.0152030 200.0075494
## 21 670.0034680 510.0048585 515.0040887 265.0109837 265.0051371
## 22 680.0096029 520.0089848 525.0079907 275.0221047 275.0141898
## 23 415.0066230 255.0047038 260.0093601 10.1663842 10.0711485
## 24 435.0109854 275.0095988 280.0097660 30.1151519 30.0794058
## 25 605.0082900 445.0071620 450.0065348 200.0231466 200.0147812
## 26 620.0214280 460.0304678 465.0161626 215.0845891 215.0679966
## 27 255.0084303 95.0079904 100.0168813 150.0118595 150.0085093
## 28 165.0265968 5.3691986 10.3232317 240.0069633 240.0082094
## 29 535.0064984 375.0085938 380.0044225 130.0415992 130.0282031
## 30 415.0062764 255.0028042 260.0116326 10.0631057 10.0308311
## 31 165.0155593 5.5509837 10.1499001 240.0213840 240.0133053
## 32 65.0074622 225.0033640 220.0030905 470.0034041 470.0016193
## 33 460.0071045 300.0053184 305.0055597 55.0435025 55.0335401
## 34 215.0192618 55.0994248 60.0204183 190.0413002 190.0350618
## 35 355.0094948 195.0145002 200.0034318 50.0849911 50.0622576
## 36 530.0066853 370.0056477 375.0058423 125.0256060 125.0129450
## 37 570.0059953 410.0068178 415.0018493 165.0258394 165.0202224
## 38 345.0120726 185.0135142 190.0088414 60.0571675 60.0474789
## 39 430.0134932 270.0112323 275.0157074 25.1026856 25.1093081
## 40 690.0051004 530.0072994 535.0071109 285.0155213 285.0092639
## 41 655.0032890 495.0032687 500.0039060 250.0091691 250.0030890
## 42 415.0154791 255.0127700 260.0217025 10.3315947 10.2799782
## 43 355.0031911 195.0044147 200.0114890 50.0306814 50.0074892
## 44 770.0095174 610.0075291 615.0091035 365.0140192 365.0106530
## 45 565.0075251 405.0057729 410.0090064 160.0147332 160.0072222
## 46 370.0080627 210.0109070 215.0103243 35.0987541 35.0695544
## 47 385.0059761 225.0058966 230.0174810 20.0885774 20.0358294
## 48 465.0055119 305.0042311 310.0127714 60.0181855 60.0055693
## 49 390.0035621 230.0033412 235.0051064 15.1183285 15.0543597
## 50 190.0011679 30.0132009 35.0366820 215.0050612 215.0028855
## 51 300.0145014 140.0180566 145.0454728 105.0144507 105.0113879
## 52 185.0065613 25.0280488 30.0506511 220.0076739 220.0031508
## 53 260.0016578 100.0085883 105.0221801 145.0107046 145.0052626
## 54 75.0143334 85.0221075 80.0034982 330.0107686 330.0085046
## 55 390.0057476 230.0081863 235.0066205 15.1330774 15.0855055
## 56 330.0079126 170.0178752 175.0090213 75.0575499 75.0300255
## 57 480.0023030 320.0038815 325.0048247 75.0228416 75.0092328
## 58 180.0066155 20.0475455 25.0249248 225.0103532 225.0062933
## 59 165.0040245 5.2492022 10.1673131 240.0087608 240.0037995
## 60 930.0320493 770.0294768 775.0342596 525.0366775 525.0419206
## 61 770.0253035 610.0248239 615.0217896 365.0425099 365.0462225
## 62 1000.0171723 840.0149385 845.0143562 595.0205671 595.0228549
## 63 820.0136096 660.0106566 665.0121958 415.0152766 415.0176030
## 64 1030.0094621 870.0069860 875.0092056 625.0099484 625.0072437
## 65 1095.0156070 935.0143132 940.0109574 690.0211265 690.0200268
## 66 772.0094455 612.0078978 617.0060181 367.0162867 367.0127868
## 67 948.0117346 788.0080581 793.0152983 543.0090131 543.0088746
## 68 940.0156213 780.0117266 785.0148237 535.0160143 535.0158109
## 69 700.0172700 540.0172439 545.0131747 295.0337883 295.0368840
## 70 732.0255254 572.0306909 577.0240313 327.0504982 327.0447044
## 71 580.0286253 420.0304586 425.0243318 175.0743801 175.0738898
## 72 1040.0088714 880.0078298 885.0070573 635.0141935 635.0101908
## 73 978.0128656 818.0102870 823.0097959 573.0159241 573.0146941
## 74 465.0286311 305.0483637 310.0259217 60.2995329 60.2239764
## 75 564.0153697 404.0156027 409.0136819 159.0434416 159.0295048
## 76 1022.0189598 862.0161744 867.0163140 617.0210419 617.0215036
## 77 1058.0138459 898.0104286 903.0137035 653.0117932 653.0129707
## 78 950.0186792 790.0170894 795.0141894 545.0253908 545.0241558
## 79 700.0160346 540.0177096 545.0132955 295.0303519 295.0266661
## 80 987.0128065 827.0112495 832.0103130 582.0191992 582.0146758
## 81 1172.0151795 1012.0121766 1017.0134504 767.0156938 767.0144642
## 82 736.0119346 576.0085661 581.0111551 331.0152826 331.0126001
## 83 820.0225289 660.0208012 665.0187930 415.0368960 415.0338441
## 84 935.0208501 775.0187777 780.0187333 530.0301138 530.0295585
## 85 930.0122562 770.0105069 775.0096518 525.0167470 525.0125658
## 86 1000.0116108 840.0093158 845.0089288 595.0133808 595.0118643
## 87 955.0188379 795.0167120 800.0146317 550.0261408 550.0242205
## 88 888.0235986 728.0229897 733.0187953 483.0393703 483.0347114
## 89 770.0228064 610.0207629 615.0192167 365.0383812 365.0354059
## 90 825.0233885 665.0203034 670.0215022 420.0346404 420.0320669
## 91 970.0193465 810.0161515 815.0164778 565.0240771 565.0237658
## 92 1000.0194420 840.0171146 845.0154232 595.0262164 595.0247788
## 93 955.0202883 795.0173193 800.0174286 550.0263277 550.0266997
## 94 1160.0126207 1000.0097689 1005.0114276 755.0130806 755.0106706
## 95 1105.0121644 945.0100280 950.0099042 700.0137669 700.0110593
## 96 513.0246033 353.0390405 358.0223571 108.1365265 108.1063804
## 97 825.0236805 665.0277923 670.0168752 420.0476136 420.0410513
## 98 1022.0131673 862.0097040 867.0127286 617.0123537 617.0115382
## 99 790.0098518 630.0070957 635.0109610 385.0118044 385.0079260
## 100 1044.0123420 884.0095125 889.0119454 639.0143205 639.0111409
## 101 740.0188062 580.0157711 585.0187407 335.0239231 335.0230313
## 102 888.0191331 728.0158320 733.0173547 483.0219954 483.0223784
## 103 1012.0127937 852.0107986 857.0097738 607.0171734 607.0138883
## 104 1035.0184559 875.0149048 880.0166038 630.0199323 630.0190403
## 105 778.0165660 618.0128550 623.0157288 373.0210177 373.0189468
## 106 1135.0180596 975.0152955 980.0150514 730.0222942 730.0209737
## 107 940.0163837 780.0126741 785.0148098 535.0183720 535.0174186
## 108 962.0180877 802.0153595 807.0148664 557.0237309 557.0227643
## 109 1138.0137056 978.0105583 983.0121475 733.0137135 733.0121661
## 110 770.0148122 610.0142667 615.0126417 365.0283934 365.0200667
## 111 888.0220361 728.0216159 733.0240383 483.0321408 483.0252306
## 112 1125.0136534 965.0107424 970.0115496 720.0147841 720.0128382
## 113 843.0210347 683.0215014 688.0154013 438.0394910 438.0364918
## 114 1016.0169546 856.0148432 861.0129918 611.0228760 611.0205702
## 115 1065.0154651 905.0130126 910.0123655 660.0201794 660.0178039
## 116 1043.0222418 883.0199500 888.0196333 638.0293627 638.0265616
## 117 955.0194781 795.0162336 800.0173942 550.0230837 550.0210257
## 118 1105.0139857 945.0123094 950.0101215 700.0177428 700.0150124
## 119 1078.0207802 918.0172203 923.0200095 673.0221868 673.0237914
## 120 886.0202973 726.0167902 731.0192461 481.0249895 481.0226190
## 121 825.0150526 665.0132773 670.0131213 420.0236858 420.0176133
## 122 985.0219331 825.0263673 830.0188490 580.0460925 580.0367479
## 123 1085.0195393 925.0192412 930.0157563 680.0304860 680.0254644
## 124 1070.0178496 910.0155334 915.0185740 665.0222192 665.0188787
## 125 1070.0191904 910.0176344 915.0202620 665.0257136 665.0201886
## 126 1072.0146181 912.0114670 917.0128849 667.0165248 667.0142131
## 127 1098.0115776 938.0089001 943.0099704 693.0134172 693.0109490
## 128 984.0246084 824.0247655 829.0198543 579.0411089 579.0361980
## 129 1108.0154520 948.0130820 953.0124731 703.0195222 703.0165347
## 130 870.0229472 710.0204177 715.0210921 465.0336750 465.0308271
## 131 820.0199328 660.0214547 665.0152209 415.0338914 415.0337772
## 132 920.0197419 760.0194500 765.0158619 515.0294162 515.0292922
## 133 890.0237325 730.0238972 735.0192840 485.0377381 485.0372343
## 134 850.0210567 690.0213623 695.0170641 445.0341777 445.0328279
## 135 800.0227294 640.0206148 645.0207166 395.0340243 395.0373028
## 136 755.0268635 595.0264226 600.0250608 350.0461736 350.0501507
## 137 730.0364039 570.0378856 575.0340828 325.0705787 325.0710951
## 138 935.0306136 775.0313624 780.0272190 530.0507793 530.0488615
## 139 870.0236812 710.0219984 715.0223024 465.0345772 465.0373359
## 140 860.0210327 700.0211739 705.0162441 455.0373822 455.0357412
## 141 850.0228243 690.0227142 695.0185054 445.0391437 445.0390119
## 142 670.0235739 510.0230450 515.0217339 265.0458539 265.0489905
## 143 930.0223772 770.0224997 775.0178412 525.0369996 525.0366415
## 144 900.0186033 740.0167838 745.0167276 495.0269339 495.0271821
## 145 595.0292927 435.0334934 440.0285275 190.0767892 190.0771702
## 146 620.0296469 460.0314266 465.0283696 215.0688486 215.0699724
## 147 1035.0285216 875.0270858 880.0278353 630.0376648 630.0397294
## 148 825.0285949 665.0288895 670.0277543 420.0486937 420.0492883
## 149 800.0224243 640.0226125 645.0211924 395.0391664 395.0401684
## 150 900.0224773 740.0241628 745.0198973 495.0379327 495.0375819
## 151 950.0201345 790.0231542 795.0161256 545.0365621 545.0343861
## 152 970.0196979 810.0212753 815.0166397 565.0322284 565.0312571
## 153 1025.0163689 865.0180987 870.0115907 620.0288054 620.0257508
## 154 775.0226455 615.0233700 620.0228652 370.0409440 370.0434345
## 155 810.0232962 650.0230195 655.0202352 405.0374171 405.0395532
## 156 725.0328238 565.0350050 570.0337638 320.0660989 320.0669806
## 157 970.0198554 810.0191797 815.0196523 565.0289255 565.0300429
## 158 570.0411201 410.0498277 415.0395221 165.1407132 165.1369447
## 159 790.0151772 630.0183830 635.0155025 385.0371584 385.0348792
## 160 830.0149337 670.0155790 675.0141438 425.0293330 425.0285982
## 161 930.0229091 770.0217765 775.0210686 525.0340065 525.0340676
## 162 770.0191907 610.0200074 615.0152414 365.0372022 365.0384141
## 163 880.0223635 720.0227195 725.0177054 475.0385108 475.0379201
## 164 775.0231088 615.0234341 620.0199733 370.0400536 370.0410915
## 165 835.0219091 675.0219014 680.0204872 430.0359818 430.0384235
## 166 930.0246281 770.0236604 775.0229962 525.0364799 525.0377428
## 167 755.0213274 595.0248575 600.0183475 350.0478261 350.0468646
## 168 765.0244388 605.0244064 610.0237818 360.0420913 360.0450542
## 169 700.0215302 540.0251512 545.0176163 295.0531753 295.0510661
## 170 820.0231760 660.0272245 665.0198658 415.0494228 415.0454971
## 171 940.0246065 780.0234546 785.0211960 535.0346596 535.0354696
## 172 980.0241342 820.0230860 825.0223946 575.0334537 575.0360732
## 173 790.0193855 630.0199734 635.0188092 385.0350685 385.0379400
## 174 710.0306703 550.0332882 555.0318765 305.0642568 305.0659594
## 175 700.0243738 540.0267683 545.0220440 295.0542010 295.0531912
## 176 615.0304158 455.0374036 460.0309561 210.0846341 210.0862048
## 177 610.0258545 450.0316082 455.0235238 205.0747986 205.0766491
## 178 890.0243568 730.0265435 735.0229986 485.0452963 485.0448008
## 11 12 13 14 15
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12 230.0109018
## 13 190.0087963 40.0092705
## 14 360.0048304 130.0226732 170.0089514
## 15 37.0347486 267.0191163 227.0163919 397.0033479
## 16 200.0101680 30.0623607 10.1924033 160.0267784 237.0205111
## 17 230.0115248 2.7766199 40.0916684 130.0477216 267.0215494
## 18 380.0069739 150.0170036 190.0126562 20.2651979 417.0149719
## 19 170.0088571 400.0093201 360.0081347 530.0040876 133.0107383
## 20 665.0028200 435.0067234 475.0059937 305.0187771 702.0077431
## 21 730.0014413 500.0062286 540.0056686 370.0133604 767.0052198
## 22 740.0068096 510.0096610 550.0079012 380.0225342 777.0134539
## 23 475.0029958 245.0054408 285.0030997 115.0247547 512.0090679
## 24 495.0072220 265.0064264 305.0054731 135.0400027 532.0157643
## 25 665.0055077 435.0066616 475.0048943 305.0188913 702.0123045
## 26 680.0193048 450.0296123 490.0264784 320.0595703 717.0293259
## 27 315.0064911 85.0106488 125.0029438 45.0575229 352.0142873
## 28 225.0180728 5.1070180 35.0332842 135.0353870 262.0290948
## 29 595.0051938 365.0093940 405.0066888 235.0230909 632.0116272
## 30 475.0034209 245.0038290 285.0021769 115.0204326 512.0079488
## 31 225.0098783 5.7301541 35.0834541 135.0363888 262.0221206
## 32 5.0872976 235.0064433 195.0063684 365.0074898 32.0814752
## 33 520.0054927 290.0024124 330.0024017 160.0259147 557.0123636
## 34 275.0194654 45.0999436 85.0590224 85.1049623 312.0313434
## 35 415.0081884 185.0098028 225.0099706 55.1193340 452.0182138
## 36 590.0038853 360.0063767 400.0043890 230.0206225 627.0104502
## 37 630.0057746 400.0041013 440.0046943 270.0233589 667.0125338
## 38 405.0099238 175.0060686 215.0071527 45.1315624 442.0198798
## 39 490.0099993 260.0045379 300.0066753 130.0450496 527.0169939
## 40 750.0034357 520.0107082 560.0092227 390.0180187 787.0065114
## 41 715.0013300 485.0051696 525.0038724 355.0112673 752.0053566
## 42 475.0114834 245.0132519 285.0101883 115.0559022 512.0181286
## 43 415.0005702 185.0136053 225.0068386 55.0366069 452.0043088
## 44 830.0074710 600.0076120 640.0067821 470.0185793 867.0126585
## 45 625.0040018 395.0063600 435.0053379 265.0190677 662.0093234
## 46 430.0074471 200.0153862 240.0111578 70.0813521 467.0137881
## 47 445.0027656 215.0160936 255.0083927 85.0281630 482.0054847
## 48 525.0023031 295.0087591 335.0056884 165.0161994 562.0051688
## 49 450.0025863 220.0070845 260.0038540 90.0337803 487.0080672
## 50 250.0017654 20.0791651 60.0177111 110.0165847 287.0061182
## 51 360.0070209 130.0288721 170.0186478 2.5696969 397.0089915
## 52 245.0022602 15.1031400 55.0139251 115.0160404 282.0103884
## 53 320.0002833 90.0305344 130.0134576 40.0338627 357.0023121
## 54 135.0149634 95.0224253 55.0363887 225.0186197 172.0273815
## 55 450.0040881 220.0077164 260.0086199 90.0573459 487.0101016
## 56 390.0044799 160.0247535 200.0182243 30.2079684 427.0127135
## 57 540.0011306 310.0073210 350.0057625 180.0193287 577.0047231
## 58 240.0053697 10.1380954 50.0183718 120.0249118 277.0151710
## 59 225.0011740 5.5565217 35.0638497 135.0210408 262.0070075
## 60 990.0289785 760.0220849 800.0251148 630.0441727 1027.0335388
## 61 830.0248876 600.0157463 640.0186997 470.0442543 867.0325401
## 62 1060.0170709 830.0093807 870.0116897 700.0267287 1097.0227155
## 63 880.0123477 650.0053993 690.0074436 520.0213622 917.0176650
## 64 1090.0060120 860.0063325 900.0054908 730.0114663 1127.0105609
## 65 1155.0142397 925.0094106 965.0108455 795.0241302 1192.0212911
## 66 832.0074414 602.0050672 642.0053103 472.0184728 869.0142791
## 67 1008.0080513 778.0079651 818.0068531 648.0110924 1045.0104664
## 68 1000.0125501 770.0082632 810.0086456 640.0199006 1037.0181352
## 69 760.0178040 530.0094745 570.0125006 400.0365624 797.0249263
## 70 792.0201599 562.0251588 602.0282756 432.0562869 829.0282141
## 71 640.0260132 410.0201394 450.0237236 280.0717455 677.0367823
## 72 1100.0064555 870.0076810 910.0061462 740.0128275 1137.0117177
## 73 1038.0112895 808.0071067 848.0076907 678.0201076 1075.0175938
## 74 525.0215323 295.0489068 335.0429131 165.1200651 562.0342035
## 75 624.0095724 394.0132358 434.0124337 264.0384214 661.0185865
## 76 1082.0165749 852.0107684 892.0128276 722.0275929 1119.0230399
## 77 1118.0115335 888.0069598 928.0082041 758.0173465 1155.0156967
## 78 1010.0167987 780.0118092 820.0137630 650.0319156 1047.0246346
## 79 760.0127005 530.0125632 570.0155796 400.0386780 797.0201601
## 80 1047.0099346 817.0105606 857.0092389 687.0198091 1084.0164449
## 81 1232.0118876 1002.0090266 1042.0093553 872.0182791 1269.0174661
## 82 796.0085168 566.0061967 606.0058920 436.0184865 833.0147194
## 83 880.0192626 650.0156949 690.0154839 520.0352057 917.0280479
## 84 995.0200472 765.0159671 805.0156082 635.0324330 1032.0264731
## 85 990.0088423 760.0086950 800.0085519 630.0202585 1027.0155616
## 86 1060.0091052 830.0058553 870.0067405 700.0171544 1097.0151119
## 87 1015.0163574 785.0118637 825.0126263 655.0286918 1052.0242881
## 88 948.0201464 718.0184111 758.0180348 588.0376804 985.0295566
## 89 830.0197339 600.0157442 640.0156316 470.0381970 867.0287273
## 90 885.0194379 655.0162026 695.0152496 525.0332999 922.0274793
## 91 1030.0172359 800.0115581 840.0121797 670.0272195 1067.0241889
## 92 1060.0174839 830.0126446 870.0132413 700.0290673 1097.0251110
## 93 1015.0189047 785.0125719 825.0132566 655.0293986 1052.0257352
## 94 1220.0092439 990.0084637 1030.0079672 860.0158149 1257.0144829
## 95 1165.0088941 935.0078355 975.0080808 805.0173831 1202.0148041
## 96 573.0184909 343.0358532 383.0364085 213.0939827 610.0289434
## 97 885.0209350 655.0222675 695.0246747 525.0525505 922.0312464
## 98 1082.0098681 852.0071569 892.0073306 722.0157955 1119.0147683
## 99 850.0057526 620.0071214 660.0056054 490.0129168 887.0105211
## 100 1104.0086424 874.0090739 914.0075257 744.0144813 1141.0137419
## 101 800.0142686 570.0109567 610.0122141 440.0299695 837.0209585
## 102 948.0161918 718.0106069 758.0122453 588.0284182 985.0228024
## 103 1072.0102908 842.0089353 882.0086657 712.0201764 1109.0168958
## 104 1095.0152294 865.0111957 905.0118000 735.0246658 1132.0216051
## 105 838.0126202 608.0095444 648.0094105 478.0243345 875.0193970
## 106 1195.0162589 965.0122779 1005.0121365 835.0244989 1232.0227861
## 107 1000.0134255 770.0093439 810.0095198 640.0221476 1037.0196678
## 108 1022.0163647 792.0114408 832.0119021 662.0272992 1059.0234025
## 109 1198.0106954 968.0083084 1008.0084524 838.0177233 1235.0161573
## 110 830.0100901 600.0136492 640.0116805 470.0261329 867.0179097
## 111 948.0157181 718.0230505 758.0208718 588.0346183 985.0216330
## 112 1185.0109095 955.0086001 995.0086056 825.0185540 1222.0167434
## 113 903.0199530 673.0163408 713.0167710 543.0382233 940.0288674
## 114 1076.0144191 846.0108383 886.0112286 716.0249362 1113.0218979
## 115 1125.0130895 895.0103262 935.0099150 765.0213593 1162.0197903
## 116 1103.0180716 873.0160537 913.0155717 743.0285693 1140.0255371
## 117 1015.0154995 785.0124500 825.0128420 655.0273439 1052.0226551
## 118 1165.0113618 935.0091016 975.0098643 805.0218799 1202.0183255
## 119 1138.0194113 908.0135295 948.0144422 778.0279993 1175.0244535
## 120 946.0161708 716.0139133 756.0136459 586.0292652 983.0231646
## 121 885.0108058 655.0123235 695.0109615 525.0249742 922.0181726
## 122 1045.0187177 815.0276057 855.0243062 685.0386722 1082.0264423
## 123 1145.0169721 915.0180666 955.0168359 785.0310504 1182.0246576
## 124 1130.0144624 900.0165385 940.0144870 770.0242557 1167.0192840
## 125 1130.0142111 900.0195653 940.0166146 770.0255205 1167.0194604
## 126 1132.0115198 902.0096159 942.0090432 772.0190322 1169.0174791
## 127 1158.0091143 928.0079460 968.0071283 798.0156028 1195.0144701
## 128 1044.0221673 814.0218230 854.0206801 684.0391971 1081.0311202
## 129 1168.0126213 938.0109366 978.0104939 808.0217262 1205.0193456
## 130 930.0199966 700.0179364 740.0169144 570.0355557 967.0275883
## 131 880.0193710 650.0147871 690.0186339 520.0433360 917.0270617
## 132 980.0194149 750.0146276 790.0168948 620.0372631 1017.0264477
## 133 950.0233106 720.0184701 760.0205710 590.0444315 987.0312874
## 134 910.0201039 680.0166586 720.0187835 550.0421552 947.0278423
## 135 860.0226015 630.0144246 670.0161146 500.0382409 897.0291372
## 136 815.0274057 585.0198164 625.0217436 455.0498464 852.0342296
## 137 790.0355125 560.0313197 600.0320206 430.0695402 827.0446253
## 138 995.0301206 765.0278953 805.0274903 635.0514885 1032.0381896
## 139 930.0240686 700.0173181 740.0183807 570.0388673 967.0298805
## 140 920.0208987 690.0167138 730.0173764 560.0391714 957.0289594
## 141 910.0230204 680.0175001 720.0186193 550.0417125 947.0308204
## 142 730.0235479 500.0167721 540.0186202 370.0493866 767.0308188
## 143 990.0228651 760.0177296 800.0187510 630.0395107 1027.0303708
## 144 960.0183755 730.0138960 770.0141761 600.0311220 997.0242608
## 145 655.0282842 425.0273444 465.0298606 295.0774018 692.0365060
## 146 680.0285517 450.0249612 490.0267205 320.0693197 717.0370862
## 147 1095.0285756 865.0234028 905.0242627 735.0432136 1132.0338638
## 148 885.0286829 655.0257328 695.0256245 525.0509715 922.0351344
## 149 860.0231046 630.0195533 670.0200627 500.0430610 897.0289830
## 150 960.0231004 730.0209656 770.0224914 600.0446073 997.0292891
## 151 1010.0207353 780.0202989 820.0219125 650.0426552 1047.0274233
## 152 1030.0201904 800.0184423 840.0200225 670.0391512 1067.0262285
## 153 1085.0163370 855.0155641 895.0166029 725.0335218 1122.0233569
## 154 835.0240318 605.0207621 645.0211903 475.0443659 872.0288244
## 155 870.0235147 640.0168607 680.0194373 510.0445932 907.0305352
## 156 785.0330393 555.0322705 595.0313893 425.0640951 822.0394647
## 157 1030.0206730 800.0176485 840.0176591 670.0330699 1067.0248766
## 158 630.0407944 400.0434414 440.0419313 270.1050894 667.0513907
## 159 850.0169884 620.0201837 660.0180224 490.0339323 887.0207633
## 160 890.0162161 660.0153205 700.0143033 530.0298239 927.0207361
## 161 990.0227026 760.0188557 800.0190564 630.0380716 1027.0288772
## 162 830.0205242 600.0147203 640.0165742 470.0407732 867.0274623
## 163 940.0227227 710.0177866 750.0189720 580.0414702 977.0305180
## 164 835.0231240 605.0178370 645.0201415 475.0470632 872.0304657
## 165 895.0231714 665.0179595 705.0192336 535.0409434 932.0286127
## 166 990.0249753 760.0200811 800.0206469 630.0406027 1027.0308983
## 167 815.0229949 585.0218943 625.0227112 455.0496250 852.0295719
## 168 825.0251761 595.0200587 635.0213125 465.0469560 862.0309749
## 169 760.0227124 530.0214999 570.0222682 400.0528952 797.0303804
## 170 880.0236480 650.0256149 690.0255295 520.0508720 917.0308920
## 171 1000.0240265 770.0179487 810.0199760 640.0416350 1037.0312879
## 172 1040.0250141 810.0185619 850.0201050 680.0390920 1077.0304202
## 173 850.0213608 620.0170112 660.0178338 490.0386277 887.0259327
## 174 770.0315663 540.0307387 580.0301109 410.0623921 807.0373782
## 175 760.0248902 530.0232383 570.0237251 400.0551049 797.0322801
## 176 675.0316606 445.0333087 485.0347652 315.0808874 712.0382032
## 177 670.0276525 440.0258257 480.0281620 310.0717271 707.0350372
## 178 950.0259508 720.0251256 760.0243660 590.0450936 987.0313914
## 16 17 18 19 20
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17 30.0221263
## 18 180.0017352 150.0025900
## 19 370.0047101 400.0061872 550.0051215
## 20 465.0065145 435.0060989 285.0095648 835.0062170
## 21 530.0054964 500.0064083 350.0094722 900.0046887 65.0112078
## 22 540.0098896 510.0091755 360.0105548 910.0104671 75.0231919
## 23 275.0096749 245.0166878 95.0296625 645.0070324 190.0093162
## 24 295.0105367 265.0173106 115.0240002 665.0105078 170.0151126
## 25 465.0068765 435.0092702 285.0083286 835.0083900 2.3488860
## 26 480.0162014 450.0137525 300.0180214 850.0172183 15.6769751
## 27 115.0140020 85.0319442 65.0222053 485.0072744 350.0069040
## 28 25.1525135 6.0736908 155.0272988 395.0172580 440.0068756
## 29 395.0036513 365.0050050 215.0036112 765.0057492 70.0499908
## 30 275.0124130 245.0201759 95.0399692 645.0071819 190.0092924
## 31 25.0547624 5.2218373 155.0045199 395.0085551 440.0063281
## 32 205.0044020 235.0056422 385.0033102 165.0099982 670.0016204
## 33 320.0057538 290.0118258 140.0129289 690.0073030 145.0173301
## 34 75.0130119 45.0303059 105.0084680 445.0102759 390.0143721
## 35 215.0052446 185.0091114 35.0212895 585.0088217 250.0079602
## 36 390.0070010 360.0087017 210.0098910 760.0074909 75.0154256
## 37 430.0023206 400.0046285 250.0028225 800.0062407 35.0759775
## 38 205.0099771 175.0195385 25.0720130 575.0108037 260.0103572
## 39 290.0168375 260.0290420 110.0498638 660.0126957 175.0225118
## 40 550.0094130 520.0075308 370.0132873 920.0064648 85.0084564
## 41 515.0052208 485.0057021 335.0076761 885.0047258 50.0056148
## 42 275.0244091 245.0296569 95.0621730 645.0149654 190.0142374
## 43 215.0118291 185.0153784 35.0781833 585.0042173 250.0048048
## 44 630.0111989 600.0112493 450.0128324 1000.0108993 165.0133520
## 45 425.0111469 395.0138233 245.0187878 795.0089000 40.0219513
## 46 230.0132502 200.0114309 50.0445358 600.0085860 235.0050401
## 47 245.0182313 215.0208712 65.0670771 615.0065877 220.0074370
## 48 325.0142167 295.0182152 145.0346086 695.0067118 140.0097515
## 49 250.0062364 220.0077708 70.0185585 620.0048430 215.0039823
## 50 50.0269245 20.0917091 130.0141651 420.0028390 415.0039936
## 51 160.0455460 130.0679018 20.4084360 530.0125078 305.0106129
## 52 45.0306890 15.1556619 135.0117313 415.0053781 420.0046316
## 53 120.0182297 90.0304838 60.0476512 490.0021924 345.0069124
## 54 65.0010136 95.0045453 245.0008270 305.0052972 530.0055615
## 55 250.0101156 220.0138920 70.0423157 620.0072225 215.0026844
## 56 190.0131118 160.0105111 10.2023120 560.0081564 275.0013259
## 57 340.0065194 310.0074465 160.0160023 710.0039162 125.0041841
## 58 40.0142847 10.1096935 140.0033218 410.0054699 425.0043069
## 59 25.0802880 5.3693768 155.0150884 395.0045703 440.0025917
## 60 790.0358509 760.0447145 610.0488029 1160.0302914 325.0738145
## 61 630.0218002 600.0292760 450.0301254 1000.0224538 165.1038601
## 62 860.0154479 830.0193799 680.0189593 1230.0171481 395.0329289
## 63 680.0130154 650.0187856 500.0184328 1050.0137217 215.0386904
## 64 890.0099500 860.0124167 710.0116914 1260.0102629 425.0116138
## 65 955.0115277 925.0146416 775.0129152 1325.0153650 490.0249768
## 66 632.0068240 602.0093445 452.0077372 1002.0098979 167.0228776
## 67 808.0158927 778.0203635 628.0211864 1178.0122400 343.0226818
## 68 800.0157537 770.0203666 620.0195381 1170.0159520 335.0278081
## 69 560.0135265 530.0193181 380.0196758 930.0156807 95.1115416
## 70 592.0280434 562.0316948 412.0419305 962.0242756 127.0815438
## 71 440.0275397 410.0333112 260.0428085 810.0259728 25.3971174
## 72 900.0071412 870.0080344 720.0067274 1270.0089390 435.0132989
## 73 838.0110243 808.0130388 658.0118936 1208.0135837 373.0185466
## 74 325.0278614 295.0249746 145.0508703 695.0220217 140.0594582
## 75 424.0161205 394.0195614 244.0250314 794.0150979 41.0736877
## 76 882.0179619 852.0223219 702.0221004 1252.0193416 417.0294770
## 77 918.0148785 888.0194404 738.0191268 1288.0146384 453.0213895
## 78 810.0162958 780.0186437 630.0187950 1180.0190699 345.0287556
## 79 560.0166418 530.0200004 380.0254255 930.0164067 95.0526236
## 80 847.0113900 817.0115616 667.0109753 1217.0132331 382.0161384
## 81 1032.0141362 1002.0179824 852.0165015 1402.0155218 567.0204016
## 82 596.0122536 566.0162947 416.0161421 966.0124708 131.0337699
## 83 680.0189586 650.0234354 500.0223630 1050.0206680 215.0619378
## 84 795.0199273 765.0209378 615.0215176 1165.0202610 330.0410091
## 85 790.0114028 760.0126446 610.0125275 1160.0132458 325.0131501
## 86 860.0098654 830.0132566 680.0119019 1230.0122473 395.0167255
## 87 815.0154880 785.0188588 635.0174507 1185.0183901 350.0336953
## 88 748.0192857 718.0221352 568.0213260 1118.0217950 283.0510293
## 89 630.0201652 600.0238209 450.0238107 1000.0213572 165.0692047
## 90 685.0218333 655.0265125 505.0260024 1055.0217830 220.0610853
## 91 830.0172786 800.0210839 650.0198129 1200.0190083 365.0353605
## 92 860.0163871 830.0190447 680.0178145 1230.0191115 395.0325273
## 93 815.0181628 785.0217443 635.0207467 1185.0196807 350.0401331
## 94 1020.0126793 990.0144722 840.0137753 1390.0136569 555.0127379
## 95 965.0113354 935.0133238 785.0126891 1335.0132050 500.0121181
## 96 373.0272235 343.0271539 193.0513692 743.0214183 92.0666299
## 97 685.0203415 655.0198940 505.0242205 1055.0229200 220.0458869
## 98 882.0136332 852.0177056 702.0168428 1252.0138270 417.0194473
## 99 650.0117911 620.0149896 470.0154634 1020.0104940 185.0206977
## 100 904.0125119 874.0146351 724.0136831 1274.0127397 439.0167000
## 101 600.0206636 570.0269778 420.0296829 970.0187429 135.0581271
## 102 748.0190514 718.0240005 568.0243728 1118.0193314 283.0367272
## 103 872.0112359 842.0119483 692.0112756 1242.0136428 407.0143303
## 104 895.0181329 865.0215963 715.0210818 1265.0190009 430.0259367
## 105 638.0170157 608.0215636 458.0218358 1008.0166589 173.0412423
## 106 995.0158697 965.0176793 815.0163721 1365.0180761 530.0257456
## 107 800.0159665 770.0195808 620.0187640 1170.0167555 335.0272730
## 108 822.0160511 792.0184274 642.0175800 1192.0180939 357.0308360
## 109 998.0135732 968.0158606 818.0151264 1368.0147987 533.0148264
## 110 630.0138296 600.0149341 450.0155188 1000.0145324 165.0324599
## 111 748.0273301 718.0268413 568.0326241 1118.0224367 283.0300129
## 112 985.0129993 955.0146608 805.0138821 1355.0147106 520.0145109
## 113 703.0157221 673.0178725 523.0170548 1073.0191178 238.0563819
## 114 876.0137277 846.0165755 696.0149379 1246.0167596 411.0269257
## 115 925.0129413 895.0149973 745.0133241 1295.0154515 460.0228741
## 116 903.0196715 873.0241566 723.0226043 1273.0209317 438.0390362
## 117 815.0190532 785.0226064 635.0224644 1185.0197799 350.0295740
## 118 965.0116835 935.0132331 785.0124423 1335.0148334 500.0150013
## 119 938.0216318 908.0246011 758.0250560 1308.0211351 473.0323494
## 120 746.0212682 716.0241305 566.0251126 1116.0206217 281.0335768
## 121 685.0148919 655.0157635 505.0164257 1055.0154824 220.0232715
## 122 845.0191433 815.0163217 665.0187841 1215.0193334 380.0419341
## 123 945.0172435 915.0159434 765.0164359 1315.0193339 480.0253361
## 124 930.0205629 900.0198366 750.0217190 1300.0185828 465.0212279
## 125 930.0220894 900.0212400 750.0234737 1300.0194975 465.0227611
## 126 932.0140302 902.0159638 752.0150041 1302.0153047 467.0180176
## 127 958.0110627 928.0119961 778.0111367 1328.0124986 493.0125851
## 128 844.0205414 814.0207638 664.0207089 1214.0228665 379.0445385
## 129 968.0136532 938.0148461 788.0138361 1338.0159635 503.0184241
## 130 730.0228492 700.0239986 550.0252486 1100.0224441 265.0445235
## 131 680.0183357 650.0203499 500.0240115 1050.0198938 215.0449383
## 132 780.0185452 750.0193268 600.0215413 1150.0200396 315.0340821
## 133 750.0219257 720.0226458 570.0252660 1120.0232760 285.0465607
## 134 710.0202982 680.0205062 530.0239111 1080.0212678 245.0393066
## 135 660.0216939 630.0262587 480.0275902 1030.0213394 195.0729909
## 136 615.0265462 585.0302656 435.0343522 985.0246835 150.1060508
## 137 590.0362641 560.0382653 410.0454457 960.0327014 125.1541111
## 138 795.0288591 765.0281305 615.0311222 1165.0284697 330.0632065
## 139 730.0236006 700.0262309 550.0282972 1100.0224875 265.0603143
## 140 720.0174759 690.0181438 540.0187529 1090.0198487 255.0500266
## 141 710.0197581 680.0212264 530.0223060 1080.0214024 245.0583928
## 142 530.0237556 500.0272044 350.0323013 900.0219687 65.1715342
## 143 790.0189295 760.0198547 610.0205480 1160.0210521 325.0485491
## 144 760.0183207 730.0191787 580.0203994 1130.0184747 295.0380005
## 145 455.0333622 425.0342108 275.0501768 825.0271747 10.9627680
## 146 480.0319810 450.0340434 300.0453577 850.0272931 15.7441832
## 147 895.0298970 865.0310311 715.0341563 1265.0276760 430.0512354
## 148 685.0298541 655.0297863 505.0349999 1055.0267165 220.0778657
## 149 660.0233077 630.0232835 480.0276678 1030.0214179 195.0652813
## 150 760.0229229 730.0214889 580.0264018 1130.0221531 295.0441906
## 151 810.0191311 780.0166199 630.0210442 1180.0199976 345.0339560
## 152 830.0195924 800.0178901 650.0218568 1200.0199084 365.0318847
## 153 885.0139175 855.0118518 705.0138884 1255.0166436 420.0224248
## 154 635.0248440 605.0249124 455.0307348 1005.0212923 170.0793983
## 155 670.0225918 640.0249662 490.0283177 1040.0224834 205.0635868
## 156 585.0360399 555.0355048 405.0450137 955.0295642 120.1480882
## 157 830.0213939 800.0209565 650.0239552 1200.0195320 365.0390795
## 158 430.0409947 400.0412876 250.0579914 800.0337528 35.5151075
## 159 650.0163646 620.0129201 470.0176138 1020.0137660 185.0563459
## 160 690.0151929 660.0136785 510.0162385 1060.0142682 225.0432324
## 161 790.0229712 760.0231447 610.0254804 1160.0223492 325.0449030
## 162 630.0166653 600.0180626 450.0200870 1000.0180174 165.0685646
## 163 740.0191220 710.0198873 560.0210902 1110.0211186 275.0519315
## 164 635.0227729 605.0241223 455.0284437 1005.0223996 170.0677228
## 165 695.0223164 665.0232605 515.0269198 1065.0209107 230.0605806
## 166 790.0247029 760.0254883 610.0280735 1160.0236367 325.0521047
## 167 615.0206347 585.0186317 435.0242117 985.0198418 150.0778702
## 168 625.0259735 595.0274426 445.0328448 995.0230804 160.0858652
## 169 560.0198805 530.0182193 380.0235076 930.0198192 95.1105293
## 170 680.0226124 650.0188676 500.0247283 1050.0218567 215.0574579
## 171 800.0235495 770.0253791 620.0274294 1170.0242212 335.0457158
## 172 840.0240408 810.0257677 660.0280151 1210.0233014 375.0488893
## 173 650.0202816 620.0208065 470.0249456 1020.0182544 185.0679305
## 174 570.0340967 540.0334445 390.0433493 940.0275598 105.1588596
## 175 560.0246980 530.0236046 380.0302891 930.0226554 95.1202875
## 176 475.0350452 445.0334806 295.0507343 845.0272565 11.2340919
## 177 470.0266824 440.0264512 290.0383127 840.0231574 6.9226881
## 178 750.0242584 720.0222766 570.0265679 1120.0222942 285.0619194
## 21 22 23 24 25
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22 10.3752831
