Predicting outcome y - dignosis benign or malignant based on input variables x - [1] “radius_mean”
[4] “texture_mean” “perimeter_mean” “area_mean”
[7] “smoothness_mean” “compactness_mean” “concavity_mean”
[10] “points_mean” “symmetry_mean” “dimension_mean”
[13] “radius_se” “texture_se” “perimeter_se”
[16] “area_se” “smoothness_se” “compactness_se”
[19] “concavity_se” “points_se” “symmetry_se”
[22] “dimension_se” “radius_worst” “texture_worst”
[25] “perimeter_worst” “area_worst” “smoothness_worst” [28] “compactness_worst” “concavity_worst” “points_worst”
[31] “symmetry_worst” “dimension_worst”
data <- read.csv("E:/mikhilesh/Horizon 2020/ApCoTe Yogesh Sky Analytics DA DS Learning/wbcd (1).csv")
data## id diagnosis radius_mean texture_mean perimeter_mean area_mean
## 1 87139402 B 12.320 12.39 78.85 464.1
## 2 8910251 B 10.600 18.95 69.28 346.4
## 3 905520 B 11.040 16.83 70.92 373.2
## 4 868871 B 11.280 13.39 73.00 384.8
## 5 9012568 B 15.190 13.21 97.65 711.8
## 6 906539 B 11.570 19.04 74.20 409.7
## 7 925291 B 11.510 23.93 74.52 403.5
## 8 87880 M 13.810 23.75 91.56 597.8
## 9 862989 B 10.490 19.29 67.41 336.1
## 10 89827 B 11.060 14.96 71.49 373.9
## 11 91485 M 20.590 21.24 137.80 1320.0
## 12 8711003 B 12.250 17.94 78.27 460.3
## 13 9113455 B 13.140 20.74 85.98 536.9
## 14 857810 B 13.050 19.31 82.61 527.2
## 15 9111805 M 19.590 25.00 127.70 1191.0
## 16 925277 B 14.590 22.68 96.39 657.1
## 17 867387 B 15.710 13.93 102.00 761.7
## 18 89511502 B 12.670 17.30 81.25 489.9
## 19 89263202 M 20.090 23.86 134.70 1247.0
## 20 866714 B 12.190 13.29 79.08 455.8
## 21 874373 B 11.710 17.19 74.68 420.3
## 22 919812 B 11.690 24.44 76.37 406.4
## 23 904971 B 10.940 18.59 70.39 370.0
## 24 866458 B 15.100 16.39 99.58 674.5
## 25 864292 B 10.510 20.19 68.64 334.2
## 26 859983 M 13.800 15.79 90.43 584.1
## 27 862009 B 13.450 18.30 86.60 555.1
## 28 852973 M 15.300 25.27 102.40 732.4
## 29 898143 B 9.606 16.84 61.64 280.5
## 30 9010877 B 13.400 16.95 85.48 552.4
## 31 893548 B 13.050 13.84 82.71 530.6
## 32 868202 M 12.770 22.47 81.72 506.3
## 33 9113538 M 17.600 23.33 119.00 980.5
## 34 905501 B 12.270 17.92 78.41 466.1
## 35 915940 B 14.580 13.66 94.29 658.8
## 36 9013594 B 13.660 15.15 88.27 580.6
## 37 859575 M 18.940 21.31 123.60 1130.0
## 38 869476 B 11.900 14.65 78.11 432.8
## 39 8712729 M 16.780 18.80 109.30 886.3
## 40 8912280 M 16.240 18.77 108.80 805.1
## 41 887549 M 20.310 27.06 132.90 1288.0
## 42 871201 M 19.590 18.15 130.70 1214.0
## 43 84348301 M 11.420 20.38 77.58 386.1
## 44 897604 B 12.990 14.23 84.08 514.3
## 45 911673 B 13.900 16.62 88.97 599.4
## 46 877159 M 18.080 21.84 117.40 1024.0
## 47 90769601 B 11.130 16.62 70.47 381.1
## 48 899987 M 25.730 17.46 174.20 2010.0
## 49 90401601 B 13.510 18.89 88.10 558.1
## 50 892604 B 12.460 19.89 80.43 471.3
## 51 8810987 M 13.860 16.93 90.96 578.9
## 52 88147102 B 15.000 15.51 97.45 684.5
## 53 904357 B 11.800 17.26 75.26 431.9
## 54 883270 B 14.220 27.85 92.55 623.9
## 55 878796 M 23.290 26.67 158.90 1685.0
## 56 8611161 B 13.340 15.86 86.49 520.0
## 57 91550 B 11.740 14.69 76.31 426.0
## 58 874158 B 10.080 15.11 63.76 317.5
## 59 865423 M 24.250 20.20 166.20 1761.0
## 60 89122 M 19.400 18.18 127.20 1145.0
## 61 855625 M 19.070 24.81 128.30 1104.0
## 62 8712766 M 17.470 24.68 116.10 984.6
## 63 881094802 M 17.420 25.56 114.50 948.0
## 64 855167 M 13.440 21.58 86.18 563.0
## 65 8511133 M 15.340 14.26 102.50 704.4
## 66 8712064 B 12.340 22.22 79.85 464.5
## 67 8813129 B 13.270 17.02 84.55 546.4
## 68 89382601 B 14.610 15.69 92.68 664.9
## 69 8911834 B 13.850 15.18 88.99 587.4
## 70 91903901 B 11.670 20.02 75.21 416.2
## 71 855138 M 13.480 20.82 88.40 559.2
## 72 897880 B 10.050 17.53 64.41 310.8
## 73 894329 B 9.042 18.90 60.07 244.5
## 74 91376702 B 17.850 13.23 114.60 992.1
## 75 8711216 B 16.840 19.46 108.40 880.2
## 76 861597 B 12.360 21.80 79.78 466.1
## 77 874217 M 18.310 18.58 118.60 1041.0
## 78 859465 B 11.310 19.04 71.80 394.1
## 79 89382602 B 12.760 13.37 82.29 504.1
## 80 90524101 M 17.990 20.66 117.80 991.7
## 81 8712853 B 14.970 16.95 96.22 685.9
## 82 874839 B 12.300 15.90 78.83 463.7
## 83 901041 B 13.300 21.57 85.24 546.1
## 84 861598 B 14.640 15.24 95.77 651.9
## 85 901549 B 11.270 12.96 73.16 386.3
## 86 8913 B 12.890 13.12 81.89 515.9
## 87 91813702 B 12.340 12.27 78.94 468.5
## 88 9112085 B 13.380 30.72 86.34 557.2
## 89 851509 M 21.160 23.04 137.20 1404.0
## 90 917896 B 13.710 18.68 88.73 571.0
## 91 873586 B 12.810 13.06 81.29 508.8
## 92 914580 B 12.470 17.31 80.45 480.1
## 93 889403 M 15.610 19.38 100.00 758.6
## 94 9112594 B 13.000 25.13 82.61 520.2
## 95 874858 M 14.220 23.12 94.37 609.9
## 96 896839 M 16.030 15.51 105.80 793.2
## 97 904689 B 12.960 18.29 84.18 525.2
## 98 891703 B 11.850 17.46 75.54 432.7
## 99 8812844 B 10.180 17.53 65.12 313.1
## 100 8611555 M 25.220 24.91 171.50 1878.0
## 101 8910720 B 10.710 20.39 69.50 344.9
## 102 875099 B 9.720 18.22 60.73 288.1
## 103 8910748 B 11.290 13.04 72.23 388.0
## 104 848406 M 14.680 20.13 94.74 684.5
## 105 884448 B 13.200 17.43 84.13 541.6
## 106 911685 B 11.490 14.59 73.99 404.9
## 107 9010258 B 12.560 19.07 81.92 485.8
## 108 91544001 B 12.220 20.04 79.47 453.1
## 109 923465 B 10.820 24.21 68.89 361.6
## 110 906290 B 11.160 21.41 70.95 380.3
## 111 863031 B 11.640 18.33 75.17 412.5
## 112 871001502 B 8.219 20.70 53.27 203.9
## 113 86517 M 18.660 17.12 121.40 1077.0
## 114 84667401 M 13.730 22.61 93.60 578.3
## 115 857343 B 11.760 21.60 74.72 427.9
## 116 909445 M 17.270 25.42 112.40 928.8
## 117 877500 M 14.450 20.22 94.49 642.7
## 118 903507 M 15.490 19.97 102.40 744.7
## 119 8811842 M 19.800 21.56 129.70 1230.0
## 120 9010259 B 13.050 18.59 85.09 512.0
## 121 86561 B 13.850 17.21 88.44 588.7
## 122 881046502 M 20.580 22.14 134.70 1290.0
## 123 893061 B 11.600 24.49 74.23 417.2
## 124 9011971 M 21.710 17.25 140.90 1546.0
## 125 898690 B 11.470 16.03 73.02 402.7
## 126 89296 B 11.460 18.16 73.59 403.1
## 127 863030 M 13.110 15.56 87.21 530.2
## 128 90291 M 14.600 23.29 93.97 664.7
## 129 866203 M 19.000 18.91 123.40 1138.0
## 130 91979701 M 14.270 22.55 93.77 629.8
## 131 907914 M 14.900 22.53 102.10 685.0
## 132 906878 B 13.660 19.13 89.46 575.3
## 133 922296 B 13.210 28.06 84.88 538.4
## 134 926424 M 21.560 22.39 142.00 1479.0
## 135 91544002 B 11.060 17.12 71.25 366.5
## 136 852552 M 16.650 21.38 110.00 904.6
## 137 903483 B 8.734 16.84 55.27 234.3
## 138 871122 B 12.060 12.74 76.84 448.6
## 139 89742801 M 17.060 21.00 111.80 918.6
## 140 857374 B 11.940 18.24 75.71 437.6
## 141 852781 M 18.610 20.25 122.10 1094.0
## 142 842302 M 17.990 10.38 122.80 1001.0
## 143 926682 M 20.130 28.25 131.20 1261.0
## 144 858986 M 14.250 22.15 96.42 645.7
## 145 852763 M 14.580 21.53 97.41 644.8
## 146 874662 B 11.810 17.39 75.27 428.9
## 147 84610002 M 15.780 17.89 103.60 781.0
## 148 9010872 B 16.500 18.29 106.60 838.1
## 149 894335 B 12.430 17.00 78.60 477.3
## 150 863270 B 12.360 18.54 79.01 466.7
## 151 894089 B 12.490 16.85 79.19 481.6
## 152 907145 B 9.742 19.12 61.93 289.7
## 153 869224 B 12.900 15.92 83.74 512.2
## 154 922577 B 10.320 16.35 65.31 324.9
## 155 89143602 B 14.410 19.73 96.03 651.0
## 156 901034301 B 9.436 18.32 59.82 278.6
## 157 8911800 B 13.590 17.84 86.24 572.3
## 158 855563 M 10.950 21.35 71.90 371.1
## 159 909777 B 10.570 18.32 66.82 340.9
## 160 857156 B 13.490 22.30 86.91 561.0
## 161 861853 B 13.270 14.76 84.74 551.7
## 162 8913049 B 11.260 19.96 73.72 394.1
## 163 901028 B 13.870 16.21 88.52 593.7
## 164 89346 B 9.000 14.40 56.36 246.3
## 165 915143 M 23.090 19.83 152.10 1682.0
## 166 873592 M 27.220 21.87 182.10 2250.0
## 167 88143502 B 14.340 13.47 92.51 641.2
## 168 888570 M 17.290 22.13 114.40 947.8
## 169 8711002 B 13.150 15.34 85.31 538.9
## 170 869931 B 13.740 17.91 88.12 585.0
## 171 85715 M 13.170 18.66 85.98 534.6
## 172 908489 M 13.980 19.62 91.12 599.5
## 173 84458202 M 13.710 20.83 90.20 577.9
## 174 8910499 B 13.590 21.84 87.16 561.0
## 175 87163 M 13.430 19.63 85.84 565.4
## 176 8610908 B 12.860 18.00 83.19 506.3
## 177 857637 M 19.210 18.57 125.50 1152.0
## 178 904302 B 11.060 14.83 70.31 378.2
## 179 857010 M 18.650 17.60 123.70 1076.0
## 180 862965 B 12.180 20.52 77.22 458.7
## 181 877501 B 12.230 19.56 78.54 461.0
## 182 8610404 M 16.070 19.65 104.10 817.7
## 183 891923 B 13.770 13.27 88.06 582.7
## 184 879523 M 15.120 16.68 98.78 716.6
## 185 897132 B 11.220 19.86 71.94 387.3
## 186 891936 B 10.910 12.35 69.14 363.7
## 187 881972 M 17.050 19.08 113.40 895.0
## 188 867739 M 18.450 21.91 120.20 1075.0
## 189 894618 M 20.160 19.66 131.10 1274.0
## 190 8910996 B 9.742 15.67 61.50 289.9
## 191 869104 M 16.110 18.05 105.10 813.0
## 192 904647 B 11.930 10.91 76.14 442.7
## 193 911384 B 14.920 14.93 96.45 686.9
## 194 84799002 M 14.540 27.54 96.73 658.8
## 195 873701 M 15.700 20.31 101.20 766.6
## 196 8611792 M 19.100 26.29 129.10 1132.0
## 197 9010018 M 15.080 25.74 98.00 716.6
## 198 861648 B 14.620 24.02 94.57 662.7
## 199 91813701 B 13.460 18.75 87.44 551.1
## 200 902975 B 12.210 14.09 78.78 462.0
## 201 855133 M 14.990 25.20 95.54 698.8
## 202 90745 B 10.800 21.98 68.79 359.9
## 203 905557 B 14.990 22.11 97.53 693.7
## 204 86408 B 12.630 20.76 82.15 480.4
## 205 89864002 B 11.710 15.45 75.03 420.3
## 206 915460 M 15.460 23.95 103.80 731.3
## 207 911320501 B 11.600 18.36 73.88 412.7
## 208 892189 M 11.760 18.14 75.00 431.1
## 209 893526 B 13.500 12.71 85.69 566.2
## 210 873593 M 21.090 26.57 142.70 1311.0
## 211 8912284 B 12.890 15.70 84.08 516.6
## 212 857793 M 14.710 21.59 95.55 656.9
## 213 859717 M 17.200 24.52 114.20 929.4
## 214 902727 B 13.280 13.72 85.79 541.8
## 215 911391 B 10.880 15.62 70.41 358.9
## 216 858970 B 10.170 14.88 64.55 311.9
## 217 917080 B 12.750 16.70 82.51 493.8
## 218 911654 B 14.200 20.53 92.41 618.4
## 219 843786 M 12.450 15.70 82.57 477.1
## 220 8712289 M 23.270 22.04 152.10 1686.0
## 221 891716 B 12.720 13.78 81.78 492.1
## 222 906024 B 12.700 12.17 80.88 495.0
## 223 892438 M 19.530 18.90 129.50 1217.0
## 224 861103 B 11.450 20.97 73.81 401.5
## 225 871642 B 10.660 15.15 67.49 349.6
## 226 894047 B 8.597 18.60 54.09 221.2
## 227 915276 B 9.676 13.14 64.12 272.5
## 228 908194 M 20.180 19.54 133.80 1250.0
## 229 877989 M 17.540 19.32 115.10 951.6
## 230 897137 B 11.250 14.78 71.38 390.0
## 231 9112366 B 11.630 29.29 74.87 415.1
## 232 904969 B 12.340 14.95 78.29 469.1
## 233 86409 B 14.260 19.65 97.83 629.9
## 234 8953902 M 16.270 20.71 106.90 813.7
## 235 924084 B 12.770 29.43 81.35 507.9
## 236 913512 B 11.680 16.17 75.49 420.5
## 237 87556202 M 14.860 23.21 100.40 671.4
## 238 91805 B 8.571 13.10 54.53 221.3
## 239 88466802 B 10.650 25.22 68.01 347.0
## 240 884437 B 10.480 19.86 66.72 337.7
## 241 886452 M 13.960 17.05 91.43 602.4
## 242 864496 B 8.726 15.83 55.84 230.9
## 243 905539 B 9.397 21.68 59.75 268.8
## 244 888264 M 17.350 23.06 111.00 933.1
## 245 885429 M 19.730 19.82 130.70 1206.0
## 246 923169 B 9.683 19.34 61.05 285.7
## 247 907367 B 10.030 21.28 63.19 307.3
## 248 921386 B 14.470 24.99 95.81 656.4
## 249 85713702 B 8.196 16.84 51.71 201.9
## 250 9111843 B 12.000 28.23 76.77 442.5
## 251 914862 B 15.040 16.74 98.73 689.4
## 252 887181 M 15.660 23.20 110.20 773.5
## 253 903011 B 11.270 15.50 73.38 392.0
## 254 90439701 M 17.910 21.02 124.40 