## 23 255.0060213 265.0102967
## 24 235.0129349 245.0082754 20.0327084
## 25 65.0535047 75.0188429 190.0055350 170.0021416
## 26 50.2424502 60.1189511 205.0545657 185.0461717 15.4162907
## 27 415.0076979 425.0063673 160.0055202 180.0059037 350.0032941
## 28 505.0073056 515.0080502 250.0060616 270.0049712 440.0064313
## 29 135.0284500 145.0211199 120.0178966 100.0180713 70.0138715
## 30 255.0075138 265.0125352 0.9367601 20.0720809 190.0120414
## 31 505.0062233 515.0058211 250.0095436 270.0099893 440.0037135
## 32 735.0012828 745.0051516 480.0027698 500.0053031 670.0043113
## 33 210.0140313 220.0127018 45.0154411 25.0119525 145.0057643
## 34 455.0123184 465.0152566 200.0270704 220.0214486 390.0114626
## 35 315.0086683 325.0075528 60.0316366 80.0142026 250.0052609
## 36 140.0138940 150.0056149 115.0053360 95.0061424 75.0051152
## 37 100.0332663 110.0276603 155.0130188 135.0085983 35.0393563
## 38 325.0109568 335.0079385 70.0209185 90.0055231 260.0042305
## 39 240.0165961 250.0202978 15.1103097 5.2627536 175.0176231
## 40 20.0735156 10.3492909 275.0146473 255.0229329 85.0686515
## 41 15.0305890 25.0788755 240.0036633 220.0091212 50.0414942
## 42 255.0198597 265.0069280 2.3666065 20.1304883 190.0165039
## 43 315.0033192 325.0106310 60.0183759 80.0371077 250.0116099
## 44 100.0493820 90.0102756 355.0100853 335.0090431 165.0193229
## 45 105.0129344 115.0162674 150.0058629 130.0119943 40.0544757
## 46 300.0110556 310.0055189 45.0690036 65.0523991 235.0135746
## 47 285.0078744 295.0110598 30.0630320 50.0776972 220.0169930
## 48 205.0066174 215.0177124 50.0257262 30.1078866 140.0275264
## 49 280.0061364 290.0068257 25.0439788 45.0408410 215.0082216
## 50 480.0034603 490.0094762 225.0078354 245.0142165 415.0090229
## 51 370.0070091 380.0171489 115.0209752 135.0365298 305.0202117
## 52 485.0033234 495.0070004 230.0022527 250.0065047 420.0037504
## 53 410.0040586 420.0136738 155.0126520 175.0248808 345.0126937
## 54 595.0052520 605.0083173 340.0084139 360.0093403 530.0061132
## 55 280.0025114 290.0124241 25.0704802 45.0598770 215.0171654
## 56 340.0023061 350.0060073 85.0268842 105.0299571 275.0102101
## 57 190.0025463 200.0180482 65.0250817 45.0731691 125.0293464
## 58 490.0045542 500.0059232 235.0051601 255.0066127 425.0035969
## 59 505.0017424 515.0083271 250.0080007 270.0148948 440.0090364
## 60 260.0964714 250.0992156 515.0395237 495.0367871 325.0714638
## 61 100.1924824 90.1648596 355.0377896 335.0273685 165.0694198
## 62 330.0488130 320.0352507 585.0198170 565.0143993 395.0268018
## 63 150.0631254 140.0578394 405.0136941 385.0096993 215.0283550
## 64 360.0142304 350.0096145 615.0035591 595.0029638 425.0051476
## 65 425.0326005 415.0213613 680.0137059 660.0078637 490.0127933
## 66 102.0482602 92.0232904 357.0061126 337.0013652 167.0045603
## 67 278.0279734 268.0295443 533.0078969 513.0100935 343.0196875
## 68 270.0400870 260.0258211 525.0109864 505.0074614 335.0160935
## 69 30.4135153 20.4842618 285.0302872 265.0210166 95.0775517
## 70 62.1480208 52.2667706 317.0398660 297.0404543 127.1147765
## 71 90.1448267 100.0798185 165.0626903 145.0461351 25.3393277
## 72 370.0183954 360.0066032 625.0054207 605.0032503 435.0019121
## 73 308.0319194 298.0119961 563.0104142 543.0055620 373.0100523
## 74 205.0400195 215.0345184 50.2023488 30.2928022 140.0508850
## 75 106.0313781 116.0185664 149.0153919 129.0114375 41.0441543
## 76 352.0403016 342.0303882 607.0168635 587.0121079 417.0233343
## 77 388.0273696 378.0251285 643.0106632 623.0090475 453.0185359
## 78 280.0464846 270.0258024 535.0188434 515.0122381 345.0226579
## 79 30.1663796 20.3611813 285.0224540 265.0209618 95.0809082
## 80 317.0278292 307.0049512 572.0096600 552.0059364 382.0060046
## 81 502.0240555 492.0172134 757.0092625 737.0062433 567.0106380
## 82 66.0836566 56.0486458 321.0065600 301.0033236 131.0137257
## 83 150.1031081 140.0556497 405.0227083 385.0133209 215.0246116
## 84 265.0723518 255.0304637 520.0262973 500.0196273 330.0298455
## 85 260.0223273 250.0072639 515.0075432 495.0044277 325.0074667
## 86 330.0218619 320.0156009 585.0066741 565.0032858 395.0079657
## 87 285.0496253 275.0258278 540.0164669 520.0092974 350.0158555
## 88 218.0770914 208.0389927 473.0237660 453.0146840 283.0219055
## 89 100.1462031 90.0661345 355.0252614 335.0149452 165.0318259
## 90 155.1034391 145.0512222 410.0222240 390.0140689 220.0259540
## 91 300.0533899 290.0277135 555.0176045 535.0109991 365.0191175
## 92 330.0494387 320.0229992 585.0182034 565.0110418 395.0172096
## 93 285.0628086 275.0326175 540.0211239 520.0139499 350.0237171
## 94 490.0178775 480.0076325 745.0069912 725.0049423 555.0072975
## 95 435.0161519 425.0089289 690.0066712 670.0041995 500.0072358
## 96 157.0337993 167.0537857 98.0991844 78.1206530 92.1084852
## 97 155.0795320 145.0606178 410.0339023 390.0264834 220.0499003
## 98 352.0248252 342.0186379 607.0074837 587.0055764 417.0116540
## 99 120.0334407 110.0264159 375.0037932 355.0044097 185.0105205
## 100 374.0228927 364.0095859 629.0065765 609.0047718 439.0060069
## 101 70.1206244 60.1195440 325.0166965 305.0134322 135.0463953
## 102 218.0564797 208.0402101 473.0172470 453.0122658 283.0277044
## 103 342.0252930 332.0055029 597.0093194 577.0052014 407.0070451
## 104 365.0373628 355.0207631 620.0142018 600.0098368 430.0173661
## 105 108.0812010 98.0440276 363.0121852 343.0075105 173.0209010
## 106 465.0384505 455.0156806 720.0160268 700.0103811 530.0138785
## 107 270.0427096 260.0209399 525.0122777 505.0077157 335.0150060
## 108 292.0509205 282.0215118 547.0174945 527.0109223 357.0179511
## 109 468.0213195 458.0102931 723.0085386 703.0058191 533.0097241
## 110 100.0642372 90.0222541 355.0113736 335.0075253 165.0101838
## 111 218.0489466 208.0306040 473.0233417 453.0244314 283.0387297
## 112 455.0224858 445.0081928 710.0090219 690.0057016 520.0087803
## 113 173.0959702 163.0504686 428.0272215 408.0171171 238.0280922
## 114 346.0381358 336.0186442 601.0134144 581.0072876 411.0112975
## 115 395.0336006 385.0128528 650.0118113 630.0065824 460.0086417
## 116 373.0479819 363.0311381 628.0175948 608.0119381 438.0172943
## 117 285.0436550 275.0235827 540.0148438 520.0099752 350.0183843
## 118 435.0217199 425.0099057 690.0098460 670.0055486 500.0087555
## 119 408.0491136 398.0291560 663.0220600 643.0178032 473.0286518
## 120 216.0576845 206.0254520 471.0173921 451.0126686 281.0235584
## 121 155.0466282 145.0100270 410.0113197 390.0074572 220.0113177
## 122 315.0579225 305.0328104 570.0297331 550.0258028 380.0276177
## 123 415.0405263 405.0125974 670.0201853 650.0146858 480.0162442
## 124 400.0363517 390.0125771 655.0177228 635.0162425 465.0206373
## 125 400.0345303 390.0137792 655.0175124 635.0168627 465.0198920
## 126 402.0274843 392.0096107 657.0096781 637.0061027 467.0088407
## 127 428.0212473 418.0046899 683.0075450 663.0047130 493.0059298
## 128 314.0677575 304.0288769 569.0278632 549.0194247 379.0238725
## 129 438.0280973 428.0088243 693.0113101 673.0067795 503.0086065
## 130 200.0837407 190.0291140 455.0255567 435.0185464 265.0297974
## 131 150.0822327 140.0734193 405.0310966 385.0250900 215.0559029
## 132 250.0613689 240.0365875 505.0273581 485.0212577 315.0377322
## 133 220.0840827 210.0475233 475.0340425 455.0260517 285.0459182
## 134 180.0788237 170.0449070 435.0306439 415.0241404 245.0462460
## 135 130.1419412 120.0913905 385.0334179 365.0249911 195.0557449
## 136 85.2479816 75.1697032 340.0478751 320.0383937 150.0931639
## 137 60.4301091 50.2685808 315.0662327 295.0531557 125.1309921
## 138 265.1065309 255.0525786 520.0448495 500.0357382 330.0520265
## 139 200.1079413 190.0639743 455.0358332 435.0287609 265.0524396
## 140 190.0929101 180.0435634 445.0303417 425.0212077 255.0351383
## 141 180.1079906 170.0568843 435.0342166 415.0247757 245.0439167
## 142 5.6104917 10.8319685 255.0468158 235.0370106 65.1561850
## 143 260.0814300 250.0432024 515.0322462 495.0236336 325.0367728
## 144 230.0721849 220.0327159 485.0256303 465.0198414 295.0331704
## 145 75.1986144 85.1102538 180.0816752 160.0757968 11.2955101
## 146 50.3324894 60.1471490 205.0694306 185.0589350 15.7969810
## 147 365.0805688 355.0492621 620.0398614 600.0343191 430.0515002
## 148 155.1560701 145.0845574 410.0491654 390.0417586 220.0755800
## 149 130.1443101 120.0803801 385.0410834 365.0349416 195.0686570
## 150 230.0828727 220.0514170 485.0388328 465.0338708 295.0565157
## 151 280.0609885 270.0390031 535.0346005 515.0299357 345.0458423
## 152 300.0575348 290.0356511 555.0320700 535.0278328 365.0431069
## 153 355.0399647 345.0198596 610.0237160 590.0186939 420.0257159
## 154 105.1863904 95.1191054 360.0468977 340.0422080 170.0892932
## 155 140.1272634 130.0843473 395.0377455 375.0299632 205.0640871
## 156 55.4552199 45.2909841 310.0691239 290.0615071 120.1498020
## 157 300.0693454 290.0385311 555.0319147 535.0282915 365.0429530
## 158 100.2459036 110.1125280 155.1315056 135.1138752 35.4217689
## 159 120.1308808 110.0759442 375.0387205 355.0372970 185.0641520
## 160 160.0942875 150.0460785 415.0301050 395.0264945 225.0438611
## 161 260.0808429 250.0392207 515.0328625 495.0266169 325.0418455
## 162 100.1581195 90.1003371 355.0360331 335.0275948 165.0614998
## 163 210.0931501 200.0488104 465.0335654 445.0246007 275.0410720
## 164 105.1567132 95.0994320 360.0397625 340.0319778 170.0730267
## 165 165.1194356 155.0743781 420.0393619 400.0333776 230.0632498
## 166 260.0905545 250.0494433 515.0368909 495.0303172 325.0486091
## 167 85.2031718 75.1289913 340.0481913 320.0417713 150.0896724
## 168 95.2051565 85.1326507 350.0464238 330.0399016 160.0907519
## 169 30.5191993 20.3962332 285.0503247 265.0418268 95.1161831
## 170 150.1230380 140.0661011 405.0456386 385.0396929 215.0675514
## 171 270.0766378 260.0450135 525.0326198 505.0252503 335.0432231
## 172 310.0791591 300.0500912 565.0356829 545.0296387 375.0476236
## 173 120.1504581 110.0990793 375.0406725 355.0359398 185.0738513
## 174 40.5897323 30.4310321 295.0698554 275.0633906 105.1686937
## 175 30.5699309 20.4158184 285.0535636 265.0453809 95.1290998
## 176 55.3433270 65.1945431 200.0962651 180.0934564 11.6558021
## 177 60.2741219 70.1539926 195.0814446 175.0742694 7.2918320
## 178 220.1125485 210.0627238 475.0456016 455.0397730 285.0608164
## 26 27 28 29 30
## 2
## 3
## 4
## 5
## 6
## 7
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## 12
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## 26
## 27 365.0256500
## 28 455.0319191 90.0179051
## 29 85.0504194 280.0049219 370.0127930
## 30 205.0710600 160.0068137 250.0036399 120.0318060
## 31 455.0107318 90.0181791 3.3277779 370.0008133 250.0154133
## 32 685.0155206 320.0040721 230.0123982 600.0037625 480.0030621
## 33 160.0561112 205.0023110 295.0030248 75.0211386 45.0261253
## 34 405.0116454 40.0974946 50.1330775 320.0059867 200.0355929
## 35 265.0215208 100.0133297 190.0122456 180.0064904 60.0463498
## 36 90.0853537 275.0032412 365.0061958 5.2692933 115.0112799
## 37 50.1159642 315.0038453 405.0056955 35.0304846 155.0190139
## 38 275.0288987 90.0106097 180.0057572 190.0098775 70.0281600
## 39 190.0814755 175.0148227 265.0012144 105.0519425 15.0922865
## 40 70.1989034 435.0112651 525.0113459 155.0406705 275.0130479
## 41 35.3025354 400.0044298 490.0058302 120.0227936 240.0046133
## 42 205.0706127 160.0154172 250.0080043 120.0492392 1.9138883
## 43 265.0472407 100.0162427 190.0187705 180.0163805 60.0190886
## 44 150.0810286 515.0064533 605.0052166 235.0248667 355.0083221
## 45 55.2410250 310.0073640 400.0044423 30.1453423 150.0046978
## 46 250.0381891 115.0157267 205.0169974 165.0207193 45.0592790
## 47 235.0631966 130.0168851 220.0184208 150.0300855 30.0454497
## 48 155.1076331 210.0118652 300.0090234 70.0756907 50.0123906
## 49 230.0408074 135.0042733 225.0103465 145.0125091 25.0448980
## 50 430.0294306 65.0210495 25.1246397 345.0088034 225.0066080
## 51 320.0700816 45.1000908 135.0261161 235.0358613 115.0114034
## 52 435.0230421 70.0094750 20.1361410 350.0038400 230.0047597
## 53 360.0390106 5.4244031 95.0482214 275.0128018 155.0126847
## 54 545.0137496 180.0084712 90.0462092 460.0029823 340.0104192
## 55 230.0559142 135.0187777 225.0085790 145.0301342 25.0565488
## 56 290.0279994 75.0378888 165.0282321 205.0128507 85.0343085
## 57 140.0900931 225.0098400 315.0100167 55.0669311 65.0219065
## 58 440.0175595 75.0055081 15.1778004 355.0023030 235.0075176
## 59 455.0267985 90.0259139 2.9725608 370.0088873 250.0081895
## 60 310.1453008 675.0330805 765.0161289 395.0771698 515.0344385
## 61 150.1246033 515.0221959 605.0129377 235.0589136 355.0382109
## 62 380.0533707 745.0132514 835.0065214 465.0301838 585.0179421
## 63 200.0932363 565.0098857 655.0026500 285.0330249 405.0120091
## 64 410.0342235 775.0057342 865.0043127 495.0116504 615.0048916
## 65 475.0222725 840.0105870 930.0073953 560.0155897 680.0160110
## 66 152.0456681 517.0043315 607.0036839 237.0102838 357.0091567
## 67 328.0789086 693.0096687 783.0053420 413.0278696 533.0060743
## 68 320.0598003 685.0099388 775.0045446 405.0254135 525.0105893
## 69 80.1677195 445.0148684 535.0080767 165.0519193 285.0304373
## 70 112.2142592 477.0364614 567.0206446 197.0920221 317.0415898
## 71 40.3757599 325.0295162 415.0135926 45.2646747 165.0610180
## 72 420.0125522 785.0045263 875.0071998 505.0041037 625.0087985
## 73 358.0314110 723.0070793 813.0043789 443.0159150 563.0106532
## 74 155.0210733 210.0546719 300.0502800 70.0857229 50.2749391
## 75 56.1765936 309.0144134 399.0093931 29.1555380 149.0233213
## 76 402.0549602 767.0147471 857.0065475 487.0308510 607.0160503
## 77 438.0575597 803.0106296 893.0036173 523.0260593 643.0088174
## 78 330.0436823 695.0142023 785.0078489 415.0284557 535.0189468
## 79 80.2124948 445.0203137 535.0089475 165.0644309 285.0226417
## 80 367.0186044 732.0074115 822.0084489 452.0109215 572.0121289
## 81 552.0334569 917.0100785 1007.0059951 637.0173464 757.0105263
## 82 116.1116445 481.0063800 571.0031114 201.0257474 321.0073614
## 83 200.0520433 565.0151788 655.0124475 285.0292305 405.0272006
## 84 315.0484437 680.0149955 770.0128161 400.0326381 520.0250165
## 85 310.0326162 675.0080065 765.0057534 395.0149783 515.0093542
## 86 380.0336619 745.0071140 835.0034147 465.0141179 585.0080981
## 87 335.0339779 700.0122639 790.0086269 420.0215789 540.0188469
## 88 268.0299660 633.0169836 723.0153902 353.0252582 473.0292251
## 89 150.0726324 515.0152723 605.0115999 235.0370584 355.0280003
## 90 205.0683147 570.0153376 660.0120419 290.0341454 410.0250074
## 91 350.0449246 715.0123400 805.0079387 435.0258086 555.0180568
## 92 380.0321018 745.0126008 835.0093348 465.0224933 585.0196152
## 93 335.0482265 700.0134069 790.0091363 420.0289299 540.0209447
## 94 540.0285394 905.0078366 995.0054398 625.0143102 745.0076686
## 95 485.0275097 850.0080970 940.0049545 570.0138163 690.0079852
## 96 107.1163198 258.0501386 348.0338138 22.4796687 98.1172345
## 97 205.0498158 570.0258967 660.0188193 290.0447914 410.0376347
## 98 402.0482472 767.0086099 857.0039874 487.0199692 607.0075262
## 99 170.0842846 535.0063983 625.0049326 255.0201973 375.0050968
## 100 424.0309061 789.0070550 879.0067172 509.0127775 629.0083344
## 101 120.1736868 485.0160635 575.0057535 205.0550591 325.0157003
## 102 268.0782511 633.0144826 723.0059013 353.0370104 473.0159943
## 103 392.0223820 757.0073886 847.0062330 477.0129435 597.0106872
## 104 415.0480038 780.0126667 870.0067954 500.0264475 620.0138591
## 105 158.0985576 523.0104281 613.0052388 243.0331763 363.0125444
## 106 515.0258823 880.0111266 970.0092822 600.0188889 720.0167843
## 107 320.0518494 685.0099791 775.0054646 405.0242059 525.0121567
## 108 342.0389373 707.0114014 797.0079974 427.0239169 547.0176619
## 109 518.0332554 883.0086850 973.0048690 603.0172894 723.0085286
## 110 150.0465535 515.0105239 605.0112576 235.0175425 355.0170096
## 111 268.0853983 633.0229195 723.0179913 353.0469842 473.0229944
## 112 505.0284833 870.0082378 960.0053156 590.0157946 710.0092906
## 113 223.0277376 588.0154950 678.0146723 308.0251370 428.0316578
## 114 396.0257140 761.0105016 851.0080208 481.0166479 601.0160033
## 115 445.0216011 810.0086842 900.0078291 530.0137194 650.0139196
## 116 423.0363420 788.0157638 878.0129128 508.0232440 628.0215375
## 117 335.0532978 700.0136608 790.0077538 420.0285173 540.0154276
## 118 485.0217018 850.0092943 940.0061579 570.0143199 690.0115208
## 119 458.0591667 823.0159827 913.0092355 543.0355731 663.0188104
## 120 266.0692222 631.0144504 721.0086942 351.0349670 471.0167820
## 121 205.0468203 570.0100074 660.0089188 290.0206496 410.0138952
## 122 365.0072982 730.0218034 820.0281129 450.0206109 570.0373477
## 123 465.0151267 830.0145353 920.0155362 550.0188512 670.0228497
## 124 450.0438309 815.0141312 905.0129099 535.0273297 655.0164959
## 125 450.0413378 815.0161801 905.0160787 535.0265897 655.0183560
## 126 452.0306019 817.0084860 907.0063492 537.0162829 657.0104328
## 127 478.0234957 843.0060873 933.0054620 563.0118005 683.0081560
## 128 364.0182716 729.0184838 819.0194047 449.0245154 569.0322628
## 129 488.0212997 853.0092712 943.0079397 573.0145282 693.0129638
## 130 250.0589173 615.0163286 705.0133412 335.0367964 455.0252789
## 131 200.0885074 565.0216351 655.0112935 285.0514415 405.0292398
## 132 300.0576415 665.0179253 755.0110221 385.0391817 505.0249873
## 133 270.0616519 635.0214509 725.0145181 355.0456976 475.0322161
## 134 230.0708306 595.0199975 685.0125116 315.0464512 435.0283047
## 135 180.1082400 545.0181720 635.0108241 265.0532793 385.0303093
## 136 135.1550629 500.0248336 590.0159720 220.0766542 340.0430581
## 137 110.1789939 475.0349847 565.0258879 195.1012307 315.0630071
## 138 315.0517148 680.0269307 770.0245523 400.0490210 520.0444629
## 139 250.0866557 615.0200031 705.0139039 335.0511200 455.0318143
## 140 240.0394621 605.0163834 695.0144172 325.0323664 445.0312586
## 141 230.0554380 595.0185073 685.0148221 315.0402897 435.0338544
## 142 50.3485843 415.0216207 505.0126092 135.0961370 255.0412084
## 143 310.0399409 675.0182153 765.0155560 395.0341460 515.0323247
## 144 280.0580967 645.0141663 735.0108738 365.0350269 485.0229708
## 145 25.8021914 340.0376827 430.0212497 60.2809384 180.0707639
## 146 6.1375438 365.0319443 455.0188664 85.1840623 205.0613805
## 147 415.0742775 780.0261484 870.0192108 500.0535181 620.0351206
## 148 205.1032151 570.0271104 660.0219282 290.0674265 410.0446346
## 149 180.1027859 545.0213908 635.0166061 265.0590811 385.0362716
## 150 280.0707133 645.0239108 735.0180350 365.0516337 485.0349427
## 151 330.0456939 695.0223776 785.0183482 415.0405212 535.0329675
## 152 350.0519944 715.0208134 805.0159127 435.0407148 555.0291898
## 153 405.0221627 770.0155280 860.0139194 490.0239562 610.0241072
## 154 155.1371186 520.0236228 610.0183187 240.0711632 360.0402122
## 155 190.1041484 555.0218651 645.0129460 275.0590174 395.0337049
## 156 105.2104259 470.0346242 560.0282756 190.1078971 310.0624233
## 157 350.0635620 715.0184517 805.0153143 435.0417514 555.0274741
## 158 50.2544846 315.0477125 405.0397734 35.4471627 155.1316073
## 159 170.0704001 535.0176134 625.0214933 255.0418303 375.0366369
## 160 210.0597935 575.0136786 665.0149680 295.0345010 415.0275880
## 161 310.0610221 675.0193008 765.0154143 395.0426507 515.0298708
## 162 150.0864121 515.0173815 605.0129794 235.0476721 355.0340619
## 163 260.0465166 625.0186252 715.0153441 345.0375421 465.0333948
## 164 155.1171887 520.0224000 610.0137999 240.0639213 360.0355571
## 165 215.0948828 580.0210440 670.0153182 300.0557273 420.0343944
## 166 310.0691453 675.0215192 765.0167338 395.0479094 515.0332779
## 167 135.0999502 500.0237801 590.0206665 220.0623638 340.0451848
## 168 145.1494614 510.0241689 600.0164667 230.0751675 350.0399439
## 169 80.1341649 445.0230128 535.0200269 165.0691104 285.0486027
## 170 200.0607491 565.0255099 655.0239537 285.0525229 405.0444861
## 171 320.0656970 685.0213361 775.0135629 405.0459110 525.0299238
## 172 360.0694279 725.0217909 815.0153558 445.0474197 565.0315672
## 173 170.1125936 535.0197089 625.0155129 255.0583274 375.0350711
## 174 90.2437298 455.0337392 545.0274391 175.1126899 295.0622290
## 175 80.1826787 445.0253477 535.0202514 165.0840554 285.0493518
## 176 8.2525460 360.0427977 450.0298360 80.2416855 200.0846228
## 177 11.5325557 355.0338531 445.0234319 75.1982867 195.0737205
## 178 270.0619462 635.0243813 725.0241050 355.0497074 475.0431355
## 31 32 33 34 35
## 2
## 3
## 4
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## 31
## 32 230.0071866
## 33 295.0079720 525.0034124
## 34 50.0461308 280.0121874 245.0144072
## 35 190.0086481 420.0040288 105.0071948 140.0117801
## 36 365.0040830 595.0027544 70.0125340 315.0150416 175.0067945
## 37 405.0042474 635.0030114 110.0058318 355.0039802 215.0003367
## 38 180.0155377 410.0057989 115.0017544 130.0241805 10.0445814
## 39 265.0249647 495.0078085 30.0413752 215.0351229 75.0394726
## 40 525.0089102 755.0029032 230.0246337 475.0181759 335.0143035
## 41 490.0043086 720.0010041 195.0102829 440.0125924 300.0069664
## 42 250.0240495 480.0090936 45.0622563 200.0518753 60.0685593
## 43 190.0108883 420.0013159 105.0242291 140.0432024 2.5129770
## 44 605.0095115 835.0056879 310.0113257 555.0180453 415.0093024
## 45 400.0105783 630.0034363 105.0188237 350.0231779 210.0137349
## 46 205.0131607 435.0042102 90.0312738 155.0356848 15.1496731
## 47 220.0155098 450.0036641 75.0479477 170.0520897 30.1549105
## 48 300.0151241 530.0029772 5.5791061 250.0364773 110.0400972
## 49 225.0060483 455.0010895 70.0185170 175.0236403 35.0404526
## 50 25.0895126 255.0007889 270.0086904 25.1797361 165.0160548
## 51 135.0573169 365.0093393 160.0301705 85.1506930 55.1293010
## 52 20.0576869 250.0022757 275.0042004 30.1307876 170.0110433
## 53 95.0262141 325.0018579 200.0169427 45.1279306 95.0422781
## 54 90.0126012 140.0063727 385.0053548 140.0081401 280.0045228
## 55 225.0175482 455.0019955 70.0311107 175.0298986 35.0566700
## 56 165.0105819 395.0026962 130.0237301 115.0380098 25.0776808
## 57 315.0087359 545.0006051 20.1340344 265.0202539 125.0207809
## 58 15.0461871 245.0021688 280.0033544 35.0668273 175.0052128
## 59 2.0647128 230.0013953 295.0110914 50.1027405 190.0165114
## 60 765.0439714 995.0262528 470.0392626 715.0454672 575.0393199
## 61 605.0286177 835.0199429 310.0277661 555.0233575 415.0232260
## 62 835.0198452 1065.0133295 540.0142384 785.0180906 645.0135147
## 63 655.0175921 885.0097874 360.0098988 605.0180464 465.0119098
## 64 865.0078422 1095.0059864 570.0057443 815.0143107 675.0079054
## 65 930.0126193 1160.0113612 635.0093057 880.0108184 740.0081489
## 66 607.0061982 837.0053992 312.0031776 557.0088101 417.0031112
## 67 783.0156676 1013.0087570 488.0125072 733.0251669 593.0171544
## 68 775.0161054 1005.0110788 480.0101839 725.0210383 585.0131600
## 69 535.0204424 765.0130056 240.0193808 485.0148849 345.0139821
## 70 567.0332300 797.0177697 272.0489995 517.0342093 377.0321806
## 71 415.0339428 645.0196447 120.0583258 365.0331706 225.0295945
## 72 875.0034983 1105.0058046 580.0054421 825.0084069 685.0052430
## 73 813.0108244 1043.0087051 518.0072080 763.0133572 623.0070792
## 74 300.0200040 530.0186601 6.7263413 250.0272861 110.0607509
## 75 399.0132413 629.0082280 104.0275247 349.0238854 209.0153488
## 76 857.0206578 1087.0138518 562.0143578 807.0214769 667.0146550
## 77 893.0174518 1123.0101986 598.0104634 843.0205172 703.0132022
## 78 785.0178071 1015.0130845 490.0147059 735.0180089 595.0118033
## 79 535.0213440 765.0099956 240.0257653 485.0221255 345.0162675
## 80 822.0071783 1052.0084263 527.0092619 772.0134034 632.0078553
## 81 1007.0136202 1237.0109192 712.0090185 957.0169461 817.0111095
## 82 571.0113125 801.0072665 276.0069433 521.0186924 381.0097516
## 83 655.0172483 885.0163389 360.0178732 605.0199776 465.0161953
## 84 770.0190553 1000.0162105 475.0212638 720.0232468 580.0180250
## 85 765.0090726 995.0073946 470.0081402 715.0144861 575.0072660
## 86 835.0102848 1065.0075380 540.0053793 785.0121696 645.0065047
## 87 790.0150499 1020.0134421 495.0122854 740.0162761 600.0113957
## 88 723.0163184 953.0171344 428.0196278 673.0186023 533.0158379
## 89 605.0185119 835.0161882 310.0199211 555.0226527 415.0168684
## 90 660.0191948 890.0170984 365.0193565 610.0255635 470.0195355
## 91 805.0174402 1035.0143356 510.0133936 755.0198488 615.0138691
## 92 835.0157925 1065.0142541 540.0135884 785.0173802 645.0123564
## 93 790.0188780 1020.0154576 495.0156963 740.0206742 600.0153333
## 94 995.0103504 1225.0084939 700.0079927 945.0163668 805.0092617
## 95 940.0099680 1170.0077944 645.0072114 890.0140509 750.0075944
## 96 348.0298625 578.0154944 53.1958621 298.0329670 158.0467268
## 97 660.0214304 890.0162617 365.0316267 610.0192580 470.0171789
## 98 857.0135435 1087.0091327 562.0082125 807.0186499 667.0112433
## 99 625.0092494 855.0059698 330.0083565 575.0191336 435.0111922
## 100 879.0088526 1109.0084220 584.0081716 829.0165727 689.0101157
## 101 575.0227927 805.0126416 280.0188877 525.0291411 385.0198141
## 102 723.0213285 953.0136278 428.0152663 673.0243496 533.0161575
## 103 847.0087613 1077.0082936 552.0080388 797.0133280 657.0069760
## 104 870.0178719 1100.0132372 575.0131061 820.0223906 680.0143220
## 105 613.0160553 843.0110029 318.0121444 563.0235238 423.0143009
## 106 970.0142175 1200.0135993 675.0125919 920.0174077 780.0122018
## 107 775.0153597 1005.0115022 480.0107318 725.0205190 585.0125372
## 108 797.0156265 1027.0131628 502.0131475 747.0183912 607.0122515
## 109 973.0124454 1203.0093999 678.0085688 923.0173571 783.0098679
## 110 605.0083005 835.0091361 310.0141107 555.0170257 415.0110461
## 111 723.0221145 953.0154720 428.0322901 673.0366385 533.0272004
## 112 960.0113672 1190.0092913 665.0084128 910.0161397 770.0089777
## 113 678.0151924 908.0156564 383.0193662 628.0137615 488.0131906
## 114 851.0125516 1081.0119853 556.0101555 801.0143307 661.0096722
## 115 900.0106213 1130.0110439 605.0092162 850.0141315 710.0092362
## 116 878.0173244 1108.0166941 583.0162978 828.0210055 688.0170410
## 117 790.0179999 1020.0135907 495.0143542 740.0233855 600.0150344
## 118 940.0106878 1170.0092260 645.0083369 890.0127444 750.0071667
## 119 913.0233875 1143.0163828 618.0192076 863.0270727 723.0194732
## 120 721.0193328 951.0141654 426.0176840 671.0274895 531.0177524
## 121 660.0103712 890.0094198 365.0130129 610.0192027 470.0111562
## 122 820.0115876 1050.0170320 525.0305425 770.0170940 630.0201906
## 123 920.0124573 1150.0142947 625.0183667 870.0175478 730.0135969
## 124 905.0160220 1135.0132960 610.0200055 855.0268935 715.0185943
## 125 905.0154282 1135.0140910 610.0222372 855.0281943 715.0204932
## 126 907.0115087 1137.0101171 612.0092422 857.0174592 717.0102621
## 127 933.0083117 1163.0077835 638.0071456 883.0141907 743.0076503
## 128 819.0162143 1049.0186836 524.0234595 769.0192789 629.0175758
## 129 943.0107682 1173.0107351 648.0099337 893.0153834 753.0094217
## 130 705.0196984 935.0168132 410.0230853 655.0275101 515.0198663
## 131 655.0244702 885.0143244 360.0262307 605.0205590 465.0166679
## 132 755.0216753 985.0146461 460.0222826 705.0211696 565.0158909
## 133 725.0245899 955.0179040 430.0277218 675.0238998 535.0194304
## 134 685.0228120 915.0151883 390.0263297 635.0234955 495.0175878
## 135 635.0260212 865.0178274 340.0253269 585.0261583 445.0218218
## 136 590.0320849 820.0214504 295.0387417 540.0316038 400.0291254
## 137 565.0386259 795.0285827 270.0580435 515.0409412 375.0398362
## 138 770.0275805 1000.0246538 475.0382626 720.0302357 580.0283668
## 139 705.0269354 935.0191853 410.0288251 655.0283614 515.0241382
## 140 695.0177930 925.0159420 400.0225168 645.0174848 505.0151939
## 141 685.0215192 915.0176932 390.0256324 635.0206038 495.0182754
## 142 505.0288526 735.0178054 210.0386102 455.0301956 315.0261137
## 143 765.0203434 995.0176851 470.0241265 715.0188543 575.0173415
## 144 735.0190138 965.0143483 440.0206103 685.0224417 545.0168221
## 145 430.0403809 660.0214046 135.0871364 380.0439190 240.0429266
## 146 455.0369267 685.0218884 160.0669226 405.0408897 265.0378599
## 147 870.0324158 1100.0237816 575.0350561 820.0352755 680.0300827
## 148 660.0310810 890.0231419 365.0434482 610.0354318 470.0322098
## 149 635.0257201 865.0178717 340.0352527 585.0286439 445.0250619
## 150 735.0259020 965.0177518 440.0343066 685.0265352 545.0232371
## 151 785.0213095 1015.0155926 490.0304346 735.0202919 595.0185909
## 152 805.0220508 1035.0153413 510.0281830 755.0222418 615.0188176
## 153 860.0140711 1090.0120565 565.0196767 810.0136427 670.0113807
## 154 610.0286053 840.0187037 315.0414842 560.0316956 420.0294465
## 155 645.0277616 875.0179429 350.0304565 595.0266024 455.0222491
## 156 560.0376909 790.0267629 265.0647758 510.0440340 370.0438414
## 157 805.0229055 1035.0165439 510.0278874 755.0266400 615.0224158
## 158 405.0427041 635.0320746 110.1354934 355.0448261 215.0592548
## 159 625.0155813 855.0131379 330.0358891 575.0203095 435.0221989
## 160 665.0152144 895.0122627 370.0254377 615.0190437 475.0173085
## 161 765.0234896 995.0181629 470.0278089 715.0270744 575.0220364
## 162 605.0209173 835.0148983 310.0265315 555.0182581 415.0168149
## 163 715.0207388 945.0173547 420.0253336 665.0193990 525.0174327
## 164 610.0272162 840.0174443 315.0331449 560.0271197 420.0224868
## 165 670.0264346 900.0178440 375.0325347 620.0270848 480.0240864
## 166 765.0265311 995.0200383 470.0308454 715.0288763 575.0247456
## 167 590.0235902 820.0169702 295.0414184 540.0231011 400.0236725
## 168 600.0304934 830.0195857 305.0400771 550.0326497 410.0291046
## 169 535.0222757 765.0164931 240.0426798 485.0216799 345.0221964
## 170 655.0224830 885.0181191 360.0413221 605.0243499 465.0241700
## 171 775.0265445 1005.0190051 480.0267398 725.0266943 585.0212430
## 172 815.0279575 1045.0199845 520.0292353 765.0279881 625.0242141
## 173 625.0246869 855.0161821 330.0339041 575.0255893 435.0240238
## 174 545.0368905 775.0252451 250.0655710 495.0423288 355.0431068
## 175 535.0269225 765.0187498 240.0475283 485.0293882 345.0278219
## 176 450.0426289 680.0241223 155.1001855 400.0445955 260.0501819
## 177 445.0345433 675.0201108 150.0775975 395.0321486 255.0364374
## 178 725.0247352 955.0206635 430.0393711 675.0269375 535.0275494
## 36 37 38 39 40
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## 37 40.0368305
## 38 185.0065195 225.0016344
## 39 100.0281602 140.0208959 85.0170763
## 40 160.0205585 120.0481793 345.0175960 260.0282425
## 41 125.0060191 85.0307917 310.0083487 225.0157642 35.0341756
## 42 115.0179483 155.0290914 70.0419953 15.2080568 275.0165040
## 43 175.0085076 215.0163287 10.3531750 75.0605445 335.0054678
## 44 240.0083994 200.0224652 425.0077514 340.0128787 80.0469358
## 45 35.0277185 5.6460300 220.0112404 135.0152553 125.0185354
## 46 160.0108925 200.0134853 25.1104535 60.0898176 320.0064832
## 47 145.0137878 185.0277252 40.1180649 45.1197074 305.0060540
## 48 65.0318214 105.0467259 120.0344108 35.0977034 225.0084704
## 49 140.0052099 180.0092011 45.0384620 40.0896672 300.0073032
## 50 340.0067001 380.0073857 155.0202610 240.0185684 500.0049664
## 51 230.0180005 270.0282434 45.1386059 130.0293282 390.0095120
## 52 345.0029385 385.0049546 160.0128625 245.0138565 505.0074278
## 53 270.0106726 310.0135674 85.0547063 170.0334683 430.0067013
## 54 455.0058948 495.0023541 270.0084303 355.0154121 615.0079301
## 55 140.0146022 180.0137629 45.0520721 40.0644228 300.0055589
## 56 200.0069808 240.0108719 15.2184252 100.0561113 360.0027329
## 57 50.0375969 90.0343686 135.0245011 50.0829857 210.0046411
## 58 350.0029635 390.0023160 165.0082294 250.0150576 510.0074831
## 59 365.0061926 405.0087867 180.0230046 265.0211448 525.0026423
## 60 400.0573169 360.0624340 585.0303238 500.0215484 240.1231342
## 61 240.0555173 200.0439556 425.0165871 340.0221629 80.3027703
## 62 470.0235500 430.0195267 655.0093714 570.0101880 310.0594778
## 63 290.0220346 250.0210759 475.0064883 390.0035579 130.1005945
## 64 500.0048193 460.0122939 685.0057364 600.0048417 340.0239221
## 65 565.0146682 525.0107896 750.0060473 665.0090846 405.0462132
## 66 242.0058259 202.0065028 427.0015275 342.0063489 82.0947928
## 67 418.0144130 378.0275438 603.0123471 518.0068874 258.0398846
## 68 410.0148122 370.0206981 595.0080329 510.0053944 250.0564912
## 69 170.0489677 130.0327134 355.0093967 270.0172175 11.5008821
## 70 202.0648140 162.0821803 387.0321398 302.0325319 42.2973308
## 71 50.1763804 10.6590404 235.0219223 150.0382858 110.1346480
## 72 510.0039069 470.0077432 695.0048841 610.0103422 350.0270820
## 73 448.0096756 408.0109962 633.0044113 548.0070612 288.0393116
## 74 65.1160080 105.0706185 120.0792919 35.4220087 225.0471972
## 75 34.0514082 6.5971083 219.0131541 134.0228315 126.0465596
## 76 492.0208286 452.0218108 677.0102427 592.0077351 332.0531500
## 77 528.0154717 488.0191823 713.0086466 628.0037308 368.0377313
## 78 420.0197290 380.0192112 605.0090287 520.0115670 260.0567194
## 79 170.0384704 130.0490593 355.0151983 270.0144907 10.7260097
## 80 457.0066050 417.0128418 642.0069754 557.0131407 297.0323373
## 81 642.0116132 602.0150059 827.0076883 742.0057840 482.0355454
## 82 206.0098640 166.0232327 391.0052549 306.0047832 46.1746324
## 83 290.0267593 250.0284459 475.0117534 390.0192021 130.1525663
## 84 405.0257364 365.0285770 590.0145505 505.0232658 245.0730499
## 85 400.0063494 360.0132291 585.0058944 500.0079731 240.0311560
## 86 470.0084326 430.0098473 655.0038894 570.0031804 310.0365226
## 87 425.0175043 385.0172395 610.0080684 525.0117367 265.0676187
## 88 358.0247877 318.0258297 543.0133135 458.0227216 198.1056596
## 89 240.0289818 200.0341610 425.0119524 340.0206312 80.2135262
## 90 295.0264995 255.0348208 480.0136758 395.0188039 135.1444634
## 91 440.0194232 400.0206095 625.0092529 540.0114720 280.0675234
## 92 470.0181634 430.0181135 655.0090414 570.0136028 310.0607652
## 93 425.0230413 385.0229147 610.0106077 525.0144704 265.0756275
## 94 630.0069147 590.0134761 815.0068833 730.0064945 470.0226428
## 95 575.0068987 535.0115847 760.0057526 675.0053417 415.0237305
## 96 17.5021084 57.1502508 168.0571286 83.1324809 177.0415634
## 97 295.0367125 255.0353173 480.0192023 395.0307583 135.1000219
## 98 492.0107582 452.0168353 677.0071957 592.0038694 332.0373600
## 99 260.0068594 220.0236532 445.0080904 360.0072587 100.0645919
## 100 514.0067242 474.0151791 699.0075894 614.0087461 354.0312229
## 101 210.0296660 170.0465085 395.0131132 310.0067935 50.2373811
## 102 358.0229273 318.0273973 543.0106110 458.0075787 198.0772581
## 103 482.0069386 442.0113113 667.0055172 582.0094478 322.0295378
## 104 505.0160869 465.0214100 690.0099297 605.0085176 345.0465352
## 105 248.0167531 208.0297043 433.0086805 348.0076514 88.1294942
## 106 605.0148401 565.0166111 790.0092032 705.0133940 445.0432697
## 107 410.0141067 370.0199537 595.0079190 510.0075765 250.0555397
## 108 432.0173302 392.0188174 617.0086279 532.0128308 272.0595072
## 109 608.0089455 568.0143247 793.0068941 708.0058116 448.0265167
## 110 240.0100868 200.0251727 425.0103673 340.0187884 80.1081954
## 111 358.0254741 318.0506823 543.0257847 458.0282244 198.0443934
## 112 595.0083043 555.0131969 780.0064217 695.0070177 435.0264544
## 113 313.0284859 273.0220313 498.0115356 413.0251205 153.1279227
## 114 486.0135178 446.0139833 671.0069657 586.0104423 326.0521636
## 115 535.0107608 495.0129955 720.0067283 635.0108579 375.0425496
## 116 513.0205500 473.0239671 698.0132220 613.0153685 353.0684070
## 117 425.0169905 385.0242020 610.0106670 525.0097726 265.0572578
## 118 575.0089661 535.0108042 760.0056789 675.0074965 415.0289127
## 119 548.0243517 508.0279256 733.0144779 648.0143404 388.0508008
## 120 356.0191908 316.0313093 541.0129141 456.0132097 196.0682100
## 121 295.0093107 255.0228856 480.0094159 395.0147362 135.0605024
## 122 455.0267122 415.0318256 640.0239440 555.0430727 295.0643927
## 123 555.0159214 515.0203893 740.0135391 655.0233944 395.0402818
## 124 540.0157978 500.0286252 725.0165212 640.0205098 380.0295378
## 125 540.0159123 500.0317111 725.0192052 640.0235466 380.0310112
## 126 542.0090335 502.0151979 727.0073195 642.0086137 382.0330883
## 127 568.0058060 528.0114271 753.0056646 668.0081986 408.0236713
## 128 454.0253259 414.0265738 639.0166022 554.0298239 294.0770322
## 129 578.0094999 538.0137082 763.0073921 678.0108571 418.0331146
## 130 340.0249758 300.0351349 525.0158417 440.0237259 180.0883889
## 131 290.0383668 250.0330638 475.0152929 390.0198988 130.1012549
## 132 390.0285776 350.0270262 575.0139060 490.0196608 230.0617578
## 133 360.0357236 320.0336586 545.0172057 460.0259946 200.0866803
## 134 320.0324522 280.0335530 505.0159617 420.0234232 160.0789755
## 135 270.0427142 230.0404370 455.0155028 370.0215214 110.1782609
## 136 225.0629495 185.0615074 410.0229271 325.0344860 65.3191024
## 137 200.0846197 160.0933781 385.0340253 300.0555523 40.6016732
## 138 405.0443664 365.0454232 590.0263326 505.0426352 245.1037262
## 139 340.0411240 300.0407117 525.0190416 440.0269003 180.1141858
## 140 330.0302424 290.0260797 515.0134654 430.0269819 170.1038834
## 141 320.0364659 280.0315764 505.0154764 420.0281178 160.1214204
## 142 140.0712987 100.0817944 325.0197315 240.0332350 20.7502060
## 143 400.0325301 360.0270335 585.0153428 500.0274542 240.0876116
## 144 370.0258864 330.0281417 555.0135662 470.0214024 210.0705107
## 145 65.1848108 25.4383181 250.0385830 165.0666792 95.1286475
## 146 90.1271674 50.2082707 275.0314927 190.0546170 70.2101196
## 147 505.0422021 465.0444960 690.0258225 605.0320900 345.0745075
## 148 295.0544912 255.0602970 480.0285268 395.0442423 135.1510381
## 149 270.0462442 230.0495610 455.0221416 370.0361203 110.1413539
## 150 370.0403731 330.0406230 555.0226710 470.0340883 210.0712314
## 151 420.0336876 380.0315099 605.0201876 520.0326205 260.0513517
## 152 440.0315948 400.0310805 625.0190023 540.0284918 280.0475921
## 153 495.0204386 455.0183742 680.0128235 595.0234236 335.0355281
## 154 245.0565166 205.0613172 430.0262315 345.0417459 85.1863999
## 155 280.0454017 240.0426695 465.0182147 380.0259287 120.1429635
## 156 195.0878287 155.1064417 380.0395399 295.0653419 35.5824214
## 157 440.0325497 400.0352489 625.0200344 540.0289703 280.0587562
## 158 40.3897322 5.0270837 225.0548826 140.1341312 120.1894411
## 159 260.0407829 220.0451535 445.0241375 360.0482712 100.1137147
## 160 300.0302314 260.0321511 485.0168309 400.0331186 140.0842921
## 161 400.0330950 360.0358850 585.0189881 500.0285532 240.0752680
## 162 240.0426429 200.0341517 425.0146061 340.0288343 80.1935385
## 163 350.0344481 310.0291830 535.0154987 450.0283727 190.1008405
## 164 245.0476937 205.0476311 430.0191933 345.0293506 85.1765549
## 165 305.0450259 265.0438684 490.0207912 405.0319823 145.1186819
## 166 400.0387911 360.0397125 585.0211500 500.0308431 240.0866198
## 167 225.0552448 185.0530664 410.0242878 325.0469929 65.2152312
## 168 235.0578418 195.0619082 420.0245163 335.0370687 75.2255917
## 169 170.0617793 130.0609683 355.0227269 270.0494970 11.2565871
## 170 290.0460660 250.0479498 475.0262373 390.0483531 130.1078892
## 171 410.0350236 370.0342140 595.0175644 510.0231203 250.0793065
## 172 450.0387606 410.0367701 635.0203429 550.0270816 290.0777319
## 173 260.0485605 220.0475045 445.0212830 360.0354498 100.1530204
## 174 180.0921693 140.1111433 365.0392414 280.0662195 20.9353630
## 175 170.0673657 130.0766468 355.0261782 270.0502666 11.3256120
## 176 85.1850154 45.3040535 270.0487418 185.0896899 75.1930638
## 177 80.1602544 40.2394853 265.0351791 180.0725266 80.1751510
## 178 360.0466903 320.0464215 545.0270325 460.0465103 200.1015591
## 41 42 43 44 45
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## 42 240.0120155
## 43 300.0015220 60.0625404
## 44 115.0244886 355.0011922 415.0103372
## 45 90.0073653 150.0104307 210.0075941 205.0086117
## 46 285.0059084 45.0435514 15.1426614 400.0040672 195.0130122
## 47 270.0037035 30.0886987 30.0151240 385.0085146 180.0092115
## 48 190.0041354 50.0520484 110.0059214 305.0111870 100.0077921
## 49 265.0023221 25.0924729 35.0185736 380.0067456 175.0088491
## 50 465.0025377 225.0192074 165.0031817 580.0087633 375.0071072
## 51 355.0066919 115.0349513 55.0377962 470.0115492 265.0063334
## 52 470.0020291 230.0178030 170.0032379 585.0083060 380.0054130
## 53 395.0035801 155.0375524 95.0038019 510.0132188 305.0104344
## 54 580.0045730 340.0189854 280.0085600 695.0096661 490.0098955
## 55 265.0031813 25.1371207 35.0470778 380.0092228 175.0069307
## 56 325.0015647 85.0528341 25.0524607 440.0082791 235.0082706
## 57 175.0021965 65.0596875 125.0037426 290.0139288 85.0174906
## 58 475.0027966 235.0166130 175.0068285 590.0072858 385.0070365
## 59 490.0014267 250.0202113 190.0015251 605.0087392 400.0060893
## 60 275.0894815 515.0326335 575.0477992 160.1210233 365.0502727
## 61 115.1535612 355.0354851 415.0483108 5.2495871 205.0738395
## 62 345.0411870 585.0132601 645.0259801 230.0373497 435.0256618
## 63 165.0510778 405.0120440 465.0217618 50.1258815 255.0225948
## 64 375.0104894 615.0059300 675.0078858 260.0158567 465.0044558
## 65 440.0284782 680.0147761 740.0210235 325.0304925 530.0199361
## 66 117.0311994 357.0094547 417.0127819 3.2575064 207.0141136
## 67 293.0221118 533.0078497 593.0115654 178.0348567 383.0091842
## 68 285.0313510 525.0080446 585.0186809 170.0316420 375.0143332
## 69 45.2498649 285.0293993 345.0381126 70.1301845 135.0742702
## 70 77.1506825 317.0490064 377.0417663 38.3686308 167.0582844
## 71 75.1547709 165.0425426 225.0671665 190.0341942 15.5892180
## 72 385.0125159 625.0089522 685.0086980 270.0193746 475.0101910
## 73 323.0231830 563.0054549 623.0158808 208.0141898 413.0128058
## 74 190.0446821 50.3139489 110.1003726 305.0422505 100.1086295
## 75 91.0307457 149.0273954 209.0236626 206.0170129 2.0975027
## 76 367.0355287 607.0127510 667.0245772 252.0328438 457.0194233
## 77 403.0239533 643.0081612 703.0165716 288.0236713 493.0115730
## 78 295.0385448 535.0124066 595.0253978 180.0325562 385.0220047
## 79 45.1340013 285.0267328 345.0265626 70.0981753 135.0327551
## 80 332.0185096 572.0072411 632.0131207 217.0142525 422.0121503
## 81 517.0208432 757.0102631 817.0162637 402.0213840 607.0118405
## 82 81.0489844 321.0061566 381.0143643 34.0755723 171.0114681
## 83 165.0783296 405.0225186 465.0331662 50.1839044 255.0420542
## 84 280.0529356 520.0122525 580.0294509 165.0364241 370.0340869
## 85 275.0161585 515.0065836 575.0122894 160.0160389 365.0073370
## 86 345.0184566 585.0085171 645.0134967 230.0231524 435.0093856
## 87 300.0399439 540.0145444 600.0249844 185.0415741 390.0240906
## 88 233.0614086 473.0242294 533.0326775 118.0898575 323.0388929
## 89 115.1014720 355.0181237 415.0345629 3.5311689 205.0450689
## 90 170.0758033 410.0179963 470.0321963 55.1426238 260.0380487
## 91 315.0417708 555.0118989 615.0256297 200.0355452 405.0243314
## 92 345.0389002 585.0129379 645.0255229 230.0316574 435.0245836
## 93 300.0487086 540.0131210 600.0284753 185.0410635 390.0295180
## 94 505.0134148 745.0049281 805.0113806 390.0091860 595.0064672
## 95 450.0133297 690.0067727 750.0117390 335.0127405 540.0064444
## 96 142.0509281 98.1435987 158.0668659 257.0451207 52.1543882
## 97 170.0728278 410.0323517 470.0366989 55.1853391 260.0446629
## 98 367.0202506 607.0072411 667.0139418 252.0218876 457.0089592
## 99 135.0207405 375.0073621 435.0085953 20.1696422 225.0057254
## 100 389.0160716 629.0067059 689.0111865 274.0164773 479.0087482
## 101 85.0910681 325.0151662 385.0263631 30.1914387 175.0241430
## 102 233.0465376 473.0117454 533.0256909 118.0532188 323.0212888
## 103 357.0176063 597.0054465 657.0135775 242.0096096 447.0101296
## 104 380.0300951 620.0087121 680.0212352 265.0217520 470.0154785
## 105 123.0554974 363.0083444 423.0209273 8.4429062 213.0181366
## 106 480.0294311 720.0096849 780.0215928 365.0184593 570.0198123
## 107 285.0319639 525.0070842 585.0195045 170.0253219 375.0152953
## 108 307.0382756 547.0095854 607.0238188 192.0266359 397.0226555
## 109 483.0165676 723.0049948 783.0136331 368.0100897 573.0079338
## 110 115.0418422 355.0153842 415.0165496 3.0017979 205.0198738
## 111 233.0388466 473.0157887 533.0224847 118.0494210 323.0200583
## 112 470.0167428 710.0046227 770.0137933 355.0084024 560.0086434
## 113 188.0744362 428.0254046 488.0341579 73.1374139 278.0478277
## 114 361.0305943 601.0126136 661.0210555 246.0297880 451.0192962
## 115 410.0252580 650.0094526 710.0179532 295.0200884 500.0164675
## 116 388.0408592 628.0206702 688.0268990 273.0491453 478.0268217
## 117 300.0349247 540.0104150 600.0226477 185.0306981 390.0169963
## 118 450.0179679 690.0084868 750.0153744 335.0145012 540.0106479
## 119 423.0393257 663.0098353 723.0266627 308.0237040 513.0236653
## 120 231.0424917 471.0081713 531.0238419 116.0324750 321.0188715
## 121 170.0300808 410.0082406 470.0159191 55.0446299 260.0134218
## 122 330.0478801 570.0344867 630.0285893 215.0762391 420.0438329
## 123 430.0306751 670.0141073 730.0226005 315.0222028 520.0236408
## 124 415.0255316 655.0067402 715.0178094 300.0113175 505.0159828
## 125 415.0252730 655.0111817 715.0177375 300.0196232 505.0166530
## 126 417.0199236 657.0055533 717.0149179 302.0118105 507.0106696
## 127 443.0140794 683.0033680 743.0111011 328.0059929 533.0078686
## 128 329.0531136 569.0232688 629.0328675 214.0531905 419.0395128
## 129 453.0209215 693.0075904 753.0164081 338.0131824 543.0130474
## 130 215.0590966 455.0112539 515.0300005 100.0440878 305.0323910
## 131 165.0733736 405.0236059 465.0343046 50.1678352 255.0400745
## 132 265.0501812 505.0146926 565.0299000 150.0415543 355.0311128
## 133 235.0677896 475.0193452 535.0369555 120.0646679 325.0420297
## 134 195.0628005 435.0160887 495.0323811 80.0675999 285.0355149
## 135 145.1063303 385.0192683 445.0395442 30.2728350 235.0535534
## 136 100.1781798 340.0269267 400.0506483 15.6177343 190.0804823
## 137 75.2886680 315.0375223 375.0668388 40.2710907 165.1154007
## 138 280.0831346 520.0270483 580.0458623 165.0740677 370.0586635
## 139 215.0826311 455.0181816 515.0387373 100.0865048 305.0494534
## 140 205.0700464 445.0196967 505.0339797 90.0850099 295.0452037
## 141 195.0824167 435.0213480 495.0380972 80.1070040 285.0510722
## 142 15.8359738 255.0227089 315.0482948 100.0586776 105.1016655
## 143 275.0642653 515.0212516 575.0357169 160.0624475 365.0450784
## 144 245.0524381 485.0103750 545.0275827 130.0363003 335.0322412
## 145 60.2159835 180.0406336 240.0678978 175.0344915 30.3644393
## 146 35.3937634 205.0318504 265.0639397 150.0381128 55.2079851
## 147 380.0654124 620.0202190 680.0409067 265.0463077 470.0451902
## 148 170.1155129 410.0240497 470.0471997 55.1629878 260.0678501
## 149 145.1039332 385.0188803 445.0388291 30.2187731 235.0579066
## 150 245.0668003 485.0208124 545.0360409 130.0634011 335.0452849
## 151 295.0514406 535.0221762 595.0316525 180.0504855 385.0392654
## 152 315.0475553 555.0178083 615.0299429 200.0387096 405.0346927
## 153 370.0327504 610.0157800 670.0234166 255.0269961 460.0264566
## 154 120.1324260 360.0222236 420.0419456 6.3495650 210.0698819
## 155 155.0992282 395.0206636 455.0405534 40.1941681 245.0526497
## 156 70.2909895 310.0344165 370.0613240 45.2154134 160.1174679
## 157 315.0527623 555.0141383 615.0299217 200.0369341 405.0372221
## 158 85.2399511 155.0859346 215.1078806 200.0588228 8.0503573
## 159 135.0892739 375.0243082 435.0288059 20.3920448 225.0618382
## 160 175.0646194 415.0151775 475.0258894 60.0932780 265.0441134
## 161 275.0610398 515.0149083 575.0337502 160.0430782 365.0399160
## 162 115.1149823 355.0225341 415.0373729 3.8743671 205.0605017
## 163 225.0724005 465.0213145 525.0366824 110.0802278 315.0478001
## 164 120.1167143 360.0204174 420.0408448 6.1689317 210.0565263
## 165 180.0906137 420.0198059 480.0384692 65.1237031 270.0543366
## 166 275.0700022 515.0182080 575.0378746 160.0557730 365.0462968
## 167 100.1439077 340.0288107 400.0419034 15.5338570 190.0771119
## 168 110.1461915 350.0218672 410.0447329 6.3195246 200.0700572
## 169 45.2859407 285.0306825 345.0445547 70.1015821 135.0968348
## 170 165.0929713 405.0279516 465.0393698 50.1711111 255.0622394
## 171 285.0623652 525.0175577 585.0366782 170.0499838 375.0388000
## 172 325.0641095 565.0191318 625.0375337 210.0514496 415.0436163
## 173 135.1090047 375.0208445 435.0371869 20.3826196 225.0618148
## 174 55.3506606 295.0350559 355.0601442 60.1584198 145.1249478
## 175 45.3087093 285.0270713 345.0477927 70.0906691 135.0972767
## 176 40.4094832 200.0537829 260.0737199 155.0595013 50.3150224
## 177 45.3167140 195.0492728 255.0661499 160.0525194 45.3080204
## 178 235.0857634 475.0270094 535.0410249 120.0952218 325.0626315
## 46 47 48 49 50
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## 47 15.1278190
## 48 95.0293622 80.0067358
## 49 20.0340087 5.2051375 75.0194812
## 50 180.0103208 195.0064884 275.0052731 200.0029991
## 51 70.0788816 85.0214938 165.0032300 90.0399902 110.0284150
## 52 185.0143593 200.0078481 280.0059756 205.0031903 5.1507658
## 53 110.0297288 125.0097123 205.0071103 130.0101283 70.0051531
## 54 295.0087011 310.0132168 390.0117781 315.0042645 115.0105719
## 55 20.1072909 5.4831677 75.0194298 1.6397860 200.0071183
## 56 40.0416237 55.0403588 135.0175374 60.0184417 140.0130645
## 57 110.0162060 95.0122149 15.0573856 90.0085663 290.0018142
## 58 190.0085924 205.0110959 285.0094982 210.0018154 10.0791739
## 59 205.0105378 220.0049655 300.0043358 225.0039202 25.0148867
## 60 560.0465095 545.0499759 465.0470840 540.0461772 740.0361843
## 61 400.0393248 385.0561765 305.0639071 380.0396257 580.0308175
## 62 630.0181151 615.0276138 535.0279797 610.0198416 810.0184796
## 63 450.0192964 435.0246768 355.0235142 430.0176501 630.0148297
## 64 660.0109562 645.0085347 565.0075682 640.0080785 840.0089982
## 65 725.0172440 710.0244903 630.0248821 705.0163284 905.0167892
## 66 402.0107549 387.0164488 307.0185671 382.0085375 582.0098540
## 67 578.0170779 563.0105723 483.0084397 558.0136047 758.0116057
## 68 570.0177355 555.0192034 475.0182410 550.0161754 750.0159574
## 69 330.0282046 315.0467155 235.0562195 310.0288344 510.0214483
## 70 362.0465127 347.0518367 267.0504851 342.0453976 542.0310667
## 71 210.0458814 195.0802933 115.1190050 190.0562344 390.0363949
## 72 670.0091020 655.0103110 575.0128716 650.0070282 850.0089646
## 73 608.0099288 593.0164614 513.0176298 588.0109715 788.0128304
## 74 95.1176303 80.1736148 5.3299734 75.1332282 275.0457160
## 75 194.0293748 179.0324124 99.0452486 174.0247068 374.0179872
## 76 652.0208035 637.0262013 557.0242364 632.0208443 832.0198510
## 77 688.0165302 673.0170201 593.0140651 668.0151353 868.0139367
## 78 580.0171276 565.0273054 485.0279700 560.0194764 760.0197204
## 79 330.0267409 315.0338453 235.0316963 310.0260240 510.0186077
## 80 617.0093851 602.0133738 522.0166657 597.0099023 797.0127209
## 81 802.0173353 787.0176550 707.0161067 782.0148905 982.0153609
## 82 366.0146693 351.0157307 271.0161134 346.0119740 546.0121358
## 83 450.0283124 435.0375604 355.0441847 430.0270878 630.0256002
## 84 565.0161250 550.0281909 470.0351507 545.0215168 745.0222203
## 85 560.0105916 545.0133200 465.0134146 540.0101274 740.0120198
## 86 630.0134367 615.0158466 535.0143044 610.0112028 810.0117755
## 87 585.0198693 570.0277004 490.0296908 565.0196200 765.0202238
## 88 518.0272998 503.0370470 423.0432993 498.0268581 698.0265404
## 89 400.0251601 385.0374279 305.0460046 380.0268643 580.0256491
## 90 455.0276854 440.0340989 360.0401954 435.0270061 635.0258797
## 91 600.0193774 585.0266911 505.0287003 580.0200149 780.0204479
## 92 630.0180888 615.0270014 535.0297578 610.0193982 810.0205770
## 93 585.0197827 570.0293004 490.0327089 565.0216561 765.0217344
## 94 790.0108892 775.0110508 695.0105998 770.0101723 970.0119611
## 95 735.0116368 720.0127680 640.0114653 715.0104061 915.0118055
## 96 143.0782014 128.1032287 48.2290164 123.0836373 323.0358771
## 97 455.0268365 440.0434323 360.0481006 435.0310869 635.0274230
## 98 652.0154898 637.0145561 557.0125698 632.0130527 832.0130712
## 99 420.0138497 405.0091977 325.0085058 400.0096546 600.0096360
## 100 674.0124063 659.0111278 579.0120743 654.0104124 854.0120501
## 101 370.0280946 355.0291027 275.0268356 350.0255107 550.0206025
## 102 518.0219696 503.0270335 423.0257519 498.0219195 698.0202434
## 103 642.0088431 627.0138278 547.0154879 622.0098403 822.0124968
## 104 665.0178031 650.0212353 570.0206082 645.0180268 845.0186689
## 105 408.0194361 393.0217877 313.0227014 388.0179797 588.0173695
## 106 765.0146831 750.0215099 670.0242139 745.0163420 945.0184271
## 107 570.0160012 555.0195707 475.0199930 550.0158490 750.0166393
## 108 592.0153309 577.0241943 497.0271704 572.0175343 772.0188482
## 109 768.0117996 753.0133246 673.0124329 748.0116098 948.0131485
## 110 400.0172536 385.0193149 305.0241808 380.0150446 580.0159415
## 111 518.0219809 503.0201626 423.0220247 498.0243528 698.0228144
## 112 755.0104779 740.0134027 660.0134472 735.0109974 935.0130968
## 113 473.0237416 458.0393715 378.0484552 453.0254604 653.0244368
## 114 646.0172296 631.0233744 551.0248978 626.0165572 826.0178553
## 115 695.0138311 680.0189193 600.0212372 675.0137223 875.0158364
## 116 673.0276010 658.0299622 578.0314372 653.0244242 853.0241072
## 117 585.0199109 570.0232520 490.0229610 565.0196725 765.0200547
## 118 735.0121300 720.0169211 640.0166048 715.0121696 915.0139816
## 119 708.0181703 693.0249281 613.0259651 688.0215581 888.0212807
## 120 516.0188054 501.0227639 421.0241296 496.0203761 696.0208178
## 121 455.0131292 440.0162434 360.0193357 435.0133491 635.0153072
## 122 615.0249985 600.0325729 520.0432568 595.0259168 795.0254145
## 123 715.0143102 700.0227437 620.0282327 695.0176039 895.0203107
## 124 700.0119740 685.0142741 605.0179072 680.0156053 880.0174263
## 125 700.0159352 685.0151340 605.0187692 680.0176461 880.0191259
## 126 702.0120325 687.0144501 607.0153474 682.0121266 882.0142664
## 127 728.0077359 713.0103265 633.0117817 708.0083198 908.0109034
## 128 614.0232027 599.0350919 519.0433155 594.0259407 794.0271522
## 129 738.0121442 723.0165959 643.0183133 718.0128057 918.0153542
## 130 500.0184287 485.0283603 405.0353062 480.0232902 680.0242761
## 131 450.0226723 435.0389693 355.0406050 430.0275085 630.0227849
## 132 550.0161721 535.0307408 455.0337221 530.0223068 730.0212768
## 133 520.0205083 505.0382179 425.0437917 500.0278683 700.0262084
## 134 480.0171987 465.0333347 385.0376436 460.0245320 660.0229543
## 135 430.0254171 415.0411943 335.0485191 410.0301128 610.0259028
## 136 385.0302801 370.0525895 290.0655534 365.0390838 565.0316267
## 137 360.0397374 345.0688071 265.0912521 340.0532860 540.0434499
## 138 565.0264541 550.0456173 470.0575075 545.0355386 745.0342364
## 139 500.0225024 485.0382158 405.0458154 480.0293595 680.0263917
## 140 490.0184701 475.0361977 395.0453735 470.0241001 670.0237001
## 141 480.0213350 465.0402014 385.0495727 460.0276247 660.0259335
## 142 300.0263434 285.0507876 205.0682717 280.0362653 480.0280174
## 143 560.0201998 545.0376074 465.0455395 540.0259480 740.0251405
## 144 530.0135154 515.0262072 435.0323767 510.0195996 710.0197548
## 145 225.0362359 210.0728860 130.1105506 205.0570624 405.0366261
## 146 250.0339807 235.0670572 155.0984767 230.0511574 430.0362528
## 147 665.0247494 650.0384933 570.0441974 645.0329107 845.0307374
## 148 455.0250045 440.0453248 360.0590540 435.0365391 635.0324164
## 149 430.0183689 415.0376252 335.0492586 410.0286816 610.0253128
## 150 530.0177587 515.0356898 435.0428321 510.0275975 710.0249366
## 151 580.0156658 565.0328465 485.0389768 560.0241214 760.0224171
## 152 600.0145094 585.0298504 505.0347815 580.0227160 780.0213906
## 153 655.0110748 640.0247618 560.0293615 635.0167837 835.0175937
## 154 405.0202218 390.0404148 310.0541050 385.0317308 585.0261247
## 155 440.0231235 425.0421287 345.0488491 420.0308120 620.0264398
## 156 355.0323887 340.0594922 260.0845050 335.0489189 535.0390652
## 157 600.0145421 585.0273248 505.0342815 580.0224797 780.0212997
## 158 200.0620134 185.1224489 105.2329666 180.0898316 380.0557565
## 159 420.0116416 405.0281198 325.0449112 400.0208059 600.0179825
## 160 460.0098187 445.0247121 365.0363191 440.0174708 640.0166785
## 161 560.0174114 545.0319610 465.0394278 540.0252056 740.0246831
## 162 400.0189782 385.0406026 305.0516872 380.0262098 580.0225381
## 163 510.0200122 495.0387426 415.0474422 490.0264880 690.0252761
## 164 405.0215652 390.0421792 310.0507477 385.0307438 585.0263019
## 165 465.0195814 450.0380620 370.0473333 445.0285933 645.0248084
## 166 560.0205980 545.0364260 465.0443398 540.0287200 740.0270011
## 167 385.0185936 370.0438227 290.0603508 365.0305267 565.0254293
## 168 395.0233125 380.0440871 300.0563611 375.0341366 575.0281294
## 169 330.0195608 315.0480938 235.0693713 310.0318661 510.0261270
## 170 450.0181008 435.0401785 355.0544967 430.0296821 630.0267909
## 171 570.0218582 555.0369453 475.0409582 550.0283124 750.0267301
## 172 610.0218101 595.0368243 515.0422642 590.0288961 790.0264807
## 173 420.0176472 405.0368640 325.0486755 400.0271124 600.0224463
## 174 340.0307643 325.0587090 245.0847887 320.0476811 520.0369029
## 175 330.0214282 315.0487990 235.0697699 310.0353187 510.0289321
## 176 245.0372843 230.0780678 150.1221168 225.0614136 425.0390685
## 177 240.0325002 225.0738113 145.1155306 220.0518829 420.0335217
## 178 520.0205926 505.0402838 425.0544075 500.0309167 700.0280043
## 51 52 53 54 55
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## 52 115.0291971
## 53 40.0706721 75.0104404
## 54 225.0331735 110.0126892 185.0112212
## 55 90.0303781 205.0101707 130.0180047 315.0086533
## 56 30.1595050 145.0129089 70.0322231 255.0092479 60.0216450
## 57 180.0129918 295.0041684 220.0038562 405.0053812 90.0057820
## 58 120.0427306 5.0829636 80.0181997 105.0045260 210.0096553
## 59 135.0224598 20.0503971 95.0035424 90.0206541 225.0062256
## 60 630.0310989 745.0348178 670.0449713 855.0347605 540.0369971
## 61 470.0458084 585.0270872 510.0425959 695.0209363 380.0390464
## 62 700.0236919 815.0176093 740.0256676 925.0149069 610.0183742
## 63 520.0170197 635.0128007 560.0210490 745.0128173 430.0149325
## 64 730.0066522 845.0053668 770.0100382 955.0096606 640.0088681
## 65 795.0229473 910.0129949 835.0215440 1020.0115207 705.0164723
## 66 472.0168277 587.0059567 512.0140434 697.0065916 382.0108134
## 67 648.0044368 763.0091690 688.0128667 873.0151605 558.0132729
## 68 640.0140006 755.0122125 680.0202267 865.0152005 550.0161497
## 69 400.0389799 515.0194255 440.0325210 625.0130126 310.0281508
## 70 432.0312278 547.0293374 472.0384095 657.0272366 342.0257739
## 71 280.0568076 395.0334582 320.0561224 505.0249601 190.0482271
## 72 740.0138940 855.0048090 780.0103076 965.0066127 650.0118850
## 73 678.0166667 793.0103322 718.0177522 903.0103752 588.0125204
## 74 165.1124198 280.0350984 205.0624186 390.0236153 75.1408720
## 75 264.0222609 379.0113344 304.0241139 489.0148059 174.0217136
## 76 722.0192477 837.0172573 762.0256214 947.0176581 632.0171603
## 77 758.0100146 873.0121650 798.0176189 983.0147039 668.0119567
## 78 650.0242458 765.0174060 690.0267499 875.0156038 560.0173380
## 79 400.0202204 515.0175101 440.0254861 625.0163117 310.0120339
## 80 687.0171697 802.0088781 727.0157971 912.0103184 597.0144966
## 81 872.0133503 987.0110286 912.0179116 1097.0140837 782.0144022
## 82 436.0122530 551.0078983 476.0163351 661.0115125 346.0134705
## 83 520.0353684 635.0184444 560.0327720 745.0178521 430.0325151
## 84 635.0317840 750.0206406 675.0302872 860.0177661 545.0276028
## 85 630.0127101 745.0085232 670.0151491 855.0108163 540.0101822
## 86 700.0123891 815.0081921 740.0149701 925.0099426 610.0100361
## 87 655.0259061 770.0153409 695.0260520 880.0149048 565.0213463
## 88 588.0371215 703.0194169 628.0330278 813.0181651 498.0318909
## 89 470.0358492 585.0197245 510.0345216 695.0184947 380.0325366
## 90 525.0315087 640.0189103 565.0327104 750.0202704 435.0332395
## 91 670.0245591 785.0164615 710.0266964 895.0163969 580.0223433
## 92 700.0268235 815.0165488 740.0268210 925.0154869 610.0220985
## 93 655.0281872 770.0184320 695.0290052 880.0169999 565.0249310
## 94 860.0096444 975.0086757 900.0140749 1085.0121479 770.0108448
## 95 805.0103806 920.0084461 845.0141698 1030.0111363 715.0093431
## 96 213.0619591 328.0331543 253.0487205 438.0247458 123.0512525
## 97 525.0398340 640.0252533 565.0362374 750.0192509 435.0245278
## 98 722.0095018 837.0095320 762.0157220 947.0133833 632.0121888
## 99 490.0067265 605.0055293 530.0109996 715.0110633 400.0113655
## 100 744.0111196 859.0075952 784.0136224 969.0117775 654.0138182
## 101 440.0160227 555.0164801 480.0267777 665.0198538 350.0196337
## 102 588.0190970 703.0171829 628.0266707 813.0183930 498.0187999
## 103 712.0155923 827.0094141 752.0162680 937.0104191 622.0120552
## 104 735.0169248 850.0152032 775.0234326 960.0174129 645.0174412
## 105 478.0165618 593.0126034 518.0227164 703.0159731 388.0190691
## 106 835.0230615 950.0150143 875.0234602 1060.0148157 745.0202000
## 107 640.0165186 755.0129031 680.0214958 865.0151365 550.0171057
## 108 662.0243824 777.0157616 702.0253272 887.0149228 572.0204435
## 109 838.0108987 953.0102623 878.0161847 1063.0130768 748.0113781
## 110 470.0208944 585.0097275 510.0190190 695.0126556 380.0196791
## 111 588.0171686 703.0203653 628.0260075 813.0249094 498.0228316
## 112 825.0126050 940.0102399 865.0164710 1050.0123501 735.0117659
## 113 543.0418660 658.0195401 583.0328296 768.0145383 453.0314246
## 114 716.0226213 831.0130295 756.0225215 941.0132574 626.0186340
## 115 765.0202811 880.0114247 805.0198292 990.0122017 675.0176336
## 116 743.0266078 858.0169554 783.0278259 968.0191554 653.0271730
## 117 655.0184578 770.0156451 695.0249707 880.0182378 565.0190667
## 118 805.0158052 920.0106849 845.0176545 1030.0114007 715.0114817
## 119 778.0218723 893.0205532 818.0279676 1003.0202543 688.0217449
## 120 586.0191808 701.0170277 626.0265583 811.0197486 496.0211941
## 121 525.0174209 640.0107351 565.0191499 750.0135500 435.0165682
## 122 685.0420468 800.0200615 725.0285867 910.0170629 595.0347720
## 123 785.0284522 900.0167985 825.0250549 1010.0155610 695.0228181
## 124 770.0169311 885.0158912 810.0210575 995.0184084 680.0195168
## 125 770.0173708 885.0158118 810.0211956 995.0199953 680.0217649
## 126 772.0142083 887.0105868 812.0175929 997.0131981 682.0144689
## 127 798.0120769 913.0080862 838.0137615 1023.0101928 708.0113607
## 128 684.0405072 799.0217495 724.0337675 909.0187191 594.0334259
## 129 808.0178264 923.0114847 848.0190124 1033.0128169 718.0155531
## 130 570.0303587 685.0208834 610.0320310 795.0204563 480.0291257
## 131 520.0319288 635.0237244 560.0327666 745.0175007 430.0190284
## 132 620.0294795 735.0220345 660.0302890 845.0171267 530.0199035
## 133 590.0375933 705.0263057 630.0367520 815.0200732 500.0269560
## 134 550.0318088 665.0236679 590.0328032 775.0185348 460.0215211
## 135 500.0372068 615.0246751 540.0371016 725.0198885 410.0324660
## 136 455.0483488 570.0320355 495.0460144 680.0238346 365.0415167
## 137 430.0659981 545.0424121 470.0611660 655.0320026 340.0592040
## 138 635.0513636 750.0329653 675.0452802 860.0256658 545.0427761
## 139 570.0377719 685.0266905 610.0372092 795.0212706 480.0328464
## 140 560.0401949 675.0217489 600.0333051 785.0156502 470.0293490
## 141 550.0424255 665.0245551 590.0366596 775.0177959 460.0321211
## 142 370.0452303 485.0284672 410.0431546 595.0209606 280.0383038
## 143 630.0411071 745.0239027 670.0347719 855.0171355 540.0304111
## 144 600.0289372 715.0197029 640.0281628 825.0162600 510.0237262
## 145 295.0579691 410.0408679 335.0574126 520.0288254 205.0486262
## 146 320.0569233 435.0378117 360.0557971 545.0277168 230.0503893
## 147 735.0384351 850.0322217 775.0407584 960.0272179 645.0347709
## 148 525.0484777 640.0337473 565.0452496 750.0261109 435.0425694
## 149 500.0405740 615.0274632 540.0370503 725.0202554 410.0329077
## 150 600.0377361 715.0280872 640.0353527 825.0204081 510.0268569
## 151 650.0363817 765.0250855 690.0313343 875.0171251 560.0227034
## 152 670.0322251 785.0241949 710.0300942 895.0175921 580.0213137
## 153 725.0294815 840.0180943 765.0243406 950.0125152 635.0172888
## 154 475.0429678 590.0297603 515.0386778 700.0214122 385.0361665
## 155 510.0384877 625.0274769 550.0384945 735.0206160 420.0291595
## 156 425.0621445 540.0415536 465.0557333 650.0308319 335.0577931
## 157 670.0312855 785.0237299 710.0297976 895.0187930 580.0263860
## 158 270.1119130 385.0542716 310.0842352 495.0341438 180.1098625
## 159 490.0406552 605.0210510 530.0262254 715.0130510 400.0316758
## 160 530.0335878 645.0185173 570.0248736 755.0125468 440.0257867
## 161 630.0351124 745.0250836 670.0341021 855.0204144 540.0294337
## 162 470.0418703 585.0232394 510.0342291 695.0148218 380.0290076
## 163 580.0418041 695.0242944 620.0355766 805.0172224 490.0304230
## 164 475.0395376 590.0277361 515.0388566 700.0204762 385.0292232
## 165 535.0392800 650.0272130 575.0362703 760.0197325 445.0311446
## 166 630.0386965 745.0278298 670.0373000 855.0220720 540.0327420
## 167 455.0493226 570.0285821 495.0381611 680.0175934 365.0344944
## 168 465.0431013 580.0306600 505.0414933 690.0228325 375.0364613
## 169 400.0530287 515.0280334 440.0399758 625.0168492 310.0370737
## 170 520.0480045 635.0290150 560.0378090 745.0193631 430.0339531
## 171 640.0348723 755.0266317 680.0367566 865.0217671 550.0274883
## 172 680.0366868 795.0279113 720.0365464 905.0219173 590.0303225
## 173 490.0397871 605.0257706 530.0339285 715.0175234 400.0313589
## 174 410.0613265 525.0404817 450.0536760 635.0289865 320.0560257
## 175 400.0519232 515.0311181 440.0436678 625.0210353 310.0404099
## 176 315.0706381 430.0462626 355.0606105 540.0296303 225.0591678
## 177 310.0671291 425.0385276 350.0537328 535.0227145 220.0509966
## 178 590.0489220 705.0300488 630.0387492 815.0208222 500.0392708
## 56 57 58 59 60
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## 57 150.0052508