994.0
## 255 918192 B 13.940 13.17 90.31 594.2
## 256 905978 B 9.405 21.70 59.60 271.2
## 257 911150 B 14.530 19.34 94.25 659.7
## 258 905502 B 11.360 17.57 72.49 399.8
## 259 859487 B 12.780 16.49 81.37 502.5
## 260 8510426 B 13.540 14.36 87.46 566.3
## 261 903554 B 12.100 17.72 78.07 446.2
## 262 924934 B 10.290 27.61 65.67 321.4
## 263 8670 M 15.460 19.48 101.70 748.9
## 264 91227 B 13.900 19.24 88.73 602.9
## 265 85382601 M 17.020 23.98 112.80 899.3
## 266 844981 M 13.000 21.82 87.50 519.8
## 267 8811779 B 10.200 17.48 65.05 321.2
## 268 859711 B 8.888 14.64 58.79 244.0
## 269 91376701 B 12.250 22.44 78.18 466.5
## 270 884180 M 19.400 23.50 129.10 1155.0
## 271 90401602 B 12.800 17.46 83.05 508.3
## 272 846226 M 19.170 24.80 132.40 1123.0
## 273 903811 B 14.060 17.18 89.75 609.1
## 274 8610175 B 12.310 16.52 79.19 470.9
## 275 877486 M 19.180 22.49 127.50 1148.0
## 276 8810703 M 28.110 18.47 188.50 2499.0
## 277 914333 B 14.870 20.21 96.12 680.9
## 278 926954 M 16.600 28.08 108.30 858.1
## 279 923748 B 10.860 21.48 68.51 360.5
## 280 921092 B 7.729 25.49 47.98 178.8
## 281 8610637 M 18.050 16.15 120.20 1006.0
## 282 91789 B 11.260 19.83 71.30 388.1
## 283 898678 B 12.060 18.90 76.66 445.3
## 284 88350402 B 13.640 15.60 87.38 575.3
## 285 889719 M 17.190 22.07 111.60 928.3
## 286 913102 B 14.640 16.85 94.21 666.0
## 287 8810955 M 14.190 23.81 92.87 610.7
## 288 916838 M 19.890 20.26 130.50 1214.0
## 289 884948 M 20.940 23.56 138.90 1364.0
## 290 914366 B 12.650 18.17 82.69 485.6
## 291 925236 B 9.423 27.88 59.26 271.3
## 292 9013005 B 13.690 16.07 87.84 579.1
## 293 875938 M 13.770 22.29 90.63 588.9
## 294 9011495 B 12.210 18.02 78.31 458.4
## 295 9012000 M 22.010 21.90 147.20 1482.0
## 296 91762702 M 24.630 21.60 165.50 1841.0
## 297 919555 M 20.550 20.86 137.80 1308.0
## 298 849014 M 19.810 22.15 130.00 1260.0
## 299 918465 B 12.070 13.44 77.83 445.2
## 300 911916 M 16.250 19.51 109.80 815.8
## 301 8711803 M 19.190 15.94 126.30 1157.0
## 302 892214 B 14.260 18.17 91.22 633.1
## 303 871149 B 10.900 12.96 68.69 366.8
## 304 915691 M 13.400 20.52 88.64 556.7
## 305 8812877 M 15.750 20.25 102.60 761.3
## 306 88206102 M 20.510 27.81 134.40 1319.0
## 307 925622 M 15.220 30.62 103.40 716.9
## 308 9047 B 12.940 16.17 83.18 507.6
## 309 86973701 B 14.950 18.77 97.84 689.5
## 310 8812818 B 13.560 13.90 88.59 561.3
## 311 91930402 M 20.470 20.67 134.70 1299.0
## 312 8860702 M 17.300 17.08 113.00 928.2
## 313 912558 B 13.700 17.64 87.76 571.1
## 314 8911164 B 11.890 17.36 76.20 435.6
## 315 856106 M 13.280 20.28 87.32 545.2
## 316 9013579 B 13.460 28.21 85.89 562.1
## 317 84358402 M 20.290 14.34 135.10 1297.0
## 318 88299702 M 23.210 26.97 153.50 1670.0
## 319 923780 B 11.130 22.44 71.49 378.4
## 320 89869 B 14.760 14.74 94.87 668.7
## 321 913063 B 12.450 16.41 82.85 476.7
## 322 854253 M 16.740 21.59 110.10 869.5
## 323 86208 M 20.260 23.03 132.40 1264.0
## 324 864685 B 11.930 21.53 76.53 438.6
## 325 883539 B 12.420 15.04 78.61 476.5
## 326 8612399 M 18.460 18.52 121.10 1075.0
## 327 88249602 B 14.030 21.25 89.79 603.4
## 328 864877 M 15.780 22.91 105.70 782.6
## 329 871001501 B 13.000 20.78 83.51 519.4
## 330 89812 M 23.510 24.27 155.10 1747.0
## 331 868999 B 9.738 11.97 61.24 288.5
## 332 908916 B 12.870 19.54 82.67 509.2
## 333 87127 B 10.800 9.71 68.77 357.6
## 334 894090 B 12.180 14.08 77.25 461.4
## 335 868826 M 14.950 17.57 96.85 678.1
## 336 8810436 B 15.270 12.91 98.17 725.5
## 337 901034302 B 12.540 18.07 79.42 491.9
## 338 859471 B 9.029 17.33 58.79 250.5
## 339 897630 M 18.770 21.43 122.90 1092.0
## 340 912600 B 15.730 11.28 102.80 747.2
## 341 905189 B 16.140 14.86 104.30 800.0
## 342 86135502 M 19.020 24.59 122.00 1076.0
## 343 895633 M 16.260 21.88 107.50 826.8
## 344 883852 B 11.300 18.19 73.93 389.4
## 345 86730502 M 16.160 21.54 106.20 809.8
## 346 864033 B 9.777 16.99 62.50 290.2
## 347 9010333 B 8.878 15.49 56.74 241.0
## 348 869218 B 11.430 17.31 73.66 398.0
## 349 91594602 M 15.050 19.07 97.26 701.9
## 350 9110720 B 11.990 24.89 77.61 441.3
## 351 909410 B 14.020 15.66 89.59 606.5
## 352 853201 M 17.570 15.05 115.00 955.1
## 353 924632 B 12.880 28.92 82.50 514.3
## 354 864018 B 11.340 21.26 72.48 396.5
## 355 859283 M 14.780 23.94 97.40 668.3
## 356 859464 B 9.465 21.01 60.11 269.4
## 357 879804 B 9.876 17.27 62.92 295.4
## 358 8810528 B 11.840 18.94 75.51 428.0
## 359 844359 M 18.250 19.98 119.60 1040.0
## 360 924342 B 9.333 21.94 59.01 264.0
## 361 883263 M 20.480 21.46 132.50 1306.0
## 362 846381 M 15.850 23.95 103.70 782.7
## 363 9113846 B 12.270 29.97 77.42 465.4
## 364 90317302 B 10.260 12.22 65.75 321.6
## 365 86211 B 12.180 17.84 77.79 451.1
## 366 921385 B 11.540 14.44 74.65 402.9
## 367 8711202 M 17.680 20.74 117.40 963.7
## 368 9112712 B 9.755 28.20 61.68 290.9
## 369 893988 B 11.540 10.72 73.73 409.1
## 370 886226 M 19.450 19.33 126.50 1169.0
## 371 91505 B 12.540 16.32 81.25 476.3
## 372 859196 B 9.173 13.86 59.20 260.9
## 373 897374 B 12.300 19.02 77.88 464.4
## 374 912193 B 12.160 18.03 78.29 455.3
## 375 911202 B 12.620 17.15 80.62 492.9
## 376 914101 B 12.460 12.83 78.83 477.3
## 377 921644 B 14.740 25.42 94.70 668.6
## 378 90251 B 12.390 17.48 80.64 462.9
## 379 8911230 B 11.330 14.16 71.79 396.6
## 380 884689 B 11.520 14.93 73.87 406.3
## 381 909231 B 13.850 19.60 88.68 592.6
## 382 892399 B 10.510 23.09 66.85 334.2
## 383 86135501 M 14.480 21.46 94.25 648.2
## 384 854039 M 16.130 17.88 107.00 807.2
## 385 916221 B 11.340 18.61 72.76 391.2
## 386 922840 B 10.260 16.58 65.85 320.8
## 387 8910988 M 21.750 20.99 147.30 1491.0
## 388 892657 B 10.490 18.61 66.86 334.3
## 389 862717 M 13.610 24.98 88.05 582.7
## 390 915452 B 16.300 15.70 104.70 819.8
## 391 9110732 M 17.750 28.03 117.30 981.6
## 392 925311 B 11.200 29.37 70.67 386.0
## 393 857373 B 13.640 16.34 87.21 571.8
## 394 8912049 M 19.160 26.60 126.20 1138.0
## 395 91903902 B 13.680 16.33 87.76 575.5
## 396 902976 B 13.880 16.16 88.37 596.6
## 397 906616 B 11.610 16.02 75.46 408.2
## 398 861799 M 15.370 22.76 100.20 728.2
## 399 898431 M 19.680 21.68 129.90 1194.0
## 400 862261 B 9.787 19.94 62.11 294.5
## 401 917897 B 9.847 15.68 63.00 293.2
## 402 865468 B 13.370 16.39 86.10 553.5
## 403 854002 M 19.270 26.47 127.90 1162.0
## 404 901288 M 20.640 17.35 134.80 1335.0
## 405 9113239 B 13.240 20.13 86.87 542.9
## 406 901088 M 20.440 21.78 133.80 1293.0
## 407 901303 B 16.170 16.07 106.30 788.5
## 408 865137 B 11.410 10.82 73.34 403.3
## 409 864729 M 14.870 16.67 98.64 682.5
## 410 882488 B 9.567 15.91 60.21 279.6
## 411 884626 B 12.890 14.11 84.95 512.2
## 412 88199202 B 11.320 27.08 71.76 395.7
## 413 869254 B 10.750 14.97 68.26 355.3
## 414 868223 B 11.710 16.67 74.72 423.6
## 415 8912055 B 11.740 14.02 74.24 427.3
## 416 913505 M 19.440 18.82 128.10 1167.0
## 417 868682 B 11.430 15.39 73.06 399.8
## 418 89813 B 14.420 16.54 94.15 641.2
## 419 9011494 M 20.200 26.83 133.70 1234.0
## 420 869691 M 11.800 16.58 78.99 432.0
## 421 8710441 B 9.731 15.34 63.78 300.2
## 422 857438 M 15.100 22.02 97.26 712.8
## 423 87106 B 11.150 13.08 70.87 381.9
## 424 915186 B 9.268 12.87 61.49 248.7
## 425 873843 B 11.410 14.92 73.53 402.0
## 426 85922302 M 12.680 23.84 82.69 499.0
## 427 899147 B 11.950 14.96 77.23 426.7
## 428 908469 B 14.860 16.94 94.89 673.7
## 429 924964 B 10.160 19.59 64.73 311.7
## 430 886776 M 15.320 17.27 103.20 713.3
## 431 866083 M 13.610 24.69 87.76 572.6
## 432 916799 M 18.310 20.58 120.80 1052.0
## 433 8612080 B 12.000 15.65 76.95 443.3
## 434 914769 M 18.490 17.52 121.30 1068.0
## 435 909411 B 10.970 17.20 71.73 371.5
## 436 89524 B 14.110 12.88 90.03 616.5
## 437 8911670 M 18.810 19.98 120.90 1102.0
## 438 875878 B 12.910 16.33 82.53 516.4
## 439 858477 B 8.618 11.79 54.34 224.5
## 440 8711561 B 11.750 20.18 76.10 419.8
## 441 896864 B 12.980 19.35 84.52 514.0
## 442 922576 B 13.620 23.23 87.19 573.2
## 443 862028 M 15.060 19.83 100.30 705.6
## 444 912519 B 13.470 14.06 87.32 546.3
## 445 88330202 M 17.460 39.28 113.40 920.6
## 446 8510824 B 9.504 12.44 60.34 273.9
## 447 88411702 B 13.750 23.77 88.54 590.0
## 448 895299 B 12.030 17.93 76.09 446.0
## 449 8811523 B 11.890 18.35 77.32 432.2
## 450 911296201 M 17.080 27.15 111.20 930.9
## 451 88147101 B 10.440 15.46 66.62 329.6
## 452 875263 M 12.340 26.86 81.15 477.4
## 453 90312 M 19.550 23.21 128.90 1174.0
## 454 9111596 B 11.870 21.54 76.83 432.0
## 455 905686 B 11.890 21.17 76.39 433.8
## 456 86973702 B 14.440 15.18 93.97 640.1
## 457 8610629 B 13.530 10.94 87.91 559.2
## 458 88995002 M 20.730 31.12 135.70 1419.0
## 459 872113 B 8.671 14.45 54.42 227.2
## 460 873357 B 13.010 22.22 82.01 526.4
## 461 911296202 M 27.420 26.27 186.90 2501.0
## 462 908445 M 18.820 21.97 123.70 1110.0
## 463 901836 B 11.040 14.93 70.67 372.7
## 464 90944601 B 13.780 15.79 88.37 585.9
## 465 852631 M 17.140 16.40 116.00 912.7
## 466 907915 B 12.400 17.68 81.47 467.8
## 467 89344 B 13.200 15.82 84.07 537.3
## 468 9110127 M 18.030 16.85 117.50 990.0
## 469 894604 B 10.250 16.18 66.52 324.2
## 470 909220 B 14.040 15.98 89.78 611.2
## 471 875093 B 12.770 21.41 82.02 507.4
## 472 8712291 B 14.970 19.76 95.50 690.2
## 473 854941 B 13.030 18.42 82.61 523.8
## 474 88119002 M 19.530 32.47 128.00 1223.0
## 475 9113816 B 12.040 28.14 76.85 449.9
## 476 894326 M 18.220 18.87 118.70 1027.0
## 477 90250 B 12.050 22.72 78.75 447.8
## 478 911157302 M 21.100 20.52 138.10 1384.0
## 479 8915 B 14.960 19.10 97.03 687.3
## 480 91504 M 13.820 24.49 92.33 595.9
## 481 865432 B 14.500 10.89 94.28 640.7
## 482 862548 M 14.420 19.77 94.48 642.5
## 483 853401 M 18.630 25.11 124.80 1088.0
## 484 872608 B 9.904 18.06 64.60 302.4
## 485 899187 B 11.660 17.07 73.70 421.0
## 486 899667 M 15.750 19.22 107.10 758.6
## 487 9113778 B 9.667 18.49 61.49 289.1
## 488 86355 M 22.270 19.67 152.80 1509.0
## 489 914102 B 13.160 20.54 84.06 538.7
## 490 9013838 M 11.080 18.83 73.30 361.6
## 491 914062 M 18.010 20.56 118.40 1007.0
## 492 927241 M 20.600 29.33 140.10 1265.0
## 493 87164 M 15.460 11.89 102.50 736.9
## 494 919537 B 10.960 17.62 70.79 365.6
## 495 858981 B 8.598 20.98 54.66 221.8
## 496 917062 B 12.880 18.22 84.45 493.1
## 497 862980 B 9.876 19.40 63.95 298.3
## 498 85638502 M 13.170 21.81 85.42 531.5
## 499 88649001 M 19.550 28.77 133.60 1207.0
## 500 88725602 M 15.530 33.56 103.70 744.9
## 501 913535 M 16.690 20.20 107.10 857.6
## 502 845636 M 16.020 23.24 102.70 797.8
## 503 84862001 M 16.130 20.68 108.10 798.8
## 504 901315 B 10.570 20.22 70.15 338.3
## 505 911366 B 11.620 18.18 76.38 408.8
## 506 88203002 B 11.220 33.81 70.79 386.8
## 507 8910721 B 14.290 16.82 90.30 632.6
## 508 915664 B 14.810 14.70 94.66 680.7
## 509 926125 M 20.920 25.09 143.00 1347.0
## 510 90602302 M 15.500 21.08 102.90 803.1
## 511 8510653 B 13.080 15.71 85.63 520.0
## 512 8911163 M 17.930 24.48 115.20 998.9
## 513 853612 M 11.840 18.70 77.93 440.6
## 514 8812816 B 13.650 13.16 87.88 568.9
## 515 9012315 M 16.350 23.29 109.00 840.4
## 516 881861 M 12.830 22.33 85.26 503.2
## 517 842517 M 20.570 17.77 132.90 1326.0
## 518 84300903 M 19.690 21.25 130.00 1203.0
## 519 857392 M 18.220 18.70 120.30 1033.0
## 520 8810158 B 13.110 22.54 87.02 529.4
## 521 907409 B 10.480 14.98 67.49 333.6
## 522 87930 B 12.470 18.60 81.09 481.9
## 523 905680 M 15.130 29.81 96.71 719.5
## 524 