## 58 150.0110235 300.0048352
## 59 165.0058786 315.0007605 15.0871113
## 60 600.0487545 450.0565366 750.0352079 765.0389374
## 61 440.0438802 290.0650414 590.0232582 605.0351765 160.0697335
## 62 670.0237908 520.0290261 820.0150352 835.0214526 70.1097099
## 63 490.0221063 340.0273282 640.0120331 655.0175813 110.0577947
## 64 700.0086932 550.0114585 850.0069078 865.0085641 100.1717890
## 65 765.0173609 615.0241591 915.0112982 930.0181398 165.0923126
## 66 442.0099350 292.0183117 592.0050056 607.0105290 158.1125720
## 67 618.0168024 468.0170958 768.0119854 783.0120368 18.6908039
## 68 610.0195206 460.0244547 760.0126942 775.0173405 10.7839583
## 69 370.0328285 220.0535219 520.0151657 535.0254981 230.0569334
## 70 402.0290409 252.0492558 552.0300690 567.0271010 198.0912423
## 71 250.0488805 100.1300696 400.0278758 415.0382434 350.0300105
## 72 710.0075998 560.0132967 860.0047805 875.0086264 110.2569209
## 73 648.0133668 498.0191756 798.0087639 813.0140916 48.2809715
## 74 135.0441974 15.6840307 285.0316324 300.0347848 465.0951291
## 75 234.0154498 84.0574996 384.0126117 399.0152514 366.0516715
## 76 692.0222079 542.0276501 842.0165502 857.0212660 92.0520939
## 77 728.0178447 578.0190226 878.0128560 893.0153531 128.0313849
## 78 620.0194499 470.0285035 770.0150482 785.0206982 20.5547532
## 79 370.0175183 220.0303170 520.0171912 535.0170736 230.0569252
## 80 657.0099863 507.0180247 807.0080747 822.0122038 57.4436832
## 81 842.0161355 692.0199801 992.0118938 1007.0158704 242.0445072
## 82 406.0147425 256.0230488 556.0085600 571.0128107 194.0684506
## 83 490.0291490 340.0476384 640.0167767 655.0270352 110.1714927
## 84 605.0258909 455.0372964 755.0169413 770.0244432 8.2252816
## 85 600.0088183 450.0154194 750.0085197 765.0111708 5.9438036
## 86 670.0120498 520.0162536 820.0082951 835.0123671 70.1624085
## 87 625.0211239 475.0313963 775.0137560 790.0214610 25.5894725
## 88 558.0264487 408.0442294 708.0174374 723.0269225 42.5762186
## 89 440.0292626 290.0505396 590.0172086 605.0272049 160.1066193
## 90 495.0304567 345.0475304 645.0180718 660.0273303 105.1617906
## 91 640.0237318 490.0323622 790.0148761 805.0225073 40.2952015
## 92 670.0217014 520.0314185 820.0143558 835.0221238 70.2257776
## 93 625.0262823 475.0358100 775.0159717 790.0243688 25.5206457
## 94 830.0106615 680.0143917 980.0093736 995.0116502 230.0665750
## 95 775.0096540 625.0138581 925.0089526 940.0112921 175.0816105
## 96 183.0299707 33.2403589 333.0319134 348.0270194 417.0741188
## 97 495.0209662 345.0409690 645.0215216 660.0252371 105.2393386
## 98 692.0150954 542.0179427 842.0107709 857.0137048 92.0998623
## 99 460.0108063 310.0153725 610.0077298 625.0090526 140.1283266
## 100 714.0117741 564.0166559 864.0087032 879.0117653 114.1793588
## 101 410.0255045 260.0369533 560.0178162 575.0210739 190.0356563
## 102 558.0240062 408.0314412 708.0167736 723.0217512 42.1282305
## 103 682.0101448 532.0168487 832.0083685 847.0124328 82.2326714
## 104 705.0198400 555.0257025 855.0150533 870.0195372 105.0815750
## 105 448.0205814 298.0310892 598.0130645 613.0181989 152.0732833
## 106 805.0192301 655.0264371 955.0131734 970.0198401 205.0897476
## 107 610.0189067 460.0254329 760.0126293 775.0178790 10.9917119
## 108 632.0206585 482.0295985 782.0135019 797.0205847 32.4516599
## 109 808.0126735 658.0163045 958.0105340 973.0133805 208.0534971
## 110 440.0120964 290.0268554 590.0101351 605.0140475 160.1621044
## 111 558.0182830 408.0292038 708.0220156 723.0191159 42.6309127
## 112 795.0120338 645.0165644 945.0099406 960.0133356 195.0699490
## 113 513.0266085 363.0453593 663.0153762 678.0261539 87.2893230
## 114 686.0177809 536.0263701 836.0118536 851.0187284 86.1929134
## 115 735.0157755 585.0232291 885.0103348 900.0166868 135.1438446
## 116 713.0253992 563.0355021 863.0173370 878.0245809 113.1747089
## 117 625.0203940 475.0285337 775.0157441 790.0203768 25.4170682
## 118 775.0112840 625.0173211 925.0099044 940.0138252 175.0874694
## 119 748.0258183 598.0307224 898.0187946 913.0235814 148.0581207
## 120 556.0216410 406.0314472 706.0168465 721.0210733 44.2775641
## 121 495.0120503 345.0232350 645.0106851 660.0140782 105.2046288
## 122 655.0199217 505.0383078 805.0178400 820.0225377 56.0434816
## 123 755.0162441 605.0277962 905.0143662 920.0195497 155.2195414
## 124 740.0161469 590.0228744 890.0154652 905.0166381 140.1897507
## 125 740.0158049 590.0241446 890.0166770 905.0168868 140.2360927
## 126 742.0137726 592.0193227 892.0104792 907.0145693 142.1114659
## 127 768.0099136 618.0145318 918.0076701 933.0110961 168.1126026
## 128 654.0256344 504.0423628 804.0184084 819.0273729 54.6313123
## 129 778.0134971 628.0204963 928.0106415 943.0154474 178.1099440
## 130 540.0256769 390.0404109 690.0184147 705.0251532 60.3353942
## 131 490.0239977 340.0364028 640.0197466 655.0236533 110.1169766
## 132 590.0223325 440.0322033 740.0178923 755.0226769 11.4052600
## 133 560.0277870 410.0419835 710.0212822 725.0277902 40.4388045
## 134 520.0228249 370.0359536 670.0193403 685.0236553 80.2062151
## 135 470.0363661 320.0518025 620.0204967 635.0299915 130.0894883
## 136 425.0443139 275.0675752 575.0260084 590.0359352 175.0851534
## 137 400.0545988 250.0941306 550.0348548 565.0464335 200.1098723
## 138 605.0370658 455.0564496 755.0269143 770.0359533 9.5293363
## 139 540.0352445 390.0480830 690.0219610 705.0301113 60.2672635
## 140 530.0261157 380.0425932 680.0165473 695.0257593 70.3416886
## 141 520.0306689 370.0476259 670.0190456 685.0287001 80.2652663
## 142 340.0404964 190.0718762 490.0225923 505.0317912 260.0532917
## 143 600.0286374 450.0427688 750.0184994 765.0276987 6.9527687
## 144 570.0238287 420.0338145 720.0157973 735.0220930 30.6176290
## 145 265.0480694 115.1148555 415.0333659 430.0375459 335.0506284
## 146 290.0488386 140.1053655 440.0306510 455.0385275 310.0510161
## 147 705.0368757 555.0466947 855.0277445 870.0334864 105.1906294
## 148 495.0398859 345.0603833 645.0275368 660.0349956 105.2427826
## 149 470.0321402 320.0489141 620.0216085 635.0279445 130.1733001
## 150 570.0267569 420.0393965 720.0224475 735.0260618 30.8182847
## 151 620.0207285 470.0326680 770.0195832 785.0224647 21.4584652
## 152 640.0211917 490.0309357 790.0192561 805.0220073 40.6300801
## 153 695.0143030 545.0242061 845.0136965 860.0174938 95.3121426
## 154 445.0360739 295.0538100 595.0235048 610.0292829 155.1521727
## 155 480.0330455 330.0484489 630.0222764 645.0293259 120.1121457
## 156 395.0513917 245.0870412 545.0337706 560.0417920 205.1397216
## 157 640.0264896 490.0347441 790.0192577 805.0236242 40.6167342
## 158 240.0799375 90.2440495 390.0417956 405.0582664 360.0900036
## 159 460.0230368 310.0387064 610.0151645 625.0192931 140.2916857
## 160 500.0215674 350.0334783 650.0133852 665.0187862 100.3088828
## 161 600.0285777 450.0405488 750.0204875 765.0268364 6.6529724
## 162 440.0293597 290.0471682 590.0170544 605.0257599 160.1255251
## 163 550.0286051 400.0443895 700.0186716 715.0276730 50.4595920
## 164 445.0316475 295.0496634 595.0221861 610.0285920 155.1007015
## 165 505.0328229 355.0465097 655.0214767 670.0280714 95.2106518
## 166 600.0329437 450.0453178 750.0227709 765.0298378 6.5630962
## 167 425.0301606 275.0525514 575.0210258 590.0272303 175.1708668
## 168 435.0383111 285.0576393 585.0246819 600.0315023 165.1102932
## 169 370.0308693 220.0607849 520.0201693 535.0278769 230.1235314
## 170 490.0264698 340.0472556 640.0221370 655.0268309 110.3310262
## 171 610.0301050 460.0416680 760.0223456 775.0289120 11.3010093
## 172 650.0333134 500.0427973 800.0230732 815.0297751 50.3489790
## 173 460.0322205 310.0466770 610.0196863 625.0259946 140.1633902
## 174 380.0503413 230.0859808 530.0324288 545.0398870 220.1298207
## 175 370.0355212 220.0663894 520.0236542 535.0309025 230.1104580
## 176 285.0537110 135.1175925 435.0364793 450.0406206 315.0834897
## 177 280.0471479 130.1070055 430.0288479 445.0361110 320.0738065
## 178 560.0336904 410.0506213 710.0232578 725.0302693 40.9243932
## 61 62 63 64 65
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## 62 230.0074803
## 63 50.0645149 180.0104258
## 64 260.0531604 30.3890632 210.0272014
## 65 325.0075987 95.0441570 275.0143015 65.1208223
## 66 4.2369189 228.0280439 48.0714712 258.0095847 323.0088979
## 67 178.0963254 52.2513240 128.0478283 82.0305175 147.0969178
## 68 170.0392219 60.0784206 120.0152845 90.0299609 155.0301279
## 69 70.0158003 300.0056107 120.0192196 330.0333712 395.0065562
## 70 38.5482343 268.0652222 88.1416014 298.0392344 363.0404933
## 71 190.0184130 420.0031860 240.0122113 450.0212899 515.0054821
## 72 270.0510163 40.3428599 220.0422738 10.2821797 55.1221281
## 73 208.0244671 22.1360345 158.0170299 52.0869299 117.0230146
## 74 305.0815018 535.0471474 355.0574611 565.0207828 630.0217236
## 75 206.0638682 436.0253643 256.0235408 466.0022876 531.0120840
## 76 252.0180305 22.1112254 202.0088756 8.8408418 73.0524572
## 77 288.0268013 58.0791701 238.0057611 28.1697452 37.2001994
## 78 180.0260246 50.0474533 130.0269524 80.0992161 145.0177821
## 79 70.1780294 300.0306876 120.0465731 330.0200555 395.0212378
## 80 217.0609505 13.8311807 167.0530574 43.0799951 108.0589382
## 81 402.0205286 172.0461985 352.0110106 142.0177641 77.0536439
## 82 34.2551651 264.0249136 84.0315471 294.0027294 359.0139401
## 83 50.1033734 180.0375240 3.4124241 210.0296377 275.0052235
## 84 165.0536960 65.0837323 115.0755773 95.1347570 160.0519439
## 85 160.0728625 70.1279218 110.0510605 100.0151196 165.0321429
## 86 230.0261344 3.2864930 180.0112702 30.0682662 95.0248069
## 87 185.0214285 45.0980080 135.0303119 75.0789909 140.0053640
## 88 118.0664306 112.0866901 68.1341089 142.0546298 207.0103321
## 89 3.2052151 230.0205178 50.0994555 260.0239023 325.0063158
## 90 55.1268053 175.0403738 6.0427838 205.0247048 270.0126983
## 91 200.0177654 30.0935139 150.0213672 60.1130977 125.0185804
## 92 230.0181533 2.7458680 180.0272061 30.2581277 95.0185203
## 93 185.0173184 45.0494575 135.0290620 75.1241561 140.0226692
## 94 390.0328325 160.0603788 340.0170806 130.0086472 65.1069329
## 95 335.0325825 105.0826207 285.0167412 75.0167225 10.4815454
## 96 257.0918668 487.0431779 307.0518708 517.0219966 582.0254765
## 97 55.2533733 175.0672179 7.0395002 205.0645807 270.0277544
## 98 252.0367714 22.3243706 202.0132639 8.1742604 73.0823875
## 99 20.7296450 210.0582431 30.1970613 240.0008241 305.0305293
## 100 274.0521372 44.2821822 224.0333085 14.0588292 51.1538066
## 101 30.2910280 260.0232737 80.0265402 290.0090320 355.0170633
## 102 118.0445685 112.0244286 68.0205183 142.0362080 207.0202854
## 103 242.0405426 12.5883886 192.0305365 18.1825075 83.0533286
## 104 265.0281928 35.1332777 215.0153191 5.7925781 60.0795174
## 105 8.9361864 222.0255995 42.0622456 252.0061654 317.0143335
## 106 365.0182597 135.0395582 315.0212152 105.0787351 40.1017035
## 107 170.0386958 60.0718340 120.0217876 90.0352313 155.0261739
## 108 192.0251860 38.0786205 142.0295879 68.1072770 133.0234569
## 109 368.0266090 138.0470284 318.0121516 108.0204003 43.1311385
## 110 5.5224490 230.0607896 50.1877349 260.0072252 325.0213637
## 111 118.2518652 112.1953452 68.2471970 142.0462245 207.0981620
## 112 355.0265055 125.0495120 305.0146716 95.0292608 30.1663313
## 113 73.0688638 157.0429239 23.3589235 187.0612460 252.0082597
## 114 246.0209312 16.3524149 196.0240732 14.3519863 79.0132501
## 115 295.0240344 65.1058942 245.0241741 35.1339743 30.0900631
## 116 273.0349421 43.2770929 223.0383086 13.4299949 52.0749015
## 117 185.0459341 45.1352749 135.0296847 75.0428733 140.0316773
## 118 335.0235271 105.0602157 285.0167500 75.0494313 10.2475996
## 119 308.0262506 78.0385433 258.0200413 48.2511614 17.5675383
## 120 116.0920192 114.0581587 66.0773607 144.0258167 209.0323759
## 121 55.2521941 175.0625324 6.3559554 205.0091248 270.0253671
## 122 215.1408230 16.9512741 165.1726439 45.3767356 110.1627532
## 123 315.0535217 85.1695595 265.0580860 55.1938436 10.8794522
## 124 300.0772846 70.2252554 250.0575769 40.2040614 25.6786264
## 125 300.0973046 70.3255724 250.0742964 40.1656057 25.7640511
## 126 302.0334868 72.1042807 252.0212661 42.0591932 23.2306173
## 127 328.0343687 98.0831356 278.0219259 68.0390451 4.6464425
## 128 214.0585923 16.8036057 164.0914258 46.2840632 111.0570764
## 129 338.0291124 108.0741997 288.0240055 78.0516265 13.3198050
## 130 100.1101920 130.0552287 50.1702617 160.0520310 225.0339866
## 131 50.1514688 180.0226494 3.4012402 210.0658304 275.0257860
## 132 150.0525378 80.0404288 100.0668487 110.1289550 175.0444965
## 133 120.0645186 110.0337775 70.1176785 140.1147780 205.0368319
## 134 80.1214396 150.0304761 30.2515840 180.0739947 245.0341525
## 135 30.0947824 200.0040473 20.1843458 230.0569412 295.0186772
## 136 15.3296186 245.0078481 65.0993092 275.0634614 340.0245207
## 137 40.2215459 270.0197408 90.1272057 300.0672515 365.0273630
## 138 165.0861181 65.1656833 115.1501414 95.2389669 160.0815416
## 139 100.0664881 130.0221785 50.1456450 160.1064298 225.0431531
## 140 90.0710929 140.0361014 40.2178027 170.0828272 235.0219533
## 141 80.0667046 150.0246565 30.2666127 180.0866536 245.0231423
## 142 100.0516580 330.0048522 150.0311692 360.0362886 425.0163731
## 143 160.0388125 70.0698212 110.0889760 100.1760624 165.0391606
## 144 130.0663726 100.0420661 80.0916775 130.0984144 195.0459163
## 145 175.0694524 405.0138689 225.0394261 435.0371366 500.0246706
## 146 150.0584297 380.0091648 200.0361429 410.0357839 475.0198019
## 147 265.0534521 35.2102944 215.0642851 8.5896298 60.2930371
## 148 55.2482220 175.0455046 7.2277242 205.1024916 270.0553547
## 149 30.3847290 200.0306106 20.5198251 230.0779590 295.0438692
## 150 130.1178894 100.0860134 80.1697022 130.1637530 195.0798502
## 151 180.0957457 50.2273544 130.1215781 80.2704764 145.1055822
## 152 200.0790290 30.3037045 150.0905649 60.3375440 125.1209716
## 153 255.0551213 25.3973772 205.0647807 7.5969983 70.1476608
## 154 7.1866004 225.0322797 45.2594978 255.0794051 320.0494798
## 155 40.1459172 190.0097111 10.5719958 220.0722593 285.0276917
## 156 45.3569199 275.0358777 95.1654655 305.0757276 370.0475113
## 157 200.0762751 30.2831683 150.0866040 60.3341247 125.1367382
## 158 200.0564199 430.0212508 250.0604766 460.0480796 525.0209638
## 159 21.0418420 210.0786275 30.6152671 240.0854883 305.0653514
## 160 60.2452924 170.0600256 11.2098501 200.0827799 265.0543677
## 161 160.0713765 70.0879690 110.0981661 100.1701243 165.0721946
## 162 3.3233091 230.0141179 50.1385484 260.0604638 325.0211076
## 163 110.0576957 120.0375339 60.1523462 150.1108531 215.0293981
## 164 6.3448521 225.0131653 45.1520931 255.0603796 320.0270271
## 165 65.1484897 165.0285467 15.6157262 195.0984937 260.0478691
## 166 160.0664409 70.0807374 110.1006990 100.1966830 165.0767755
## 167 15.8881505 245.0371981 65.2096156 275.0751210 340.0404565
## 168 6.6807370 235.0186832 55.1606297 265.0688494 330.0378631
## 169 70.1638806 300.0260912 120.0984832 330.0541606 395.0272379
## 170 50.3789888 180.0754281 6.0197787 210.1030125 275.0593080
## 171 170.0401456 60.0426028 120.0596409 90.1796442 155.0514032
## 172 210.0417415 20.1997448 160.0608431 50.4273026 115.1097044
## 173 20.5437518 210.0292096 30.3382117 240.0809191 305.0455775
## 174 60.2672538 290.0336202 110.1396394 320.0730238 385.0468314
## 175 70.1713966 300.0233924 120.0946818 330.0534809 395.0301852
## 176 155.1082724 385.0253202 205.0710870 415.0565216 480.0378309
## 177 160.0696255 390.0165825 210.0515318 420.0480606 485.0258832
## 178 120.1479680 110.1186203 70.2699717 140.1824627 205.0897613
## 66 67 68 69 70
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## 69 72.0575563 248.0583362 240.0266007
## 70 40.2949121 216.0729145 208.0674362 32.5239480
## 71 192.0234169 368.0366117 360.0132478 120.0213702 152.0771897
## 72 268.0067159 92.1008140 100.0672703 340.0303216 308.0595970
## 73 206.0080633 30.2719724 38.0545817 278.0130976 246.0593667
## 74 307.0263254 483.0483611 475.0420586 235.0785527 267.0545248
## 75 208.0076230 384.0145817 376.0115214 136.0697501 168.0438274
## 76 250.0223960 74.1163600 82.0231143 322.0155888 290.0368228
## 77 286.0203613 110.0307878 118.0104234 358.0197437 326.0341616
## 78 178.0224768 5.3633683 10.3775068 250.0157840 218.0518700
## 79 72.0750800 248.0392280 240.0309528 4.1720545 32.0533510
## 80 215.0105996 39.2467997 47.1171063 287.0355895 255.0684827
## 81 400.0096969 224.0237850 232.0045634 472.0181615 440.0289250
## 82 36.0323813 212.0137493 204.0055040 36.1774620 6.3088584
## 83 48.0629690 128.0978676 120.0326083 120.0466012 88.2315553
## 84 163.0467655 14.2064319 6.3976337 235.0322323 203.1394129
## 85 158.0100321 18.3416601 10.3142187 230.0381656 198.0465504
## 86 228.0053881 52.1070609 60.0223471 300.0158426 268.0339698
## 87 183.0142593 8.4999215 15.1901855 255.0165822 223.0725666
## 88 116.0341201 60.2726627 52.1271491 188.0420727 156.1328334
## 89 3.1183711 178.0650452 170.0188414 70.0713267 38.5121021
## 90 53.0720679 123.0772984 115.0214305 125.0603945 93.2363823
## 91 198.0197970 22.4578969 30.0656978 270.0156679 238.0819432
## 92 228.0162401 52.2532360 60.0608582 300.0149078 268.0727700
## 93 183.0276678 8.6104155 15.2309833 255.0149024 223.1019753
## 94 388.0083480 212.0189060 220.0081948 460.0239629 428.0294214
## 95 333.0066999 157.0332944 165.0130514 405.0221684 373.0216997
## 96 259.0359898 435.0435861 427.0411112 187.0914203 219.0161780
## 97 53.1434951 123.1821877 115.1186741 125.0837877 93.0781673
## 98 250.0137415 74.0298385 82.0053078 322.0259026 290.0401591
## 99 18.1510446 158.0123627 150.0221708 90.1260689 58.2138037
## 100 272.0111401 96.0443225 104.0289307 344.0353210 312.0547167
## 101 32.1270122 208.0154481 200.0049245 40.1915817 8.9633987
## 102 116.0389671 60.1021636 52.0159525 188.0279793 156.0728254
## 103 240.0071835 64.1331988 72.0482956 312.0238257 280.0497802
## 104 263.0175793 87.0705117 95.0075686 335.0227973 303.0455648
## 105 6.3545079 170.0206178 162.0020198 78.0871218 46.2830486
## 106 363.0134457 187.0703453 195.0220163 435.0155771 403.0590507
## 107 168.0176368 8.6227279 0.8877419 240.0256836 208.0734293
## 108 190.0193525 14.7845321 22.1412193 262.0170705 230.0846165
## 109 366.0092646 190.0228869 198.0043697 438.0198476 406.0293455
## 110 2.8697484 178.0469925 170.0348266 70.1690370 38.3592524
## 111 116.0996179 60.1513473 52.2135620 188.1319482 156.0865625
## 112 353.0080906 177.0338725 185.0082088 425.0189751 393.0339430
## 113 71.0583427 105.1889657 97.0915738 143.0294318 111.2067222
## 114 244.0089750 68.1624402 76.0389285 316.0161219 284.0567102
## 115 293.0080926 117.0890307 125.0260962 365.0179015 333.0589686
## 116 271.0203645 95.1246463 103.0444832 343.0316898 311.0659575
## 117 183.0214299 7.8214311 15.0616502 255.0328281 223.0557421
## 118 333.0060074 157.0602809 165.0185879 405.0159759 373.0250746
## 119 306.0324813 130.0867342 138.0340939 378.0216028 346.0655987
## 120 114.0409831 62.0934448 54.0292938 186.0525955 154.0965721
## 121 53.0433750 123.0560198 115.0356894 125.0868926 93.1430858
## 122 213.0583114 37.8256644 45.5520885 285.0864970 253.1258136
## 123 313.0220716 137.1445047 145.0803408 385.0366053 353.0686759
## 124 298.0334898 122.0844315 130.0705022 370.0524010 338.0711201
## 125 298.0361792 122.0869453 130.0863681 370.0673182 338.0682677
## 126 300.0097128 124.0478542 132.0126268 372.0240813 340.0478110
## 127 326.0074182 150.0424969 158.0182525 398.0224467 366.0461442
## 128 212.0343925 36.6431784 44.2750905 284.0407800 252.1146678
## 129 336.0084061 160.0605635 168.0201675 408.0212496 376.0451690
## 130 98.0620483 78.1582445 70.0766308 170.0578805 138.1702259
## 131 48.1610767 128.1375197 120.0818420 120.0412648 88.0962749
## 132 148.0540871 28.6236922 20.4490383 220.0254890 188.0826377
## 133 118.0754666 58.3554396 50.2055276 190.0318130 158.1202072
## 134 78.0996567 98.1762833 90.1034853 150.0462865 118.1189402
## 135 28.2558942 148.0989529 140.0413436 100.0275158 68.3462805
## 136 17.5785178 193.0997054 185.0512472 55.0779734 24.1168666
## 137 42.2908984 218.1125887 210.0596179 30.2776476 8.0577182
## 138 163.0865225 15.1060235 7.6956110 235.0541448 203.1789894
## 139 98.1063054 78.2344629 70.1331625 170.0342236 138.2070349
## 140 88.0698324 88.2345942 80.1245859 160.0296926 128.1913220
## 141 78.0946016 98.2140063 90.1102787 150.0279992 118.2164936
## 142 102.0680590 278.0538374 270.0262132 30.1180651 62.3396761
## 143 158.0539045 19.2776893 11.1282018 230.0217695 198.1399535
## 144 128.0583435 48.3169367 40.1981748 200.0326373 168.1477988
## 145 177.0590670 353.0518437 345.0340176 105.0813863 137.1178711
## 146 152.0581401 328.0520276 320.0284411 80.0813145 112.1762032
## 147 263.0685789 87.2829851 95.1598946 335.0393001 303.1136473
## 148 53.2605952 123.1931977 115.1280853 125.0905935 93.3541076
## 149 28.3881175 148.1368645 140.0909072 100.0847655 68.4027423
## 150 128.1059018 48.5137389 40.4180892 200.0555954 168.1371711
## 151 178.0730911 7.7187599 11.7857879 250.0479309 218.0921748
## 152 198.0644651 23.0834281 30.5548488 270.0414077 238.0857829
## 153 253.0335101 77.3116662 85.1803020 325.0291716 293.0620532
## 154 5.9136928 173.1236092 165.0898328 75.1285354 43.6895517
## 155 38.2358455 138.1315693 130.0696069 110.0395660 78.2522329
## 156 47.3303765 223.1151161 215.0797676 25.5193494 10.9631193
## 157 198.0693783 22.9406258 30.4915922 270.0432124 238.1331028
## 158 202.0593324 378.0773554 370.0460802 130.0702194 162.2094711
## 159 18.6945540 158.1587191 150.1410852 90.1618379 58.5911511
## 160 58.1638083 118.1703404 110.1346359 130.0757124 98.3092480
## 161 158.0688156 19.0729352 11.0751239 230.0406310 198.1450380
## 162 4.2718757 178.1119088 170.0629682 70.0440722 38.5910871
## 163 108.0731851 68.3319721 60.1880412 180.0267005 148.1714524
## 164 5.1381528 173.1050396 165.0584558 75.0715861 43.4358143
## 165 63.1824574 113.1847459 105.1217304 135.0519744 103.2658521
## 166 158.0795409 19.1817523 11.1887963 230.0390995 198.1574167
## 167 17.6545410 193.1331045 185.0945947 55.1635087 24.1155972
## 168 8.4762832 183.1056838 175.0667798 65.1132783 33.7914504
## 169 72.1237983 248.0953308 240.0627903 3.8121870 32.7468787
## 170 48.2679552 128.2230522 120.1693394 120.1129200 88.3065777
## 171 168.0590805 10.1048105 4.1996573 240.0256018 208.1005164
## 172 208.0660602 32.6989619 40.3190857 280.0272503 248.1201180
## 173 18.6271739 158.1321928 150.0942131 90.0822989 58.4952993
## 174 62.2494276 238.1073339 230.0769200 11.1828508 23.5296533
## 175 72.1377831 248.0879928 240.0571112 4.0762013 32.7789764
## 176 157.0965653 333.0780085 325.0587618 85.1385645 117.2111233
## 177 162.0685976 338.0705310 330.0477286 90.0775162 122.1823999
## 178 118.1337189 58.5239482 50.4277219 190.0713171 158.2460198
## 71 72 73 74 75
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## 76 442.0044790 18.6553043 44.0676014 557.0402583 458.0149898
## 77 478.0109700 18.6331397 80.0550848 593.0409420 494.0123318
## 78 370.0008861 90.1037805 28.0474385 485.0335671 386.0155339
## 79 120.0461329 340.0332771 278.0253333 235.0506351 136.0259293
## 80 407.0189684 53.0260574 9.2864075 522.0164288 423.0069591
## 81 592.0114430 132.0476633 194.0200709 707.0248360 608.0063725
## 82 156.0349222 304.0102164 242.0073929 271.0478549 172.0088511
## 83 240.0234222 220.0192811 158.0158570 355.0414830 256.0253000
## 84 355.0152597 105.0995653 43.0692266 470.0499683 371.0340773
## 85 350.0152873 110.0260999 48.0464211 465.0184339 366.0016735
## 86 420.0090489 40.1091375 22.0915686 535.0228074 436.0041719
## 87 375.0079231 85.0625723 23.0593121 490.0299370 391.0140338
## 88 308.0225426 152.0279571 90.0425908 423.0280338 324.0214115
## 89 190.0187320 270.0177268 208.0043960 305.0511592 206.0300691
## 90 245.0265208 215.0216125 153.0147051 360.0505912 261.0252846
## 91 390.0074580 70.1049321 8.1340039 505.0405358 406.0184355
## 92 420.0064408 40.1637810 22.0498880 535.0321481 436.0169553
## 93 375.0077868 85.1053806 23.0630016 490.0463390 391.0251277
## 94 580.0122762 120.0345988 182.0155149 695.0203579 596.0033814
## 95 525.0104119 65.0641851 127.0219110 640.0170420 541.0016217
## 96 67.2054779 527.0237992 465.0309244 48.1009972 51.1133564
## 97 245.0218381 215.0572088 153.0516897 360.0224634 261.0282263
## 98 442.0148551 18.3443452 44.0769707 557.0325668 458.0066090
## 99 210.0495153 250.0123998 188.0266952 325.0374773 226.0061016
## 100 464.0223368 4.4771371 66.0611483 579.0223929 480.0051906
## 101 160.0315021 300.0284360 238.0154568 275.0673355 176.0185118
## 102 308.0079779 152.0654740 90.0240068 423.0507060 324.0171870
## 103 432.0098262 28.1009578 34.0286061 547.0187066 448.0055692
## 104 455.0081323 6.4498242 57.0325672 570.0363135 471.0110512
## 105 198.0239962 262.0172643 200.0072195 313.0512911 214.0124772
## 106 555.0081943 95.0701808 157.0097141 670.0289709 571.0151957
## 107 360.0105636 100.0579188 38.0258390 475.0389839 376.0115145
## 108 382.0061580 78.0876575 16.0336348 497.0370635 398.0180689
## 109 558.0084010 98.0606424 160.0114897 673.0248604 574.0051130
## 110 190.0515615 270.0030575 208.0216264 305.0193665 206.0061431
## 111 308.0525073 152.0758984 90.1252082 423.0400563 324.0189363
## 112 545.0074571 85.0579578 147.0072894 660.0228465 561.0054373
## 113 263.0192716 197.0311312 135.0262834 378.0339478 279.0340299
## 114 436.0088835 24.1689497 38.0403887 551.0236364 452.0102758
## 115 485.0108779 25.1198388 87.0160786 600.0225657 501.0099878
## 116 463.0222389 4.5070897 65.0931428 578.0292583 479.0147097
## 117 375.0114109 85.0797982 23.0873604 490.0361206 391.0098665
## 118 525.0054870 65.0710089 127.0121647 640.0158858 541.0040717
## 119 498.0087113 38.4203708 100.0390943 613.0523306 514.0255541
## 120 306.0160732 154.0461131 92.0204924 421.0453148 322.0142891
## 121 245.0296947 215.0099935 153.0174527 360.0253331 261.0058085
## 122 405.0588858 55.1276213 9.0987813 520.0094799 421.0319971
## 123 505.0190162 45.1271280 107.0499586 620.0178735 521.0166009
## 124 490.0261670 30.3187251 92.0749159 605.0348972 506.0177583
## 125 490.0366420 30.2609630 92.1103025 605.0278960 506.0148853
## 126 492.0115170 32.1202293 94.0153977 607.0251631 508.0067554
## 127 518.0116986 58.0493769 120.0117784 633.0207666 534.0058836
## 128 404.0240140 56.1135354 6.9073389 519.0257758 420.0272794
## 129 528.0099057 68.0495319 130.0110982 643.0196009 544.0071886
## 130 290.0193686 170.0443079 108.0191625 405.0489677 306.0280161
## 131 240.0070057 220.0729646 158.0367610 355.0507738 256.0374687
## 132 340.0045936 120.1242747 58.0670954 455.0460454 356.0311280
## 133 310.0064032 150.1024722 88.0476343 425.0513654 326.0394860
## 134 270.0073666 190.0741662 128.0310978 385.0490176 286.0346805
## 135 220.0119098 240.0557026 178.0163724 335.0804026 236.0550084
## 136 175.0200744 285.0595195 223.0214470 290.1013426 191.0857510
## 137 150.0345097 310.0569309 248.0234961 265.1094490 166.1110004
## 138 355.0261389 105.1617327 43.1898760 470.0569319 371.0551482
## 139 290.0159572 170.0973238 108.0442116 405.0754208 306.0543662
## 140 280.0135216 180.0532259 118.0270246 395.0436941 296.0397444
## 141 270.0124452 190.0631864 128.0275986 385.0550209 286.0474402
## 142 90.0251244 370.0354075 308.0092313 205.1167661 106.1118426
## 143 350.0124895 110.1179770 48.0968256 465.0463070 366.0415481
## 144 320.0133485 140.0834096 78.0381208 435.0538479 336.0358804
## 145 15.2535379 445.0400211 383.0162965 130.1784582 31.4099513
## 146 40.0677146 420.0362561 358.0110391 155.1546768 56.2229590
## 147 455.0190390 8.6792016 57.1691836 570.0699945 471.0502078
## 148 245.0327089 215.0868501 153.0488815 360.0846795 261.0748569
## 149 220.0278362 240.0677443 178.0337363 335.0785747 236.0681689
## 150 320.0206098 140.1448503 78.1122303 435.0575802 336.0512952
## 151 370.0202479 90.2111746 28.3564226 485.0387337 386.0413467
## 152 390.0163823 70.2753382 9.0208609 505.0441013 406.0387838
## 153 445.0127647 15.8105111 47.1402413 560.0226129 461.0245048
## 154 195.0411346 265.0712350 203.0395045 310.0953186 211.0878573
## 155 230.0083530 230.0719262 168.0254096 345.0740073 246.0555196
## 156 145.0688250 315.0643507 253.0364102 260.1227494 161.1334121
## 157 390.0232663 70.2685822 8.9657570 505.0606412 406.0464921
## 158 10.7785147 470.0329902 408.0188595 105.2222219 8.6239024
## 159 210.0727988 250.0568180 188.0628656 325.0619437 226.0793076
## 160 250.0393280 210.0576814 148.0483616 365.0570181 266.0557578
## 161 350.0169270 110.1396913 48.1064745 465.0581039 366.0432097
## 162 190.0169624 270.0478128 208.0204001 305.0669215 206.0636038
## 163 300.0121333 160.0785727 98.0422653 415.0490751 316.0442803
## 164 195.0113852 265.0591115 203.0207835 310.0752338 211.0603712
## 165 255.0217470 205.0881469 143.0451173 370.0773023 271.0640526
## 166 350.0180779 110.1641428 48.1305684 465.0659744 366.0506388
## 167 175.0430320 285.0576893 223.0372710 290.0716310 191.0870705
## 168 185.0282647 275.0656763 213.0283407 300.0976154 201.0832384
## 169 120.0499821 340.0394334 278.0229703 235.0752974 136.1032646
## 170 240.0415034 220.0746202 158.0629941 355.0516333 256.0658157
## 171 360.0057665 100.1695577 38.1090217 475.0563968 376.0377200
## 172 400.0138506 60.3530407 4.2896745 515.0659533 416.0483516
## 173 210.0344552 250.0699886 188.0394478 325.0851030 226.0778960
## 174 130.0775329 330.0624975 268.0359439 245.1288718 146.1472497
## 175 120.0478886 340.0433993 278.0212203 235.0924016 136.1081290
## 176 35.2393633 425.0529363 363.0297751 150.1805541 51.3767365
## 177 30.1826424 430.0421839 368.0213714 145.1559230 46.3494175
## 178 310.0406042 150.1280651 88.1281110 425.0654205 326.0700854
## 76 77 78 79 80
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## 80 35.2663354 71.1437896 37.1586413 287.0362300
## 81 150.0196795 114.0267809 222.0235396 472.0165281 185.0325242
## 82 286.0145117 322.0086911 214.0211518 36.1544410 251.0114123
## 83 202.0286839 238.0360490 130.0341641 120.1052383 167.0229272
## 84 87.1050680 123.0951933 15.3368640 235.0729969 52.1160862
## 85 92.0572884 128.0434530 20.1888064 230.0196969 57.0265310
## 86 22.1089078 58.0471366 50.0608422 300.0136310 13.3293683
## 87 67.0485041 103.0613431 5.3918503 255.0364654 32.1223963
## 88 134.0613220 170.0722012 62.0858564 188.0730810 99.0357466
## 89 252.0180695 288.0253311 180.0140030 70.1621566 217.0128120
## 90 197.0274293 233.0300515 125.0393764 125.1094669 162.0210149
## 91 52.0508792 88.0554259 20.1108158 270.0412831 17.2962203
## 92 22.1774181 58.1273532 50.0374241 300.0379932 13.3071588
## 93 67.0572993 103.0626983 5.5044064 255.0517382 32.1934918
## 94 138.0358958 102.0422013 210.0243103 460.0157643 173.0139236
## 95 83.0458639 47.0843604 155.0247297 405.0101746 118.0257339
## 96 509.0324114 545.0316085 437.0303327 187.0204110 474.0274245
## 97 197.0500251 233.0641034 125.0388044 125.0409761 162.0575083
## 98 2.4127822 36.0372371 72.0747506 322.0193916 35.1645231
## 99 232.0353667 268.0189142 160.0561934 90.0766479 197.0196755
## 100 22.3749670 14.4785888 94.0873748 344.0307142 57.0334498
## 101 282.0060333 318.0020168 210.0201491 40.0958847 247.0299943
## 102 134.0020380 170.0054230 62.0318288 188.0299280 99.0761718
## 103 10.5384642 46.1494345 62.0454904 312.0236439 25.0243490
## 104 13.1046643 23.0977698 85.0281795 335.0230961 48.1106366
## 105 244.0112720 280.0077964 172.0206895 78.0853522 209.0157148
## 106 113.0517851 77.1140479 185.0182676 435.0333162 148.0237899
## 107 82.0266495 118.0211046 10.2665178 240.0338907 47.0790862
## 108 60.0617527 96.0649269 12.1408845 262.0412957 25.1499738
## 109 116.0224211 80.0319552 188.0167258 438.0144562 151.0232336
## 110 252.0402234 288.0352287 180.0430091 70.1216360 217.0044632
## 111 134.1096723 170.0743075 62.2139464 188.0564482 99.0775152
## 112 103.0318734 67.0593528 175.0144094 425.0167142 138.0156718
## 113 179.0516315 215.0642212 107.0449492 143.0993129 144.0366059
## 114 6.6412620 42.1619127 66.0406712 316.0297053 29.1045289
## 115 43.1356203 8.0521553 115.0333627 365.0319808 78.0216691
## 116 21.3524281 15.6174091 93.0879769 343.0423141 56.1105896
## 117 67.0288327 103.0282803 5.5056305 255.0277318 32.1324496
## 118 83.0381209 47.1173705 155.0100747 405.0117070 118.0223007
## 119 56.0732068 20.2536721 128.0333472 378.0356888 91.1186889
## 120 136.0243645 172.0215851 64.0505339 186.0456184 101.0353703
## 121 197.0381308 233.0327622 125.0424690 125.0609396 162.0033696
## 122 37.8138844 73.4592430 35.6070438 285.0884301 4.4460456
## 123 63.2230493 27.6576227 135.0555496 385.0427914 98.0217008
## 124 48.2835450 13.0085504 120.0878906 370.0433048 83.0563485
## 125 48.3620011 13.2531328 120.1213729 370.0461575 83.0535788
## 126 50.0923504 14.3541513 122.0317218 372.0250486 85.0191922
## 127 76.0838775 40.1599723 148.0301768 398.0235901 111.0068538
## 128 38.3711324 74.2620885 34.2342291 284.0702320 4.1261330
## 129 86.0663496 50.1537458 158.0213096 408.0247449 121.0078167
## 130 152.0485346 188.0504196 80.0521150 170.0843670 117.0260403
## 131 202.0250891 238.0348218 130.0211090 120.0332278 167.0752964
## 132 102.0566365 138.0667792 30.0731838 220.0380369 67.1464919
## 133 132.0522870 168.0682104 60.0413280 190.0584461 97.1020325
## 134 172.0363863 208.0463001 100.0227887 150.0503548 137.0642246
## 135 222.0214058 258.0271308 150.0233038 100.1334194 187.0544511
## 136 267.0278592 303.0344116 195.0245198 55.2818432 232.0544879
## 137 292.0358425 328.0470718 220.0251476 30.6452304 257.0451038
## 138 87.1896687 123.1802808 15.5915545 235.1048367 52.2080084
## 139 152.0547660 188.0571814 80.0697796 170.1008252 117.1013085
## 140 162.0579776 198.0697676 90.0442296 160.0914995 127.0496023
## 141 172.0503678 208.0626640 100.0392695 150.1017600 137.0606297
## 142 352.0163866 388.0203380 280.0113739 30.3783172 317.0291137
## 143 92.1139829 128.1206395 20.2487212 230.0744025 57.1618322
## 144 122.0676150 158.0644000 50.0900940 200.0714158 87.0821169
## 145 427.0199999 463.0234364 355.0132877 105.0861311 392.0310438
## 146 402.0171444 438.0219822 330.0100447 80.1384924 367.0266585
## 147 13.9664294 23.6869186 85.1109711 335.0680902 48.3627079
## 148 197.0715373 233.0738208 125.0682572 125.1691428 162.0759287
## 149 222.0540408 258.0550463 150.0468009 100.1650532 187.0589042
## 150 122.1124870 158.1077918 50.1527031 200.0721775 87.1606084
## 151 72.2212980 108.1862823 4.1054558 250.0520201 37.3643231
## 152 52.2606726 88.1922231 20.3630956 270.0470238 17.7644398
## 153 5.9644453 33.5319044 75.0785150 325.0344453 38.2142901
## 154 247.0575561 283.0551420 175.0536743 75.2435193 212.0649168
## 155 212.0278324 248.0365511 140.0218472 110.0998721 177.0666066
## 156 297.0566256 333.0588848 225.0473986 25.9123139 262.0526145
## 157 52.2867606 88.1839620 20.4930135 270.0734345 17.7533982
## 158 452.0357711 488.0441072 380.0227931 130.1710541 417.0263835
## 159 232.1042721 268.0914324 160.1013254 90.2483173 197.0596691
## 160 192.0879094 228.0777727 120.0884172 130.1421903 157.0572281
## 161 92.1188384 128.1077379 20.3048305 230.0770765 57.1666289
## 162 252.0358632 288.0424999 180.0253267 70.1814013 217.0455962
## 163 142.0681081 178.0809885 70.0606804 180.0851655 107.0808897
## 164 247.0274519 283.0349013 175.0179818 75.1388539 212.0501654
## 165 187.0598928 223.0605384 115.0604641 135.1212857 152.0864048
## 166 92.1255491 128.1143334 20.3483073 230.0848682 57.2129252
## 167 267.0599254 303.0634009 195.0453341 55.2940407 232.0522876
## 168 257.0394996 293.0415279 185.0348457 65.2408691 222.0576675
## 169 322.0430801 358.0484364 250.0279980 5.3828153 287.0335370
## 170 202.0952291 238.0973166 130.0802586 120.1483870 167.0671752
## 171 82.0678893 118.0812403 10.2544530 240.0516311 47.2367590
## 172 42.2444133 78.1716974 30.2292397 280.0662344 8.9407581
## 173 232.0582523 268.0555404 160.0557029 90.1911608 197.0682630
## 174 312.0552727 348.0562589 240.0464105 12.0393533 277.0526247
## 175 322.0392074 358.0436624 250.0260834 5.5030732 287.0341059
## 176 407.0395534 443.0418555 335.0300262 85.1834477 372.0448839
## 177 412.0311890 448.0353484 340.0213210 90.1459037 377.0367511
## 178 132.1652779 168.1495056 60.2264035 190.1359939 97.1464395
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## 86 172.0063485 264.0036657 180.0167022 65.1508297 70.0241780