92751 B 7.760 24.54 47.92 181.0
## 525 862722 B 6.981 13.43 43.79 143.5
## 526 8910506 B 12.870 16.21 82.38 512.2
## 527 88147202 B 12.620 23.97 81.35 496.4
## 528 865128 M 17.950 20.01 114.20 982.0
## 529 89143601 B 11.370 18.89 72.17 396.0
## 530 9113514 B 9.668 18.10 61.06 286.3
## 531 8912909 B 11.940 20.76 77.87 441.0
## 532 921362 B 7.691 25.44 48.34 170.4
## 533 90769602 B 12.720 17.67 80.98 501.3
## 534 87281702 M 16.460 20.11 109.30 832.9
## 535 866674 M 19.790 25.12 130.40 1192.0
## 536 911408 B 12.830 15.73 82.89 506.9
## 537 85759902 B 11.520 18.75 73.34 409.0
## 538 893783 B 11.700 19.11 74.33 418.7
## 539 922297 B 13.870 20.70 89.77 584.8
## 540 862485 B 11.600 12.84 74.34 412.6
## 541 879830 M 17.010 20.26 109.70 904.3
## 542 917092 B 9.295 13.90 59.96 257.8
## 543 8912521 B 12.580 18.40 79.83 489.0
## 544 895100 M 20.340 21.51 135.90 1264.0
## 545 8610862 M 20.180 23.97 143.70 1245.0
## 546 891670 B 12.950 16.02 83.14 513.7
## 547 864726 B 8.950 15.76 58.74 245.2
## 548 9010598 B 12.760 18.84 81.87 496.6
## 549 925292 B 14.050 27.15 91.38 600.4
## 550 857155 B 12.050 14.63 78.04 449.3
## 551 905190 B 12.850 21.37 82.63 514.5
## 552 901011 B 11.140 14.07 71.24 384.6
## 553 84501001 M 12.460 24.04 83.97 475.9
## 554 91858 B 11.750 17.56 75.89 422.9
## 555 9112367 B 13.210 25.25 84.10 537.9
## 556 903516 M 21.610 22.28 144.40 1407.0
## 557 88518501 B 11.500 18.45 73.28 407.4
## 558 906564 B 14.690 13.98 98.22 656.1
## 559 871641 B 11.080 14.71 70.21 372.7
## 560 9110944 B 14.800 17.66 95.88 674.8
## 561 854268 M 14.250 21.72 93.63 633.0
## 562 89511501 B 12.200 15.21 78.01 457.9
## 563 9113156 B 14.400 26.99 92.25 646.1
## 564 894855 B 12.860 13.32 82.82 504.8
## 565 911320502 B 13.170 18.22 84.28 537.3
## 566 898677 B 10.260 14.71 66.20 321.6
## 567 873885 M 15.280 22.41 98.92 710.6
## 568 911201 B 14.530 13.98 93.86 644.2
## 569 9012795 M 21.370 15.10 141.30 1386.0
## smoothness_mean compactness_mean concavity_mean points_mean symmetry_mean
## 1 0.10280 0.06981 0.0398700 0.037000 0.1959
## 2 0.09688 0.11470 0.0638700 0.026420 0.1922
## 3 0.10770 0.07804 0.0304600 0.024800 0.1714
## 4 0.11640 0.11360 0.0463500 0.047960 0.1771
## 5 0.07963 0.06934 0.0339300 0.026570 0.1721
## 6 0.08546 0.07722 0.0548500 0.014280 0.2031
## 7 0.09261 0.10210 0.1112000 0.041050 0.1388
## 8 0.13230 0.17680 0.1558000 0.091760 0.2251
## 9 0.09989 0.08578 0.0299500 0.012010 0.2217
## 10 0.10330 0.09097 0.0539700 0.033410 0.1776
## 11 0.10850 0.16440 0.2188000 0.112100 0.1848
## 12 0.08654 0.06679 0.0388500 0.023310 0.1970
## 13 0.08675 0.10890 0.1085000 0.035100 0.1562
## 14 0.08060 0.03789 0.0006920 0.004167 0.1819
## 15 0.10320 0.09871 0.1655000 0.090630 0.1663
## 16 0.08473 0.13300 0.1029000 0.037360 0.1454
## 17 0.09462 0.09462 0.0713500 0.059330 0.1816
## 18 0.10280 0.07664 0.0319300 0.021070 0.1707
## 19 0.10800 0.18380 0.2283000 0.128000 0.2249
## 20 0.10660 0.09509 0.0285500 0.028820 0.1880
## 21 0.09774 0.06141 0.0380900 0.032390 0.1516
## 22 0.12360 0.15520 0.0451500 0.045310 0.2131
## 23 0.10040 0.07460 0.0494400 0.029320 0.1486
## 24 0.11500 0.18070 0.1138000 0.085340 0.2001
## 25 0.11220 0.13030 0.0647600 0.030680 0.1922
## 26 0.10070 0.12800 0.0778900 0.050690 0.1662
## 27 0.10220 0.08165 0.0397400 0.027800 0.1638
## 28 0.10820 0.16970 0.1683000 0.087510 0.1926
## 29 0.08481 0.09228 0.0842200 0.022920 0.2036
## 30 0.07937 0.05696 0.0218100 0.014730 0.1650
## 31 0.08352 0.03735 0.0045590 0.008829 0.1453
## 32 0.09055 0.05761 0.0471100 0.027040 0.1585
## 33 0.09289 0.20040 0.2136000 0.100200 0.1696
## 34 0.08685 0.06526 0.0321100 0.026530 0.1966
## 35 0.09832 0.08918 0.0822200 0.043490 0.1739
## 36 0.08268 0.07548 0.0424900 0.024710 0.1792
## 37 0.09009 0.10290 0.1080000 0.079510 0.1582
## 38 0.11520 0.12960 0.0371000 0.030030 0.1995
## 39 0.08865 0.09182 0.0842200 0.065760 0.1893
## 40 0.10660 0.18020 0.1948000 0.090520 0.1876
## 41 0.10000 0.10880 0.1519000 0.093330 0.1814
## 42 0.11200 0.16660 0.2508000 0.128600 0.2027
## 43 0.14250 0.28390 0.2414000 0.105200 0.2597
## 44 0.09462 0.09965 0.0373800 0.020980 0.1652
## 45 0.06828 0.05319 0.0222400 0.013390 0.1813
## 46 0.07371 0.08642 0.1103000 0.057780 0.1770
## 47 0.08151 0.03834 0.0136900 0.013700 0.1511
## 48 0.11490 0.23630 0.3368000 0.191300 0.1956
## 49 0.10590 0.11470 0.0858000 0.053810 0.1806
## 50 0.08451 0.10140 0.0683000 0.030990 0.1781
## 51 0.10260 0.15170 0.0990100 0.056020 0.2106
## 52 0.08371 0.10960 0.0650500 0.037800 0.1881
## 53 0.09087 0.06232 0.0285300 0.016380 0.1847
## 54 0.08223 0.10390 0.1103000 0.044080 0.1342
## 55 0.11410 0.20840 0.3523000 0.162000 0.2200
## 56 0.10780 0.15350 0.1169000 0.069870 0.1942
## 57 0.08099 0.09661 0.0672600 0.026390 0.1499
## 58 0.09267 0.04695 0.0015970 0.002404 0.1703
## 59 0.14470 0.28670 0.4268000 0.201200 0.2655
## 60 0.10370 0.14420 0.1626000 0.094640 0.1893
## 61 0.09081 0.21900 0.2107000 0.099610 0.2310
## 62 0.10490 0.16030 0.2159000 0.104300 0.1538
## 63 0.10060 0.11460 0.1682000 0.065970 0.1308
## 64 0.08162 0.06031 0.0311000 0.020310 0.1784
## 65 0.10730 0.21350 0.2077000 0.097560 0.2521
## 66 0.10120 0.10150 0.0537000 0.028220 0.1551
## 67 0.08445 0.04994 0.0355400 0.024560 0.1496
## 68 0.07618 0.03515 0.0144700 0.018770 0.1632
## 69 0.09516 0.07688 0.0447900 0.037110 0.2110
## 70 0.10160 0.09453 0.0420000 0.021570 0.1859
## 71 0.10160 0.12550 0.1063000 0.054390 0.1720
## 72 0.10070 0.07326 0.0251100 0.017750 0.1890
## 73 0.09968 0.19720 0.1975000 0.049080 0.2330
## 74 0.07838 0.06217 0.0444500 0.041780 0.1220
## 75 0.07445 0.07223 0.0515000 0.027710 0.1844
## 76 0.08772 0.09445 0.0601500 0.037450 0.1930
## 77 0.08588 0.08468 0.0816900 0.058140 0.1621
## 78 0.08139 0.04701 0.0370900 0.022300 0.1516
## 79 0.08794 0.07948 0.0405200 0.025480 0.1601
## 80 0.10360 0.13040 0.1201000 0.088240 0.1992
## 81 0.09855 0.07885 0.0260200 0.037810 0.1780
## 82 0.08080 0.07253 0.0384400 0.016540 0.1667
## 83 0.08582 0.06373 0.0334400 0.024240 0.1815
## 84 0.11320 0.13390 0.0996600 0.070640 0.2116
## 85 0.12370 0.11110 0.0790000 0.055500 0.2018
## 86 0.06955 0.03729 0.0226000 0.011710 0.1337
## 87 0.09003 0.06307 0.0295800 0.026470 0.1689
## 88 0.09245 0.07426 0.0281900 0.032640 0.1375
## 89 0.09428 0.10220 0.1097000 0.086320 0.1769
## 90 0.09916 0.10700 0.0538500 0.037830 0.1714
## 91 0.08739 0.03774 0.0091930 0.013300 0.1466
## 92 0.08928 0.07630 0.0360900 0.023690 0.1526
## 93 0.07840 0.05616 0.0420900 0.028470 0.1547
## 94 0.08369 0.05073 0.0120600 0.017620 0.1667
## 95 0.10750 0.24130 0.1981000 0.066180 0.2384
## 96 0.09491 0.13710 0.1204000 0.070410 0.1782
## 97 0.07351 0.07899 0.0405700 0.018830 0.1874
## 98 0.08372 0.05642 0.0268800 0.022800 0.1875
## 99 0.10610 0.08502 0.0176800 0.019150 0.1910
## 100 0.10630 0.26650 0.3339000 0.184500 0.1829
## 101 0.10820 0.12890 0.0844800 0.028670 0.1668
## 102 0.06950 0.02344 0.0000000 0.000000 0.1653
## 103 0.09834 0.07608 0.0326500 0.027550 0.1769
## 104 0.09867 0.07200 0.0739500 0.052590 0.1586
## 105 0.07215 0.04524 0.0433600 0.011050 0.1487
## 106 0.10460 0.08228 0.0530800 0.019690 0.1779
## 107 0.08760 0.10380 0.1030000 0.043910 0.1533
## 108 0.10960 0.11520 0.0817500 0.021660 0.2124
## 109 0.08192 0.06602 0.0154800 0.008160 0.1976
## 110 0.10180 0.05978 0.0089550 0.010760 0.1615
## 111 0.11420 0.10170 0.0707000 0.034850 0.1801
## 112 0.09405 0.13050 0.1321000 0.021680 0.2222
## 113 0.10540 0.11000 0.1457000 0.086650 0.1966
## 114 0.11310 0.22930 0.2128000 0.080250 0.2069
## 115 0.08637 0.04966 0.0165700 0.011150 0.1495
## 116 0.08331 0.11090 0.1204000 0.057360 0.1467
## 117 0.09872 0.12060 0.1180000 0.059800 0.1950
## 118 0.11600 0.15620 0.1891000 0.091130 0.1929
## 119 0.09383 0.13060 0.1272000 0.086910 0.2094
## 120 0.10820 0.13040 0.0960300 0.056030 0.2035
## 121 0.08785 0.06136 0.0142000 0.011410 0.1614
## 122 0.09090 0.13480 0.1640000 0.095610 0.1765
## 123 0.07474 0.05688 0.0197400 0.013130 0.1935
## 124 0.09384 0.08562 0.1168000 0.084650 0.1717
## 125 0.09076 0.05886 0.0258700 0.023220 0.1634
## 126 0.08853 0.07694 0.0334400 0.015020 0.1411
## 127 0.13980 0.17650 0.2071000 0.096010 0.1925
## 128 0.08682 0.06636 0.0839000 0.052710 0.1627
## 129 0.08217 0.08028 0.0927100 0.056270 0.1946
## 130 0.10380 0.11540 0.1463000 0.061390 0.1926
## 131 0.09947 0.22250 0.2733000 0.097110 0.2041
## 132 0.09057 0.11470 0.0965700 0.048120 0.1848
## 133 0.08671 0.06877 0.0298700 0.032750 0.1628
## 134 0.11100 0.11590 0.2439000 0.138900 0.1726
## 135 0.11940 0.10710 0.0406300 0.042680 0.1954
## 136 0.11210 0.14570 0.1525000 0.091700 0.1995
## 137 0.10390 0.07428 0.0000000 0.000000 0.1985
## 138 0.09311 0.05241 0.0197200 0.019630 0.1590
## 139 0.11190 0.10560 0.1508000 0.099340 0.1727
## 140 0.08261 0.04751 0.0197200 0.013490 0.1868
## 141 0.09440 0.10660 0.1490000 0.077310 0.1697
## 142 0.11840 0.27760 0.3001000 0.147100 0.2419
## 143 0.09780 0.10340 0.1440000 0.097910 0.1752
## 144 0.10490 0.20080 0.2135000 0.086530 0.1949
## 145 0.10540 0.18680 0.1425000 0.087830 0.2252
## 146 0.10070 0.05562 0.0235300 0.015530 0.1718
## 147 0.09710 0.12920 0.0995400 0.066060 0.1842
## 148 0.09686 0.08468 0.0586200 0.048350 0.1495
## 149 0.07557 0.03454 0.0134200 0.016990 0.1472
## 150 0.08477 0.06815 0.0264300 0.019210 0.1602
## 151 0.08511 0.03834 0.0044730 0.006423 0.1215
## 152 0.10750 0.08333 0.0089340 0.019670 0.2538
## 153 0.08677 0.09509 0.0489400 0.030880 0.1778
## 154 0.09434 0.04994 0.0101200 0.005495 0.1885
## 155 0.08757 0.16760 0.1362000 0.066020 0.1714
## 156 0.10090 0.05956 0.0271000 0.014060 0.1506
## 157 0.07948 0.04052 0.0199700 0.012380 0.1573
## 158 0.12270 0.12180 0.1044000 0.056690 0.1895
## 159 0.08142 0.04462 0.0199300 0.011110 0.2372
## 160 0.08752 0.07698 0.0475100 0.033840 0.1809
## 161 0.07355 0.05055 0.0326100 0.026480 0.1386
## 162 0.08020 0.11810 0.0927400 0.055880 0.2595
## 163 0.08743 0.05492 0.0150200 0.020880 0.1424
## 164 0.07005 0.03116 0.0036810 0.003472 0.1788
## 165 0.09342 0.12750 0.1676000 0.100300 0.1505
## 166 0.10940 0.19140 0.2871000 0.187800 0.1800
## 167 0.09906 0.07624 0.0572400 0.046030 0.2075
## 168 0.08999 0.12730 0.0969700 0.075070 0.2108
## 169 0.09384 0.08498 0.0929300 0.034830 0.1822
## 170 0.07944 0.06376 0.0288100 0.013290 0.1473
## 171 0.11580 0.12310 0.1226000 0.073400 0.2128
## 172 0.10600 0.11330 0.1126000 0.064630 0.1669
## 173 0.11890 0.16450 0.0936600 0.059850 0.2196
## 174 0.07956 0.08259 0.0407200 0.021420 0.1635
## 175 0.09048 0.06288 0.0585800 0.034380 0.1598
## 176 0.09934 0.09546 0.0388900 0.023150 0.1718
## 177 0.10530 0.12670 0.1323000 0.089940 0.1917
## 178 0.07741 0.04768 0.0271200 0.007246 0.1535
## 179 0.10990 0.16860 0.1974000 0.100900 0.1907
## 180 0.08013 0.04038 0.0238300 0.017700 0.1739
## 181 0.09586 0.08087 0.0418700 0.041070 0.1979
## 182 0.09168 0.08424 0.0976900 0.066380 0.1798
## 183 0.09198 0.06221 0.0106300 0.019170 0.1592
## 184 0.08876 0.09588 0.0755000 0.040790 0.1594
## 185 0.10540 0.06779 0.0050060 0.007583 0.1940
## 186 0.08518 0.04721 0.0123600 0.013690 0.1449
## 187 0.11410 0.15720 0.1910000 0.109000 0.2131
## 188 0.09430 0.09709 0.1153000 0.068470 0.1692
## 189 0.08020 0.08564 0.1155000 0.077260 0.1928
## 190 0.09037 0.04689 0.0110300 0.014070 0.2081
## 191 0.09721 0.11370 0.0944700 0.059430 0.1861
## 192 0.08872 0.05242 