## 87 217.0125530 219.0159172 135.0036811 20.2847624 25.1441465
## 88 284.0182073 152.0403015 68.0092709 47.1705424 42.1199160
## 89 402.0099753 34.1032081 50.0145340 165.0197300 160.0233944
## 90 347.0075364 89.0370136 5.1456751 110.0510961 105.0415629
## 91 202.0164552 234.0151942 150.0101635 35.1045024 40.1231666
## 92 172.0266381 264.0171047 180.0060709 65.0488713 70.0663582
## 93 217.0267878 219.0234162 135.0186302 20.1114518 25.2705323
## 94 12.1701004 424.0026786 340.0145969 225.0398862 230.0039029
## 95 67.0243686 369.0032628 285.0162925 170.0625429 175.0024724
## 96 659.0245888 223.0541565 307.0628662 422.0622246 417.0194111
## 97 347.0381230 89.1243711 6.9455038 110.1306648 105.0618470
## 98 150.0054950 286.0030957 202.0262316 87.1281829 92.0291589
## 99 382.0099885 54.0174385 30.2539881 145.0893759 140.0146538
## 100 128.0227402 308.0046180 224.0202702 109.0928231 114.0165445
## 101 432.0036467 4.3942366 80.0861452 195.0617461 190.0157606
## 102 284.0077522 152.0172472 68.0764120 47.1685903 42.0964620
## 103 160.0275204 276.0069921 192.0165870 77.0590316 82.0097452
## 104 137.0125571 299.0079423 215.0190084 100.0670489 105.0291812
## 105 394.0030881 42.0102262 42.0811778 157.0453280 152.0105519
## 106 37.1607576 399.0126562 315.0061823 200.0092764 205.0259577
## 107 232.0073433 204.0061656 120.0238769 5.9558954 10.2467984
## 108 210.0247621 226.0168414 142.0163593 27.0627938 32.1345427
## 109 34.0502770 402.0029916 318.0144127 203.0363637 208.0067386
## 110 402.0124294 34.0779970 50.0978183 165.0679982 160.0071298
## 111 284.0428141 152.0539219 68.2664518 47.3767155 42.1224624
## 112 47.0550886 389.0036699 305.0120765 190.0277922 195.0057578
## 113 329.0284503 107.0733633 23.0922400 92.0574691 87.0857336
## 114 156.0158451 280.0110275 196.0016416 81.0775145 86.0347931
## 115 107.0327204 329.0088323 245.0024194 130.0347302 135.0219667
## 116 129.0158417 307.0176615 223.0071527 108.1241977 113.0526468
## 117 217.0052603 219.0091368 135.0264431 20.3851417 25.0819700
## 118 67.0404685 369.0065522 285.0101635 170.0446009 175.0053000
## 119 94.0989105 342.0214979 258.0375562 143.0259990 148.0638030
## 120 286.0107509 150.0149831 66.0772196 49.1152520 44.0507169
## 121 347.0127189 89.0205041 5.8881920 110.0702417 105.0041958
## 122 187.1236915 249.0716294 165.0893042 50.4059824 55.2364619
## 123 87.1429745 349.0257177 265.0243517 150.0361830 155.0356878
## 124 102.1239161 334.0217304 250.0527559 135.0519751 140.0425664
## 125 102.1211055 334.0242034 250.0572432 135.0996650 140.0398654
## 126 100.0249105 336.0043297 252.0117773 137.0392275 142.0104780
## 127 74.0590238 362.0042373 278.0139057 163.0272803 168.0080728
## 128 188.0643805 248.0425637 164.0228263 49.1182779 54.1523575
## 129 64.0579208 372.0073476 288.0071590 173.0272694 178.0093521
## 130 302.0268431 134.0401933 50.1007707 65.0205659 60.0812659
## 131 352.0352392 84.1119422 4.9809401 115.0914768 110.0763892
## 132 252.0519443 184.0492409 100.1074192 15.2921246 10.7915603
## 133 282.0502529 154.0683996 70.1430216 45.0768946 40.2339024
## 134 322.0404428 114.0768673 30.3680233 85.0577358 80.0893630
## 135 372.0266429 64.1166348 20.3250667 135.0193815 130.0771161
## 136 417.0352536 19.5635581 65.1542485 180.0147619 175.0735512
## 137 442.0391967 7.9603286 90.1153851 205.0077427 200.0678987
## 138 237.0914857 199.0838979 115.1037373 2.1006892 7.4450558
## 139 302.0495388 134.0794883 50.2057368 65.0263493 60.2126428
## 140 312.0415210 124.0735114 40.1385476 75.0234630 70.1229232
## 141 322.0421583 114.0869823 30.2167547 85.0188770 80.1267611
## 142 502.0235212 66.1141936 150.0565407 265.0080047 260.0346063
## 143 242.0643244 194.0602067 110.0668900 5.4080851 4.8228267
## 144 272.0475842 164.0473459 80.1078315 35.0161560 30.2840174
## 145 577.0293436 141.0779051 225.0694840 340.0186397 335.0301931
## 146 552.0254859 116.0797461 200.0562090 315.0088358 310.0295607
## 147 137.1636329 299.0574574 215.0843802 100.0399557 105.1743037
## 148 347.0611506 89.1641684 7.3791862 110.0168648 105.1411209
## 149 372.0510657 64.1862503 20.6754005 135.0165248 130.0957784
## 150 272.0840751 164.0932362 80.2304690 35.1739038 30.4577437
## 151 222.1092447 214.0765815 130.1463923 15.5846822 20.6566006
## 152 202.1105496 234.0631345 150.1223321 35.2005464 40.3173262
## 153 147.1260352 289.0419997 205.0619191 90.0723529 95.0936596
## 154 397.0555440 39.3530005 45.3751566 160.0233280 155.0973525
## 155 362.0380815 74.1334383 11.0215525 125.0302131 120.0882122
## 156 447.0543068 12.4108921 95.1816492 210.0131623 205.0816930
## 157 202.1098554 234.0597002 150.1145948 35.0905584 40.3721609
## 158 602.0357972 166.0953074 250.0448498 365.0077750 360.0417281
## 159 382.0719744 54.2945377 30.6400171 145.0540103 140.1139418
## 160 342.0608187 94.1236245 11.3072837 105.0336461 100.1225214
## 161 242.0700912 194.0584166 110.1051117 5.1884600 4.7910081
## 162 402.0376412 34.2887232 50.1824517 165.0194716 160.0664638
## 163 292.0512904 144.0755627 60.1248820 55.0372709 50.2108263
## 164 397.0363442 39.2486870 45.2502617 160.0222000 155.0624931
## 165 337.0570387 99.1273533 15.9158708 100.0304596 95.1461933
## 166 242.0774906 194.0679107 110.1169140 5.2945439 5.2977846
## 167 417.0556297 19.7596447 65.2455799 180.0292003 175.0791495
## 168 407.0444956 29.4062514 55.2540953 170.0169914 165.0798067
## 169 472.0420456 36.3432879 120.1053673 235.0178356 230.0496534
## 170 352.0722462 84.1968443 5.9521811 115.0570328 110.1244624
## 171 232.0565560 204.0506981 120.0832003 5.5820528 10.9819530
## 172 192.1001322 244.0583809 160.0896634 45.0734583 50.3169926
## 173 382.0549106 54.2395579 30.5116414 145.0270188 140.1049531
## 174 462.0543963 26.6329966 110.1664344 225.0156054 220.0782020
## 175 472.0407183 36.3321149 120.1095624 235.0117580 230.0494652
## 176 557.0466973 121.1410281 205.1056516 320.0249993 315.0519111
## 177 562.0381916 126.1104957 210.0771629 325.0193131 320.0428407
## 178 282.1002558 154.1231010 70.2601665 45.0990961 40.4663464
## 86 87 88 89 90
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## 87 45.0440303
## 88 112.0403430 67.0183376
## 89 230.0137372 185.0026204 118.0127013
## 90 175.0188872 130.0091071 63.0317897 55.0139388
## 91 30.1002269 15.0542299 82.0408156 200.0030127 145.0073622
## 92 2.6905354 45.0103532 112.0168727 230.0007726 175.0077321
## 93 45.1079375 1.8613260 67.0670835 185.0055326 130.0163737
## 94 160.0138441 205.0200768 272.0224426 390.0101031 335.0096628
## 95 105.0092665 150.0225406 217.0248519 335.0124139 280.0147805
## 96 487.0215414 442.0373291 375.0478591 257.0729451 312.0708122
## 97 175.0475013 130.0655513 63.1552298 55.1807860 5.3791834
## 98 22.0540484 67.0636938 134.0588035 252.0197703 197.0193848
## 99 210.0135902 165.0444407 98.0968762 20.3621194 35.1789055
## 100 44.0719496 89.0557143 156.0362579 274.0161235 219.0135271
## 101 260.0049263 215.0227994 148.0640071 30.2028872 85.0678794
## 102 112.0162673 67.0453397 3.9475726 118.0325340 63.0673218
## 103 12.2214296 57.0416123 124.0272761 242.0069260 187.0147953
## 104 35.0629143 80.0309260 147.0412477 265.0100558 210.0119858
## 105 222.0046563 177.0143547 110.0492640 8.3158027 47.0447958
## 106 135.0398985 180.0092782 247.0114961 365.0011759 310.0041055
## 107 60.0281054 15.1253218 52.0946863 170.0098620 115.0128618
## 108 38.1025030 7.1907439 74.0488546 192.0026576 137.0136054
## 109 138.0126642 183.0172526 250.0248003 368.0085853 313.0093684
## 110 230.0153646 185.0276320 118.0378160 3.1494787 55.0894235
## 111 112.1005423 67.2368472 6.0345411 118.1262372 63.2385942
## 112 125.0170166 170.0144216 237.0202306 355.0056926 300.0077093
## 113 157.0407775 112.0204960 45.0417989 73.0282059 18.2417810
## 114 16.1139727 61.0019471 128.0063578 246.0021916 191.0050694
## 115 65.0453430 110.0077069 177.0063103 295.0010513 240.0020638
## 116 43.0864254 88.0287752 155.0143762 273.0133781 218.0086026
## 117 45.0368458 2.0951000 67.0745872 185.0140103 130.0176189
## 118 105.0125488 150.0099253 217.0137309 335.0064664 280.0118508
## 119 78.1084868 123.0579402 190.0683368 308.0189483 253.0286758
## 120 114.0286242 69.0522164 4.1567359 116.0256957 61.0484993
## 121 175.0181140 130.0330412 63.0777109 55.0662378 2.8077493
## 122 16.2094647 30.5507335 97.1119175 215.0710645 160.1082056
## 123 85.1185773 130.0487509 197.0234690 315.0140171 260.0252735
## 124 70.1656283 115.1039806 182.0766213 300.0299410 245.0391485
## 125 70.1745329 115.1210612 182.0768704 300.0385906 245.0446844
## 126 72.0349696 117.0208735 184.0221150 302.0057688 247.0057811
## 127 98.0341752 143.0239513 210.0226026 328.0066816 273.0089753
## 128 16.6275393 29.1560907 96.0219535 214.0148115 159.0313923
## 129 108.0292828 153.0110945 220.0098458 338.0029764 283.0050106
## 130 130.0547665 85.0491433 18.3194063 100.0210960 45.0740971
## 131 180.0409403 135.0620351 68.1984556 50.1896147 7.2890349
## 132 80.1084963 35.2080942 32.3692605 150.0446505 95.1167388
## 133 110.0902532 65.1064631 5.0456654 120.0504281 65.1629338
## 134 150.0572585 105.0722929 38.3087272 80.0866974 25.4499585
## 135 200.0370473 155.0312050 88.1069725 30.1324909 25.2519606
## 136 245.0450707 200.0386919 133.0951915 15.4200054 70.1423784
## 137 270.0518062 225.0368728 158.0726096 40.1545318 95.1075350
## 138 65.2738301 20.5285112 47.2476039 165.0463815 110.1090285
## 139 130.0902002 85.0971516 18.7104365 100.0629438 45.2104140
## 140 140.0641763 95.0478372 28.2056329 90.0349392 35.1924364
## 141 150.0645776 105.0490255 38.1947094 80.0471322 25.2977993
## 142 330.0245126 285.0217021 218.0495744 100.0496402 155.0533801
## 143 70.1615914 25.2430192 42.1883741 160.0287978 105.0826553
## 144 100.0958067 55.1249808 12.8385450 130.0355327 75.1017174
## 145 405.0287745 360.0321192 293.0582937 175.0599738 230.0670261
## 146 380.0262350 335.0242442 268.0480363 150.0445810 205.0524578
## 147 35.5418311 80.1859306 147.1415465 265.0452966 210.0766717
## 148 175.0967897 130.0959375 63.2570539 55.1682447 5.2118028
## 149 200.0702023 155.0728590 88.1758193 30.2874824 25.5170828
## 150 100.1651036 55.2657150 13.5110689 130.0972132 75.2472737
## 151 50.3352742 7.4570614 62.2983060 180.0770323 125.1639557
## 152 30.5205092 15.9343012 82.2287412 200.0637446 145.1295352
## 153 25.4848719 70.1444210 137.0847281 255.0349224 200.0720218
## 154 225.0732849 180.0795857 113.1706621 6.9191914 50.3207719
## 155 190.0504964 145.0523039 78.1639240 40.1695933 15.7129942
## 156 275.0706042 230.0652362 163.1152938 45.2520547 100.1601597
## 157 30.5691024 15.9510248 82.2363597 200.0567830 145.1078859
## 158 430.0381977 385.0263036 318.0351002 200.0380874 255.0488462
## 159 210.0957920 165.1127370 98.2041864 20.7312111 35.5569822
## 160 170.0879115 125.1027761 58.2610112 60.1603475 7.2380844
## 161 70.1899204 25.3756136 42.3088262 160.0419270 105.0991744
## 162 230.0428983 185.0388728 118.0896553 3.4789010 55.1890907
## 163 120.0881388 75.0792714 8.9475877 110.0412846 55.1586366
## 164 225.0438182 180.0448226 113.1139981 6.2477830 50.2281546
## 165 165.0855442 120.0956572 53.3095802 65.1426259 11.2979776
## 166 70.2123755 25.4209964 42.3509809 160.0494227 105.1131471
## 167 245.0658021 200.0676148 133.1239825 15.7335905 70.2440042
## 168 235.0573908 190.0587934 123.1338751 6.5561620 60.2200210
## 169 300.0445530 255.0415106 188.0685975 70.1236378 125.1118430
## 170 180.1017578 135.1131414 68.2477410 50.2519055 7.9017882
## 171 60.1652760 15.4501426 52.2227295 170.0347244 115.0846661
## 172 20.7420953 25.4538570 92.1848344 210.0449248 155.0884415
## 173 210.0720669 165.0796788 98.1827936 20.5261191 35.4337744
## 174 290.0676885 245.0649187 178.1127780 60.2058700 115.1504460
## 175 300.0453496 255.0421662 188.0742993 70.1198084 125.1064628
## 176 385.0486642 340.0520349 273.0842642 155.1003696 210.1041912
## 177 390.0372076 345.0376246 278.0627926 160.0721394 215.0809226
## 178 110.1981987 65.2581260 6.4625739 120.1083811 65.2829802
## 91 92 93 94 95
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## 92 30.0159546
## 93 15.0244158 45.0156579
## 94 190.0228390 160.0311991 205.0314982
## 95 135.0344059 105.0467920 150.0465032 55.0125686
## 96 457.0465271 487.0400080 442.0541197 647.0208081 592.0153195
## 97 145.0828255 175.0536821 130.1005698 335.0337844 280.0272762
## 98 52.0761420 22.2604955 67.0917752 138.0099502 83.0174950
## 99 180.0436916 210.0430130 165.0617667 370.0047293 315.0066456
## 100 74.0741793 44.1379614 89.0860564 116.0077713 61.0333185
## 101 230.0204219 260.0248280 215.0318050 420.0054583 365.0043640
## 102 82.0259581 112.0320533 67.0499505 272.0122615 217.0131461
## 103 42.0723694 12.1958312 57.0703152 148.0110162 93.0195057
## 104 65.0248809 35.0778479 80.0376194 125.0139475 70.0306126
## 105 192.0113259 222.0147608 177.0211221 382.0019460 327.0034739
## 106 165.0056313 135.0039592 180.0048741 25.1976810 30.2008186
## 107 30.0344904 60.0342893 15.1426322 220.0064928 165.0125001
## 108 8.0658550 38.0108823 7.0630963 198.0222663 143.0341642
## 109 168.0166153 138.0267980 183.0245799 22.0205519 33.0276504
## 110 200.0370246 230.0284432 185.0517427 390.0058534 335.0061829
## 111 82.1993250 112.1471042 67.2836410 272.0178335 217.0278247
## 112 155.0143371 125.0203231 170.0206660 35.0184806 20.0611002
## 113 127.0299051 157.0128027 112.0312213 317.0313654 262.0335341
## 114 46.0271020 16.0487192 61.0393307 144.0243125 89.0322839
## 115 95.0147050 65.0141774 110.0204648 95.0318906 40.0861730
## 116 73.0582563 43.1021399 88.0758613 117.0427272 62.0751911
## 117 15.1388328 45.0635074 2.7862864 205.0050170 150.0078544
## 118 135.0221247 105.0225743 150.0304145 55.0377570 1.3679675
## 119 108.0336989 78.0668386 123.0245252 82.0967991 27.3461186
## 120 84.0314624 114.0299558 69.0569637 274.0035011 219.0094317
## 121 145.0369564 175.0278301 130.0542780 335.0027730 280.0048573
## 122 16.3842255 16.1171997 30.7541434 175.1003002 120.1401898
## 123 115.0676653 85.0607495 130.0615630 75.0981524 20.4014925
## 124 100.1028787 70.1470833 115.0945407 90.0547181 35.2268183
## 125 100.1404063 70.1948742 115.1398002 90.0507564 35.2079194
## 126 102.0216897 72.0354664 117.0305029 88.0069074 33.0502070
## 127 128.0252633 98.0328419 143.0294505 62.0184754 7.3234548
## 128 14.4416691 16.2233317 29.2138191 176.0571252 121.0850828
## 129 138.0166232 108.0153177 153.0223483 52.0330743 3.6878586
## 130 100.0286105 130.0186910 85.0315867 290.0152389 235.0266148
## 131 150.0590050 180.0462863 135.0648434 340.0349167 285.0311357
## 132 50.1265294 80.0709984 35.1518161 240.0441480 185.0516277
## 133 80.0753231 110.0446192 65.0723730 270.0436675 215.0508524
## 134 120.0583920 150.0406049 105.0598008 310.0312188 255.0339072
## 135 170.0148736 200.0161532 155.0081743 360.0287634 305.0344674
## 136 215.0237059 245.0217440 200.0154033 405.0344457 350.0401898
## 137 240.0255038 270.0188693 225.0174326 430.0344682 375.0413934
## 138 35.2640008 65.1079707 20.3384943 225.0761236 170.1081072
## 139 100.0510661 130.0421894 85.0355975 290.0456548 235.0604239
## 140 110.0398920 140.0195200 95.0315075 300.0368686 245.0438642
## 141 120.0353879 150.0204035 105.0242615 310.0394979 255.0470819
## 142 300.0136709 330.0130008 285.0093464 490.0208793 435.0235654
## 143 40.1350404 70.0548123 25.1386342 230.0614147 175.0787263
## 144 70.0654488 100.0438309 55.0552456 260.0359902 205.0513715
## 145 375.0267665 405.0237074 360.0244583 565.0224822 510.0233580
## 146 350.0176118 380.0154112 335.0141599 540.0199641 485.0222329
## 147 65.1609411 35.3066310 80.0972388 125.1467909 70.2879022
## 148 145.0648678 175.0493499 130.0521562 335.0479473 280.0631998
## 149 170.0511862 200.0408035 155.0412633 360.0396552 305.0497040
## 150 70.1858969 100.1170334 55.1974165 260.0661810 205.0818165
## 151 20.7596040 50.2605948 7.2418088 210.0873323 155.1077669
## 152 5.1881792 30.3939953 15.7559154 190.0871099 135.1161527
## 153 55.2033821 25.3383860 70.1440952 135.0998949 80.1498548
## 154 195.0571335 225.0486743 180.0470425 385.0441195 330.0545698
## 155 160.0356768 190.0296562 145.0288818 350.0354359 295.0396909
## 156 245.0477841 275.0394204 230.0380998 435.0419183 380.0528609
## 157 4.7374450 30.3656413 15.5633572 190.0855297 135.1332063
## 158 400.0232521 430.0162620 385.0174208 590.0306320 535.0341907
## 159 180.0973276 210.0751279 165.0912620 370.0533828 315.0659295
## 160 140.0795155 170.0592755 125.0711911 330.0449599 275.0581194
## 161 40.1699523 70.0886469 25.1899591 230.0540499 175.0793010
## 162 200.0311319 230.0233007 185.0236878 390.0347271 335.0378236
## 163 90.0591565 120.0314889 75.0470295 280.0470533 225.0564500
## 164 195.0331189 225.0267723 180.0276740 385.0307683 330.0340542
## 165 135.0642075 165.0513702 120.0516976 325.0485571 270.0600438
## 166 40.1869947 70.1016868 25.2006469 230.0651717 175.0932443
## 167 215.0587324 245.0440200 200.0508888 405.0444224 350.0498333
## 168 205.0396058 235.0348826 190.0308188 395.0369213 340.0448134
## 169 270.0377891 300.0275734 255.0319492 460.0334663 405.0363046
## 170 150.1012347 180.0688275 135.0965037 340.0536489 285.0628630
## 171 30.1636800 60.0773843 15.2365718 220.0522247 165.0682205
## 172 10.7738545 20.4056731 25.2184988 180.0942467 125.1405421
## 173 180.0576288 210.0485156 165.0469248 370.0458741 315.0554766
## 174 260.0485357 290.0408833 245.0390574 450.0424371 395.0522811
## 175 270.0343033 300.0264159 255.0279557 460.0309074 405.0355951
## 176 355.0443190 385.0381244 340.0389270 545.0369271 490.0399164
## 177 360.0328405 390.0273394 345.0277737 550.0321558 495.0332714
## 178 80.1837303 110.1161049 65.1750179 270.0810946 215.1075155
## 96 97 98 99 100
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## 98 509.0296343 197.0704734
## 99 277.0417768 35.4098182 232.0084465
## 100 531.0294271 219.0679563 22.1084395 254.0048959
## 101 227.0564577 85.1350478 282.0018732 50.0640426 304.0148219
## 102 375.0437331 63.1706635 134.0123724 98.0609975 156.0390069
## 103 499.0236912 187.0369817 10.3974298 222.0174181 32.0751879
## 104 522.0342093 210.0543649 13.1191479 245.0216539 9.4367108
## 105 265.0559098 47.2459237 244.0021324 12.1727048 266.0061141
## 106 622.0370198 310.0397067 113.0588490 345.0269274 91.0619024
## 107 427.0410315 115.1030624 82.0155912 150.0258063 104.0256351
## 108 449.0436571 137.0728550 60.0878589 172.0470423 82.0701146
## 109 625.0230284 313.0333980 116.0086948 348.0083744 94.0235292
## 110 257.0370277 55.1701805 252.0198909 20.1206387 274.0053002
## 111 375.0351055 63.2349067 134.0693467 98.0662502 156.0458090
## 112 612.0233686 300.0305099 103.0198931 335.0103870 81.0268318
## 113 330.0565853 18.4923812 179.0624196 53.2369066 201.0480573
## 114 503.0311398 191.0451465 6.6407747 226.0281717 28.1395337
## 115 552.0323172 240.0446425 43.1047317 275.0208802 21.1323783
## 116 530.0400131 218.0724639 21.2312552 253.0301756 3.0850540
## 117 442.0353977 130.0786289 67.0198890 165.0265020 89.0335883
## 118 592.0160344 280.0163261 83.0403409 315.0154762 61.0626719
## 119 565.0486633 253.0664938 56.1314516 288.0428664 34.3317061
## 120 373.0462517 61.1870247 136.0165537 96.0460821 158.0187468
## 121 312.0346827 4.1640029 197.0191410 35.0660558 219.0055939
## 122 472.0379813 160.1000011 37.6604699 195.0903932 59.2421823
## 123 572.0311685 260.0352614 63.2076995 295.0391615 41.1833357
## 124 557.0392517 245.0703554 48.2022114 280.0279260 26.2350270
## 125 557.0350271 245.0756830 48.2145712 280.0236691 26.1798565
## 126 559.0293444 247.0459294 50.0440706 282.0113547 28.0452702
## 127 585.0257903 273.0395670 76.0448897 308.0095330 54.0260286
## 128 471.0479621 159.0720509 38.3771408 194.0748848 60.1555257
## 129 595.0260513 283.0315156 86.0494084 318.0158456 64.0357507
## 130 357.0623791 45.2740250 152.0492076 80.1108384 174.0326150
## 131 307.0341908 5.7608478 202.0551217 30.4707909 224.0733234
## 132 407.0401432 95.0682297 102.1125783 130.1109131 124.1181715
## 133 377.0505586 65.1082633 132.1004529 100.1656172 154.1014988
## 134 337.0424456 25.2099772 172.0659697 60.2255572 194.0711658
## 135 287.0886239 25.5665583 222.0403689 11.2588067 244.0508647
## 136 242.1131764 70.2102257 267.0495235 35.4966668 289.0576782
## 137 217.1370980 95.1474495 292.0573517 60.3441006 314.0563667
## 138 422.0751592 110.1406661 87.2460229 145.1599621 109.1729810
## 139 357.0821450 45.3669231 152.0862776 80.2113186 174.0899751
## 140 347.0597236 35.2579800 162.0805759 70.2082610 184.0661277
## 141 337.0689887 25.4199190 172.0779360 60.2671524 194.0715263
## 142 157.1375974 155.0743603 352.0283579 120.1080359 374.0341175
## 143 417.0588153 105.1057670 92.1697878 140.1294303 114.1369095
## 144 387.0607450 75.1729300 122.0894001 110.1142553 144.0781115
## 145 82.2041665 230.0366060 427.0325326 195.0809168 449.0383859
## 146 107.1893322 205.0474565 402.0295838 170.0858932 424.0340180
## 147 522.0697701 210.0998496 14.4306670 245.0985574 11.2275939
## 148 312.0987858 5.8437861 197.0951235 35.5842620 219.0852315
## 149 287.0881175 25.5643502 222.0724445 11.6001316 244.0687933
## 150 387.0543430 75.1411659 122.1617480 110.1883079 144.1482783
## 151 437.0361472 125.0560029 72.3015484 160.1328890 94.2361145
## 152 457.0394264 145.0599936 52.3701222 180.1099089 74.2799042
## 153 512.0250447 200.0222380 6.6036699 235.0698320 19.8290564
## 154 262.1056577 50.3446570 247.0739968 16.2271543 269.0724329
## 155 297.0714846 15.6609694 212.0570841 20.7852189 234.0688713
## 156 212.1533028 100.1896992 297.0715427 65.3436364 319.0648724
## 157 457.0643415 145.1277204 52.3516616 180.1057347 74.2522674
## 158 57.4940300 255.0541923 452.0468742 220.1014543 474.0405983
## 159 277.0889248 35.5397839 232.1013415 6.1259755 254.0755332
## 160 317.0750387 7.5643460 192.0912847 40.3817522 214.0704972
## 161 417.0651431 105.1379610 92.1613990 140.1202368 114.1308078
## 162 257.0786744 55.1832476 252.0546740 20.7647716 274.0562223
## 163 367.0611263 55.1762958 142.1040122 90.1895078 164.0913276
## 164 262.0737037 50.1767285 247.0504642 15.9926533 269.0578299
## 165 322.0819884 11.4025031 187.0875263 45.4111659 209.0888762
## 166 417.0726520 105.1571582 92.1803667 140.1389558 114.1549679
## 167 242.0862828 70.1604334 267.0769318 35.5640569 289.0697619
## 168 252.1044166 60.2504645 257.0589046 25.6969062 279.0632988
## 169 187.1003395 125.0742565 322.0556291 90.1933779 344.0499561
## 170 307.0646246 6.7398240 202.1139822 30.6935773 224.0913746
## 171 427.0540130 115.0881605 82.1471041 150.1114721 104.1495801
## 172 467.0663318 155.1100992 42.4020817 190.1118332 64.3187181
## 173 277.0948592 35.4697284 232.0754833 6.0581768 254.0747615
## 174 197.1598413 115.1651797 312.0694277 80.2796188 334.0644353
## 175 187.1151754 125.0881759 322.0521313 90.1903852 344.0483148
## 176 102.2183028 210.0621319 407.0540958 175.1279421 429.0562634
## 177 97.2010494 215.0479262 412.0452905 180.1083465 434.0480005
## 178 377.0843416 65.2941607 132.1936587 100.2460813 154.1489345
## 101 102 103 104 105
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## 104 295.0056282 147.0045228 23.1236343
## 105 38.0328820 110.0132435 234.0080165 257.0033522
## 106 395.0202451 247.0199313 123.0192902 100.0321174 357.0102616
## 107 200.0098105 52.0211665 72.0270625 95.0042330 162.0018702
## 108 222.0262948 74.0409539 50.0388741 73.0309124 184.0147681
## 109 398.0033340 250.0057785 126.0140854 103.0048112 360.0010494
## 110 30.2176852 118.0708342 242.0076401 265.0244050 8.4392894
## 111 148.0628972 4.9659695 124.0584213 147.0666659 110.0773006
## 112 385.0066175 237.0088620 113.0067281 90.0090730 347.0019240
## 113 103.1178774 45.2015953 169.0271541 192.0448593 65.1194489
## 114 276.0180656 128.0282250 4.4639770 19.1426835 238.0098727
## 115 325.0189304 177.0267893 53.0249404 30.1027271 287.0079378
## 116 303.0229148 155.0435388 31.1889890 8.6111401 265.0161959
## 117 215.0074142 67.0177003 57.0392997 80.0028017 177.0039979
## 118 365.0086941 217.0130059 93.0115114 70.0312330 327.0061186
## 119 338.0202985 190.0177921 66.1072919 43.0808519 300.0181526
## 120 146.0184800 2.8442493 126.0142819 149.0039766 108.0094260
## 121 85.0571142 63.0916999 187.0031849 210.0183926 47.0452088
## 122 245.1120449 97.2927058 27.4254416 50.4946093 207.0974810
## 123 345.0422492 197.0644748 73.0378866 50.1896036 307.0284750
## 124 330.0334022 182.0597215 58.0786988 35.2194986 292.0236317
## 125 330.0374291 182.0785318 58.0979302 35.2886587 292.0280508
## 126 332.0103816 184.0168567 60.0145124 37.0353372 294.0024403
## 127 358.0132605 210.0216322 86.0055028 63.0432858 320.0044478
## 128 244.0672657 96.1388942 28.1643887 51.2058817 206.0482357
## 129 368.0148743 220.0205248 96.0047552 73.0335039 330.0060786
## 130 130.0661125 18.3267445 142.0141014 165.0224704 92.0452445
## 131 80.1003461 68.0885596 192.0429987 215.0399998 42.2263596
## 132 180.0524932 32.1876370 92.0665311 115.0619829 142.0600284
## 133 150.0770260 4.3033616 122.0524863 145.0544074 112.0861346
## 134 110.0844324 38.1673130 162.0332126 185.0383759 72.1159688
## 135 60.1443378 88.0512640 212.0327941 235.0236848 22.2911746
## 136 15.8044237 133.0553340 257.0352006 280.0307810 23.4267901
## 137 11.5154621 158.0655870 282.0305683 305.0327579 48.2512619
## 138 195.1123166 47.3370302 77.1212900 100.1415821 157.0987230
## 139 130.0981862 18.4273018 142.0609270 165.0509501 92.1041595
## 140 120.1104019 28.3225691 152.0313327 175.0499931 82.1074113
## 141 110.1206861 38.2240524 162.0375010 185.0470001 72.1291021
## 142 70.1309496 218.0247352 342.0178194 365.0176362 108.0652976
## 143 190.0818944 42.2481034 82.0871683 105.1002647 152.0731578
## 144 160.0684162 12.5847062 112.0446343 135.0509698 122.0591967
## 145 145.0786160 293.0288360 417.0199117 440.0223578 183.0596891
## 146 120.0868454 268.0247234 392.0162194 415.0175930 158.0543648
## 147 295.0628056 147.0849129 23.5759364 5.0221881 257.0596641
## 148 85.2167856 63.2080422 187.0524219 210.0600736 47.2923426
## 149 60.2562145 88.1258720 212.0398106 235.0485536 22.5300809
## 150 160.1095628 13.0769151 112.0947567 135.1069562 122.1263267
## 151 210.0917669 62.2577823 62.1731946 85.1998709 172.1003284
## 152 230.0735536 82.1637146 42.2385274 65.2215405 192.0789272
## 153 285.0557398 137.0958542 13.4852655 11.2436790 247.0523010
## 154 35.4952132 113.1161501 237.0464571 260.0537269 6.0880085
## 155 70.1477518 78.0785650 202.0386597 225.0340854 32.2845489
## 156 16.3398056 163.0958734 287.0399532 310.0487876 53.3005071
## 157 230.0777748 82.1650752 42.2523650 65.2094306 192.0722882
## 158 170.1259236 318.0495858 442.0215794 465.0326911 208.0746529
## 159 50.4829987 98.2234782 222.0542500 245.0883447 13.4405803
## 160 90.2007624 58.2589601 182.0457471 205.0724587 52.2473127
## 161 190.0771844 42.2372398 82.0867671 105.0893272 152.0686734
## 162 30.4287420 118.0755141 242.0301511 265.0387281 9.1783656
## 163 140.1030382 9.1258565 132.0488012 155.0633425 102.1021092
## 164 35.3045287 113.0603420 237.0295133 260.0308381 5.2431579
## 165 95.1611099 53.2005176 177.0561139 200.0588892 57.2173179
## 166 190.0852913 42.2574340 82.1129866 105.1026689 152.0798797
## 167 16.2411785 133.1160553 257.0391184 280.0582196 23.6732162
## 168 25.5554337 123.0775306 247.0382074 270.0390142 13.8510807
## 169 40.4246766 188.0711103 312.0251107 335.0416594 78.1701095
## 170 80.2750197 68.2710131 192.0514578 215.0843151 42.4159069
## 171 200.0525623 52.1124067 72.0995891 95.0685618 162.0546324
## 172 240.0656773 92.1100186 32.3576235 55.2042435 202.0648481
## 173 50.3340212 98.1282780 222.0486014 245.0567288 13.0757152
## 174 30.6977080 178.0902120 302.0402760 325.0495051 68.2427129
## 175 40.3967925 188.0633709 312.0242646 335.0362606 78.1567506
## 176 125.1566908 273.0576556 397.0332959 420.0414320 163.1090373
## 177 130.1280306 278.0460157 402.0265162 425.0346177 168.0874959
## 178 150.1718791 6.7146518 122.1067070 145.1386287 112.1740805
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## 111 247.0628836 52.1950992 74.1937506 250.0255360 118.0602238
## 112 10.2495639 185.0032062 163.0115186 13.0219099 355.0093290
## 113 292.0106468 97.0696489 119.0263231 295.0309581 73.1045298
## 114 119.0155240 76.0258139 54.0322825 122.0246291 246.0157434
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## 116 92.0606819 103.0427159 81.0783203 95.0560053 273.0199925
## 117 180.0193968 15.0390433 7.3793927 183.0016078 185.0257133
## 118 30.1236733 165.0130201 143.0192399 33.0511587 335.0083801
## 119 57.0822063 138.0264673 116.0269100 60.0840911 308.0489595
## 120 249.0122913 54.0133851 76.0317684 252.0013004 116.0438865
## 121 310.0150601 115.0252524 137.0318987 313.0061451 55.0135971
## 122 150.1140950 45.4752579 23.7997129 153.1374050 215.0366699
## 123 50.0827811 145.0560407 123.0417294 53.1538784 315.0158633
## 124 65.1179055 130.0527871 108.0708317 68.0826029 300.0254579
## 125 65.1730804 130.0712232 108.1099576 68.1005411 300.0175432
## 126 63.0342227 132.0051640 110.0187451 66.0100179 302.0091999
## 127 37.0671498 158.0098271 136.0170167 40.0377072 328.0067413
## 128 151.0213344 44.1985958 22.2139790 154.0673004 214.0330010
## 129 27.0536691 168.0102893 146.0116747 30.0621018 338.0070934
## 130 265.0039139 70.0414680 92.0139750 268.0138516 100.0687449
## 131 315.0352667 120.0753553 142.0525405 318.0284795 50.2817064
## 132 215.0308953 20.3542020 42.0984094 218.0359759 150.0904607
## 133 245.0230302 50.1559010 72.0514594 248.0361966 120.1194435
## 134 285.0243455 90.0803655 112.0402733 288.0254675 80.1527484
## 135 335.0109597 140.0328643 162.0129815 338.0218651 30.4750508
## 136 380.0146712 185.0413616 207.0179266 383.0275190 16.1497794
## 137 405.0111809 210.0442011 232.0162765 408.0290204 40.4454358
## 138 200.0278870 7.1023890 27.2161063 203.0748655 165.1072510
## 139 265.0188074 70.1039780 92.0380667 268.0377384 100.1752195
## 140 275.0105771 80.0893174 102.0231036 278.0338980 90.1178181
## 141 285.0115882 90.0810790 112.0216218 288.0345180 80.1635950
## 142 465.0097892 270.0202530 292.0088320 468.0160406 100.1353151
## 143 205.0198756 10.8599877 32.1042790 208.0568500 160.0895136
## 144 235.0147095 40.1392087 62.0379064 238.0310146 130.0932250
## 145 540.0189063 345.0284315 367.0192926 543.0183354 175.0920938
## 146 515.0115091 320.0217226 342.0110177 518.0155449 150.0959823
## 147 100.0936733 95.1295374 73.1056203 103.1413885 265.0937066
## 148 310.0227609 115.0983479 137.0438158 313.0431064 55.3472677
## 149 335.0216458 140.0711526 162.0339690 338.0350211 30.5550442
## 150 235.0497019 40.3439611 62.1447096 238.0609409 130.1484865
## 151 185.0745492 11.5097817 12.8852136 188.0867319 180.0989010
## 152 165.0738063 30.4593080 9.0936666 168.0840641 200.0899767
## 153 110.0835465 85.1427582 63.1175559 113.1089574 255.0456015
## 154 360.0275462 165.0741055 187.0413865 363.0394570 8.0426333
## 155 325.0199147 130.0564548 152.0261983 328.0277131 40.4032677
## 156 410.0218328 215.0628695 237.0330040 413.0381123 45.4645952
## 157 165.0567291 30.3966714 8.9026140 168.0824360 200.0975377
## 158 565.0113435 370.0355174 392.0154752 568.0283073 200.0858784
## 159 345.0409483 150.1190979 172.0746962 348.0562040 20.8177540
## 160 305.0284232 110.1082012 132.0565360 308.0450390 60.2341602
## 161 205.0239109 10.7965686 32.1222540 208.0487174 160.0970890
## 162 365.0167053 170.0506784 192.0215743 368.0300464 5.3276866
## 163 255.0160784 60.1404086 82.0381068 258.0422738 110.1228383
## 164 360.0183860 165.0462655 187.0223497 363.0245545 7.4199458
## 165 300.0269986 105.0991778 127.0465658 303.0420626 65.2901756
## 166 205.0292491 10.9218988 32.1488148 208.0581581 160.1166471
## 167 380.0281954 185.0774974 207.0415063 383.0417349 16.1123059
## 168 370.0208285 175.0540150 197.0279493 373.0308925 7.8716930
## 169 435.0192989 240.0501058 262.0252826 438.0312015 70.2036043
## 170 315.0375482 120.1362024 142.0723636 318.0535926 50.3262907
## 171 195.0261867 3.6571284 22.1455684 198.0414785 170.0938616
## 172 155.0508493 40.2611755 18.3216659 158.0835892 210.1037600
## 173 345.0279694 150.0789797 172.0427345 348.0411395 20.9312453
## 174 425.0239975 230.0620875 252.0343139 428.0386311 60.3591050
## 175 435.0170327 240.0443654 262.0217835 438.0277743 70.2154508
## 176 520.0283219 325.0503248 347.0330591 523.0330096 155.1423790
## 177 525.0217286 330.0404759 352.0239905 528.0282633 160.1157368
## 178 245.0452894 50.3460707 72.1418079 248.0809528 120.1772138
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## 116 155.1183113 82.0649565 200.0348030 27.0718002 22.1216722
## 117 67.1270320 170.0034313 112.0738096 61.0355865 110.0236865
## 118 217.0409798 20.0621556 262.0187372 89.0147393 40.0532006
## 119 190.0855686 47.1009959 235.0498391 62.1333912 13.5853518
## 120 4.1110686 239.0011221 43.2155944 130.0273643 179.0168656
## 121 63.0750138 300.0041589 18.4178055 191.0180025 240.0105292
## 122 97.2249285 140.1263434 142.0840031 31.4680910 80.1589299
## 123 197.0609700 40.1373234 242.0216750 69.0816560 20.1939418
## 124 182.0234973 55.0808491 227.0698366 54.2090558 6.4460586
## 125 182.0136765 55.1086391 227.0829803 54.2297825 6.6322050
## 126 184.0399998 53.0050308 229.0295872 56.0366382 7.1762464
## 127 210.0317027 27.0259201 255.0251763 82.0354318 33.0476864
## 128 96.2116160 141.0534699 141.0155740 32.1271239 81.0366322
## 129 220.0403221 17.0492254 265.0165687 92.0138234 43.0136756
## 130 18.5955385 255.0083572 27.2236023 146.0289834 195.0129852
## 131 68.2638234 305.0280053 23.4341877 196.0484062 245.0475555
## 132 32.5109884 205.0317303 77.1044957 96.0876854 145.0616043
## 133 6.4551528 235.0304929 47.1423611 126.0641175 175.0480534
## 134 38.3636682 275.0216557 8.1313852 166.0511921 215.0412951
## 135 88.2587219 325.0197056 43.1352057 216.0279992 265.0230180
## 136 133.1897347 370.0243810 88.0842560 261.0352831 310.0291931
## 137 158.1551838 395.0237452 113.0612051 286.0334294 335.0260372
## 138 47.5394666 190.0615944 92.0769212 81.1414694 130.0734835
## 139 19.2734072 255.0333187 27.3011756 146.0657064 195.0447813
## 140 28.7505501 265.0261846 17.1134411 156.0327797 205.0222625
## 141 38.6088647 275.0278112 7.4113138 166.0364882 215.0264525
## 142 218.0890765 455.0136460 173.0375784 346.0210900 395.0178513
## 143 42.6040863 195.0471988 87.0343125 86.0816207 135.0488461
## 144 13.3258651 225.0247144 57.1179059 116.0657611 165.0375813
## 145 293.0537612 530.0163624 248.0503228 421.0301599 470.0272201
## 146 268.0623837 505.0129743 223.0392132 396.0233408 445.0200211
## 147 147.1729617 90.1405437 192.0805284 19.8536214 30.5002127
## 148 63.3573100 300.0361998 18.5855587 191.0710298 240.0481680
## 149 88.2317627 325.0295501 43.2258284 216.0570084 265.0407386
## 150 13.5698250 225.0542841 57.2280117 116.1361752 165.0917509
## 151 62.3236535 175.0782006 107.1152880 66.2437707 115.1386083
## 152 82.2261471 155.0767313 127.1014305 46.3348752 95.1581827
## 153 137.1230874 100.0965274 182.0394581 10.0967325 40.2543123
## 154 113.2027845 350.0346880 68.1834973 241.0642205 290.0474404
## 155 78.2683667 315.0247865 33.2426347 206.0436576 255.0369313
## 156 163.1470479 400.0321950 118.1063305 291.0552517 340.0402302
## 157 82.2585218 155.0746466 127.1049414 46.3408120 95.1417609
## 158 318.0880030 555.0227439 273.0188981 446.0245012 495.0193380
## 159 98.2396142 335.0486240 53.2450483 226.0820307 275.0561819
## 160 58.3532366 295.0377739 13.6880403 186.0706689 235.0453101
## 161 42.4512877 195.0403046 87.0996148 86.1207511 135.0643082
## 162 118.1994060 355.0254718 73.0652592 246.0333651 295.0275377
## 163 10.5374572 245.0343172 37.0868505 136.0503411 185.0351678
## 164 113.1645560 350.0211967 68.1206041 241.0385602 290.0324531
## 165 53.4429858 290.0370922 9.1673292 181.0707186 230.0514490
## 166 42.5469283 195.0503959 87.1089226 86.1377238 135.0766806
## 167 133.1753543 370.0354440 88.1057026 261.0549663 310.0427996
## 168 123.1773312 360.0271326 78.1364317 251.0497742 300.0383786
## 169 188.1151452 425.0256212 143.0464166 316.0355965 365.0284167
## 170 68.3017496 305.0448306 23.4614596 196.0800654 245.0576260
## 171 52.3774327 185.0368487 97.0824418 76.1082403 125.0679836
## 172 92.2868280 145.0786853 137.0798454 36.3626144 85.1468750
## 173 98.2498611 335.0364242 53.2027474 226.0632393 275.0470477
## 174 178.1387724 415.0331229 133.0987119 306.0556255 355.0415201
## 175 188.1045193 425.0226354 143.0574877 316.0366370 365.0282491
## 176 273.0837819 510.0294457 228.0678818 401.0472486 450.0404614
## 177 278.0852182 515.0247485 233.0437850 406.0348932 455.0308160
## 178 7.8100008 235.0697931 47.2374112 126.1393852 175.0853986
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## 118 62.0717770 150.0093764
## 119 35.4127375 123.0429823 27.2978115
## 120 157.0415526 69.0093270 219.0108693 192.0196229
## 121 218.0284309 130.0213437 280.0067031 253.0396517 61.0374228
## 122 58.3113551 30.7196930 120.1220680 93.3730712 99.2180381
## 123 42.2559517 130.0649517 20.2653760 8.6975813 199.0354877
## 124 27.6079151 115.0661344 35.2491352 9.0317130 184.0221351
## 125 27.5505267 115.0765544 35.2671952 9.8188969 184.0332047
## 126 29.1448882 117.0080584 33.0568147 6.9024452 186.0032582
## 127 55.1126186 143.0162398 7.3384244 20.3204923 212.0062916
## 128 59.1349668 29.3292939 121.0526137 94.1565833 98.0972666
## 129 65.0607182 153.0117840 3.4197370 30.2429264 222.0075052
## 130 173.0538448 85.0476629 235.0190596 208.0191390 16.1398855
## 131 223.0820968 135.0679565 285.0216730 258.0329499 66.1473029
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## 178 65.2685603 95.2464774 195.0553957 180.0807074 180.1315895
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## 178 182.0938786 208.0661749 94.1303155 218.0693134 20.4510617
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## 136 137 138 139 140
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## 159
## 160
## 161
## 162
## 163
## 164
## 165
## 166
## 167 175.0193714
## 168 165.0039655 10.2672243
## 169 230.0146113 55.0043205 65.0456916
## 170 110.0497540 65.0156063 55.0992120 120.0094289
## 171 10.1872818 185.0279174 175.0101492 240.0189992 120.0613227
## 172 50.0131014 225.0191381 215.0022741 280.0159114 160.0479446
## 173 140.0119863 35.0473810 25.0280649 90.0232949 30.1536574
## 174 220.0046483 45.0469819 55.0227471 10.2759486 110.0331531
## 175 230.0064580 55.0100021 65.0201523 1.0675270 120.0125306
## 176 315.0131273 140.0103047 150.0156268 85.0289058 205.0140170
## 177 320.0110700 145.0049163 155.0125607 90.0116769 210.0134702
## 178 40.0733103 135.0126392 125.0308521 190.0108447 70.0353235
## 171 172 173 174 175
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
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## 21
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## 24
## 25
## 26
## 27
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## 29
## 30
## 31
## 32
## 33
## 34
## 35
## 36
## 37
## 38
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## 40
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## 42
## 43
## 44
## 45
## 46
## 47
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## 49
## 50
## 51
## 52
## 53
## 54
## 55
## 56
## 57
## 58
## 59
## 60
## 61
## 62
## 63
## 64
## 65
## 66
## 67
## 68
## 69
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## 71
## 72
## 73
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## 75
## 76
## 77
## 78
## 79
## 80
## 81
## 82
## 83
## 84
## 85
## 86
## 87
## 88
## 89
## 90
## 91
## 92
## 93
## 94
## 95
## 96
## 97
## 98
## 99
## 100
## 101
## 102
## 103
## 104
## 105
## 106
## 107
## 108
## 109
## 110
## 111
## 112
## 113
## 114
## 115
## 116
## 117
## 118
## 119
## 120
## 121
## 122
## 123
## 124
## 125
## 126
## 127
## 128
## 129
## 130
## 131
## 132
## 133
## 134
## 135
## 136
## 137
## 138
## 139
## 140
## 141
## 142
## 143
## 144
## 145
## 146
## 147
## 148
## 149
## 150
## 151
## 152
## 153
## 154
## 155
## 156
## 157
## 158
## 159
## 160
## 161
## 162
## 163
## 164
## 165
## 166
## 167
## 168
## 169
## 170
## 171
## 172 40.0357259
## 173 150.0275490 190.0092250
## 174 230.0203100 270.0080470 80.0139840
## 175 240.0123557 280.0091494 90.0138221 10.1134342
## 176 325.0154283 365.0110319 175.0123430 95.0266753 85.0196892
## 177 330.0113406 370.0085961 180.0081399 100.0298041 90.0127176
## 178 50.1539948 90.0559880 100.0248125 180.0068715 190.0089654
## 176 177
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 28
## 29
## 30
## 31
## 32
## 33
## 34
## 35
## 36
## 37
## 38
## 39
## 40
## 41
## 42
## 43
## 44
## 45
## 46
## 47
## 48
## 49
## 50
## 51
## 52
## 53
## 54
## 55
## 56
## 57
## 58
## 59
## 60
## 61
## 62
## 63
## 64
## 65
## 66
## 67
## 68
## 69
## 70
## 71
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## 73
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## 75
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## 77
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## 79
## 80
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## 82
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## 87
## 88
## 89
## 90
## 91
## 92
## 93
## 94
## 95
## 96
## 97
## 98
## 99
## 100
## 101
## 102
## 103
## 104
## 105
## 106
## 107
## 108
## 109
## 110
## 111
## 112
## 113
## 114
## 115
## 116
## 117
## 118
## 119
## 120
## 121
## 122
## 123
## 124
## 125
## 126
## 127
## 128
## 129
## 130
## 131
## 132
## 133
## 134
## 135
## 136
## 137
## 138
## 139
## 140
## 141
## 142
## 143
## 144
## 145
## 146
## 147
## 148
## 149
## 150
## 151
## 152
## 153
## 154
## 155
## 156
## 157
## 158
## 159
## 160
## 161
## 162
## 163
## 164
## 165
## 166
## 167
## 168
## 169
## 170
## 171
## 172
## 173
## 174
## 175
## 176
## 177 5.1625835
## 178 275.0160515 280.0140605
#hierarical cluster
fit1 <- hclust(dist1,method="complete")
fit <- hclust(dist1,method="single")
fit
##
## Call:
## hclust(d = dist1, method = "single")
##
## Cluster method : single
## Distance : euclidean
## Number of objects: 178
#plotting Dendogram
plot(fit1,hang = -5)
#elbow curve to cut clusters
groups <- cutree(fit1,k=7)
groups
## [1] 1 1 1 2 3 2 4 4 1 1 2 4 4 1 2 4 4 1 2 5 3 3 1 1 5 5 1 4 5 1 4 2 5 1 1 5 5
## [38] 1 1 3 3 1 1 3 5 1 1 5 1 4 1 4 1 4 1 1 5 4 4 6 3 6 7 6 6 3 6 6 3 3 5 6 6 5
## [75] 5 6 6 6 3 6 6 3 7 6 6 6 6 7 3 7 6 6 6 6 6 5 7 6 7 6 3 7 6 6 3 6 6 6 6 3 7
## [112] 6 7 6 6 6 6 6 6 7 7 6 6 6 6 6 6 6 6 7 7 7 7 7 7 3 3 6 7 7 7 3 6 7 5 5 6 7
## [149] 7 7 6 6 6 3 7 3 6 5 7 7 6 3 7 3 7 6 3 3 3 7 6 6 7 3 3 5 5 7
groups <- as.data.frame(groups)
final1= cbind(groups,fin1)
final1
## groups Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 1 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 1 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 1 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 2 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 5 3 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 6 2 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 4 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 4 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 1 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 1 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 2 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 4 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 4 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 1 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 2 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 4 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 4 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 1 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 2 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 5 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 3 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 3 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 1 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 1 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 5 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 5 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 1 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 4 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 5 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 1 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 4 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 2 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 5 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 1 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 1 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 5 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 5 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 1 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 1 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 3 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 3 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 1 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 1 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 44 3 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 45 5 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 1 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 1 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 5 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 1 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 4 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 1 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 4 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 1 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 4 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 1 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 1 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 5 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 4 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 4 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 6 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 3 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 6 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 7 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 6 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 6 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 3 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 6 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 6 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 3 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 70 3 2 12.21 1.19 1.75 16.8 151 1.85 1.28
## 71 5 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 72 6 2 13.86 1.51 2.67 25.0 86 2.95 2.86
## 73 6 2 13.49 1.66 2.24 24.0 87 1.88 1.84
## 74 5 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 5 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 6 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 6 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 6 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 3 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 6 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 6 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 3 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 7 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 6 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 6 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 6 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 6 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 7 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 3 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 7 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 6 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 6 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 6 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 6 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 6 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 96 5 2 12.47 1.52 2.20 19.0 162 2.50 2.27
## 97 7 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 6 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 7 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 6 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 3 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 7 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 6 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 6 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 3 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 6 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 6 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 6 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 6 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 3 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 7 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 6 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 7 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 6 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 6 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 116 6 2 11.03 1.51 2.20 21.5 85 2.46 2.17
## 117 6 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 6 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 6 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 7 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 7 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 122 6 2 11.56 2.05 3.23 28.5 119 3.18 5.08
## 123 6 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 6 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 6 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 6 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 6 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 6 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 6 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 7 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 7 2 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 7 2 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 7 2 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 7 2 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 7 2 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 3 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 3 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 6 2 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 7 2 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 7 2 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 7 2 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 3 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 6 2 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 7 2 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 5 2 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 5 2 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 6 2 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 7 2 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 7 2 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 7 2 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 6 2 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 6 2 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 6 2 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 3 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 7 2 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 3 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 6 2 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 5 2 12.45 3.03 2.64 27.0 97 1.90 0.58
## 159 7 2 14.34 1.68 2.70 25.0 98 2.80 1.31
## 160 7 2 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 6 2 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 3 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 7 2 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 3 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 7 2 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 6 2 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 3 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 3 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 3 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 7 2 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 6 2 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 6 2 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 7 2 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 3 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 3 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 5 2 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 5 2 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 7 2 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline Comp.1
## 1 0.28 2.29 5.640000 1.040 3.92 1065 3.30742097
## 2 0.26 1.28 4.380000 1.050 3.40 1050 2.20324981
## 3 0.30 2.81 5.680000 1.030 3.17 1185 2.50966069
## 4 0.24 2.18 7.800000 0.860 3.45 1480 3.74649719
## 5 0.39 1.82 4.320000 1.040 2.93 735 1.00607049
## 6 0.34 1.97 6.750000 1.050 2.85 1450 3.04167373
## 7 0.30 1.98 5.250000 1.020 3.58 1290 2.44220051
## 8 0.31 1.25 5.050000 1.060 3.58 1295 2.05364379
## 9 0.29 1.98 5.200000 1.080 2.85 1045 2.50381135
## 10 0.22 1.85 7.220000 1.010 3.55 1045 2.74588238
## 11 0.22 2.38 5.750000 1.250 3.17 1510 3.46994837
## 12 0.26 1.57 5.000000 1.170 2.82 1280 1.74981688
## 13 0.29 1.81 5.600000 1.150 2.90 1320 2.10751729
## 14 0.43 2.81 5.400000 1.250 2.73 1150 3.44842921
## 15 0.29 2.96 7.500000 1.200 3.00 1547 4.30065228
## 16 0.30 1.46 7.300000 1.280 2.88 1310 2.29870383
## 17 0.33 1.97 6.200000 1.070 2.65 1280 2.16584568
## 18 0.40 1.72 6.600000 1.130 2.57 1130 1.89362947
## 19 0.32 1.86 8.700000 1.230 2.82 1680 3.53202167
## 20 0.17 1.66 5.100000 0.960 3.36 845 2.07865856
## 21 0.24 2.10 5.650000 1.090 3.71 780 3.11561376
## 22 0.25 1.98 4.500000 1.030 3.52 770 1.08351361
## 23 0.27 1.69 3.800000 1.110 4.00 1035 2.52809263
## 24 0.26 1.46 3.930000 1.090 3.63 1015 1.64036108
## 25 0.28 1.66 3.520000 1.120 3.82 845 1.75662066
## 26 0.47 1.92 3.580000 1.130 3.20 830 0.98729406
## 27 0.34 1.45 4.800000 0.920 3.22 1195 1.77028387
## 28 0.27 1.35 3.950000 1.020 2.77 1285 1.23194878
## 29 0.37 1.76 4.500000 1.250 3.40 915 2.18225047
## 30 0.26 1.98 4.700000 1.040 3.59 1035 2.24976267
## 31 0.29 2.38 5.700000 1.190 2.71 1285 2.49318704
## 32 0.22 1.95 6.900000 1.090 2.88 1515 2.66987964
## 33 0.42 1.97 3.840000 1.230 2.87 990 1.62399801
## 34 0.50 1.35 5.400000 1.250 3.00 1235 1.89733870
## 35 0.29 1.54 4.200000 1.100 2.87 1095 1.40642118
## 36 0.26 1.86 5.100000 1.040 3.47 920 1.89847087
## 37 0.34 1.36 4.600000 1.090 2.78 880 1.38096669
## 38 0.29 1.44 4.250000 1.120 2.51 1105 1.11905070
## 39 0.28 1.37 3.700000 1.180 2.69 1020 1.49796891
## 40 0.20 2.08 5.100000 0.890 3.53 760 2.52268490
## 41 0.34 2.34 6.130000 0.950 3.38 795 2.58081526
## 42 0.27 1.48 4.280000 0.910 3.00 1035 0.66660159
## 43 0.17 1.70 5.430000 0.880 3.56 1095 3.06216898
## 44 0.32 1.66 4.360000 0.820 3.00 680 0.46090897
## 45 0.28 2.03 5.040000 0.880 3.35 885 2.09544094
## 46 0.30 1.25 5.240000 0.870 3.33 1080 1.13297020
## 47 0.27 2.19 4.900000 1.040 3.44 1065 2.71893118
## 48 0.21 2.14 6.100000 0.910 3.33 985 2.81340300
## 49 0.32 2.38 6.200000 1.070 2.75 1060 2.00419725
## 50 0.32 2.08 8.900000 1.120 3.10 1260 2.69987528
## 51 0.17 2.91 7.200000 1.120 2.91 1150 3.20587409
## 52 0.22 2.29 5.600000 1.240 3.37 1265 2.85091773
## 53 0.32 1.87 7.050000 1.010 3.26 1190 3.49574328
## 54 0.39 1.68 6.300000 1.130 2.93 1375 2.21853316
## 55 0.21 1.62 5.850000 0.920 3.20 1060 2.14094846
## 56 0.20 2.45 6.250000 0.980 3.03 1120 2.46238340
## 57 0.26 2.03 6.380000 0.940 3.31 970 2.73380617
## 58 0.31 1.66 6.000000 1.070 2.84 1270 2.16762631
## 59 0.19 2.04 6.800000 0.890 2.87 1285 3.13054925
## 60 0.28 0.42 1.950000 1.050 1.82 520 -0.92596992
## 61 0.63 0.41 3.270000 1.250 1.67 680 -1.53814123
## 62 0.53 0.62 5.750000 0.980 1.59 450 -1.83108449
## 63 0.32 0.73 3.800000 1.230 2.46 630 0.03052074
## 64 0.19 1.87 4.450000 1.220 2.87 420 2.04449433
## 65 0.45 1.03 2.950000 1.450 2.23 355 -0.60796583
## 66 0.37 2.08 4.600000 1.190 2.30 678 0.89769555
## 67 0.26 2.28 5.300000 1.120 3.18 502 2.24218226
## 68 0.27 1.04 4.680000 1.120 3.48 510 0.18286818
## 69 0.55 0.42 3.170000 1.020 1.93 750 -0.81051865
## 70 0.14 2.50 2.850000 1.280 3.07 718 1.97006319
## 71 0.37 1.46 3.050000 0.906 1.82 870 -1.56779366
## 72 0.21 1.87 3.380000 1.360 3.16 410 1.65301884
## 73 0.27 1.03 3.740000 0.980 2.78 472 -0.72333196
## 74 0.21 1.96 3.350000 1.310 3.50 985 2.55501977
## 75 0.13 1.65 3.210000 0.990 3.13 886 1.82741266
## 76 0.34 1.15 3.800000 1.230 2.14 428 -0.86555129
## 77 0.24 1.46 4.600000 1.190 2.48 392 0.36897357
## 78 0.43 0.95 2.650000 0.960 2.52 500 -1.45327752
## 79 0.35 2.76 3.400000 1.060 2.31 750 1.25937829
## 80 0.43 1.95 2.570000 1.190 3.13 463 0.37509228
## 81 0.30 1.43 2.500000 1.380 3.12 278 0.75992026
## 82 0.26 1.77 3.900000 1.160 3.14 714 1.03166776
## 83 0.40 1.40 2.200000 1.310 2.72 630 -0.49348469
## 84 0.61 1.62 4.800000 0.840 2.01 515 -2.53183508
## 85 0.22 2.35 3.050000 0.790 3.08 520 0.83297044
## 86 0.30 1.46 2.620000 1.230 3.16 450 0.78568828
## 87 0.43 1.56 2.450000 1.330 2.26 495 -0.80456258
## 88 0.40 1.34 2.600000 1.360 3.21 562 -0.55647288
## 89 0.48 1.35 2.800000 1.000 2.75 680 -1.11197430
## 90 0.42 1.38 1.740000 1.070 3.21 625 -0.55415961
## 91 0.52 1.64 2.400000 1.080 2.27 480 -1.34548982
## 92 0.50 1.63 3.600000 1.050 2.65 450 -1.56008180
## 93 0.58 1.62 3.050000 0.960 2.06 495 -1.92711944
## 94 0.25 1.99 2.150000 1.150 3.30 290 0.74456561
## 95 0.17 1.35 3.250000 1.160 2.96 345 0.95476209
## 96 0.32 3.28 2.600000 1.160 2.63 937 2.53670943
## 97 0.14 1.56 2.500000 0.950 2.26 625 -0.54242248
## 98 0.29 1.77 2.900000 1.230 2.74 428 1.02814946
## 99 0.24 1.95 4.500000 1.040 2.77 660 2.24557492
## 100 0.45 2.81 2.300000 1.420 2.83 406 1.40624916
## 101 0.26 1.40 3.300000 1.270 2.96 710 0.79547585
## 102 0.29 1.35 2.450000 1.040 2.77 562 -0.54798592
## 103 0.34 1.31 2.800000 0.800 3.38 438 -0.16072037
## 104 0.37 1.42 2.060000 0.940 2.44 415 -0.65793897
## 105 0.32 1.48 2.940000 1.040 3.57 672 0.39125074
## 106 0.66 1.42 2.700000 0.860 3.30 315 -1.76751314
## 107 0.37 1.63 3.400000 1.000 3.17 510 -0.36523707
## 108 0.48 1.63 3.300000 0.880 2.42 488 -1.61611371
## 109 0.39 2.08 2.700000 0.860 3.02 312 0.08230361
## 110 0.29 2.49 2.650000 0.960 3.26 680 1.57383547
## 111 0.24 3.58 2.900000 0.750 2.81 562 1.41657326
## 112 0.26 1.22 2.000000 0.900 2.78 325 -0.27791878
## 113 0.60 1.05 3.800000 1.230 2.50 607 -1.29947929
## 114 0.42 1.44 3.080000 1.100 2.31 434 -0.45578615
## 115 0.43 1.04 2.900000 0.930 3.19 385 -0.49279573
## 116 0.52 2.01 1.900000 1.710 2.87 407 0.48071836
## 117 0.30 1.53 1.950000 0.950 3.33 495 -0.25217752
## 118 0.34 1.61 2.060000 1.060 2.96 345 -0.10692601
## 119 0.43 0.83 3.400000 0.700 2.12 372 -2.42616867
## 120 0.37 1.87 1.280000 0.930 3.05 564 -0.54953935
## 121 0.32 1.83 3.250000 0.800 3.39 625 0.73754141
## 122 0.47 1.87 6.000000 0.930 3.69 465 1.33256273
## 123 0.43 1.71 2.080000 0.920 3.12 365 -1.17377592
## 124 0.30 2.01 2.600000 0.730 3.10 380 -0.46103449
## 125 0.21 2.91 2.800000 0.750 3.64 380 0.97572169
## 126 0.37 1.35 2.760000 0.860 3.28 378 -0.09653741
## 127 0.39 1.77 3.940000 0.690 2.84 352 0.03837888
## 128 0.58 1.76 3.000000 0.970 2.44 466 -1.59266578
## 129 0.40 1.90 2.120000 0.890 2.78 342 -0.47821593
## 130 0.42 1.35 2.600000 0.790 2.57 580 -1.78779033
## 131 0.21 0.94 4.100000 0.760 1.29 630 -1.32336859
## 132 0.24 0.83 5.400000 0.740 1.42 530 -2.37779336
## 133 0.27 0.83 5.700000 0.660 1.36 560 -2.92867865
## 134 0.17 0.84 5.000000 0.780 1.29 600 -2.14077227
## 135 0.60 1.25 5.450000 0.750 1.51 650 -2.36320318
## 136 0.63 0.94 7.100000 0.730 1.58 695 -3.05522315
## 137 0.53 0.80 3.850000 0.750 1.27 720 -3.90473898
## 138 0.63 1.10 5.000000 0.820 1.69 515 -3.92539034
## 139 0.58 0.88 5.700000 0.810 1.82 580 -3.08557209
## 140 0.53 0.81 4.920000 0.890 2.15 590 -2.36779237
## 141 0.53 0.75 4.600000 0.770 2.31 600 -2.77099630
## 142 0.37 0.64 5.600000 0.700 2.47 780 -2.28012931
## 143 0.50 0.55 4.350000 0.890 2.06 520 -2.97723506
## 144 0.47 1.02 4.400000 0.910 2.05 550 -2.36851341
## 145 0.29 1.14 8.210000 0.650 2.00 855 -2.20364930
## 146 0.43 1.30 4.000000 0.600 1.68 830 -2.61823528
## 147 0.40 0.68 4.900000 0.580 1.33 415 -4.26859758
## 148 0.47 0.86 7.650000 0.540 1.86 625 -3.57256360
## 149 0.45 1.25 8.420000 0.550 1.62 650 -2.79916760
## 150 0.34 1.14 9.400000 0.570 1.33 550 -2.89150275
## 151 0.22 1.25 8.600000 0.590 1.30 500 -2.31420887
## 152 0.24 1.26 10.800000 0.480 1.47 480 -2.54265841
## 153 0.26 1.56 7.100000 0.610 1.33 425 -1.80744271
## 154 0.61 1.87 10.520000 0.560 1.51 675 -2.75238051
## 155 0.53 1.40 7.600000 0.580 1.55 640 -2.72945105
## 156 0.61 1.55 7.900000 0.600 1.48 725 -3.59472857
## 157 0.48 1.56 9.010000 0.570 1.64 480 -2.88169708
## 158 0.63 1.14 7.500000 0.670 1.73 880 -3.38261413
## 159 0.53 2.70 13.000000 0.570 1.96 660 -1.04523342
## 160 0.52 2.29 11.750000 0.570 1.78 620 -1.60538369
## 161 0.50 1.04 7.650000 0.560 1.58 520 -3.13428951
## 162 0.50 0.80 5.880000 0.960 1.82 680 -2.23385546
## 163 0.60 0.96 5.580000 0.870 2.11 570 -2.83966343
## 164 0.40 0.94 5.280000 0.680 1.75 675 -2.59019044
## 165 0.41 1.03 9.580000 0.700 1.68 615 -2.94100316
## 166 0.52 1.15 6.620000 0.780 1.75 520 -3.52010248
## 167 0.43 1.46 10.680000 0.850 1.56 695 -2.39934228
## 168 0.40 0.97 10.260000 0.720 1.75 685 -2.92084537
## 169 0.39 1.54 8.660000 0.740 1.80 750 -2.17527658
## 170 0.27 1.11 8.500000 0.670 1.92 630 -2.37423037
## 171 0.40 0.73 5.500000 0.660 1.83 510 -3.20258311
## 172 0.48 0.64 9.899999 0.570 1.63 470 -3.66757294
## 173 0.44 1.24 9.700000 0.620 1.71 660 -2.45862032
## 174 0.52 1.06 7.700000 0.640 1.74 740 -3.36104305
## 175 0.43 1.41 7.300000 0.700 1.56 750 -2.59463669
## 176 0.43 1.35 10.200000 0.590 1.56 835 -2.67030685
## 177 0.53 1.46 9.300000 0.600 1.62 840 -2.38030254
## 178 0.56 1.35 9.200000 0.610 1.60 560 -3.19973210
## Comp.2 Comp.3 Comp.4 Comp.5 Comp.6
## 1 1.43940225 0.165272830 0.215024629 -0.6910933491 0.22325037
## 2 -0.33245507 2.020757060 0.290538743 0.2569298662 0.92451231
## 3 1.02825072 -0.980054055 -0.722863199 0.2503269758 -0.54773096
## 4 2.74861839 0.175696224 -0.566385602 0.3109643979 -0.11410911
## 5 0.86738404 -2.020987257 0.408613140 -0.2976179585 0.40537608
## 6 2.11643092 0.627625371 0.514187035 0.6302408998 -0.12308335
## 7 1.17154534 0.974346376 0.065645327 1.0248708712 0.61837638
## 8 1.60443714 -0.145870400 1.189253269 -0.0766871685 1.43575612
## 9 0.91548847 1.765987389 -0.056112076 0.8897471068 0.12881767
## 10 0.78721703 0.981478855 -0.348398777 0.4672350615 -0.16293204
## 11 1.29866985 0.421546086 -0.026766256 0.3374229486 0.18238714
## 12 0.61025577 1.187528444 0.887660354 0.7364950947 0.55149954
## 13 0.67380561 0.862652985 0.355435369 1.2065252604 0.21447112
## 14 1.12744948 1.200888789 -0.162001077 2.0174358634 -0.74368299
## 15 2.09007971 1.260357435 -0.304913067 1.0267961441 -0.79340481
## 16 1.65787506 -0.217289668 1.436537727 0.4682292849 0.42102574
## 17 2.32075875 -0.829390256 0.910034178 0.0001146171 0.06634216
## 18 1.62677993 -0.792677744 1.079335712 0.4374711602 -0.36390428
## 19 2.51125971 0.484092940 0.907762119 1.1498357895 -0.30302223
## 20 1.05815307 0.164283255 -0.483633148 -0.8800288984 1.38909922
## 21 0.78468361 0.363860676 0.025489787 -0.9696782562 0.10662100
## 22 0.24106354 -0.934325978 -1.027012761 -0.3150828842 1.20760838
## 23 -0.09158228 0.311055210 0.048255114 0.4283731687 1.01208813
## 24 -0.51482667 -0.143480354 0.412556253 0.3746630851 0.78229875
## 25 -0.31625681 -0.887781323 0.114791797 0.5551025444 0.89622074
## 26 0.93802129 -3.810160004 1.317843719 -0.1585574371 0.26438245
## 27 0.68424496 0.086456523 0.232251626 1.1397276528 0.56986696
## 28 -0.08955442 1.382995281 0.494288392 0.3748838960 0.60637766
## 29 0.68762990 -1.390644041 0.775304769 0.8083039404 0.60037885
## 30 0.19092336 1.089583673 -0.285347369 0.4817143982 0.33429055
## 31 1.23734344 -1.382119063 0.365833248 0.6205822759 -0.58081677
## 32 1.46773335 0.331327094 0.348371162 0.0863507438 -0.16436614
## 33 0.05255620 0.166658582 0.747206466 0.6342735393 0.04419384
## 34 1.62846673 -1.168785117 2.333845540 0.1862885543 0.32706515
## 35 0.69597107 -0.478393534 1.057104252 -0.0988818107 0.70825206
## 36 0.17621387 -0.449566866 -0.283314357 0.1624910774 0.17415047
## 37 0.65678714 -0.457149018 1.281044479 0.2044349041 0.61874622
## 38 0.11378878 0.038997270 0.953710919 0.3412486137 0.40797546
## 39 -0.76726764 1.422165587 0.755377264 0.1653776245 0.41428362
## 40 1.79793023 0.342187120 -1.183635402 -1.2942447997 1.53793245
## 41 0.77742329 0.118144196 -0.474632558 -0.4021874933 -0.72314313
## 42 0.16948285 0.781158992 -1.309390144 0.3707176678 1.32096536
## 43 1.15266742 0.311878313 -0.548736715 0.3032701638 0.80564479
## 44 0.32981177 0.200909754 -1.432453085 -0.2824281812 1.02571004
## 45 -0.07080918 0.654004547 -0.755613344 -0.4702113166 -0.37076210
## 46 1.77210849 -0.028624988 -0.689885129 0.0607528293 1.90848431
## 47 1.18798353 0.538254909 -1.385641944 0.4954968511 1.00815470
## 48 0.64444071 1.152301905 -0.984884671 0.0099489529 -0.28994752
## 49 1.24352164 0.057132823 -0.229994321 0.3835690682 -0.52447475
## 50 1.74703922 0.641304569 0.099949574 0.4933214313 -0.73021856
## 51 0.16652226 1.968020131 -1.117531517 -0.0122436594 -1.22735670
## 52 0.74318238 -0.004706226 0.214670996 0.7566740077 0.19158264
## 53 1.60819732 0.519309620 -0.106236743 0.5999919386 -0.18302807
## 54 1.86989325 -0.338594715 1.203571449 0.5750221802 0.24526282
## 55 1.01389147 0.955068628 0.239642188 -0.8776288188 0.36075734
## 56 1.32526988 -0.511993182 -0.254630339 -0.9095743022 -0.55330865
## 57 1.43250785 0.610750542 -0.205168685 -0.4330423030 -0.11567147
## 58 1.20878999 -0.261043221 0.503007163 0.6934656297 0.25626086
## 59 1.72670828 0.284857863 -0.229918640 -0.0748297503 -0.35057324
## 60 -3.06484062 4.572166474 1.048885610 -0.4558382584 0.38716053
## 61 -1.37755758 0.872222677 2.881989998 0.9752572410 -0.03491267
## 62 -0.82764942 1.601185434 1.448020162 0.2932485783 -0.68219233
## 63 -1.25923400 1.779388569 1.203182038 0.3924971348 0.60537936
## 64 -1.91961759 0.007348049 -0.719292864 0.0808984437 -0.76237558
## 65 -1.90269154 -0.677446941 2.147019606 0.0497621781 0.19082721
## 66 -0.76176263 -0.571748468 0.677450627 0.1422318296 -1.01466998
## 67 -1.87929123 2.026124738 -1.403667656 0.7299478607 -1.29973214
## 68 -2.42031869 1.066736425 -0.127059552 0.5330698330 0.06980397
## 69 -0.21989369 0.705016628 2.481988187 0.5819183093 0.31654670
## 70 -1.39933587 1.234793017 1.149065114 -4.1748799067 -0.49161077
## 71 -0.88249373 0.627228614 1.168550068 -0.9626291085 -0.26865227
## 72 -0.95402102 -1.947091704 -0.151780756 0.7849469419 0.31533543
## 73 -1.06065342 -0.080106258 0.075805593 0.1796589739 0.54278556
## 74 0.25946663 -3.364901977 0.976644436 -1.9752267229 0.31116188
## 75 -1.28425547 -0.456990911 -0.170868753 -0.9984058503 -0.07763882
## 76 -2.43722606 