0.0260600 0.017960 0.1601
## 193 0.08098 0.08549 0.0553900 0.032210 0.1687
## 194 0.11390 0.15950 0.1639000 0.073640 0.2303
## 195 0.09597 0.08799 0.0659300 0.051890 0.1618
## 196 0.12150 0.17910 0.1937000 0.146900 0.1634
## 197 0.10240 0.09769 0.1235000 0.065530 0.1647
## 198 0.08974 0.08606 0.0310200 0.029570 0.1685
## 199 0.10750 0.11380 0.0420100 0.031520 0.1723
## 200 0.08108 0.07823 0.0683900 0.025340 0.1646
## 201 0.09387 0.05131 0.0239800 0.028990 0.1565
## 202 0.08801 0.05743 0.0361400 0.014040 0.2016
## 203 0.08515 0.10250 0.0685900 0.038760 0.1944
## 204 0.09933 0.12090 0.1065000 0.060210 0.1735
## 205 0.11500 0.07281 0.0400600 0.032500 0.2009
## 206 0.11830 0.18700 0.2030000 0.085200 0.1807
## 207 0.08508 0.05855 0.0336700 0.017770 0.1516
## 208 0.09968 0.05914 0.0268500 0.035150 0.1619
## 209 0.07376 0.03614 0.0027580 0.004419 0.1365
## 210 0.11410 0.28320 0.2487000 0.149600 0.2395
## 211 0.07818 0.09580 0.1115000 0.033900 0.1432
## 212 0.11370 0.13650 0.1293000 0.081230 0.2027
## 213 0.10710 0.18300 0.1692000 0.079440 0.1927
## 214 0.08363 0.08575 0.0507700 0.028640 0.1617
## 215 0.10070 0.10690 0.0511500 0.015710 0.1861
## 216 0.11340 0.08061 0.0108400 0.012900 0.2743
## 217 0.11250 0.11170 0.0388000 0.029950 0.2120
## 218 0.08931 0.11080 0.0506300 0.030580 0.1506
## 219 0.12780 0.17000 0.1578000 0.080890 0.2087
## 220 0.08439 0.11450 0.1324000 0.097020 0.1801
## 221 0.09667 0.08393 0.0128800 0.019240 0.1638
## 222 0.08785 0.05794 0.0236000 0.024020 0.1583
## 223 0.11500 0.16420 0.2197000 0.106200 0.1792
## 224 0.11020 0.09362 0.0459100 0.022330 0.1842
## 225 0.08792 0.04302 0.0000000 0.000000 0.1928
## 226 0.10740 0.05847 0.0000000 0.000000 0.2163
## 227 0.12550 0.22040 0.1188000 0.070380 0.2057
## 228 0.11330 0.14890 0.2133000 0.125900 0.1724
## 229 0.08968 0.11980 0.1036000 0.074880 0.1506
## 230 0.08306 0.04458 0.0009737 0.002941 0.1773
## 231 0.09357 0.08574 0.0716000 0.020170 0.1799
## 232 0.08682 0.04571 0.0210900 0.020540 0.1571
## 233 0.07837 0.22330 0.3003000 0.077980 0.1704
## 234 0.11690 0.13190 0.1478000 0.084880 0.1948
## 235 0.08276 0.04234 0.0199700 0.014990 0.1539
## 236 0.11280 0.09263 0.0427900 0.031320 0.1853
## 237 0.10440 0.19800 0.1697000 0.088780 0.1737
## 238 0.10360 0.07632 0.0256500 0.015100 0.1678
## 239 0.09657 0.07234 0.0237900 0.016150 0.1897
## 240 0.10700 0.05971 0.0483100 0.030700 0.1737
## 241 0.10960 0.12790 0.0978900 0.052460 0.1908
## 242 0.11500 0.08201 0.0413200 0.019240 0.1649
## 243 0.07969 0.06053 0.0373500 0.005128 0.1274
## 244 0.08662 0.06290 0.0289100 0.028370 0.1564
## 245 0.10620 0.18490 0.2417000 0.097400 0.1733
## 246 0.08491 0.05030 0.0233700 0.009615 0.1580
## 247 0.08117 0.03912 0.0024700 0.005159 0.1630
## 248 0.08837 0.12300 0.1009000 0.038900 0.1872
## 249 0.08600 0.05943 0.0158800 0.005917 0.1769
## 250 0.08437 0.06450 0.0405500 0.019450 0.1615
## 251 0.09883 0.13640 0.0772100 0.061420 0.1668
## 252 0.11090 0.31140 0.3176000 0.137700 0.2495
## 253 0.08365 0.11140 0.1007000 0.027570 0.1810
## 254 0.12300 0.25760 0.3189000 0.119800 0.2113
## 255 0.12480 0.09755 0.1010000 0.066150 0.1976
## 256 0.10440 0.06159 0.0204700 0.012570 0.2025
## 257 0.08388 0.07800 0.0881700 0.029250 0.1473
## 258 0.08858 0.05313 0.0278300 0.021000 0.1601
## 259 0.09831 0.05234 0.0365300 0.028640 0.1590
## 260 0.09779 0.08129 0.0666400 0.047810 0.1885
## 261 0.10290 0.09758 0.0478300 0.033260 0.1937
## 262 0.09030 0.07658 0.0599900 0.027380 0.1593
## 263 0.10920 0.12230 0.1466000 0.080870 0.1931
## 264 0.07991 0.05326 0.0299500 0.020700 0.1579
## 265 0.11970 0.14960 0.2417000 0.120300 0.2248
## 266 0.12730 0.19320 0.1859000 0.093530 0.2350
## 267 0.08054 0.05907 0.0577400 0.010710 0.1964
## 268 0.09783 0.15310 0.0860600 0.028720 0.1902
## 269 0.08192 0.05200 0.0171400 0.012610 0.1544
## 270 0.10270 0.15580 0.2049000 0.088860 0.1978
## 271 0.08044 0.08895 0.0739000 0.040830 0.1574
## 272 0.09740 0.24580 0.2065000 0.111800 0.2397
## 273 0.08045 0.05361 0.0268100 0.032510 0.1641
## 274 0.09172 0.06829 0.0337200 0.022720 0.1720
## 275 0.08523 0.14280 0.1114000 0.067720 0.1767
## 276 0.11420 0.15160 0.3201000 0.159500 0.1648
## 277 0.09587 0.08345 0.0682400 0.049510 0.1487
## 278 0.08455 0.10230 0.0925100 0.053020 0.1590
## 279 0.07431 0.04227 0.0000000 0.000000 0.1661
## 280 0.08098 0.04878 0.0000000 0.000000 0.1870
## 281 0.10650 0.21460 0.1684000 0.108000 0.2152
## 282 0.08511 0.04413 0.0050670 0.005664 0.1637
## 283 0.08386 0.05794 0.0075100 0.008488 0.1555
## 284 0.09423 0.06630 0.0470500 0.037310 0.1717
## 285 0.09726 0.08995 0.0906100 0.065270 0.1867
## 286 0.08641 0.06698 0.0519200 0.027910 0.1409
## 287 0.09463 0.13060 0.1115000 0.064620 0.2235
## 288 0.10370 0.13100 0.1411000 0.094310 0.1802
## 289 0.10070 0.16060 0.2712000 0.131000 0.2205
## 290 0.10760 0.13340 0.0801700 0.050740 0.1641
## 291 0.08123 0.04971 0.0000000 0.000000 0.1742
## 292 0.08302 0.06374 0.0255600 0.020310 0.1872
## 293 0.12000 0.12670 0.1385000 0.065260 0.1834
## 294 0.09231 0.07175 0.0439200 0.020270 0.1695
## 295 0.10630 0.19540 0.2448000 0.150100 0.1824
## 296 0.10300 0.21060 0.2310000 0.147100 0.1991
## 297 0.10460 0.17390 0.2085000 0.132200 0.2127
## 298 0.09831 0.10270 0.1479000 0.094980 0.1582
## 299 0.11000 0.09009 0.0378100 0.027980 0.1657
## 300 0.10260 0.18930 0.2236000 0.091940 0.2151
## 301 0.08694 0.11850 0.1193000 0.096670 0.1741
## 302 0.06576 0.05220 0.0247500 0.013740 0.1635
## 303 0.07515 0.03718 0.0030900 0.006588 0.1442
## 304 0.11060 0.14690 0.1445000 0.081720 0.2116
## 305 0.10250 0.12040 0.1147000 0.064620 0.1935
## 306 0.09159 0.10740 0.1554000 0.083400 0.1448
## 307 0.10480 0.20870 0.2550000 0.094290 0.2128
## 308 0.09879 0.08836 0.0329600 0.023900 0.1735
## 309 0.08138 0.11670 0.0905000 0.035620 0.1744
## 310 0.10510 0.11920 0.0786000 0.044510 0.1962
## 311 0.09156 0.13130 0.1523000 0.101500 0.2166
## 312 0.10080 0.10410 0.1266000 0.083530 0.1813
## 313 0.09950 0.07957 0.0454800 0.031600 0.1732
## 314 0.12250 0.07210 0.0592900 0.074040 0.2015
## 315 0.10410 0.14360 0.0984700 0.061580 0.1974
## 316 0.07517 0.04726 0.0127100 0.011170 0.1421
## 317 0.10030 0.13280 0.1980000 0.104300 0.1809
## 318 0.09509 0.16820 0.1950000 0.123700 0.1909
## 319 0.09566 0.08194 0.0482400 0.022570 0.2030
## 320 0.08875 0.07780 0.0460800 0.035280 0.1521
## 321 0.09514 0.15110 0.1544000 0.048460 0.2082
## 322 0.09610 0.13360 0.1348000 0.060180 0.1896
## 323 0.09078 0.13130 0.1465000 0.086830 0.2095
## 324 0.09768 0.07849 0.0332800 0.020080 0.1688
## 325 0.07926 0.03393 0.0105300 0.011080 0.1546
## 326 0.09874 0.10530 0.1335000 0.087950 0.2132
## 327 0.09070 0.06945 0.0146200 0.018960 0.1517
## 328 0.11550 0.17520 0.2133000 0.094790 0.2096
## 329 0.11350 0.07589 0.0313600 0.026450 0.2540
## 330 0.10690 0.12830 0.2308000 0.141000 0.1797
## 331 0.09250 0.04102 0.0000000 0.000000 0.1903
## 332 0.09136 0.07883 0.0179700 0.020900 0.1861
## 333 0.09594 0.05736 0.0253100 0.016980 0.1381
## 334 0.07734 0.03212 0.0112300 0.005051 0.1673
## 335 0.11670 0.13050 0.1539000 0.086240 0.1957
## 336 0.08182 0.06230 0.0589200 0.031570 0.1359
## 337 0.07436 0.02650 0.0011940 0.005449 0.1528
## 338 0.10660 0.14130 0.3130000 0.043750 0.2111
## 339 0.09116 0.14020 0.1060000 0.060900 0.1953
## 340 0.10430 0.12990 0.1191000 0.062110 0.1784
## 341 0.09495 0.08501 0.0550000 0.045280 0.1735
## 342 0.09029 0.12060 0.1468000 0.082710 0.1953
## 343 0.11650 0.12830 0.1799000 0.079810 0.1869
## 344 0.09592 0.13250 0.1548000 0.028540 0.2054
## 345 0.10080 0.12840 0.1043000 0.056130 0.2160
## 346 0.10370 0.08404 0.0433400 0.017780 0.1584
## 347 0.08293 0.07698 0.0472100 0.023810 0.1930
## 348 0.10920 0.09486 0.0203100 0.018610 0.1645
## 349 0.09215 0.08597 0.0748600 0.043350 0.1561
## 350 0.10300 0.09218 0.0544100 0.042740 0.1820
## 351 0.07966 0.05581 0.0208700 0.026520 0.1589
## 352 0.09847 0.11570 0.0987500 0.079530 0.1739
## 353 0.08123 0.05824 0.0619500 0.023430 0.1566
## 354 0.08759 0.06575 0.0513300 0.018990 0.1487
## 355 0.11720 0.14790 0.1267000 0.090290 0.1953
## 356 0.10440 0.07773 0.0217200 0.015040 0.1717
## 357 0.10890 0.07232 0.0175600 0.019520 0.1934
## 358 0.08871 0.06900 0.0266900 0.013930 0.1533
## 359 0.09463 0.10900 0.1127000 0.074000 0.1794
## 360 0.09240 0.05605 0.0399600 0.012820 0.1692
## 361 0.08355 0.08348 0.0904200 0.060220 0.1467
## 362 0.08401 0.10020 0.0993800 0.053640 0.1847
## 363 0.07699 0.03398 0.0000000 0.000000 0.1701
## 364 0.09996 0.07542 0.0192300 0.019680 0.1800
## 365 0.10450 0.07057 0.0249000 0.029410 0.1900
## 366 0.09984 0.11200 0.0673700 0.025940 0.1818
## 367 0.11150 0.16650 0.1855000 0.105400 0.1971
## 368 0.07984 0.04626 0.0154100 0.010430 0.1621
## 369 0.08597 0.05969 0.0136700 0.008907 0.1833
## 370 0.10350 0.11880 0.1379000 0.085910 0.1776
## 371 0.11580 0.10850 0.0592800 0.032790 0.1943
## 372 0.07721 0.08751 0.0598800 0.021800 0.2341
## 373 0.08313 0.04202 0.0077560 0.008535 0.1539
## 374 0.09087 0.07838 0.0291600 0.015270 0.1464
## 375 0.08583 0.05430 0.0296600 0.022720 0.1799
## 376 0.07372 0.04043 0.0071730 0.011490 0.1613
## 377 0.08275 0.07214 0.0410500 0.030270 0.1840
## 378 0.10420 0.12970 0.0589200 0.028800 0.1779
## 379 0.09379 0.03872 0.0014870 0.003333 0.1954
## 380 0.10130 0.07808 0.0432800 0.029290 0.1883
## 381 0.08684 0.06330 0.0134200 0.022930 0.1555
## 382 0.10150 0.06797 0.0249500 0.018750 0.1695
## 383 0.09444 0.09947 0.1204000 0.049380 0.2075
## 384 0.10400 0.15590 0.1354000 0.077520 0.1998
## 385 0.10490 0.08499 0.0430200 0.025940 0.1927
## 386 0.08877 0.08066 0.0435800 0.024380 0.1669
## 387 0.09401 0.19610 0.2195000 0.108800 0.1721
## 388 0.10680 0.06678 0.0229700 0.017800 0.1482
## 389 0.09488 0.08511 0.0862500 0.044890 0.1609
## 390 0.09427 0.06712 0.0552600 0.045630 0.1711
## 391 0.09997 0.13140 0.1698000 0.082930 0.1713
## 392 0.07449 0.03558 0.0000000 0.000000 0.1060
## 393 0.07685 0.06059 0.0185700 0.017230 0.1353
## 394 0.10200 0.14530 0.1921000 0.096640 0.1902
## 395 0.09277 0.07255 0.0175200 0.018800 0.1631
## 396 0.07026 0.04831 0.0204500 0.008507 0.1607
## 397 0.10880 0.11680 0.0709700 0.044970 0.1886
## 398 0.09200 0.10360 0.1122000 0.074830 0.1717
## 399 0.09797 0.13390 0.1863000 0.110300 0.2082
## 400 0.10240 0.05301 0.0068290 0.007937 0.1350
## 401 0.09492 0.08419 0.0233000 0.024160 0.1387
## 402 0.07115 0.07325 0.0809200 0.028000 0.1422
## 403 0.09401 0.17190 0.1657000 0.075930 0.1853
## 404 0.09446 0.10760 0.1527000 0.089410 0.1571
## 405 0.08284 0.12230 0.1010000 0.028330 0.1601
## 406 0.09150 0.11310 0.0979900 0.077850 0.1618
## 407 0.09880 0.14380 0.0665100 0.053970 0.1990
## 408 0.09373 0.06685 0.0351200 0.026230 0.1667
## 409 0.11620 0.16490 0.1690000 0.089230 0.2157
## 410 0.08464 0.04087 0.0165200 0.016670 0.1551
## 411 0.08760 0.13460 0.1374000 0.039800 0.1596
## 412 0.06883 0.03813 0.0163300 0.003125 0.1869
## 413 0.07793 0.05139 0.0225100 0.007875 0.1399
## 414 0.10510 0.06095 0.0359200 0.026000 0.1339
## 415 0.07813 0.04340 0.0224500 0.027630 0.2101
## 416 0.10890 0.14480 0.2256000 0.119400 0.1823
## 417 0.09639 0.06889 0.0350300 0.028750 0.1734
## 418 0.09751 0.11390 0.0800700 0.042230 0.1912
## 419 0.09905 0.16690 0.1641000 0.126500 0.1875
## 420 0.10910 0.17000 0.1659000 0.074150 0.2678
## 421 0.10720 0.15990 0.4108000 0.078570 0.2548
## 422 0.09056 0.07081 0.0525300 0.033340 0.1616
## 423 0.09754 0.05113 0.0198200 0.017860 0.1830
## 424 0.16340 0.22390 0.0973000 0.052520 0.2378
## 425 0.09059 0.08155 0.0618100 0.023610 0.1167
## 426 0.11220 0.12620 0.1128000 0.068730 0.1905
## 427 0.11580 0.12060 0.0117100 0.017870 0.2459
## 428 0.08924 0.07074 0.0334600 0.028770 0.1573
## 429 0.10030 0.07504 0.0050250 0.011160 0.1791
## 430 0.13350 0.22840 0.2448000 0.124200 0.2398
## 431 0.09258 0.07862 0.0528500 0.030850 0.1761
## 432 0.10680 0.12480 0.1569000 0.094510 0.1860
## 433 0.09723 0.07165 0.0415100 0.018630 0.2079
## 434 0.10120 0.13170 0.1491000 0.091830 0.1832
## 435 0.08915 0.11130 0.0945700 0.036130 0.1489
## 436 0.09309 0.05306 0.0176500 0.027330 0.1373
## 437 0.08923 0.05884 0.0802000 0.058430 0.1550
## 438 0.07941 0.05366 0.0387300 0.023770 0.1829
## 439 0.09752 0.05272 0.0206100 0.007799 0.1683
## 440 0.10890 0.11410 0.0684300 0.037380 0.1993
## 441 0.09579 0.11250 0.0710700 0.029500 0.1761
## 442 0.09246 0.06747 0.0297400 0.024430 0.1664
## 443 0.10390 0.15530 0.1700000 0.088150 0.1855
## 444 0.10710 0.11550 0.0578600 0.052660 0.1779
## 445 0.09812 0.12980 0.1417000 0.088110 0.1809
## 446 0.10240 0.06492 0.0295600 0.020760 0.1815
## 447 0.08043 0.06807 0.0469700 0.023440 0.1773
## 448 0.07683 0.03892 0.0015460 0.005592 0.1382
## 449 0.09363 0.11540 0.0663600 0.031420 0.1967
## 450 0.09898 0.11100 0.1007000 0.064310 0.1793
## 451 0.10530 0.07722 0.0066430 0.012160 0.1788
## 452 0.10340 0.13530 0.1085000 0.045620 0.1943
## 453 0.10100 0.13180 0.1856000 0.102100 0.1989
## 454 0.06613 0.10640 0.0877700 0.023860 0.1349
## 455 0.09773 0.08120 0.0255500 0.021790 0.2019
## 456 0.09970 0.10210 0.0848700 0.055320 0.1724
## 457 0.12910 0.10470 0.0687700 0.065560 0.2403
## 458 0.09469 0.11430 0.1367000 0.086460 0.1769
## 459 0.09138 0.04276 0.0000000 0.000000 0.1722
## 460 0.06251 0.01938 0.0015950 0.001852 0.1395
## 461 0.10840 0.19880 0.3635000 0.168900 0.2061
## 462 0.10180 0.13890 0.1594000 0.087440 0.1943
## 463 0.07987 0.07079 0.0354600 0.020740 0.2003
## 464 0.08817 0.06718 0.0105500 0.009937 0.1405
## 465 0.11860 0.22760 0.2229000 0.140100 0.3040
## 466 0.10540 0.13160 0.0774100 0.027990 0.1811
## 467 0.08511 0.05251 0.0014610 0.003261 0.1632
## 468 0.08947 0.12320 0.1090000 0.062540 0.1720
## 469 0.10610 0.11110 0.0672600 0.039650 0.1743
## 470 0.08458 0.05895 0.0353400 0.029440 0.1714
## 471 0.08749 0.06601 0.0311200 0.028640 0.1694
## 472 0.08421 0.05352 0.0194700 0.019390 0.1515
## 473 0.08983 0.03766 0.0256200 0.029230 0.1467
## 474 0.08420 0.11300 0.1145000 0.066370 0.1428
## 475 0.08752 0.06000 0.0236700 0.023770 0.1854
## 476 0.09746 0.11170 0.1130000 0.079500 0.1807
## 477 0.06935 0.10730 0.0794300 0.029780 0.1203
## 478 0.09684 0.11750 0.1572000 0.115500 0.1554
## 479 0.08992 0.09823 0.0594000 0.048190 0.1879
## 480 0.11620 0.16810 0.1357000 0.067590 0.2275
## 481 0.11010 0.10990 0.0884200 0.057780 0.1856
## 482 0.09752 0.11410 0.0938800 0.058390 0.1879
## 483 0.10640 0.18870 0.2319000 0.124400 0.2183
## 484 0.09699 0.12940 0.1307000 0.037160 0.1669
## 485 0.07561 0.03630 0.0083060 0.011620 0.1671
## 486 0.12430 0.23640 0.2914000 0.124200 0.2375
## 487 0.08946 0.06258 0.0294800 0.015140 0.2238
## 488 0.13260 0.27680 0.4264000 0.182300 0.2556
## 489 0.07335 0.05275 0.0180000 0.012560 0.1713
## 490 0.12160 0.21540 0.1689000 0.063670 0.2196
## 491 0.10010 0.12890 0.1170000 0.077620 0.2116
## 492 0.11780 0.27700 0.3514000 0.152000 0.2397
## 493 0.12570 0.15550 0.2032000 0.109700 0.1966
## 494 0.09687 0.09752 0.0526300 0.027880 0.1619
## 495 0.12430 0.08963 0.0300000 0.009259 0.1828
## 496 0.12180 0.16610 0.0482500 0.053030 0.1709
## 497 0.10050 0.09697 0.0615400 0.030290 0.1945
## 498 0.09714 0.10470 0.0825900 0.052520 0.1746
## 499 0.09260 0.20630 0.1784000 0.114400 0.1893
## 500 0.10630 0.16390 0.1751000 0.083990 0.2091
## 501 0.07497 0.07112 0.0364900 0.023070 0.1846
## 502 0.08206 0.06669 0.0329900 0.033230 0.1528
## 503 0.11700 0.20220 0.1722000 0.102800 0.2164
## 504 0.09073 0.16600 0.2280000 0.059410 0.2188
## 505 0.11750 0.14830 0.1020000 0.055640 0.1957
## 506 0.07780 0.03574 0.0049670 0.006434 0.1845
## 507 0.06429 0.02675 0.0072500 0.006250 0.1508
## 508 0.08472 0.05016 0.0341600 0.025410 0.1659
## 509 0.10990 0.22360 0.3174000 0.147400 0.2149
## 510 0.11200 0.15710 0.1522000 0.084810 0.2085
## 511 0.10750 0.12700 0.0456800 0.031100 0.1967
## 512 0.08855 0.07027 0.0569900 0.047440 0.1538
## 513 0.11090 0.15160 0.1218000 0.051820 0.2301
## 514 0.09646 0.08711 0.0388800 0.025630 0.1360
## 515 0.09742 0.14970 0.1811000 0.087730 0.2175
## 516 0.10880 0.17990 0.1695000 0.068610 0.2123
## 517 0.08474 0.07864 0.0869000 0.070170 0.1812
## 518 0.10960 0.15990 0.1974000 0.127900 0.2069
## 519 0.11480 0.14850 0.1772000 0.106000 0.2092
## 520 0.10020 0.14830 0.0870500 0.051020 0.1850
## 521 0.09816 0.10130 0.0633500 0.022180 0.1925
## 522 0.09965 0.10580 0.0800500 0.038210 0.1925
## 523 0.08320 0.04605 0.0468600 0.027390 0.1852
## 524 0.05263 0.04362 0.0000000 0.000000 0.1587
## 525 0.11700 0.07568 0.0000000 0.000000 0.1930
## 526 0.09425 0.06219 0.0390000 0.016150 0.2010
## 527 0.07903 0.07529 0.0543800 0.020360 0.1514
## 528 0.08402 0.06722 0.0729300 0.055960 0.2129
## 529 0.08713 0.05008 0.0239900 0.021730 0.2013
## 530 0.08311 0.05428 0.0147900 0.005769 0.1680
## 531 0.08605 0.10110 0.0657400 0.037910 0.1588
## 532 0.08668 0.11990 0.0925200 0.013640 0.2037
## 533 0.07896 0.04522 0.0140200 0.018350 0.1459
## 534 0.09831 0.15560 0.1793000 0.088660 0.1794
## 535 0.10150 0.15890 0.2545000 0.114900 0.2202
## 536 0.09040 0.08269 0.0583500 0.030780 0.1705
## 537 0.09524 0.05473 0.0303600 0.022780 0.1920
## 538 0.08814 0.05253 0.0158300 0.011480 0.1936
## 539 0.09578 0.10180 0.0368800 0.023690 0.1620
## 540 0.08983 0.07525 0.0419600 0.033500 0.1620
## 541 0.08772 0.07304 0.0695000 0.053900 0.2026
## 542 0.13710 0.12250 0.0333200 0.024210 0.2197
## 543 0.08393 0.04216 0.0018600 0.002924 0.1697
## 544 0.11700 0.18750 0.2565000 0.150400 0.2569
## 545 0.12860 0.34540 0.3754000 0.160400 0.2906
## 546 0.10050 0.07943 0.0615500 0.033700 0.1730
## 547 0.09462 0.12430 0.0926300 0.023080 0.1305
## 548 0.09676 0.07952 0.0268800 0.017810 0.1759
## 549 0.09929 0.11260 0.0446200 0.043040 0.1537
## 550 0.10310 0.09092 0.0659200 0.027490 0.1675
## 551 0.07551 0.08316 0.0612600 0.018670 0.1580
## 552 0.07274 0.06064 0.0450500 0.014710 0.1690
## 553 0.11860 0.23960 0.2273000 0.085430 0.2030
## 554 0.10730 0.09713 0.0528200 0.044400 0.1598
## 555 0.08791 0.05205 0.0277200 0.020680 0.1619
## 556 0.11670 0.20870 0.2810000 0.156200 0.2162
## 557 0.09345 0.05991 0.0263800 0.020690 0.1834
## 558 0.10310 0.18360 0.1450000 0.063000 0.2086
## 559 0.10060 0.05743 0.0236300 0.025830 0.1566
## 560 0.09179 0.08890 0.0406900 0.022600 0.1893
## 561 0.09823 0.10980 0.1319000 0.055980 0.1885
## 562 0.08673 0.06545 0.0199400 0.016920 0.1638
## 563 0.06995 0.05223 0.0347600 0.017370 0.1707
## 564 0.11340 0.08834 0.0380000 0.034000 0.1543
## 565 0.07466 0.05994 0.0485900 0.028700 0.1454
## 566 0.09882 0.09159 0.0358100 0.020370 0.1633
## 567 0.09057 0.10520 0.0537500 0.032630 0.1727
## 568 0.10990 0.09242 0.0689500 0.064950 0.1650
## 569 0.10010 0.15150 0.1932000 0.125500 0.1973
## dimension_mean radius_se texture_se perimeter_se area_se smoothness_se
## 1 0.05955 0.2360 0.6656 1.6700 17.430 0.008045
## 2 0.06491 0.4505 1.1970 3.4300 27.100 0.007470
## 3 0.06340 0.1967 1.3870 1.3420 13.540 0.005158
## 4 0.06072 0.3384 1.3430 1.8510 26.330 0.011270
## 5 0.05544 0.1783 0.4125 1.3380 17.720 0.005012
## 6 0.06267 0.2864 1.4400 2.2060 20.300 0.007278
## 7 0.06570 0.2388 2.9040 1.9360 16.970 0.008200
## 8 0.07421 0.5648 1.9300 3.9090 52.720 0.008824
## 9 0.06481 0.3550 1.5340 2.3020 23.130 0.007595
## 10 0.06907 0.1601 0.8225 1.3550 10.800 0.007416
## 11 0.06222 0.5904 1.2160 4.2060 75.090 0.006666
## 12 0.06228 0.2200 0.9823 1.4840 16.510 0.005518
## 13 0.06020 0.3152 0.7884 2.3120 27.400 0.007295
## 14 0.05501 0.4040 1.2140 2.5950 32.960 0.007491
## 15 0.05391 0.4674 1.3750 2.9160 56.180 0.011900
## 16 0.06147 0.2254 1.1080 2.2240 19.540 0.004242
## 17 0.05723 0.3117 0.8155 1.9720 27.940 0.005217
## 18 0.05984 0.2100 0.9505 1.5660 17.610 0.006809
## 19 0.07469 1.0720 1.7430 7.8040 130.800 0.007964
## 20 0.06471 0.2005 0.8163 1.9730 15.240 0.006773
## 21 0.06095 0.2451 0.7655 1.7420 17.860 0.006905
## 22 0.07405 0.2957 1.9780 2.1580 20.950 0.012880
## 23 0.06615 0.3796 1.7430 3.0180 25.780 0.009519
## 24 0.06467 0.4309 1.0680 2.7960 39.840 0.009006
## 25 0.07782 0.3336 1.8600 2.0410 19.910 0.011880
## 26 0.06566 0.2787 0.6205 1.9570 23.350 0.004717
## 27 0.05710 0.2950 1.3730 2.0990 25.220 0.005884
## 28 0.06540 0.4390 1.0120 3.4980 43.500 0.005233
## 29 0.07125 0.1844 0.9429 1.4290 12.070 0.005954
## 30 0.05701 0.1584 0.6124 1.0360 13.220 0.004394
## 31 0.05518 0.3975 0.8285 2.5670 33.010 0.004148
## 32 0.06065 0.2367 1.3800 1.4570 19.870 0.007499
## 33 0.07369 0.9289 1.4650 5.8010 104.900 0.006766
## 34 0.05597 0.3342 1.7810 2.0790 25.790 0.005888
## 35 0.05640 0.4165 0.6237 2.5610 37.110 0.004953
## 36 0.05897 0.1402 0.5417 1.1010 11.350 0.005212
## 37 0.05461 0.7888 0.7975 5.4860 96.050 0.004444
## 38 0.07839 0.3962 0.6538 3.0210 25.030 0.010170
## 39 0.05534 0.5990 1.3910 4.1290 67.340 0.006123
## 40 0.06684 0.2873 0.9173 2.4640 28.090 0.004563
## 41 0.05572 0.3977 1.0330 2.5870 52.340 0.005043
## 42 0.06082 0.7364 1.0480 4.7920 97.070 0.004057
## 43 0.09744 0.4956 1.1560 3.4450 27.230 0.009110
## 44 0.07238 0.1814 0.6412 0.9219 14.410 0.005231
## 45 0.05536 0.1555 0.5762 1.3920 14.030 0.003308
## 46 0.05340 0.6362 1.3050 4.3120 76.360 0.005530
## 47 0.06148 0.1415 0.9671 0.9680 9.704 0.005883
## 48 0.06121 0.9948 0.8509 7.2220 153.100 0.006369
## 49 0.06079 0.2136 1.3320 1.5130 19.290 0.005442
## 50 0.06249 0.3642 1.0400 2.5790 28.320 0.006530
## 51 0.06916 0.2563 1.1940 1.9330 22.690 0.005960
## 52 0.05907 0.2318 0.4966 2.2760 19.880 0.004119
## 53 0.06019 0.3438 1.1400 2.2250 25.060 0.005463
## 54 0.06129 0.3354 2.3240 2.1050 29.960 0.006307
## 55 0.06229 0.5539 1.5600 4.6670 83.160 0.009327
## 56 0.06902 0.2860 1.0160 1.5350 12.960 0.006794
## 57 0.06758 0.1924 0.6417 1.3450 13.040 0.006982
## 58 0.06048 0.4245 1.2680 2.6800 26.430 0.014390
## 59 0.06877 1.5090 3.1200 9.8070 233.000 0.023330
## 60 0.05892 0.4709 0.9951 2.9030 53.160 0.005654
## 61 0.06343 0.9811 1.6660 8.8300 104.900 0.006548
## 62 0.06365 1.0880 1.4100 7.3370 122.300 0.006174
## 63 0.05866 0.5296 1.6670 3.7670 58.530 0.031130
## 64 0.05587 0.2385 0.8265 1.5720 20.530 0.003280
## 65 0.07032 0.4388 0.7096 3.3840 44.910 0.006789
## 66 0.06761 0.2949 1.6560 1.9550 21.550 0.011340
## 67 0.05674 0.2927 0.8907 2.0440 24.680 0.006032
## 68 0.05255 0.3160 0.9115 1.9540 28.900 0.005031
## 69 0.05853 0.2479 0.9195 1.8300 19.410 0.004235
## 70 0.06461 0.2067 0.8745 1.3930 15.340 0.005251
## 71 0.06419 0.2130 0.5914 1.5450 18.520 0.005367
## 72 0.06331 0.2619 2.0150 1.7780 16.850 0.007803
## 73 0.08743 0.4653 1.9110 3.7690 24.200 0.009845
## 74 0.05243 0.4834 1.0460 3.1630 50.950 0.004369
## 75 0.05268 0.4789 2.0600 3.4790 46.610 0.003443
## 76 0.06404 0.2978 1.5020 2.2030 20.950 0.007112
## 77 0.05425 0.2577 0.4757 1.8170 28.920 0.002866
## 78 0.05667 0.2727 