1.558935609 0.829121008 -0.7059884717 -0.11204768
## 77 -2.14784815 2.442496359 0.125804166 -0.0950317690 -0.55535694
## 78 -1.37946048 0.226667500 0.694398057 -1.0643597513 0.81646663
## 79 -0.76868117 1.180893359 0.923277788 -2.6062411510 -1.59330121
## 80 -1.02415439 -1.789418559 -0.975791935 0.1361850267 0.65929340
## 81 -3.36555997 0.356464512 0.365701315 0.1540061398 -0.24455213
## 82 -1.44662897 0.361990641 -0.295761473 0.3050267934 0.10005582
## 83 -2.37454522 -1.331985804 1.038050628 1.0391951891 -0.11245747
## 84 -0.08719738 -0.472917350 -0.756467550 1.1246439894 -0.18017841
## 85 -1.46952520 -0.608377416 -0.581312066 -0.8966554262 -0.88004537
## 86 -2.02092573 0.254006881 0.807141232 -0.2581244044 0.15736206
## 87 -2.22754675 -0.770681796 1.010864220 0.2910413061 -0.34861049
## 88 -2.36631035 -2.301120220 1.032408007 0.4755979033 0.23689883
## 89 -1.79717757 -0.956554981 0.330351908 0.7294523642 -0.05778308
## 90 -2.65006452 -0.846738350 0.003188647 1.3424700549 -0.04050004
## 91 -2.11204365 0.047518277 0.464939030 0.8880409161 -0.49519284
## 92 -1.84700434 -0.778869932 0.603377336 0.5150125765 -0.72995820
## 93 -1.55510868 0.089023551 0.521099398 1.1703960240 -0.90341298
## 94 -2.30642556 -0.114357181 -1.245026633 -0.2621972475 0.51523448
## 95 -2.21727377 -0.142044084 -0.313159561 -0.9414868901 0.38174963
## 96 0.16879786 -0.786478429 1.029931729 -3.7205838843 -1.34787638
## 97 -0.36788878 -1.305214079 1.274403619 -3.3373763767 0.70749812
## 98 -2.55835254 1.083334218 -0.263118758 0.1893099942 -0.40155259
## 99 -1.42871116 0.229560681 -0.918579893 0.2392480418 -1.03941568
## 100 -2.16009839 -0.746789806 -1.192247999 0.7078604231 -0.60890102
## 101 -2.37026258 1.563701517 0.034718424 -0.6153555529 0.28683674
## 102 -2.28667820 1.494718900 0.306174988 -0.3250938834 0.15033374
## 103 -1.16120769 -1.000889713 -0.659824937 -0.3003379245 0.65866204
## 104 -2.67242260 0.762769188 -0.468632817 -0.1440639974 -0.45237071
## 105 -2.09282809 0.470522719 -0.435827159 0.3029558525 0.24861284
## 106 -1.71245783 -0.944369222 -0.258782591 1.0019989721 -0.10572252
## 107 -2.16325103 0.479970296 -0.397279783 0.4677318981 -0.19393954
## 108 -1.35177021 -0.286351238 0.025951340 0.5677509908 -0.57953298
## 109 -2.29974728 0.462270978 -0.887846515 -0.3396185285 -1.10937521
## 110 -1.45792167 -1.774639908 -0.611858445 -0.2871716594 -0.79507536
## 111 -1.41421730 -0.138884054 -3.420889542 -2.1907046218 -1.45301722
## 112 -1.92513751 -0.078449257 -0.925908863 -0.2607602049 0.67808421
## 113 -0.76102555 -1.993971755 1.720981199 0.7328390219 0.48535077
## 114 -2.26303187 -1.058353479 0.835076404 0.3225409918 -1.00029497
## 115 -1.93359062 -1.320213907 0.061423979 0.8465195986 0.03308423
## 116 -3.86089273 -1.340489862 0.897379093 0.9297350551 -0.96664314
## 117 -2.81355567 0.301788475 -0.456678865 -0.3700434022 -0.04812876
## 118 -1.92349609 -0.688206893 0.272952518 -1.0680839939 -0.03711652
## 119 -1.25360477 1.897674293 -0.867285397 0.4668257746 0.82562697
## 120 -2.21591073 0.355226778 -1.359484943 -0.2161059887 0.57080665
## 121 -1.40499335 -1.122179957 -1.201721555 -0.4287118881 -0.10554847
## 122 0.25262431 -5.330351896 -0.238365113 -0.2358372797 -0.79872619
## 123 -0.66209914 -3.001754299 -1.162856677 -0.3317927388 1.17630722
## 124 -0.61654897 -0.482082470 -3.566663228 -0.1284590799 1.51095874
## 125 -1.44150419 -1.477070337 -3.779673087 -0.4984043197 0.11895335
## 126 -2.10406268 -0.433602974 -1.051728479 0.3105683504 0.10982500
## 127 -1.26319878 -0.685643794 -1.269303630 0.3520590635 -0.97116856
## 128 -1.20474513 -3.351720753 0.218660737 0.6389610009 -0.86369839
## 129 -1.93338681 -1.292860514 -0.685043799 0.0603150778 -0.68223657
## 130 -1.14705241 -0.780598199 -1.474619242 0.5027996354 0.99269466
## 131 0.16990994 1.176694043 1.497485578 -2.2988056711 0.15242296
## 132 0.37352893 0.721786522 0.307328048 -1.3358636736 0.71800668
## 133 0.26311960 0.167168254 0.407623565 -1.0847461227 0.09401053
## 134 0.36721907 0.452026190 -0.048391060 -1.7217751255 1.02873775
## 135 -0.45834188 1.098301611 0.854367268 1.0640051087 -1.42671618
## 136 0.35241870 1.096032328 0.738315433 0.7356329018 -0.83869075
## 137 0.15414769 -0.221203810 0.009042819 0.3617084004 1.12164718
## 138 0.65783157 -1.707399051 -0.543949385 0.5358133500 0.88811791
## 139 0.34786148 1.023942993 0.071148507 1.0563699641 0.38586885
## 140 0.29115903 -1.238420896 0.746699191 0.4144101116 0.42564678
## 141 0.28599811 -0.607955155 0.876873331 0.5528643720 0.73368923
## 142 0.37146000 0.968909854 0.370392902 0.3371413329 0.91025107
## 143 0.48784177 -0.944289205 1.033310740 0.5835007573 1.22422013
## 144 0.48097694 0.252172645 -0.669261358 0.6263251170 1.55595129
## 145 1.15678934 1.241622757 -0.317941314 -1.6839431963 0.33014325
## 146 0.56157662 0.853553310 -0.274908542 -0.6492806653 0.44606133
## 147 0.64784348 1.454095134 -1.124990838 0.3585428437 1.61209636
## 148 1.26912271 0.110472408 -1.046955708 0.5220791768 0.59848535
## 149 1.56611596 0.471198739 -0.625593725 0.2594411446 -0.55168667
## 150 2.03531563 0.494564703 -0.469830281 -1.4348297265 -0.17804118
## 151 2.34973775 -0.436450569 0.052112772 -2.2281418730 -0.07656257
## 152 2.03952982 0.311389606 -0.385883152 -1.8423256365 -0.97727238
## 153 1.52334876 -1.358756891 0.188863146 -1.7444662672 -0.96756214
## 154 2.13291565 0.961915241 -0.666505978 0.4756998005 -1.79704420
## 155 0.40873328 1.187056141 0.661180095 -0.4577455315 -1.87659660
## 156 1.79731421 0.093772341 -1.265271295 0.6077509394 -0.19139290
## 157 1.91980308 0.780121925 -1.320999021 0.5696360797 -0.42939440
## 158 1.30818615 -1.597519558 0.481483936 0.6689842601 -0.80130510
## 159 3.50520194 -1.156775441 -0.932698364 0.8969184353 -3.27504281
## 160 2.39986842 -0.547016629 -0.752187852 0.9924073840 -2.91126473
## 161 0.73608464 0.090742750 -0.977889337 0.4086607360 -0.39780019
## 162 1.17215877 0.101091765 1.162000851 0.2637054109 0.79878548
## 163 0.55447984 -0.801953005 0.895362356 0.2540845746 0.28775631
## 164 0.69600220 0.882450235 0.273457357 -0.7700632411 0.71781755
## 165 1.55093397 0.980634475 -0.015436802 0.3630579675 -0.48982426
## 166 0.88004430 0.464718213 -0.579155895 0.6670779730 0.45752369
## 167 2.58506402 -0.427021634 0.183816567 -0.4464018776 -0.56790428
## 168 1.27086200 1.209945161 -0.294485339 0.2665978869 -0.38014078
## 169 2.07169331 -0.761634073 0.388497417 -0.3588612974 -0.62779685
## 170 2.58138565 -1.414055150 -0.586846512 -1.1248238159 0.98087803
## 171 -0.25054235 0.844746224 0.216454762 -0.6073818633 0.39426556
## 172 0.84536318 1.335652516 0.124823752 0.4847445265 -0.85554582
## 173 2.18762727 0.916196480 -0.017974292 0.6992370577 -0.67893979
## 174 2.21005484 0.341605883 -1.055549261 0.5725488077 1.10566946
## 175 1.75228636 -0.206997440 -0.348513307 -0.2543456990 0.02639093
## 176 2.75313287 0.938295059 -0.311157010 -1.2677787511 -0.27229980
## 177 2.29088437 0.549147119 0.686348441 -0.8116656077 -1.17546713
## 178 2.76113075 -1.011061581 -0.595224130 0.8926744604 -0.29525929
#to find particular cluster 3
cluster3 = final1[final1$groups==3,]
cluster3
## groups Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 5 3 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 21 3 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 3 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 40 3 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 3 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 44 3 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 61 3 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 66 3 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 69 3 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 70 3 2 12.21 1.19 1.75 16.8 151 1.85 1.28
## 79 3 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 82 3 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 89 3 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 101 3 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 105 3 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 110 3 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 136 3 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 3 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 142 3 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 154 3 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 156 3 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 162 3 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 164 3 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 167 3 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 3 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 3 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 174 3 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 3 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline Comp.1
## 5 0.39 1.82 4.32 1.04 2.93 735 1.0060705
## 21 0.24 2.10 5.65 1.09 3.71 780 3.1156138
## 22 0.25 1.98 4.50 1.03 3.52 770 1.0835136
## 40 0.20 2.08 5.10 0.89 3.53 760 2.5226849
## 41 0.34 2.34 6.13 0.95 3.38 795 2.5808153
## 44 0.32 1.66 4.36 0.82 3.00 680 0.4609090
## 61 0.63 0.41 3.27 1.25 1.67 680 -1.5381412
## 66 0.37 2.08 4.60 1.19 2.30 678 0.8976955
## 69 0.55 0.42 3.17 1.02 1.93 750 -0.8105187
## 70 0.14 2.50 2.85 1.28 3.07 718 1.9700632
## 79 0.35 2.76 3.40 1.06 2.31 750 1.2593783
## 82 0.26 1.77 3.90 1.16 3.14 714 1.0316678
## 89 0.48 1.35 2.80 1.00 2.75 680 -1.1119743
## 101 0.26 1.40 3.30 1.27 2.96 710 0.7954759
## 105 0.32 1.48 2.94 1.04 3.57 672 0.3912507
## 110 0.29 2.49 2.65 0.96 3.26 680 1.5738355
## 136 0.63 0.94 7.10 0.73 1.58 695 -3.0552232
## 137 0.53 0.80 3.85 0.75 1.27 720 -3.9047390
## 142 0.37 0.64 5.60 0.70 2.47 780 -2.2801293
## 154 0.61 1.87 10.52 0.56 1.51 675 -2.7523805
## 156 0.61 1.55 7.90 0.60 1.48 725 -3.5947286
## 162 0.50 0.80 5.88 0.96 1.82 680 -2.2338555
## 164 0.40 0.94 5.28 0.68 1.75 675 -2.5901904
## 167 0.43 1.46 10.68 0.85 1.56 695 -2.3993423
## 168 0.40 0.97 10.26 0.72 1.75 685 -2.9208454
## 169 0.39 1.54 8.66 0.74 1.80 750 -2.1752766
## 174 0.52 1.06 7.70 0.64 1.74 740 -3.3610430
## 175 0.43 1.41 7.30 0.70 1.56 750 -2.5946367
## Comp.2 Comp.3 Comp.4 Comp.5 Comp.6
## 5 0.8673840 -2.02098726 0.408613140 -0.2976180 0.40537608
## 21 0.7846836 0.36386068 0.025489787 -0.9696783 0.10662100
## 22 0.2410635 -0.93432598 -1.027012761 -0.3150829 1.20760838
## 40 1.7979302 0.34218712 -1.183635402 -1.2942448 1.53793245
## 41 0.7774233 0.11814420 -0.474632558 -0.4021875 -0.72314313
## 44 0.3298118 0.20090975 -1.432453085 -0.2824282 1.02571004
## 61 -1.3775576 0.87222268 2.881989998 0.9752572 -0.03491267
## 66 -0.7617626 -0.57174847 0.677450627 0.1422318 -1.01466998
## 69 -0.2198937 0.70501663 2.481988187 0.5819183 0.31654670
## 70 -1.3993359 1.23479302 1.149065114 -4.1748799 -0.49161077
## 79 -0.7686812 1.18089336 0.923277788 -2.6062412 -1.59330121
## 82 -1.4466290 0.36199064 -0.295761473 0.3050268 0.10005582
## 89 -1.7971776 -0.95655498 0.330351908 0.7294524 -0.05778308
## 101 -2.3702626 1.56370152 0.034718424 -0.6153556 0.28683674
## 105 -2.0928281 0.47052272 -0.435827159 0.3029559 0.24861284
## 110 -1.4579217 -1.77463991 -0.611858445 -0.2871717 -0.79507536
## 136 0.3524187 1.09603233 0.738315433 0.7356329 -0.83869075
## 137 0.1541477 -0.22120381 0.009042819 0.3617084 1.12164718
## 142 0.3714600 0.96890985 0.370392902 0.3371413 0.91025107
## 154 2.1329156 0.96191524 -0.666505978 0.4756998 -1.79704420
## 156 1.7973142 0.09377234 -1.265271295 0.6077509 -0.19139290
## 162 1.1721588 0.10109176 1.162000851 0.2637054 0.79878548
## 164 0.6960022 0.88245023 0.273457357 -0.7700632 0.71781755
## 167 2.5850640 -0.42702163 0.183816567 -0.4464019 -0.56790428
## 168 1.2708620 1.20994516 -0.294485339 0.2665979 -0.38014078
## 169 2.0716933 -0.76163407 0.388497417 -0.3588613 -0.62779685
## 174 2.2100548 0.34160588 -1.055549261 0.5725488 1.10566946
## 175 1.7522864 -0.20699744 -0.348513307 -0.2543457 0.02639093
colnames(cluster3)
## [1] "groups" "Type" "Alcohol" "Malic"
## [5] "Ash" "Alcalinity" "Magnesium" "Phenols"
## [9] "Flavanoids" "Nonflavanoids" "Proanthocyanins" "Color"
## [13] "Hue" "Dilution" "Proline" "Comp.1"
## [17] "Comp.2" "Comp.3" "Comp.4" "Comp.5"
## [21] "Comp.6"
#creating newdata of group 3 with alcohol and 6 components as variables
newdata=as.data.frame(cluster3[,c(2,15:20)])
View(newdata)
#linear regression model to predict
m1=lm(Alcohol~Comp.1+Comp.2+Comp.3+Comp.4+Comp.5+Comp.6, data=final1)
summary(m1)
##
## Call:
## lm(formula = Alcohol ~ Comp.1 + Comp.2 + Comp.3 + Comp.4 + Comp.5 +
## Comp.6, data = final1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.84510 -0.22936 0.00056 0.24190 1.14634
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 13.00062 0.02522 515.551 < 2e-16 ***
## Comp.1 0.11717 0.01166 10.051 < 2e-16 ***
## Comp.2 0.39264 0.01600 24.535 < 2e-16 ***
## Comp.3 0.16836 0.02103 8.006 1.74e-13 ***
## Comp.4 0.01450 0.02638 0.550 0.583
## Comp.5 0.21567 0.02738 7.878 3.70e-13 ***
## Comp.6 0.17336 0.03157 5.491 1.42e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3364 on 171 degrees of freedom
## Multiple R-squared: 0.8341, Adjusted R-squared: 0.8283
## F-statistic: 143.3 on 6 and 171 DF, p-value: < 2.2e-16
colnames(wine)
## [1] "Type" "Alcohol" "Malic" "Ash"
## [5] "Alcalinity" "Magnesium" "Phenols" "Flavanoids"
## [9] "Nonflavanoids" "Proanthocyanins" "Color" "Hue"
## [13] "Dilution" "Proline"
library(mvinfluence)
## Loading required package: car
## Warning: package 'car' was built under R version 3.6.2
## Loading required package: carData
## Loading required package: heplots
windows()
influencePlot(m1)
## StudRes Hat CookD
## 70 0.9295744 0.14632200 0.02117537
## 72 3.5786236 0.03086670 0.05450609
## 73 2.6468349 0.01165974 0.01140635
## 122 -1.9405733 0.12523560 0.07579324
## 159 2.1710541 0.14507261 0.11183278
#NEW DATASET AFTER by REMOVING influential Records
new1=as.data.frame(final1[-c(70,72,73,122,159),])
new1
## groups Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 1 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 1 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 1 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 2 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 5 3 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 6 2 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 4 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 4 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 1 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 1 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 2 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 4 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 4 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 1 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 2 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 4 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 4 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 1 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 2 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 5 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 3 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 3 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 1 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 1 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 5 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 5 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 1 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 4 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 5 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 1 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 4 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 2 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 5 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 1 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 1 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 5 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 5 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 1 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 1 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 3 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 3 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 1 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 1 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 44 3 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 45 5 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 1 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 1 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 5 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 1 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 4 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 1 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 4 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 1 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 4 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 1 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 1 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 5 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 4 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 4 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 6 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 3 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 6 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 7 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 6 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 6 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 3 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 6 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 6 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 3 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 71 5 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 74 5 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 5 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 6 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 6 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 6 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 3 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 6 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 6 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 3 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 7 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 6 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 6 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 6 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 6 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 7 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 3 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 7 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 6 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 6 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 6 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 6 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 6 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 96 5 2 12.47 1.52 2.20 19.0 162 2.50 2.27
## 97 7 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 6 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 7 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 6 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 3 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 7 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 6 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 6 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 3 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 6 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 6 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 6 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 6 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 3 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 7 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 6 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 7 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 6 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 6 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 116 6 2 11.03 1.51 2.20 21.5 85 2.46 2.17
## 117 6 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 6 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 6 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 7 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 7 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 123 6 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 6 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 6 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 6 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 6 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 6 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 6 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 7 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 7 2 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 7 2 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 7 2 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 7 2 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 7 2 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 3 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 3 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 6 2 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 7 2 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 7 2 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 7 2 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 3 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 6 2 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 7 2 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 5 2 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 5 2 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 6 2 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 7 2 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 7 2 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 7 2 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 6 2 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 6 2 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 6 2 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 3 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 7 2 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 3 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 6 2 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 5 2 12.45 3.03 2.64 27.0 97 1.90 0.58
## 160 7 2 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 6 2 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 3 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 7 2 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 3 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 7 2 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 6 2 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 3 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 3 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 3 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 7 2 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 6 2 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 6 2 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 7 2 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 3 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 3 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 5 2 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 5 2 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 7 2 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline Comp.1
## 1 0.28 2.29 5.640000 1.040 3.92 1065 3.30742097
## 2 0.26 1.28 4.380000 1.050 3.40 1050 2.20324981
## 3 0.30 2.81 5.680000 1.030 3.17 1185 2.50966069
## 4 0.24 2.18 7.800000 0.860 3.45 1480 3.74649719
## 5 0.39 1.82 4.320000 1.040 2.93 735 1.00607049
## 6 0.34 1.97 6.750000 1.050 2.85 1450 3.04167373
## 7 0.30 1.98 5.250000 1.020 3.58 1290 2.44220051
## 8 0.31 1.25 5.050000 1.060 3.58 1295 2.05364379
## 9 0.29 1.98 5.200000 1.080 2.85 1045 2.50381135
## 10 0.22 1.85 7.220000 1.010 3.55 1045 2.74588238
## 11 0.22 2.38 5.750000 1.250 3.17 1510 3.46994837
## 12 0.26 1.57 5.000000 1.170 2.82 1280 1.74981688
## 13 0.29 1.81 5.600000 1.150 2.90 1320 2.10751729
## 14 0.43 2.81 5.400000 1.250 2.73 1150 3.44842921
## 15 0.29 2.96 7.500000 1.200 3.00 1547 4.30065228
## 16 0.30 1.46 7.300000 1.280 2.88 1310 2.29870383
## 17 0.33 1.97 6.200000 1.070 2.65 1280 2.16584568
## 18 0.40 1.72 6.600000 1.130 2.57 1130 1.89362947
## 19 0.32 1.86 8.700000 1.230 2.82 1680 3.53202167
## 20 0.17 1.66 5.100000 0.960 3.36 845 2.07865856
## 21 0.24 2.10 5.650000 1.090 3.71 780 3.11561376
## 22 0.25 1.98 4.500000 1.030 3.52 770 1.08351361
## 23 0.27 1.69 3.800000 1.110 4.00 1035 2.52809263
## 24 0.26 1.46 3.930000 1.090 3.63 1015 1.64036108
## 25 0.28 1.66 3.520000 1.120 3.82 845 1.75662066
## 26 0.47 1.92 3.580000 1.130 3.20 830 0.98729406
## 27 0.34 1.45 4.800000 0.920 3.22 1195 1.77028387
## 28 0.27 1.35 3.950000 1.020 2.77 1285 1.23194878
## 29 0.37 1.76 4.500000 1.250 3.40 915 2.18225047
## 30 0.26 1.98 4.700000 1.040 3.59 1035 2.24976267
## 31 0.29 2.38 5.700000 1.190 2.71 1285 2.49318704
## 32 0.22 1.95 6.900000 1.090 2.88 1515 2.66987964
## 33 0.42 1.97 3.840000 1.230 2.87 990 1.62399801
## 34 0.50 1.35 5.400000 1.250 3.00 1235 1.89733870
## 35 0.29 1.54 4.200000 1.100 2.87 1095 1.40642118
## 36 0.26 1.86 5.100000 1.040 3.47 920 1.89847087
## 37 0.34 1.36 4.600000 1.090 2.78 880 1.38096669
## 38 0.29 1.44 4.250000 1.120 2.51 1105 1.11905070
## 39 0.28 1.37 3.700000 1.180 2.69 1020 1.49796891
## 40 0.20 2.08 5.100000 0.890 3.53 760 2.52268490
## 41 0.34 2.34 6.130000 0.950 3.38 795 2.58081526
## 42 0.27 1.48 4.280000 0.910 3.00 1035 0.66660159
## 43 0.17 1.70 5.430000 0.880 3.56 1095 3.06216898
## 44 0.32 1.66 4.360000 0.820 3.00 680 0.46090897
## 45 0.28 2.03 5.040000 0.880 3.35 885 2.09544094
## 46 0.30 1.25 5.240000 0.870 3.33 1080 1.13297020
## 47 0.27 2.19 4.900000 1.040 3.44 1065 2.71893118
## 48 0.21 2.14 6.100000 0.910 3.33 985 2.81340300
## 49 0.32 2.38 6.200000 1.070 2.75 1060 2.00419725
## 50 0.32 2.08 8.900000 1.120 3.10 1260 2.69987528
## 51 0.17 2.91 7.200000 1.120 2.91 1150 3.20587409
## 52 0.22 2.29 5.600000 1.240 3.37 1265 2.85091773
## 53 0.32 1.87 7.050000 1.010 3.26 1190 3.49574328
## 54 0.39 1.68 6.300000 1.130 2.93 1375 2.21853316
## 55 0.21 1.62 5.850000 0.920 3.20 1060 2.14094846
## 56 0.20 2.45 6.250000 0.980 3.03 1120 2.46238340
## 57 0.26 2.03 6.380000 0.940 3.31 970 2.73380617
## 58 0.31 1.66 6.000000 1.070 2.84 1270 2.16762631
## 59 0.19 2.04 6.800000 0.890 2.87 1285 3.13054925
## 60 0.28 0.42 1.950000 1.050 1.82 520 -0.92596992
## 61 0.63 0.41 3.270000 1.250 1.67 680 -1.53814123
## 62 0.53 0.62 5.750000 0.980 1.59 450 -1.83108449
## 63 0.32 0.73 3.800000 1.230 2.46 630 0.03052074
## 64 0.19 1.87 4.450000 1.220 2.87 420 2.04449433
## 65 0.45 1.03 2.950000 1.450 2.23 355 -0.60796583
## 66 0.37 2.08 4.600000 1.190 2.30 678 0.89769555
## 67 0.26 2.28 5.300000 1.120 3.18 502 2.24218226
## 68 0.27 1.04 4.680000 1.120 3.48 510 0.18286818
## 69 0.55 0.42 3.170000 1.020 1.93 750 -0.81051865
## 71 0.37 1.46 3.050000 0.906 1.82 870 -1.56779366
## 74 0.21 1.96 3.350000 1.310 3.50 985 2.55501977
## 75 0.13 1.65 3.210000 0.990 3.13 886 1.82741266
## 76 0.34 1.15 3.800000 1.230 2.14 428 -0.86555129
## 77 0.24 1.46 4.600000 1.190 2.48 392 0.36897357
## 78 0.43 0.95 2.650000 0.960 2.52 500 -1.45327752
## 79 0.35 2.76 3.400000 1.060 2.31 750 1.25937829
## 80 0.43 1.95 2.570000 1.190 3.13 463 0.37509228
## 81 0.30 1.43 2.500000 1.380 3.12 278 0.75992026
## 82 0.26 1.77 3.900000 1.160 3.14 714 1.03166776
## 83 0.40 1.40 2.200000 1.310 2.72 630 -0.49348469
## 84 0.61 1.62 4.800000 0.840 2.01 515 -2.53183508
## 85 0.22 2.35 3.050000 0.790 3.08 520 0.83297044
## 86 0.30 1.46 2.620000 1.230 3.16 450 0.78568828
## 87 0.43 1.56 2.450000 1.330 2.26 495 -0.80456258
## 88 0.40 1.34 2.600000 1.360 3.21 562 -0.55647288
## 89 0.48 1.35 2.800000 1.000 2.75 680 -1.11197430
## 90 0.42 1.38 1.740000 1.070 3.21 625 -0.55415961
## 91 0.52 1.64 2.400000 1.080 2.27 480 -1.34548982
## 92 0.50 1.63 3.600000 1.050 2.65 450 -1.56008180
## 93 0.58 1.62 3.050000 0.960 2.06 495 -1.92711944
## 94 0.25 1.99 2.150000 1.150 3.30 290 0.74456561
## 95 0.17 1.35 3.250000 1.160 2.96 345 0.95476209
## 96 0.32 3.28 2.600000 1.160 2.63 937 2.53670943
## 97 0.14 1.56 2.500000 0.950 2.26 625 -0.54242248
## 98 0.29 1.77 2.900000 1.230 2.74 428 1.02814946
## 99 0.24 1.95 4.500000 1.040 2.77 660 2.24557492
## 100 0.45 2.81 2.300000 1.420 2.83 406 1.40624916
## 101 0.26 1.40 3.300000 1.270 2.96 710 0.79547585
## 102 0.29 1.35 2.450000 1.040 2.77 562 -0.54798592
## 103 0.34 1.31 2.800000 0.800 3.38 438 -0.16072037
## 104 0.37 1.42 2.060000 0.940 2.44 415 -0.65793897
## 105 0.32 1.48 2.940000 1.040 3.57 672 0.39125074
## 106 0.66 1.42 2.700000 0.860 3.30 315 -1.76751314
## 107 0.37 1.63 3.400000 1.000 3.17 510 -0.36523707
## 108 0.48 1.63 3.300000 0.880 2.42 488 -1.61611371
## 109 0.39 2.08 2.700000 0.860 3.02 312 0.08230361
## 110 0.29 2.49 2.650000 0.960 3.26 680 1.57383547
## 111 0.24 3.58 2.900000 0.750 2.81 562 1.41657326
## 112 0.26 1.22 2.000000 0.900 2.78 325 -0.27791878
## 113 0.60 1.05 3.800000 1.230 2.50 607 -1.29947929
## 114 0.42 1.44 3.080000 1.100 2.31 434 -0.45578615
## 115 0.43 1.04 2.900000 0.930 3.19 385 -0.49279573
## 116 0.52 2.01 1.900000 1.710 2.87 407 0.48071836
## 117 0.30 1.53 1.950000 0.950 3.33 495 -0.25217752
## 118 0.34 1.61 2.060000 1.060 2.96 345 -0.10692601
## 119 0.43 0.83 3.400000 0.700 2.12 372 -2.42616867
## 120 0.37 1.87 1.280000 0.930 3.05 564 -0.54953935
## 121 0.32 1.83 3.250000 0.800 3.39 625 0.73754141
## 123 0.43 1.71 2.080000 0.920 3.12 365 -1.17377592
## 124 0.30 2.01 2.600000 0.730 3.10 380 -0.46103449
## 125 0.21 2.91 2.800000 0.750 3.64 380 0.97572169
## 126 0.37 1.35 2.760000 0.860 3.28 378 -0.09653741
## 127 0.39 1.77 3.940000 0.690 2.84 352 0.03837888
## 128 0.58 1.76 3.000000 0.970 2.44 466 -1.59266578
## 129 0.40 1.90 2.120000 0.890 2.78 342 -0.47821593
## 130 0.42 1.35 2.600000 0.790 2.57 580 -1.78779033
## 131 0.21 0.94 4.100000 0.760 1.29 630 -1.32336859
## 132 0.24 0.83 5.400000 0.740 1.42 530 -2.37779336
## 133 0.27 0.83 5.700000 0.660 1.36 560 -2.92867865
## 134 0.17 0.84 5.000000 0.780 1.29 600 -2.14077227
## 135 0.60 1.25 5.450000 0.750 1.51 650 -2.36320318
## 136 0.63 0.94 7.100000 0.730 1.58 695 -3.05522315
## 137 0.53 0.80 3.850000 0.750 1.27 720 -3.90473898
## 138 0.63 1.10 5.000000 0.820 1.69 515 -3.92539034
## 139 0.58 0.88 5.700000 0.810 1.82 580 -3.08557209
## 140 0.53 0.81 4.920000 0.890 2.15 590 -2.36779237
## 141 0.53 0.75 4.600000 0.770 2.31 600 -2.77099630
## 142 0.37 0.64 5.600000 0.700 2.47 780 -2.28012931
## 143 0.50 0.55 4.350000 0.890 2.06 520 -2.97723506
## 144 0.47 1.02 4.400000 0.910 2.05 550 -2.36851341
## 145 0.29 1.14 8.210000 0.650 2.00 855 -2.20364930
## 146 0.43 1.30 4.000000 0.600 1.68 830 -2.61823528
## 147 0.40 0.68 4.900000 0.580 1.33 415 -4.26859758
## 148 0.47 0.86 7.650000 0.540 1.86 625 -3.57256360
## 149 0.45 1.25 8.420000 0.550 1.62 650 -2.79916760
## 150 0.34 1.14 9.400000 0.570 1.33 550 -2.89150275
## 151 0.22 1.25 8.600000 0.590 1.30 500 -2.31420887
## 152 0.24 1.26 10.800000 0.480 1.47 480 -2.54265841
## 153 0.26 1.56 7.100000 0.610 1.33 425 -1.80744271
## 154 0.61 1.87 10.520000 0.560 1.51 675 -2.75238051
## 155 0.53 1.40 7.600000 0.580 1.55 640 -2.72945105
## 156 0.61 1.55 7.900000 0.600 1.48 725 -3.59472857
## 157 0.48 1.56 9.010000 0.570 1.64 480 -2.88169708
## 158 0.63 1.14 7.500000 0.670 1.73 880 -3.38261413
## 160 0.52 2.29 11.750000 0.570 1.78 620 -1.60538369
## 161 0.50 1.04 7.650000 0.560 1.58 520 -3.13428951
## 162 0.50 0.80 5.880000 0.960 1.82 680 -2.23385546
## 163 0.60 0.96 5.580000 0.870 2.11 570 -2.83966343
## 164 0.40 0.94 5.280000 0.680 1.75 675 -2.59019044
## 165 0.41 1.03 9.580000 0.700 1.68 615 -2.94100316
## 166 0.52 1.15 6.620000 0.780 1.75 520 -3.52010248
## 167 0.43 1.46 10.680000 0.850 1.56 695 -2.39934228
## 168 0.40 0.97 10.260000 0.720 1.75 685 -2.92084537
## 169 0.39 1.54 8.660000 0.740 1.80 750 -2.17527658
## 170 0.27 1.11 8.500000 0.670 1.92 630 -2.37423037
## 171 0.40 0.73 5.500000 0.660 1.83 510 -3.20258311
## 172 0.48 0.64 9.899999 0.570 1.63 470 -3.66757294
## 173 0.44 1.24 9.700000 0.620 1.71 660 -2.45862032
## 174 0.52 1.06 7.700000 0.640 1.74 740 -3.36104305
## 175 0.43 1.41 7.300000 0.700 1.56 750 -2.59463669
## 176 0.43 1.35 10.200000 0.590 1.56 835 -2.67030685
## 177 0.53 1.46 9.300000 0.600 1.62 840 -2.38030254
## 178 0.56 1.35 9.200000 0.610 1.60 560 -3.19973210
## Comp.2 Comp.3 Comp.4 Comp.5 Comp.6
## 1 1.43940225 0.165272830 0.215024629 -0.6910933491 0.22325037
## 2 -0.33245507 2.020757060 0.290538743 0.2569298662 0.92451231
## 3 1.02825072 -0.980054055 -0.722863199 0.2503269758 -0.54773096
## 4 2.74861839 0.175696224 -0.566385602 0.3109643979 -0.11410911
## 5 0.86738404 -2.020987257 0.408613140 -0.2976179585 0.40537608
## 6 2.11643092 0.627625371 0.514187035 0.6302408998 -0.12308335
## 7 1.17154534 0.974346376 0.065645327 1.0248708712 0.61837638
## 8 1.60443714 -0.145870400 1.189253269 -0.0766871685 1.43575612
## 9 0.91548847 1.765987389 -0.056112076 0.8897471068 0.12881767
## 10 0.78721703 0.981478855 -0.348398777 0.4672350615 -0.16293204
## 11 1.29866985 0.421546086 -0.026766256 0.3374229486 0.18238714
## 12 0.61025577 1.187528444 0.887660354 0.7364950947 0.55149954
## 13 0.67380561 0.862652985 0.355435369 1.2065252604 0.21447112
## 14 1.12744948 1.200888789 -0.162001077 2.0174358634 -0.74368299
## 15 2.09007971 1.260357435 -0.304913067 1.0267961441 -0.79340481
## 16 1.65787506 -0.217289668 1.436537727 0.4682292849 0.42102574
## 17 2.32075875 -0.829390256 0.910034178 0.0001146171 0.06634216
## 18 1.62677993 -0.792677744 1.079335712 0.4374711602 -0.36390428
## 19 2.51125971 0.484092940 0.907762119 1.1498357895 -0.30302223
## 20 1.05815307 0.164283255 -0.483633148 -0.8800288984 1.38909922
## 21 0.78468361 0.363860676 0.025489787 -0.9696782562 0.10662100
## 22 0.24106354 -0.934325978 -1.027012761 -0.3150828842 1.20760838
## 23 -0.09158228 0.311055210 0.048255114 0.4283731687 1.01208813
## 24 -0.51482667 -0.143480354 0.412556253 0.3746630851 0.78229875
## 25 -0.31625681 -0.887781323 0.114791797 0.5551025444 0.89622074
## 26 0.93802129 -3.810160004 1.317843719 -0.1585574371 0.26438245
## 27 0.68424496 0.086456523 0.232251626 1.1397276528 0.56986696
## 28 -0.08955442 1.382995281 0.494288392 0.3748838960 0.60637766
## 29 0.68762990 -1.390644041 0.775304769 0.8083039404 0.60037885
## 30 0.19092336 1.089583673 -0.285347369 0.4817143982 0.33429055
## 31 1.23734344 -1.382119063 0.365833248 0.6205822759 -0.58081677
## 32 1.46773335 0.331327094 0.348371162 0.0863507438 -0.16436614
## 33 0.05255620 0.166658582 0.747206466 0.6342735393 0.04419384
## 34 1.62846673 -1.168785117 2.333845540 0.1862885543 0.32706515
## 35 0.69597107 -0.478393534 1.057104252 -0.0988818107 0.70825206
## 36 0.17621387 -0.449566866 -0.283314357 0.1624910774 0.17415047
## 37 0.65678714 -0.457149018 1.281044479 0.2044349041 0.61874622
## 38 0.11378878 0.038997270 0.953710919 0.3412486137 0.40797546
## 39 -0.76726764 1.422165587 0.755377264 0.1653776245 0.41428362
## 40 1.79793023 0.342187120 -1.183635402 -1.2942447997 1.53793245
## 41 0.77742329 0.118144196 -0.474632558 -0.4021874933 -0.72314313
## 42 0.16948285 0.781158992 -1.309390144 0.3707176678 1.32096536
## 43 1.15266742 0.311878313 -0.548736715 0.3032701638 0.80564479
## 44 0.32981177 0.200909754 -1.432453085 -0.2824281812 1.02571004
## 45 -0.07080918 0.654004547 -0.755613344 -0.4702113166 -0.37076210
## 46 1.77210849 -0.028624988 -0.689885129 0.0607528293 1.90848431
## 47 1.18798353 0.538254909 -1.385641944 0.4954968511 1.00815470
## 48 0.64444071 1.152301905 -0.984884671 0.0099489529 -0.28994752
## 49 1.24352164 0.057132823 -0.229994321 0.3835690682 -0.52447475
## 50 1.74703922 0.641304569 0.099949574 0.4933214313 -0.73021856
## 51 0.16652226 1.968020131 -1.117531517 -0.0122436594 -1.22735670
## 52 0.74318238 -0.004706226 0.214670996 0.7566740077 0.19158264
## 53 1.60819732 0.519309620 -0.106236743 0.5999919386 -0.18302807
## 54 1.86989325 -0.338594715 1.203571449 0.5750221802 0.24526282
## 55 1.01389147 0.955068628 0.239642188 -0.8776288188 0.36075734
## 56 1.32526988 -0.511993182 -0.254630339 -0.9095743022 -0.55330865
## 57 1.43250785 0.610750542 -0.205168685 -0.4330423030 -0.11567147
## 58 1.20878999 -0.261043221 0.503007163 0.6934656297 0.25626086
## 59 1.72670828 0.284857863 -0.229918640 -0.0748297503 -0.35057324
## 60 -3.06484062 4.572166474 1.048885610 -0.4558382584 0.38716053
## 61 -1.37755758 0.872222677 2.881989998 0.9752572410 -0.03491267
## 62 -0.82764942 1.601185434 1.448020162 0.2932485783 -0.68219233
## 63 -1.25923400 1.779388569 1.203182038 0.3924971348 0.60537936
## 64 -1.91961759 0.007348049 -0.719292864 0.0808984437 -0.76237558
## 65 -1.90269154 -0.677446941 2.147019606 0.0497621781 0.19082721
## 66 -0.76176263 -0.571748468 0.677450627 0.1422318296 -1.01466998
## 67 -1.87929123 2.026124738 -1.403667656 0.7299478607 -1.29973214
## 68 -2.42031869 1.066736425 -0.127059552 0.5330698330 0.06980397
## 69 -0.21989369 0.705016628 2.481988187 0.5819183093 0.31654670
## 71 -0.88249373 0.627228614 1.168550068 -0.9626291085 -0.26865227
## 74 0.25946663 -3.364901977 0.976644436 -1.9752267229 0.31116188
## 75 -1.28425547 -0.456990911 -0.170868753 -0.9984058503 -0.07763882
## 76 -2.43722606 1.558935609 0.829121008 -0.7059884717 -0.11204768
## 77 -2.14784815 2.442496359 0.125804166 -0.0950317690 -0.55535694
## 78 -1.37946048 0.226667500 0.694398057 -1.0643597513 0.81646663
## 79 -0.76868117 1.180893359 0.923277788 -2.6062411510 -1.59330121
## 80 -1.02415439 -1.789418559 -0.975791935 0.1361850267 0.65929340
## 81 -3.36555997 0.356464512 0.365701315 0.1540061398 -0.24455213
## 82 -1.44662897 0.361990641 -0.295761473 0.3050267934 0.10005582
## 83 -2.37454522 -1.331985804 1.038050628 1.0391951891 -0.11245747
## 84 -0.08719738 -0.472917350 -0.756467550 1.1246439894 -0.18017841
## 85 -1.46952520 -0.608377416 -0.581312066 -0.8966554262 -0.88004537
## 86 -2.02092573 0.254006881 0.807141232 -0.2581244044 0.15736206
## 87 -2.22754675 -0.770681796 1.010864220 0.2910413061 -0.34861049
## 88 -2.36631035 -2.301120220 1.032408007 0.4755979033 0.23689883
## 89 -1.79717757 -0.956554981 0.330351908 0.7294523642 -0.05778308
## 90 -2.65006452 -0.846738350 0.003188647 1.3424700549 -0.04050004
## 91 -2.11204365 0.047518277 0.464939030 0.8880409161 -0.49519284
## 92 -1.84700434 -0.778869932 0.603377336 0.5150125765 -0.72995820
## 93 -1.55510868 0.089023551 0.521099398 1.1703960240 -0.90341298
## 94 -2.30642556 -0.114357181 -1.245026633 -0.2621972475 0.51523448
## 95 -2.21727377 -0.142044084 -0.313159561 -0.9414868901 0.38174963
## 96 0.16879786 -0.786478429 1.029931729 -3.7205838843 -1.34787638
## 97 -0.36788878 -1.305214079 1.274403619 -3.3373763767 0.70749812
## 98 -2.55835254 1.083334218 -0.263118758 0.1893099942 -0.40155259
## 99 -1.42871116 0.229560681 -0.918579893 0.2392480418 -1.03941568
## 100 -2.16009839 -0.746789806 -1.192247999 0.7078604231 -0.60890102
## 101 -2.37026258 1.563701517 0.034718424 -0.6153555529 0.28683674
## 102 -2.28667820 1.494718900 0.306174988 -0.3250938834 0.15033374
## 103 -1.16120769 -1.000889713 -0.659824937 -0.3003379245 0.65866204
## 104 -2.67242260 0.762769188 -0.468632817 -0.1440639974 -0.45237071
## 105 -2.09282809 0.470522719 -0.435827159 0.3029558525 0.24861284
## 106 -1.71245783 -0.944369222 -0.258782591 1.0019989721 -0.10572252
## 107 -2.16325103 0.479970296 -0.397279783 0.4677318981 -0.19393954
## 108 -1.35177021 -0.286351238 0.025951340 0.5677509908 -0.57953298
## 109 -2.29974728 0.462270978 -0.887846515 -0.3396185285 -1.10937521
## 110 -1.45792167 -1.774639908 -0.611858445 -0.2871716594 -0.79507536
## 111 -1.41421730 -0.138884054 -3.420889542 -2.1907046218 -1.45301722
## 112 -1.92513751 -0.078449257 -0.925908863 -0.2607602049 0.67808421
## 113 -0.76102555 -1.993971755 1.720981199 0.7328390219 0.48535077
## 114 -2.26303187 -1.058353479 0.835076404 0.3225409918 -1.00029497
## 115 -1.93359062 -1.320213907 0.061423979 0.8465195986 0.03308423
## 116 -3.86089273 -1.340489862 0.897379093 0.9297350551 -0.96664314
## 117 -2.81355567 0.301788475 -0.456678865 -0.3700434022 -0.04812876
## 118 -1.92349609 -0.688206893 0.272952518 -1.0680839939 -0.03711652
## 119 -1.25360477 1.897674293 -0.867285397 0.4668257746 0.82562697
## 120 -2.21591073 0.355226778 -1.359484943 -0.2161059887 0.57080665
## 121 -1.40499335 -1.122179957 -1.201721555 -0.4287118881 -0.10554847
## 123 -0.66209914 -3.001754299 -1.162856677 -0.3317927388 1.17630722
## 124 -0.61654897 -0.482082470 -3.566663228 -0.1284590799 1.51095874
## 125 -1.44150419 -1.477070337 -3.779673087 -0.4984043197 0.11895335
## 126 -2.10406268 -0.433602974 -1.051728479 0.3105683504 0.10982500
## 127 -1.26319878 -0.685643794 -1.269303630 0.3520590635 -0.97116856
## 128 -1.20474513 -3.351720753 0.218660737 0.6389610009 -0.86369839
## 129 -1.93338681 -1.292860514 -0.685043799 0.0603150778 -0.68223657
## 130 -1.14705241 -0.780598199 -1.474619242 0.5027996354 0.99269466
## 131 0.16990994 1.176694043 1.497485578 -2.2988056711 0.15242296
## 132 0.37352893 0.721786522 0.307328048 -1.3358636736 0.71800668
## 133 0.26311960 0.167168254 0.407623565 -1.0847461227 0.09401053
## 134 0.36721907 0.452026190 -0.048391060 -1.7217751255 1.02873775
## 135 -0.45834188 1.098301611 0.854367268 1.0640051087 -1.42671618
## 136 0.35241870 1.096032328 0.738315433 0.7356329018 -0.83869075
## 137 0.15414769 -0.221203810 0.009042819 0.3617084004 1.12164718
## 138 0.65783157 -1.707399051 -0.543949385 0.5358133500 0.88811791
## 139 0.34786148 1.023942993 0.071148507 1.0563699641 0.38586885
## 140 0.29115903 -1.238420896 0.746699191 0.4144101116 0.42564678
## 141 0.28599811 -0.607955155 0.876873331 0.5528643720 0.73368923
## 142 0.37146000 0.968909854 0.370392902 0.3371413329 0.91025107
## 143 0.48784177 -0.944289205 1.033310740 0.5835007573 1.22422013
## 144 0.48097694 0.252172645 -0.669261358 0.6263251170 1.55595129
## 145 1.15678934 1.241622757 -0.317941314 -1.6839431963 0.33014325
## 146 0.56157662 0.853553310 -0.274908542 -0.6492806653 0.44606133
## 147 0.64784348 1.454095134 -1.124990838 0.3585428437 1.61209636
## 148 1.26912271 0.110472408 -1.046955708 0.5220791768 0.59848535
## 149 1.56611596 0.471198739 -0.625593725 0.2594411446 -0.55168667
## 150 2.03531563 0.494564703 -0.469830281 -1.4348297265 -0.17804118
## 151 2.34973775 -0.436450569 0.052112772 -2.2281418730 -0.07656257
## 152 2.03952982 0.311389606 -0.385883152 -1.8423256365 -0.97727238
## 153 1.52334876 -1.358756891 0.188863146 -1.7444662672 -0.96756214
## 154 2.13291565 0.961915241 -0.666505978 0.4756998005 -1.79704420
## 155 0.40873328 1.187056141 0.661180095 -0.4577455315 -1.87659660
## 156 1.79731421 0.093772341 -1.265271295 0.6077509394 -0.19139290
## 157 1.91980308 0.780121925 -1.320999021 0.5696360797 -0.42939440
## 158 1.30818615 -1.597519558 0.481483936 0.6689842601 -0.80130510
## 160 2.39986842 -0.547016629 -0.752187852 0.9924073840 -2.91126473
## 161 0.73608464 0.090742750 -0.977889337 0.4086607360 -0.39780019
## 162 1.17215877 0.101091765 1.162000851 0.2637054109 0.79878548
## 163 0.55447984 -0.801953005 0.895362356 0.2540845746 0.28775631
## 164 0.69600220 0.882450235 0.273457357 -0.7700632411 0.71781755
## 165 1.55093397 0.980634475 -0.015436802 0.3630579675 -0.48982426
## 166 0.88004430 0.464718213 -0.579155895 0.6670779730 0.45752369
## 167 2.58506402 -0.427021634 0.183816567 -0.4464018776 -0.56790428
## 168 1.27086200 1.209945161 -0.294485339 0.2665978869 -0.38014078
## 169 2.07169331 -0.761634073 0.388497417 -0.3588612974 -0.62779685
## 170 2.58138565 -1.414055150 -0.586846512 -1.1248238159 0.98087803
## 171 -0.25054235 0.844746224 0.216454762 -0.6073818633 0.39426556
## 172 0.84536318 1.335652516 0.124823752 0.4847445265 -0.85554582
## 173 2.18762727 0.916196480 -0.017974292 0.6992370577 -0.67893979
## 174 2.21005484 0.341605883 -1.055549261 0.5725488077 1.10566946
## 175 1.75228636 -0.206997440 -0.348513307 -0.2543456990 0.02639093
## 176 2.75313287 0.938295059 -0.311157010 -1.2677787511 -0.27229980
## 177 2.29088437 0.549147119 0.686348441 -0.8116656077 -1.17546713
## 178 2.76113075 -1.011061581 -0.595224130 0.8926744604 -0.29525929
newm=lm(Alcohol~Comp.1+Comp.2+Comp.3+Comp.4+Comp.5+Comp.6, data=new1)
summary(newm)
##
## Call:
## lm(formula = Alcohol ~ Comp.1 + Comp.2 + Comp.3 + Comp.4 + Comp.5 +
## Comp.6, data = new1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.84056 -0.20443 0.01621 0.23649 0.68535
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 12.98682 0.02388 543.734 < 2e-16 ***
## Comp.1 0.11679 0.01094 10.673 < 2e-16 ***
## Comp.2 0.39281 0.01525 25.759 < 2e-16 ***
## Comp.3 0.16698 0.02118 7.886 3.97e-13 ***
## Comp.4 0.01637 0.02481 0.660 0.51
## Comp.5 0.21145 0.02737 7.726 1.00e-12 ***
## Comp.6 0.18378 0.03124 5.883 2.16e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3137 on 166 degrees of freedom
## Multiple R-squared: 0.853, Adjusted R-squared: 0.8477
## F-statistic: 160.6 on 6 and 166 DF, p-value: < 2.2e-16
#still model is not significant
#Variance Inflation factor for model m1
windows()
vif(newm)
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6
## 1.001110 1.005509 1.004816 1.003097 1.004938 1.006158
#Added variable plot
windows()
avPlots(newm)
#final model by removing comp.4
finalmodel=lm(Alcohol~Comp.1+Comp.2+Comp.3+Comp.5+Comp.6, data=new1)
summary(finalmodel)
##
## Call:
## lm(formula = Alcohol ~ Comp.1 + Comp.2 + Comp.3 + Comp.5 + Comp.6,
## data = new1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.84435 -0.21311 0.01038 0.22923 0.68437
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 12.98684 0.02384 544.657 < 2e-16 ***
## Comp.1 0.11673 0.01092 10.686 < 2e-16 ***
## Comp.2 0.39303 0.01522 25.823 < 2e-16 ***
## Comp.3 0.16664 0.02113 7.885 3.88e-13 ***
## Comp.5 0.21219 0.02730 7.772 7.49e-13 ***
## Comp.6 0.18329 0.03118 5.879 2.18e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3132 on 167 degrees of freedom
## Multiple R-squared: 0.8526, Adjusted R-squared: 0.8482
## F-statistic: 193.3 on 5 and 167 DF, p-value: < 2.2e-16
#Prediction
prediction=predict(finalmodel,data=wine1)
prediction
## 1 2 3 4 5 6 7 8
## 13.86047 13.67410 13.47334 14.57882 13.11956 14.38949 14.22556 14.07974
## 9 10 11 12 13 14 15 16
## 14.14563 13.84962 14.07759 13.88621 13.93677 14.32440 14.59282 14.04709
## 17 18 19 20 21 22 23 24
## 14.02576 13.74129 14.65526 13.74063 13.53336 13.20686 13.57421 13.17497
## 25 26 27 28 29 30 31 32
## 13.20172 12.85064 13.82312 13.51662 13.56166 13.66957 13.55909 13.91878
## 33 34 35 36 37 38 39 40
## 13.36754 13.75307 13.45367 13.26920 13.48679 13.31588 13.20817 14.05225
## 41 42 43 44 45 46 47 48
## 13.39546 13.58223 14.06133 13.33183 13.14487 14.17352 14.15077 13.70954
## 49 50 51 52 53 54 55 56
## 13.70432 14.06635 13.52692 13.80663 14.20729 14.09129 13.67431 13.41541
## 57 58 59 60 61 62 63 64
## 13.85767 13.86558 13.99826 12.41034 12.61176 12.65181 12.98626 12.34970
## 65 66 67 68 69 71 74 75
## 12.10071 12.54116 12.76427 12.36061 13.10479 12.30800 12.46425 12.39318
## 76 77 78 79 80 81 82 83
## 12.01735 12.47082 12.23661 12.18346 12.47966 11.80005 12.68210 11.97391
## 84 85 86 87 88 89 90 91
## 12.78383 12.05356 12.30068 11.88687 11.75273 12.13549 12.01694 12.10528
## 92 93 94 95 96 97 98 99
## 11.92450 12.24828 12.18702 12.07337 12.18171 11.98294 12.24846 12.58596
## 100 101 102 103 104 105 106 107
## 12.21617 12.33071 12.23180 12.40190 11.87333 12.39824 12.14334 12.23768
## 108 109 110 111 112 113 114 115
## 12.23343 11.89422 12.09516 11.84205 12.25365 12.44823 11.75293 12.13505
## 116 117 118 119 120 121 123 124
## 11.32224 11.81455 11.87025 12.77755 12.16974 12.22342 12.23458 12.86006
## 125 126 127 128 129 130 131 132
## 12.20409 12.16239 12.27729 11.74616 11.84345 12.48589 12.63537 12.82450
## 133 134 135 136 137 138 139 140
## 12.56329 12.77981 12.67812 12.95372 12.83709 12.77911 13.22888 12.78445
## 141 142 143 144 145 146 147 148
## 12.92626 13.26651 13.02188 13.35951 13.09435 12.98814 13.35705 13.30749
## 149 150 151 152 153 154 155 156
## 13.30806 13.19456 13.08064 12.97345 12.60063 13.43569 12.58558 13.38311
## 157 158 160 161 162 163 164 165
## 13.57715 12.83499 13.32846 12.93918 13.40598 12.84630 13.07325 13.40376
## 166 167 168 169 170 171 172 173
## 13.22466 13.45278 13.33388 13.22900 13.42971 12.59867 13.05958 13.73624
## 174 175 176 177 178
## 13.84418 13.28903 13.59462 13.31318 13.66533
p1=as.data.frame(prediction)
f1=cbind(p1,wine[-c(70,72,73,122,159),])
f1
## prediction Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 13.86047 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 13.67410 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 13.47334 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 14.57882 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 5 13.11956 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 6 14.38949 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 14.22556 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 14.07974 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 14.14563 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 13.84962 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 14.07759 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 13.88621 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 13.93677 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 14.32440 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 14.59282 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 14.04709 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 14.02576 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 13.74129 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 14.65526 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 13.74063 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 13.53336 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 13.20686 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 13.57421 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 13.17497 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 13.20172 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 12.85064 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 13.82312 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 13.51662 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 13.56166 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 13.66957 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 13.55909 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 13.91878 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 13.36754 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 13.75307 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 13.45367 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 13.26920 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 13.48679 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 13.31588 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 13.20817 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 14.05225 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 13.39546 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 13.58223 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 14.06133 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 44 13.33183 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 45 13.14487 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 14.17352 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 14.15077 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 13.70954 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 13.70432 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 14.06635 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 13.52692 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 13.80663 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 14.20729 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 14.09129 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 13.67431 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 13.41541 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 13.85767 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 13.86558 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 13.99826 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 12.41034 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 12.61176 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 12.65181 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 12.98626 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 12.34970 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 12.10071 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 12.54116 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 12.76427 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 12.36061 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 13.10479 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 71 12.30800 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 74 12.46425 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 12.39318 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 12.01735 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 12.47082 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 12.23661 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 12.18346 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 12.47966 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 11.80005 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 12.68210 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 11.97391 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 12.78383 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 12.05356 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 12.30068 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 11.88687 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 11.75273 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 12.13549 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 12.01694 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 12.10528 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 11.92450 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 12.24828 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 12.18702 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 12.07337 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 96 12.18171 2 12.47 1.52 2.20 19.0 162 2.50 2.27
## 97 11.98294 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 12.24846 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 12.58596 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 12.21617 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 12.33071 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 12.23180 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 12.40190 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 11.87333 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 12.39824 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 12.14334 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 12.23768 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 12.23343 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 11.89422 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 12.09516 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 11.84205 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 12.25365 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 12.44823 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 11.75293 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 12.13505 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 116 11.32224 2 11.03 1.51 2.20 21.5 85 2.46 2.17
## 117 11.81455 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 11.87025 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 12.77755 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 12.16974 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 12.22342 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 123 12.23458 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 12.86006 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 12.20409 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 12.16239 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 12.27729 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 11.74616 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 11.84345 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 12.48589 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 12.63537 2 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 12.82450 2 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 12.56329 2 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 12.77981 2 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 12.67812 2 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 12.95372 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 12.83709 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 12.77911 2 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 13.22888 2 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 12.78445 2 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 12.92626 2 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 13.26651 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 13.02188 2 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 13.35951 2 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 13.09435 2 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 12.98814 2 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 13.35705 2 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 13.30749 2 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 13.30806 2 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 13.19456 2 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 13.08064 2 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 12.97345 2 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 12.60063 2 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 13.43569 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 12.58558 2 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 13.38311 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 13.57715 2 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 12.83499 2 12.45 3.03 2.64 27.0 97 1.90 0.58
## 160 13.32846 2 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 12.93918 2 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 13.40598 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 12.84630 2 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 13.07325 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 13.40376 2 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 13.22466 2 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 13.45278 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 13.33388 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 13.22900 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 13.42971 2 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 12.59867 2 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 13.05958 2 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 13.73624 2 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 13.84418 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 13.28903 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 13.59462 2 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 13.31318 2 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 13.66533 2 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline
## 1 0.28 2.29 5.640000 1.040 3.92 1065
## 2 0.26 1.28 4.380000 1.050 3.40 1050
## 3 0.30 2.81 5.680000 1.030 3.17 1185
## 4 0.24 2.18 7.800000 0.860 3.45 1480
## 5 0.39 1.82 4.320000 1.040 2.93 735
## 6 0.34 1.97 6.750000 1.050 2.85 1450
## 7 0.30 1.98 5.250000 1.020 3.58 1290
## 8 0.31 1.25 5.050000 1.060 3.58 1295
## 9 0.29 1.98 5.200000 1.080 2.85 1045
## 10 0.22 1.85 7.220000 1.010 3.55 1045
## 11 0.22 2.38 5.750000 1.250 3.17 1510
## 12 0.26 1.57 5.000000 1.170 2.82 1280
## 13 0.29 1.81 5.600000 1.150 2.90 1320
## 14 0.43 2.81 5.400000 1.250 2.73 1150
## 15 0.29 2.96 7.500000 1.200 3.00 1547
## 16 0.30 1.46 7.300000 1.280 2.88 1310
## 17 0.33 1.97 6.200000 1.070 2.65 1280
## 18 0.40 1.72 6.600000 1.130 2.57 1130
## 19 0.32 1.86 8.700000 1.230 2.82 1680
## 20 0.17 1.66 5.100000 0.960 3.36 845
## 21 0.24 2.10 5.650000 1.090 3.71 780
## 22 0.25 1.98 4.500000 1.030 3.52 770
## 23 0.27 1.69 3.800000 1.110 4.00 1035
## 24 0.26 1.46 3.930000 1.090 3.63 1015
## 25 0.28 1.66 3.520000 1.120 3.82 845
## 26 0.47 1.92 3.580000 1.130 3.20 830
## 27 0.34 1.45 4.800000 0.920 3.22 1195
## 28 0.27 1.35 3.950000 1.020 2.77 1285
## 29 0.37 1.76 4.500000 1.250 3.40 915
## 30 0.26 1.98 4.700000 1.040 3.59 1035
## 31 0.29 2.38 5.700000 1.190 2.71 1285
## 32 0.22 1.95 6.900000 1.090 2.88 1515
## 33 0.42 1.97 3.840000 1.230 2.87 990
## 34 0.50 1.35 5.400000 1.250 3.00 1235
## 35 0.29 1.54 4.200000 1.100 2.87 1095
## 36 0.26 1.86 5.100000 1.040 3.47 920
## 37 0.34 1.36 4.600000 1.090 2.78 880
## 38 0.29 1.44 4.250000 1.120 2.51 1105
## 39 0.28 1.37 3.700000 1.180 2.69 1020
## 40 0.20 2.08 5.100000 0.890 3.53 760
## 41 0.34 2.34 6.130000 0.950 3.38 795
## 42 0.27 1.48 4.280000 0.910 3.00 1035
## 43 0.17 1.70 5.430000 0.880 3.56 1095
## 44 0.32 1.66 4.360000 0.820 3.00 680
## 45 0.28 2.03 5.040000 0.880 3.35 885
## 46 0.30 1.25 5.240000 0.870 3.33 1080
## 47 0.27 2.19 4.900000 1.040 3.44 1065
## 48 0.21 2.14 6.100000 0.910 3.33 985
## 49 0.32 2.38 6.200000 1.070 2.75 1060
## 50 0.32 2.08 8.900000 1.120 3.10 1260
## 51 0.17 2.91 7.200000 1.120 2.91 1150
## 52 0.22 2.29 5.600000 1.240 3.37 1265
## 53 0.32 1.87 7.050000 1.010 3.26 1190
## 54 0.39 1.68 6.300000 1.130 2.93 1375
## 55 0.21 1.62 5.850000 0.920 3.20 1060
## 56 0.20 2.45 6.250000 0.980 3.03 1120
## 57 0.26 2.03 6.380000 0.940 3.31 970
## 58 0.31 1.66 6.000000 1.070 2.84 1270
## 59 0.19 2.04 6.800000 0.890 2.87 1285
## 60 0.28 0.42 1.950000 1.050 1.82 520
## 61 0.63 0.41 3.270000 1.250 1.67 680
## 62 0.53 0.62 5.750000 0.980 1.59 450
## 63 0.32 0.73 3.800000 1.230 2.46 630
## 64 0.19 1.87 4.450000 1.220 2.87 420
## 65 0.45 1.03 2.950000 1.450 2.23 355
## 66 0.37 2.08 4.600000 1.190 2.30 678
## 67 0.26 2.28 5.300000 1.120 3.18 502
## 68 0.27 1.04 4.680000 1.120 3.48 510
## 69 0.55 0.42 3.170000 1.020 1.93 750
## 71 0.37 1.46 3.050000 0.906 1.82 870
## 74 0.21 1.96 3.350000 1.310 3.50 985
## 75 0.13 1.65 3.210000 0.990 3.13 886
## 76 0.34 1.15 3.800000 1.230 2.14 428
## 77 0.24 1.46 4.600000 1.190 2.48 392
## 78 0.43 0.95 2.650000 0.960 2.52 500
## 79 0.35 2.76 3.400000 1.060 2.31 750
## 80 0.43 1.95 2.570000 1.190 3.13 463
## 81 0.30 1.43 2.500000 1.380 3.12 278
## 82 0.26 1.77 3.900000 1.160 3.14 714
## 83 0.40 1.40 2.200000 1.310 2.72 630
## 84 0.61 1.62 4.800000 0.840 2.01 515
## 85 0.22 2.35 3.050000 0.790 3.08 520
## 86 0.30 1.46 2.620000 1.230 3.16 450
## 87 0.43 1.56 2.450000 1.330 2.26 495
## 88 0.40 1.34 2.600000 1.360 3.21 562
## 89 0.48 1.35 2.800000 1.000 2.75 680
## 90 0.42 1.38 1.740000 1.070 3.21 625
## 91 0.52 1.64 2.400000 1.080 2.27 480
## 92 0.50 1.63 3.600000 1.050 2.65 450
## 93 0.58 1.62 3.050000 0.960 2.06 495
## 94 0.25 1.99 2.150000 1.150 3.30 290
## 95 0.17 1.35 3.250000 1.160 2.96 345
## 96 0.32 3.28 2.600000 1.160 2.63 937
## 97 0.14 1.56 2.500000 0.950 2.26 625
## 98 0.29 1.77 2.900000 1.230 2.74 428
## 99 0.24 1.95 4.500000 1.040 2.77 660
## 100 0.45 2.81 2.300000 1.420 2.83 406
## 101 0.26 1.40 3.300000 1.270 2.96 710
## 102 0.29 1.35 2.450000 1.040 2.77 562
## 103 0.34 1.31 2.800000 0.800 3.38 438
## 104 0.37 1.42 2.060000 0.940 2.44 415
## 105 0.32 1.48 2.940000 1.040 3.57 672
## 106 0.66 1.42 2.700000 0.860 3.30 315
## 107 0.37 1.63 3.400000 1.000 3.17 510
## 108 0.48 1.63 3.300000 0.880 2.42 488
## 109 0.39 2.08 2.700000 0.860 3.02 312
## 110 0.29 2.49 2.650000 0.960 3.26 680
## 111 0.24 3.58 2.900000 0.750 2.81 562
## 112 0.26 1.22 2.000000 0.900 2.78 325
## 113 0.60 1.05 3.800000 1.230 2.50 607
## 114 0.42 1.44 3.080000 1.100 2.31 434
## 115 0.43 1.04 2.900000 0.930 3.19 385
## 116 0.52 2.01 1.900000 1.710 2.87 407
## 117 0.30 1.53 1.950000 0.950 3.33 495
## 118 0.34 1.61 2.060000 1.060 2.96 345
## 119 0.43 0.83 3.400000 0.700 2.12 372
## 120 0.37 1.87 1.280000 0.930 3.05 564
## 121 0.32 1.83 3.250000 0.800 3.39 625
## 123 0.43 1.71 2.080000 0.920 3.12 365
## 124 0.30 2.01 2.600000 0.730 3.10 380
## 125 0.21 2.91 2.800000 0.750 3.64 380
## 126 0.37 1.35 2.760000 0.860 3.28 378
## 127 0.39 1.77 3.940000 0.690 2.84 352
## 128 0.58 1.76 3.000000 0.970 2.44 466
## 129 0.40 1.90 2.120000 0.890 2.78 342
## 130 0.42 1.35 2.600000 0.790 2.57 580
## 131 0.21 0.94 4.100000 0.760 1.29 630
## 132 0.24 0.83 5.400000 0.740 1.42 530
## 133 0.27 0.83 5.700000 0.660 1.36 560
## 134 0.17 0.84 5.000000 0.780 1.29 600
## 135 0.60 1.25 5.450000 0.750 1.51 650
## 136 0.63 0.94 7.100000 0.730 1.58 695
## 137 0.53 0.80 3.850000 0.750 1.27 720
## 138 0.63 1.10 5.000000 0.820 1.69 515
## 139 0.58 0.88 5.700000 0.810 1.82 580
## 140 0.53 0.81 4.920000 0.890 2.15 590
## 141 0.53 0.75 4.600000 0.770 2.31 600
## 142 0.37 0.64 5.600000 0.700 2.47 780
## 143 0.50 0.55 4.350000 0.890 2.06 520
## 144 0.47 1.02 4.400000 0.910 2.05 550
## 145 0.29 1.14 8.210000 0.650 2.00 855
## 146 0.43 1.30 4.000000 0.600 1.68 830
## 147 0.40 0.68 4.900000 0.580 1.33 415
## 148 0.47 0.86 7.650000 0.540 1.86 625
## 149 0.45 1.25 8.420000 0.550 1.62 650
## 150 0.34 1.14 9.400000 0.570 1.33 550
## 151 0.22 1.25 8.600000 0.590 1.30 500
## 152 0.24 1.26 10.800000 0.480 1.47 480
## 153 0.26 1.56 7.100000 0.610 1.33 425
## 154 0.61 1.87 10.520000 0.560 1.51 675
## 155 0.53 1.40 7.600000 0.580 1.55 640
## 156 0.61 1.55 7.900000 0.600 1.48 725
## 157 0.48 1.56 9.010000 0.570 1.64 480
## 158 0.63 1.14 7.500000 0.670 1.73 880
## 160 0.52 2.29 11.750000 0.570 1.78 620
## 161 0.50 1.04 7.650000 0.560 1.58 520
## 162 0.50 0.80 5.880000 0.960 1.82 680
## 163 0.60 0.96 5.580000 0.870 2.11 570
## 164 0.40 0.94 5.280000 0.680 1.75 675
## 165 0.41 1.03 9.580000 0.700 1.68 615
## 166 0.52 1.15 6.620000 0.780 1.75 520
## 167 0.43 1.46 10.680000 0.850 1.56 695
## 168 0.40 0.97 10.260000 0.720 1.75 685
## 169 0.39 1.54 8.660000 0.740 1.80 750
## 170 0.27 1.11 8.500000 0.670 1.92 630
## 171 0.40 0.73 5.500000 0.660 1.83 510
## 172 0.48 0.64 9.899999 0.570 1.63 470
## 173 0.44 1.24 9.700000 0.620 1.71 660
## 174 0.52 1.06 7.700000 0.640 1.74 740
## 175 0.43 1.41 7.300000 0.700 1.56 750
## 176 0.43 1.35 10.200000 0.590 1.56 835
## 177 0.53 1.46 9.300000 0.600 1.62 840
## 178 0.56 1.35 9.200000 0.610 1.60 560
#f1 is the final dataset with 85% prediction of alcohol