0.9429 1.8310 18.150 0.009282
## 79 0.06140 0.3265 0.6594 2.3460 25.180 0.006494
## 80 0.06069 0.4537 0.8733 3.0610 49.810 0.007231
## 81 0.05650 0.2713 1.2170 1.8930 24.280 0.005080
## 82 0.05474 0.2382 0.8355 1.6870 18.320 0.005996
## 83 0.05696 0.2621 1.5390 2.0280 20.980 0.005498
## 84 0.06346 0.5115 0.7372 3.8140 42.760 0.005508
## 85 0.06914 0.2562 0.9858 1.8090 16.040 0.006635
## 86 0.05581 0.1532 0.4690 1.1150 12.680 0.004731
## 87 0.05808 0.1166 0.4957 0.7714 8.955 0.003681
## 88 0.06016 0.3408 1.9240 2.2870 28.930 0.005841
## 89 0.05278 0.6917 1.1270 4.3030 93.990 0.004728
## 90 0.06843 0.3191 1.2490 2.2840 26.450 0.006739
## 91 0.06133 0.2889 0.9899 1.7780 21.790 0.008534
## 92 0.06046 0.1532 0.7810 1.2530 11.910 0.003796
## 93 0.05443 0.2298 0.9988 1.5340 22.180 0.002826
## 94 0.05449 0.2621 1.2320 1.6570 21.190 0.006054
## 95 0.07542 0.2860 2.1100 2.1120 31.720 0.007970
## 96 0.05976 0.3371 0.7476 2.6290 33.270 0.005839
## 97 0.05899 0.2357 1.2990 2.3970 20.210 0.003629
## 98 0.05715 0.2070 1.2380 1.2340 13.880 0.007595
## 99 0.06908 0.2467 1.2170 1.6410 15.050 0.007899
## 100 0.06782 0.8973 1.4740 7.3820 120.000 0.008166
## 101 0.06862 0.3198 1.4890 2.2300 20.740 0.008902
## 102 0.06447 0.3539 4.8850 2.2300 21.690 0.001713
## 103 0.06270 0.1904 0.5293 1.1640 13.170 0.006472
## 104 0.05922 0.4727 1.2400 3.1950 45.400 0.005718
## 105 0.05635 0.1630 1.6010 0.8730 13.560 0.006261
## 106 0.06574 0.2034 1.1660 1.5670 14.340 0.004957
## 107 0.06184 0.3602 1.4780 3.2120 27.490 0.009853
## 108 0.06894 0.1811 0.7959 0.9857 12.580 0.006272
## 109 0.06328 0.5196 1.9180 3.5640 33.000 0.008263
## 110 0.06144 0.2865 1.6780 1.9680 18.990 0.006908
## 111 0.06520 0.3060 1.6570 2.1550 20.620 0.008540
## 112 0.08261 0.1935 1.9620 1.2430 10.210 0.012430
## 113 0.06213 0.7128 1.5810 4.8950 90.470 0.008102
## 114 0.07682 0.2121 1.1690 2.0610 19.210 0.006429
## 115 0.05888 0.4062 1.2100 2.6350 28.470 0.005857
## 116 0.05407 0.5100 1.6790 3.2830 58.380 0.008109
## 117 0.06466 0.2092 0.6509 1.4460 19.420 0.004044
## 118 0.06744 0.6470 1.3310 4.6750 66.910 0.007269
## 119 0.05581 0.9553 1.1860 6.4870 124.400 0.006804
## 120 0.06501 0.3106 1.5100 2.5900 21.570 0.007807
## 121 0.05890 0.2185 0.8561 1.4950 17.910 0.004599
## 122 0.05024 0.8601 1.4800 7.0290 111.700 0.008124
## 123 0.05878 0.2512 1.7860 1.9610 18.210 0.006122
## 124 0.05054 1.2070 1.0510 7.7330 224.100 0.005568
## 125 0.06372 0.1707 0.7615 1.0900 12.250 0.009191
## 126 0.06243 0.3278 1.0590 2.4750 22.930 0.006652
## 127 0.07692 0.3908 0.9238 2.4100 34.660 0.007162
## 128 0.05416 0.4157 1.6270 2.9140 33.010 0.008312
## 129 0.05044 0.6896 1.3420 5.2160 81.230 0.004428
## 130 0.05982 0.2027 1.8510 1.8950 18.540 0.006113
## 131 0.06898 0.2530 0.8749 3.4660 24.190 0.006965
## 132 0.06181 0.2244 0.8950 1.8040 19.360 0.003980
## 133 0.05781 0.2351 1.5970 1.5390 17.850 0.004973
## 134 0.05623 1.1760 1.2560 7.6730 158.700 0.010300
## 135 0.07976 0.1779 1.0300 1.3180 12.300 0.012620
## 136 0.06330 0.8068 0.9017 5.4550 102.600 0.006048
## 137 0.07098 0.5169 2.0790 3.1670 28.850 0.015820
## 138 0.05907 0.1822 0.7285 1.1710 13.250 0.005528
## 139 0.06071 0.8161 2.1290 6.0760 87.170 0.006455
## 140 0.06110 0.2273 0.6329 1.5200 17.470 0.007210
## 141 0.05699 0.8529 1.8490 5.6320 93.540 0.010750
## 142 0.07871 1.0950 0.9053 8.5890 153.400 0.006399
## 143 0.05533 0.7655 2.4630 5.2030 99.040 0.005769
## 144 0.07292 0.7036 1.2680 5.3730 60.780 0.009407
## 145 0.06924 0.2545 0.9832 2.1100 21.050 0.004452
## 146 0.05780 0.1859 1.9260 1.0110 14.470 0.007831
## 147 0.06082 0.5058 0.9849 3.5640 54.160 0.005771
## 148 0.05593 0.3389 1.4390 2.3440 33.580 0.007257
## 149 0.05561 0.3778 2.2000 2.4870 31.160 0.007357
## 150 0.06066 0.1199 0.8944 0.8484 9.227 0.003457
## 151 0.05673 0.1716 0.7151 1.0470 12.690 0.004928
## 152 0.07029 0.6965 1.7470 4.6070 43.520 0.013070
## 153 0.06235 0.2143 0.7712 1.6890 16.640 0.005324
## 154 0.06201 0.2104 0.9670 1.3560 12.970 0.007086
## 155 0.07192 0.8811 1.7700 4.3600 77.110 0.007762
## 156 0.06959 0.5079 1.2470 3.2670 30.480 0.006836
## 157 0.05520 0.2580 1.1660 1.6830 22.220 0.003741
## 158 0.06870 0.2366 1.4280 1.8220 16.970 0.008064
## 159 0.05768 0.1818 2.5420 1.2770 13.120 0.010720
## 160 0.05718 0.2338 1.3530 1.7350 20.200 0.004455
## 161 0.05318 0.4057 1.1530 2.7010 36.350 0.004481
## 162 0.06233 0.4866 1.9050 2.8770 34.680 0.015740
## 163 0.05883 0.2543 1.3630 1.7370 20.740 0.005638
## 164 0.06833 0.1746 1.3050 1.1440 9.789 0.007389
## 165 0.05484 1.2910 0.7452 9.6350 180.200 0.005753
## 166 0.05770 0.8361 1.4810 5.8200 128.700 0.004631
## 167 0.05448 0.5220 0.8121 3.7630 48.290 0.007089
## 168 0.05464 0.8348 1.6330 6.1460 90.940 0.006717
## 169 0.06207 0.2710 0.7927 1.8190 22.790 0.008584
## 170 0.05580 0.2500 0.7574 1.5730 21.470 0.002838
## 171 0.06777 0.2871 0.8937 1.8970 24.250 0.006532
## 172 0.06544 0.2208 0.9533 1.6020 18.850 0.005314
## 173 0.07451 0.5835 1.3770 3.8560 50.960 0.008805
## 174 0.05859 0.3380 1.9160 2.5910 26.760 0.005436
## 175 0.05671 0.4697 1.1470 3.1420 43.400 0.006003
## 176 0.05997 0.2655 1.0950 1.7780 20.350 0.005293
## 177 0.05961 0.7275 1.1930 4.8370 102.500 0.006458
## 178 0.06214 0.1855 0.6881 1.2630 12.980 0.004259
## 179 0.06049 0.6289 0.6633 4.2930 71.560 0.006294
## 180 0.05677 0.1924 1.5710 1.1830 14.680 0.005080
## 181 0.06013 0.3534 1.3260 2.3080 27.240 0.007514
## 182 0.05391 0.7474 1.0160 5.0290 79.250 0.010820
## 183 0.05912 0.2191 0.6946 1.4790 17.740 0.004348
## 184 0.05986 0.2711 0.3621 1.9740 26.440 0.005472
## 185 0.06028 0.2976 1.9660 1.9590 19.620 0.012890
## 186 0.06031 0.1753 1.0270 1.2670 11.090 0.003478
## 187 0.06325 0.2959 0.6790 2.1530 31.980 0.005532
## 188 0.05727 0.5959 1.2020 3.7660 68.350 0.006001
## 189 0.05096 0.5925 0.6863 3.8680 74.850 0.004536
## 190 0.06312 0.2684 1.4090 1.7500 16.390 0.013800
## 191 0.06248 0.7049 1.3320 4.5330 74.080 0.006770
## 192 0.05541 0.2522 1.0450 1.6490 18.950 0.006175
## 193 0.05669 0.2446 0.4334 1.8260 23.310 0.003271
## 194 0.07077 0.3700 1.0330 2.8790 32.550 0.005607
## 195 0.05549 0.3699 1.1500 2.4060 40.980 0.004626
## 196 0.07224 0.5190 2.9100 5.8010 67.100 0.007545
## 197 0.06464 0.6534 1.5060 4.1740 63.370 0.010520
## 198 0.05866 0.3721 1.1110 2.2790 33.760 0.004868
## 199 0.06317 0.1998 0.6068 1.4430 16.070 0.004413
## 200 0.06154 0.2666 0.8309 2.0970 19.960 0.004405
## 201 0.05504 1.2140 2.1880 8.0770 106.000 0.006883
## 202 0.05977 0.3077 1.6210 2.2400 20.200 0.006543
## 203 0.05913 0.3186 1.3360 2.3100 28.510 0.004449
## 204 0.07070 0.3424 1.8030 2.7110 20.480 0.012910
## 205 0.06506 0.3446 0.7395 2.3550 24.530 0.009536
## 206 0.07083 0.3331 1.9610 2.9370 32.520 0.009538
## 207 0.05859 0.1816 0.7656 1.3030 12.890 0.006709
## 208 0.06287 0.6450 2.1050 4.1380 49.110 0.005596
## 209 0.05335 0.2244 0.6864 1.5090 20.390 0.003338
## 210 0.07398 0.6298 0.7629 4.4140 81.460 0.004253
## 211 0.05935 0.2913 1.3890 2.3470 23.290 0.006418
## 212 0.06758 0.4226 1.1500 2.7350 40.090 0.003659
## 213 0.06487 0.5907 1.0410 3.7050 69.470 0.005820
## 214 0.05594 0.1833 0.5308 1.5920 15.260 0.004271
## 215 0.06837 0.1482 0.5380 1.3010 9.597 0.004474
## 216 0.06960 0.5158 1.4410 3.3120 34.620 0.007514
## 217 0.06623 0.3834 1.0030 2.4950 28.620 0.007509
## 218 0.06009 0.3478 1.0180 2.7490 31.010 0.004107
## 219 0.07613 0.3345 0.8902 2.2170 27.190 0.007510
## 220 0.05553 0.6642 0.8561 4.6030 97.850 0.004910
## 221 0.06100 0.1807 0.6931 1.3400 13.380 0.006064
## 222 0.06275 0.2253 0.6457 1.5270 17.370 0.006131
## 223 0.06552 1.1110 1.1610 7.2370 133.000 0.006056
## 224 0.07005 0.3251 2.1740 2.0770 24.620 0.010370
## 225 0.05975 0.3309 1.9250 2.1550 21.980 0.008713
## 226 0.07359 0.3368 2.7770 2.2220 17.810 0.020750
## 227 0.09575 0.2744 1.3900 1.7870 17.670 0.021770
## 228 0.06053 0.4331 1.0010 3.0080 52.490 0.009087
## 229 0.05491 0.3971 0.8282 3.0880 40.730 0.006090
## 230 0.06081 0.2144 0.9961 1.5290 15.070 0.005617
## 231 0.06166 0.3135 2.4260 2.1500 23.130 0.009861
## 232 0.05708 0.3833 0.9078 2.6020 30.150 0.007702
## 233 0.07769 0.3628 1.4900 3.3990 29.250 0.005298
## 234 0.06277 0.4375 1.2320 3.2700 44.410 0.006697
## 235 0.05637 0.2409 1.3670 1.4770 18.760 0.008835
## 236 0.06401 0.3713 1.1540 2.5540 27.570 0.008998
## 237 0.06672 0.2796 0.9622 3.5910 25.200 0.008081
## 238 0.07126 0.1267 0.6793 1.0690 7.254 0.007897
## 239 0.06329 0.2497 1.4930 1.4970 16.640 0.007189
## 240 0.06440 0.3719 2.6120 2.5170 23.220 0.016040
## 241 0.06130 0.4250 0.8098 2.5630 35.740 0.006351
## 242 0.07633 0.1665 0.5864 1.3540 8.966 0.008261
## 243 0.06724 0.1186 1.1820 1.1740 6.802 0.005515
## 244 0.05307 0.4007 1.3170 2.5770 44.410 0.005726
## 245 0.06697 0.7661 0.7800 4.1150 92.810 0.008482
## 246 0.06235 0.2957 1.3630 2.0540 18.240 0.007440
## 247 0.06439 0.1851 1.3410 1.1840 11.600 0.005724
## 248 0.06341 0.2542 1.0790 2.6150 23.110 0.007138
## 249 0.06503 0.1563 0.9567 1.0940 8.205 0.008968
## 250 0.06104 0.1912 1.7050 1.5160 13.860 0.007334
## 251 0.06869 0.3720 0.8423 2.3040 34.840 0.004123
## 252 0.08104 1.2920 2.4540 10.1200 138.500 0.012360
## 253 0.07252 0.3305 1.0670 2.5690 22.970 0.010380
## 254 0.07115 0.4030 0.7747 3.1230 41.510 0.007159
## 255 0.06457 0.5461 2.6350 4.0910 44.740 0.010040
## 256 0.06601 0.4302 2.8780 2.7590 25.170 0.014740
## 257 0.05746 0.2535 1.3540 1.9940 23.040 0.004147
## 258 0.05913 0.1916 1.5550 1.3590 13.660 0.005391
## 259 0.05653 0.2368 0.8732 1.4710 18.330 0.007962
## 260 0.05766 0.2699 0.7886 2.0580 23.560 0.008462
## 261 0.06161 0.2841 1.6520 1.8690 22.220 0.008146
## 262 0.06127 0.2199 2.2390 1.4370 14.460 0.012050
## 263 0.05796 0.4743 0.7859 3.0940 48.310 0.006240
## 264 0.05594 0.3316 0.9264 2.0560 28.410 0.003704
## 265 0.06382 0.6009 1.3980 3.9990 67.780 0.008268
## 266 0.07389 0.3063 1.0020 2.4060 24.320 0.005731
## 267 0.06315 0.3567 1.9220 2.7470 22.790 0.004680
## 268 0.08980 0.5262 0.8522 3.1680 25.440 0.017210
## 269 0.05976 0.2239 1.1390 1.5770 18.040 0.005096
## 270 0.06000 0.5243 1.8020 4.0370 60.410 0.010610
## 271 0.05750 0.3639 1.2650 2.6680 30.570 0.005421
## 272 0.07800 0.9555 3.5680 11.0700 116.200 0.003139
## 273 0.05764 0.1504 1.6850 1.2370 12.670 0.005371
## 274 0.05914 0.2505 1.0250 1.7400 19.680 0.004854
## 275 0.05529 0.4357 1.0730 3.8330 54.220 0.005524
## 276 0.05525 2.8730 1.4760 21.9800 525.600 0.013450
## 277 0.05748 0.2323 1.6360 1.5960 21.840 0.005415
## 278 0.05648 0.4564 1.0750 3.4250 48.550 0.005903
## 279 0.05948 0.3163 1.3040 2.1150 20.670 0.009579
## 280 0.07285 0.3777 1.4620 2.4920 19.140 0.012660
## 281 0.06673 0.9806 0.5505 6.3110 134.800 0.007940
## 282 0.06343 0.1344 1.0830 0.9812 9.332 0.004200
## 283 0.06048 0.2430 1.1520 1.5590 18.020 0.007180
## 284 0.05660 0.3242 0.6612 1.9960 27.190 0.006470
## 285 0.05580 0.4203 0.7383 2.8190 45.420 0.004493
## 286 0.05355 0.2204 1.0060 1.4710 19.980 0.003535
## 287 0.06433 0.4207 1.8450 3.5340 31.000 0.010880
## 288 0.06188 0.5079 0.8737 3.6540 59.700 0.005089
## 289 0.05898 1.0040 0.8208 6.3720 137.900 0.005283
## 290 0.06854 0.2324 0.6332 1.6960 18.400 0.005704
## 291 0.06059 0.5375 2.9270 3.6180 29.110 0.011590
## 292 0.05669 0.1705 0.5066 1.3720 14.000 0.004230
## 293 0.06877 0.6191 2.1120 4.9060 49.700 0.013800
## 294 0.05916 0.2527 0.7786 1.8740 18.570 0.005833
## 295 0.06140 1.0080 0.6999 7.5610 130.200 0.003978
## 296 0.06739 0.9915 0.9004 7.0500 139.900 0.004989
## 297 0.06251 0.6986 0.9901 4.7060 87.780 0.004578
## 298 0.05395 0.7582 1.0170 5.8650 112.400 0.006494
## 299 0.06608 0.2513 0.5040 1.7140 18.540 0.007327
## 300 0.06578 0.3147 0.9857 3.0700 33.120 0.009197
## 301 0.05176 1.0000 0.6336 6.9710 119.300 0.009406
## 302 0.05586 0.2300 0.6690 1.6610 20.560 0.003169
## 303 0.05743 0.2818 0.7614 1.8080 18.540 0.006142
## 304 0.07325 0.3906 0.9306 3.0930 33.670 0.005414
## 305 0.06303 0.3473 0.9209 2.2440 32.190 0.004766
## 306 0.05592 0.5240 1.1890 3.7670 70.010 0.005020
## 307 0.07152 0.2602 1.2050 2.3620 22.650 0.004625
## 308 0.06200 0.1458 0.9050 0.9975 11.360 0.002887
## 309 0.06493 0.4220 1.9090 3.2710 39.430 0.005790
## 310 0.06303 0.2569 0.4981 2.0110 21.030 0.005851
## 311 0.05419 0.8336 1.7360 5.1680 100.400 0.004938
## 312 0.05613 0.3093 0.8568 2.1930 33.630 0.004757
## 313 0.06088 0.2431 0.9462 1.5640 20.640 0.003245
## 314 0.05875 0.6412 2.2930 4.0210 48.840 0.014180
## 315 0.06782 0.3704 0.8249 2.4270 31.330 0.005072
## 316 0.05763 0.1689 1.1500 1.4000 14.910 0.004942
## 317 0.05883 0.7572 0.7813 5.4380 94.440 0.011490
## 318 0.06309 1.0580 0.9635 7.2470 155.800 0.006428
## 319 0.06552 0.2800 1.4670 1.9940 17.850 0.003495
## 320 0.05912 0.3428 0.3981 2.5370 29.060 0.004732
## 321 0.07325 0.3921 1.2070 5.0040 30.190 0.007234
## 322 0.05656 0.4615 0.9197 3.0080 45.190 0.005776
## 323 0.05649 0.7576 1.5090 4.5540 87.870 0.006016
## 324 0.06194 0.3118 0.9227 2.0000 24.790 0.007803
## 325 0.05754 0.1153 0.6745 0.7570 9.006 0.003265
## 326 0.06022 0.6997 1.4750 4.7820 80.600 0.006471
## 327 0.05835 0.2589 1.5030 1.6670 22.070 0.007389
## 328 0.07331 0.5520 1.0720 3.5980 58.630 0.008699
## 329 0.06087 0.4202 1.3220 2.8730 34.780 0.007017
## 330 0.05506 1.0090 0.9245 6.4620 164.100 0.006292
## 331 0.06422 0.1988 0.4960 1.2180 12.260 0.006040
## 332 0.06347 0.3665 0.7693 2.5970 26.500 0.005910
## 333 0.06400 0.1728 0.4064 1.1260 11.480 0.007809
## 334 0.05649 0.2113 0.5996 1.4380 15.820 0.005343
## 335 0.06216 1.2960 1.4520 8.4190 101.900 0.010000
## 336 0.05526 0.2134 0.3628 1.5250 20.000 0.004291
## 337 0.05185 0.3511 0.9527 2.3290 28.300 0.005783
## 338 0.08046 0.3274 1.1940 1.8850 17.670 0.009549
## 339 0.06083 0.6422 1.5300 4.3690 88.250 0.007548
## 340 0.06259 0.1630 0.3871 1.1430 13.870 0.006034
## 341 0.05875 0.2387 0.6372 1.7290 21.830 0.003958
## 342 0.05629 0.5495 0.6636 3.0550 57.650 0.003872
## 343 0.06532 0.5706 1.4570 2.9610 57.720 0.010560
## 344 0.07669 0.2428 1.6420 2.3690 16.390 0.006663
## 345 0.05891 0.4332 1.2650 2.8440 43.680 0.004877
## 346 0.07065 0.4030 1.4240 2.7470 22.870 0.013850
## 347 0.06621 0.5381 1.2000 4.2770 30.180 0.010930
## 348 0.06562 0.2843 1.9080 1.9370 21.380 0.006664
## 349 0.05915 0.3860 1.1980 2.6300 38.490 0.004952
## 350 0.06850 0.2623 1.2040 1.8650 19.390 0.008320
## 351 0.05586 0.2142 0.6549 1.6060 19.250 0.004837
## 352 0.06149 0.6003 0.8225 4.6550 61.100 0.005627
## 353 0.05708 0.2116 1.3600 1.5020 16.830 0.008412
## 354 0.06529 0.2344 0.9861 1.5970 16.410 0.009113
## 355 0.06654 0.3577 1.2810 2.4500 35.240 0.006703
## 356 0.06899 0.2351 2.0110 1.6600 14.200 0.010520
## 357 0.06285 0.2137 1.3420 1.5170 12.330 0.009719
## 358 0.06057 0.2222 0.8652 1.4440 17.120 0.005517
## 359 0.05742 0.4467 0.7732 3.1800 53.910 0.004314
## 360 0.06576 0.3013 1.8790 2.1210 17.860 0.010940
## 361 0.05177 0.6874 1.0410 5.1440 83.500 0.007959
## 362 0.05338 0.4033 1.0780 2.9030 36.580 0.009769
## 363 0.05960 0.4455 3.6470 2.8840 35.130 0.007339
## 364 0.06569 0.1911 0.5477 1.3480 11.880 0.005682
## 365 0.06635 0.3661 1.5110 2.4100 24.440 0.005433
## 366 0.06782 0.2784 1.7680 1.6280 20.860 0.012150
## 367 0.06166 0.8113 1.4000 5.5400 93.910 0.009037
## 368 0.05952 0.1781 1.6870 1.2430 11.280 0.006588
## 369 0.06100 0.1312 0.3602 1.1070 9.438 0.004124
## 370 0.05647 0.5959 0.6342 3.7970 71.000 0.004649
## 371 0.06612 0.2577 1.0950 1.5660 18.490 0.009702
## 372 0.06963 0.4098 2.2650 2.6080 23.520 0.008738
## 373 0.05945 0.1840 1.5320 1.1990 13.240 0.007881
## 374 0.06284 0.2194 1.1900 1.6780 16.260 0.004911
## 375 0.05826 0.1692 0.6674 1.1160 13.320 0.003888
## 376 0.06013 0.3276 1.4860 2.1080 24.600 0.010390
## 377 0.05680 0.3031 1.3850 2.1770 27.410 0.004775
## 378 0.06588 0.2608 0.8730 2.1170 19.200 0.006715
## 379 0.05821 0.2375 1.2800 1.5650 17.090 0.008426
## 380 0.06168 0.2562 1.0380 1.6860 18.620 0.006662
## 381 0.05673 0.3419 1.6780 2.3310 29.630 0.005836
## 382 0.06556 0.2868 1.1430 2.2890 20.560 0.010170
## 383 0.05636 0.4204 2.2200 3.3010 38.870 0.009369
## 384 0.06515 0.3340 0.6857 2.1830 35.030 0.004185
## 385 0.06211 0.2430 1.0100 1.4910 18.190 0.008577
## 386 0.06714 0.1144 1.0230 0.9887 7.326 0.010270
## 387 0.06194 1.1670 1.3520 8.8670 156.800 0.005687
## 388 0.06600 0.1485 1.5630 1.0350 10.080 0.008875
## 389 0.05871 0.4565 1.2900 2.8610 43.140 0.005872
## 390 0.05657 0.2067 0.4706 1.1460 20.670 0.007394
## 391 0.05916 0.3897 1.0770 2.8730 43.950 0.004714
## 392 0.05502 0.3141 3.8960 2.0410 22.810 0.007594
## 393 0.05953 0.1872 0.9234 1.4490 14.550 0.004477
## 394 0.06220 0.6361 1.0010 4.3210 69.650 0.007392
## 395 0.06155 0.2047 0.4801 1.3730 17.250 0.003828
## 396 0.05474 0.2541 0.6218 1.7090 23.120 0.003728
## 397 0.06320 0.2456 0.7339 1.6670 15.890 0.005884
## 398 0.06097 0.3129 0.8413 2.0750 29.440 0.009882
## 399 0.05715 0.6226 2.2840 5.1730 67.660 0.004756
## 400 0.06890 0.3350 2.0430 2.1320 20.050 0.011130
## 401 0.06891 0.2498 1.2160 1.9760 15.240 0.008732
## 402 0.05823 0.1639 1.1400 1.2230 14.660 0.005919
## 403 0.06261 0.5558 0.6062 3.5280 68.170 0.005015
## 404 0.05478 0.6137 0.6575 4.1190 77.020 0.006211
## 405 0.06432 0.2810 0.8135 3.3690 23.810 0.004929
## 406 0.05557 0.5781 0.9168 4.2180 72.440 0.006208
## 407 0.06572 0.1745 0.4890 1.3490 14.910 0.004510
## 408 0.06113 0.1408 0.4607 1.1030 10.500 0.006040
## 409 0.06768 0.4266 0.9489 2.9890 41.180 0.006985
## 410 0.06403 0.2152 0.8301 1.2150 12.640 0.011640
## 411 0.06409 0.2025 0.4402 2.3930 16.350 0.005501
## 412 0.05628 0.1210 0.8927 1.0590 8.605 0.003653
## 413 0.05688 0.2525 1.2390 1.8060 17.740 0.006547
## 414 0.05945 0.4489 2.5080 3.2580 34.370 0.006578
## 415 0.06113 0.5619 1.2680 3.7170 37.830 0.008034
## 416 0.06115 0.5659 1.4080 3.6310 67.740 0.005288
## 417 0.05865 0.1759 0.9938 1.1430 12.670 0.005133
## 418 0.06412 0.3491 0.7706 2.6770 32.140 0.004577
## 419 0.06020 0.9761 1.8920 7.1280 103.600 0.008439
## 420 0.07371 0.3197 1.4260 2.2810 24.720 0.005427
## 421 0.09296 0.8245 2.6640 4.0730 49.850 0.010970
## 422 0.05684 0.3105 0.8339 2.0970 29.910 0.004675
## 423 0.06105 0.2251 0.7815 1.4290 15.480 0.009019
## 424 0.09502 0.4076 1.0930 3.0140 20.040 0.009783
## 425 0.06217 0.3344 1.1080 1.9020 22.770 0.007356
## 426 0.06590 0.4255 1.1780 2.9270 36.460 0.007781
## 427 0.06581 0.3610 1.0500 2.4550 26.650 0.005800
## 428 0.05703 0.3028 0.6683 1.6120 23.920 0.005756
## 429 0.06331 0.2441 2.0900 1.6480 16.800 0.012910
## 430 0.07596 0.6592 1.0590 4.0610 59.460 0.010150
## 431 0.06130 0.2310 1.0050 1.7520 19.830 0.004088
## 432 0.05941 0.5449 0.9225 3.2180 67.360 0.006176
## 433 0.05968 0.2271 1.2550 1.4410 16.160 0.005969
## 434 0.06697 0.7923 1.0450 4.8510 95.770 0.007974
## 435 0.06640 0.2574 1.3760 2.8060 18.150 0.008565
## 436 0.05700 0.2571 1.0810 1.5580 23.920 0.006692
## 437 0.04996 0.3283 0.8280 2.3630 36.740 0.007571
## 438 0.05667 0.1942 0.9086 1.4930 15.750 0.005298
## 439 0.07187 0.1559 0.5796 1.0460 8.322 0.010110
## 440 0.06453 0.5018 1.6930 3.9260 38.340 0.009433
## 441 0.06540 0.2684 0.5664 2.4650 20.650 0.005727
## 442 0.05801 0.3460 1.3360 2.0660 31.240 0.005868
## 443 0.06284 0.4768 0.9644 3.7060 47.140 0.009250
## 444 0.06639 0.1588 0.5733 1.1020 12.840 0.004450
## 445 0.05966 0.5366 0.8561 3.0020 49.000 0.004860
## 446 0.06905 0.2773 0.9768 1.9090 15.700 0.009606
## 447 0.05429 0.4347 1.0570 2.8290 39.930 0.004351
## 448 0.06070 0.2335 0.9097 1.4660 16.970 0.004729
## 449 0.06314 0.2963 1.5630 2.0870 21.460 0.008872
## 450 0.06281 0.9291 1.1520 6.0510 115.200 0.008740
## 451 0.06450 0.1913 0.9027 1.2080 11.860 0.006513
## 452 0.06937 0.4053 1.8090 2.6420 34.440 0.009098
## 453 0.05884 0.6107 2.8360 5.3830 70.100 0.011240
## 454 0.06612 0.2560 1.5540 1.9550 20.240 0.006854
## 455 0.06290 0.2747 1.2030 1.9300 19.530 0.009895
## 456 0.06081 0.2406 0.7394 2.1200 21.200 0.005706
## 457 0.06641 0.4101 1.0140 2.6520 32.650 0.013400
## 458 0.05674 1.1720 1.6170 7.7490 199.700 0.004551
## 459 0.06724 0.2204 0.7873 1.4350 11.360 0.009172
## 460 0.05234 0.1731 1.1420 1.1010 14.340 0.003418
## 461 0.05623 2.5470 1.3060 18.6500 542.200 0.007650
## 462 0.06132 0.8191 1.9310 4.4930 103.900 0.008074
## 463 0.06246 0.1642 1.0310 1.2810 11.680 0.005296
## 464 0.05848 0.3563 0.4833 2.2350 29.340 0.006432
## 465 0.07413 1.0460 0.9760 7.2760 111.400 0.008029
## 466 0.07102 0.1767 1.4600 2.2040 15.430 0.010000
## 467 0.05894 0.1903 0.5735 1.2040 15.500 0.003632
## 468 0.05780 0.2986 0.5906 1.9210 35.770 0.004117
## 469 0.07279 0.3677 1.4710 1.5970 22.680 0.010490
## 470 0.05898 0.3892 1.0460 2.6440 32.740 0.007976
## 471 0.06287 0.7311 1.7480 5.1180 53.650 0.004571
## 472 0.05266 0.1840 1.0650 1.2860 16.640 0.003634
## 473 0.05863 0.1839 2.3420 1.1700 14.160 0.004352
## 474 0.05313 0.7392 1.3210 4.7220 109.900 0.005539
## 475 0.05698 0.6061 2.6430 4.0990 44.960 0.007517
## 476 0.05664 0.4041 0.5503 2.5470 48.900 0.004821
## 477 0.06659 0.1194 1.4340 1.7780 9.549 0.005042
## 478 0.05661 0.6643 1.3610 4.5420 81.890 0.005467
## 479 0.05852 0.2877 0.9480 2.1710 24.870 0.005332
## 480 0.07237 0.4751 1.5280 2.9740 39.050 0.009680
## 481 0.06402 0.2929 0.8570 1.9280 24.190 0.003818
## 482 0.06390 0.2895 1.8510 2.3760 26.850 0.008005
## 483 0.06197 0.8307 1.4660 5.5740 105.000 0.006248
## 484 0.08116 0.4311 2.2610 3.1320 27.480 0.012860
## 485 0.05731 0.3534 0.6724 2.2250 26.030 0.006583
## 486 0.07603 0.5204 1.3240 3.4770 51.220 0.009329
## 487 0.06413 0.3776 1.3500 2.5690 22.730 0.007501
## 488 0.07039 1.2150 1.5450 10.0500 170.000 0.006515
## 489 0.05888 0.3237 1.4730 2.3260 26.070 0.007802
## 490 0.07950 0.2114 1.0270 1.7190 13.990 0.007405
## 491 0.06077 0.7548 1.2880 5.3530 89.740 0.007997
## 492 0.07016 0.7260 1.5950 5.7720 86.220 0.006522
## 493 0.07069 0.4209 0.6583 2.8050 44.640 0.005393
## 494 0.06408 0.1507 1.5830 1.1650 10.090 0.009501
## 495 0.06757 0.3582 2.0670 2.4930 18.390 0.011930
## 496 0.07253 0.4426 1.1690 3.1760 34.370 0.005273
## 497 0.06322 0.1803 1.2220 1.5280 11.770 0.009058
## 498 0.06177 0.1938 0.6123 1.3340 14.490 0.003350
## 499 0.06232 0.8426 1.1990 7.1580 106.400 0.006356
## 500 0.06650 0.2419 1.2780 1.9030 23.020 0.005345
## 501 0.05325 0.2473 0.5679 1.7750 22.950 0.002667
## 502 0.05697 0.3795 1.1870 2.4660 40.510 0.004029
## 503 0.07356 0.5692 1.0730 3.8540 54.180 0.007026
## 504 0.08450 0.1115 1.2310 2.3630 7.228 0.008499
## 505 0.07255 0.4101 1.7400 3.0270 27.850 0.014590
## 506 0.05828 0.2239 1.6470 1.4890 15.460 0.004359
## 507 0.05376 0.1302 0.7198 0.8439 10.770 0.003492
## 508 0.05348 0.2182 0.6232 1.6770 20.720 0.006708
## 509 0.06879 0.9622 1.0260 8.7580 118.800 0.006399
## 510 0.06864 1.3700 1.2130 9.4240 176.500 0.008198
## 511 0.06811 0.1852 0.7477 1.3830 14.670 0.004097
## 512 0.05510 0.4212 1.4330 2.7650 45.810 0.005444
## 513 0.07799 0.4825 1.0300 3.4750 41.000 0.005551
## 514 0.06344 0.2102 0.4336 1.3910 17.400 0.004133
## 515 0.06218 0.4312 1.0220 2.9720 45.500 0.005635
## 516 0.07254 0.3061 1.0690 2.2570 25.130 0.006983
## 517 0.05667 0.5435 0.7339 3.3980 74.080 0.005225
## 518 0.05999 0.7456 0.7869 4.5850 94.030 0.006150
## 519 0.06310 0.8337 1.5930 4.8770 98.810 0.003899
## 520 0.07310 0.1931 0.9223 1.4910 15.090 0.005251
## 521 0.06915 0.3276 1.1270 2.5640 20.770 0.007364
## 522 0.06373 0.3961 1.0440 2.4970 30.290 0.006953
## 523 0.05294 0.4681 1.6270 3.0430 45.380 0.006831
## 524 0.05884 0.3857 1.4280 2.5480 19.150 0.007189
## 525 0.07818 0.2241 1.5080 1.5530 9.833 0.010190
## 526 0.05769 0.2345 1.2190 1.5460 18.240 0.005518
## 527 0.06019 0.2449 1.0660 1.4450 18.510 0.005169
## 528 0.05025 0.5506 1.2140 3.3570 54.040 0.004024
## 529 0.05955 0.2656 1.9740 1.9540 17.490 0.006538
## 530 0.06412 0.3416 1.3120 2.2750 20.980 0.010980
## 531 0.06766 0.2742 1.3900 3.1980 21.910 0.006719
## 532 0.07751 0.2196 1.4790 1.4450 11.730 0.015470
## 533 0.05544 0.2954 0.8836 2.1090 23.240 0.007337
## 534 0.06323 0.3037 1.2840 2.4820 31.590 0.006627
## 535 0.06113 0.4953 1.1990 2.7650 63.330 0.005033
## 536 0.05913 0.1499 0.4875 1.1950 11.640 0.004873
## 537 0.05907 0.3249 0.9591 2.1830 23.470 0.008328
## 538 0.06128 0.1601 1.4300 1.1090 11.280 0.006064
## 539 0.06688 0.2720 1.0470 2.0760 23.120 0.006298
## 540 0.06582 0.2315 0.5391 1.4750 15.750 0.006153
## 541 0.05223 0.5858 0.8554 4.1060 68.460 0.005038
## 542 0.07696 0.3538 1.1300 2.3880 19.630 0.015460
## 543 0.05855 0.2719 1.3500 1.7210 22.450 0.006383
## 544 0.06670 0.5702 1.0230 4.0120 69.060 0.005485
## 545 0.08142 0.9317 1.8850 8.6490 116.400 0.010380
## 546 0.06470 0.2094 0.7636 1.2310 17.670 0.008725
## 547 0.07163 0.3132 0.9789 3.2800 16.940 0.018350
## 548 0.06183 0.2213 1.2850 1.5350 17.260 0.005608
## 549 0.06171 0.3645 1.4920 2.8880 29.840 0.007256
## 550 0.06043 0.2636 0.7294 1.8480 19.870 0.005488
## 551 0.06114 0.4993 1.7980 2.5520 41.240 0.006011
## 552 0.06083 0.4222 0.8092 3.3300 28.840 0.005541
## 553 0.08243 0.2976 1.5990 2.0390 23.940 0.007149
## 554 0.06677 0.4384 1.9070 3.1490 30.660 0.006587
## 555 0.05584 0.2084 1.3500 1.3140 17.580 0.005768
## 556 0.06606 0.6242 0.9209 4.1580 80.990 0.005215
## 557 0.05934 0.3927 0.8429 2.6840 26.990 0.006380
## 558 0.07406 0.5462 1.5110 4.7950 49.450 0.009976
## 559 0.06669 0.2073 1.8050 1.3770 19.080 0.014960
## 560 0.05886 0.2204 0.6221 1.4820 19.750 0.004796
## 561 0.06125 0.2860 1.0190 2.6570 24.910 0.005878
## 562 0.06129 0.2575 0.8073 1.9590 19.010 0.005403
## 563 0.05433 0.2315 0.9112 1.7270 20.520 0.005356
## 564 0.06476 0.2212 1.0420 1.6140 16.570 0.005910
## 565 0.05549 0.2023 0.6850 1.2360 16.890 0.005969
## 566 0.07005 0.3380 2.5090 2.3940 19.330 0.017360
## 567 0.06317 0.2054 0.4956 1.3440 19.530 0.003290
## 568 0.06121 0.3060 0.7213 2.1430 25.700 0.006133
## 569 0.06183 0.3414 1.3090 2.4070 39.060 0.004426
## compactness_se concavity_se points_se symmetry_se dimension_se radius_worst
## 1 0.011800 0.0168300 0.012410 0.019240 0.0022480 13.500
## 2 0.035810 0.0335400 0.013650 0.035040 0.0033180 11.880
## 3 0.009355 0.0105600 0.007483 0.017180 0.0021980 12.410
## 4 0.034980 0.0218700 0.019650 0.015800 0.0034420 11.920
## 5 0.014850 0.0155100 0.009155 0.016470 0.0017670 16.200
## 6 0.020470 0.0444700 0.008799 0.018680 0.0033390 13.070
## 7 0.029820 0.0573800 0.012670 0.014880 0.0047380 12.480
## 8 0.031080 0.0311200 0.012910 0.019980 0.0045060 19.200
## 9 0.022190 0.0288000 0.008614 0.027100 0.0034510 11.540
## 10 0.018770 0.0275800 0.010100 0.023480 0.0029170 11.920
## 11 0.027910 0.0406200 0.014790 0.011170 0.0037270 23.860
## 12 0.015620 0.0199400 0.007924 0.017990 0.0024840 13.590
## 13 0.031790 0.0461500 0.012540 0.015610 0.0032300 14.800
## 14 0.008593 0.0006920 0.004167 0.021900 0.0029900 14.230
## 15 0.019290 0.0490700 0.014990 0.016410 0.0018070 21.440
## 16 0.046390 0.0657800 0.016060 0.016380 0.0044060 15.480
## 17 0.015150 0.0167800 0.012680 0.016690 0.0023300 17.500
## 18 0.009514 0.0132900 0.006474 0.020570 0.0017840 13.710
## 19 0.047320 0.0764900 0.019360 0.027360 0.0059280 23.680
## 20 0.024560 0.0101800 0.008094 0.026620 0.0041430 13.340
## 21 0.008704 0.0197800 0.011850 0.018970 0.0016710 13.010
## 22 0.034950 0.0186500 0.017660 0.015600 0.0058240 12.980
## 23 0.021340 0.0199000 0.011550 0.020790 0.0027010 12.400
## 24 0.041850 0.0320400 0.022580 0.023530 0.0049840 16.110
## 25 0.037470 0.0459100 0.015440 0.022870 0.0067920 11.160
## 26 0.020650 0.0175900 0.009206 0.012200 0.0031300 16.570
## 27 0.014910 0.0187200 0.009366 0.018840 0.0018170 15.100
## 28 0.030570 0.0357600 0.010830 0.017680 0.0029670 20.270
## 29 0.034710 0.0502800 0.008510 0.017500 0.0040310 10.750
## 30 0.012500 0.0145100 0.005484 0.012910 0.0020740 14.730
## 31 0.004711 0.0028310 0.004821 0.014220 0.0022730 14.730
## 32 0.012020 0.0233200 0.008920 0.016470 0.0026290 14.490
## 33 0.070250 0.0659100 0.023110 0.016730 0.0113000 21.570
## 34 0.023100 0.0205900 0.010750 0.025780 0.0022670 14.100
## 35 0.018120 0.0303500 0.008648 0.015390 0.0022810 16.760
## 36 0.029840 0.0244300 0.008356 0.018180 0.0048680 14.540
## 37 0.016520 0.0226900 0.013700 0.013860 0.0016980 24.860
## 38 0.047410 0.0278900 0.011100 0.031270 0.0094230 13.150
## 39 0.024700 0.0262600 0.016040 0.020910 0.0034930 20.050
## 40 0.034810 0.0387200 0.012090 0.013880 0.0040810 18.550
## 41 0.015780 0.0211700 0.008185 0.012820 0.0018920 24.330
## 42 0.022770 0.0402900 0.013030 0.016860 0.0033180 26.730
## 43 0.074580 0.0566100 0.018670 0.059630 0.0092080 14.910
## 44 0.023050 0.0311300 0.007315 0.016390 0.0057010 13.720
## 45 0.013150 0.0099040 0.004832 0.013160 0.0020950 15.140
## 46 0.052960 0.0611000 0.014440 0.021400 0.0050360 19.760
## 47 0.006263 0.0093980 0.006189 0.020090 0.0023770 11.680
## 48 0.042430 0.0426600 0.015080 0.023350 0.0033850 33.130
## 49 0.019570 0.0330400 0.013670 0.013150 0.0024640 14.800
## 50 0.033690 0.0471200 0.014030 0.027400 0.0046510 13.460
## 51 0.034380 0.0390900 0.014350 0.019390 0.0045600 15.750
## 52 0.032070 0.0364400 0.011550 0.013910 0.0032040 16.410
## 53 0.019640 0.0207900 0.005398 0.014770 0.0030710 13.450
## 54 0.028450 0.0385000 0.010110 0.011850 0.0035890 15.750
## 55 0.051210 0.0895800 0.024650 0.021750 0.0051950 25.120
## 56 0.035750 0.0398000 0.013830 0.021340 0.0046030 15.530
## 57 0.039160 0.0401700 0.015280 0.022600 0.0068220 12.450
## 58 0.012000 0.0015970 0.002404 0.025380 0.0034700 11.870
## 59 0.098060 0.1278000 0.018220 0.045470 0.0098750 26.020
## 60 0.021990 0.0305900 0.014990 0.016230 0.0019650 23.790
## 61 0.100600 0.0972300 0.026380 0.053330 0.0076460 24.090
## 62 0.036340 0.0464400 0.015690 0.011450 0.0051200 23.140
## 63 0.085550 0.1438000 0.039270 0.021750 0.0125600 18.070
## 64 0.011020 0.0139000 0.006881 0.013800 0.0012860 15.930
## 65 0.053280 0.0644600 0.022520 0.036720 0.0043940 18.070
## 66 0.031750 0.0312500 0.011350 0.018790 0.0053480 13.580
## 67 0.011040 0.0225900 0.009057 0.014820 0.0024960 15.140
## 68 0.006021 0.0053250 0.006324 0.014940 0.0008948 16.460
## 69 0.015410 0.0145700 0.010430 0.015280 0.0015930 14.980
## 70 0.017270 0.0184000 0.005298 0.014490 0.0026710 13.350
## 71 0.022390 0.0304900 0.012620 0.013770 0.0031870 15.530
## 72 0.014490 0.0169000 0.008043 0.021000 0.0027780 11.160
## 73 0.065900 0.1027000 0.025270 0.034910 0.0078770 10.060
## 74 0.008274 0.0115300 0.007437 0.013020 0.0013090 19.820
## 75 0.026610 0.0305600 0.011100 0.015200 0.0015190 18.220
## 76 0.024930 0.0270300 0.012930 0.019580 0.0044630 13.830
## 77 0.009181 0.0141200 0.006719 0.010690 0.0010870 21.310
## 78 0.009216 0.0206300 0.008965 0.021830 0.0021460 12.330
## 79 0.027680 0.0313700 0.010690 0.017310 0.0043920 14.190
## 80 0.027720 0.0250900 0.014800 0.014140 0.0033360 21.080
## 81 0.013700 0.0072760 0.009073 0.013500 0.0017060 16.110
## 82 0.022120 0.0211700 0.006433 0.020250 0.0017250 13.350
## 83 0.020450 0.0179500 0.006399 0.018290 0.0019560 14.200
## 84 0.044120 0.0443600 0.016230 0.024270 0.0048410 16.340
## 85 0.017770 0.0210100 0.011640 0.021080 0.0037210 12.840
## 86 0.013450 0.0165200 0.005905 0.016190 0.0020810 13.620
## 87 0.009169 0.0087320 0.005740 0.011290 0.0013660 13.610
## 88 0.012460 0.0079360 0.009128 0.015640 0.0029850 15.050
## 89 0.012590 0.0171500 0.010380 0.010830 0.0019870 29.170
## 90 0.022510 0.0208600 0.013520 0.018700 0.0037470 15.110
## 91 0.006364 0.0061800 0.007408 0.010650 0.0033510 13.630
## 92 0.013710 0.0134600 0.007096 0.015360 0.0015410 14.060
## 93 0.009105 0.0131100 0.005174 0.010130 0.0013450 17.910
## 94 0.008974 0.0056810 0.006336 0.012150 0.0015140 14.340
## 95 0.135400 0.1166000 0.016660 0.051130 0.0117200 15.740
## 96 0.032450 0.0371500 0.014590 0.014670 0.0031210 18.760
## 97 0.037130 0.0345200 0.010650 0.026320 0.0037050 14.130
## 98 0.015000 0.0141200 0.008578 0.017920 0.0017840 13.060
## 99 0.014000 0.0085340 0.007624 0.026370 0.0037610 11.170
## 100 0.056930 0.0573000 0.020300 0.010650 0.0058930 30.000
## 101 0.047850 0.0733900 0.017450 0.027280 0.0076100 11.690
## 102 0.006736 0.0000000 0.000000 0.037990 0.0016880 9.968
## 103 0.011220 0.0128200 0.008849 0.016920 0.0028170 12.320
## 104 0.011620 0.0199800 0.011090 0.014100 0.0020850 19.070
## 105 0.015690 0.0307900 0.005383 0.019620 0.0022500 13.940
## 106 0.021140 0.0415600 0.008038 0.018430 0.0036140 12.400
## 107 0.042350 0.0627100 0.019660 0.026390 0.0042050 13.370
## 108 0.021980 0.0396600 0.009894 0.013200 0.0038130 13.160
## 109 0.018700 0.0127700 0.005917 0.024660 0.0029770 13.030
## 110 0.009442 0.0069720 0.006159 0.026940 0.0020600 12.360
## 111 0.023100 0.0294500 0.013980 0.015650 0.0038400 13.140
## 112 0.054160 0.0775300 0.010220 0.023090 0.0117800 9.092
## 113 0.021010 0.0334200 0.016010 0.020450 0.0045700 22.250
## 114 0.059360 0.0550100 0.016280 0.019610 0.0080930 15.030
## 115 0.009758 0.0116800 0.007445 0.024060 0.0017690 12.980
## 116 0.043080 0.0494200 0.017420 0.015940 0.0037390 20.380
## 117 0.015970 0.0200000 0.007303 0.015220 0.0019760 18.330
## 118 0.029280 0.0497200 0.016390 0.018520 0.0042320 21.200
## 119 0.031690 0.0344600 0.017120 0.018970 0.0040450 25.730
## 120 0.039320 0.0511200 0.018760 0.028600 0.0057150 14.190
## 121 0.009169 0.0091270 0.004814 0.012470 0.0017080 15.490
## 122 0.036110 0.0548900 0.027650 0.031760 0.0023650 23.240
## 123 0.023370 0.0159600 0.006998 0.031940 0.0022110 12.440
## 124 0.011120 0.0209600 0.011970 0.012630 0.0018030 30.750
## 125 0.008548 0.0094000 0.006315 0.017550 0.0030090 12.510
## 126 0.026520 0.0222100 0.007807 0.018940 0.0034110 12.680
## 127 0.029120 0.0547300 0.013880 0.015470 0.0070980 16.310
## 128 0.017420 0.0338900 0.015760 0.017400 0.0028710 15.790
## 129 0.027310 0.0404000 0.013610 0.020300 0.0026860 22.320
## 130 0.025830 0.0464500 0.012760 0.014510 0.0037560 15.290
## 131 0.062130 0.0792600 0.022340 0.014990 0.0057840 16.350
## 132 0.028090 0.0366900 0.012740 0.015810 0.0039560 15.140
## 133 0.013720 0.0149800 0.009117 0.017240 0.0013430 14.370
## 134 0.028910 0.0519800 0.024540 0.011140 0.0042390 25.450
## 135 0.023480 0.0180000 0.012850 0.022200 0.0083130 11.690
## 136 0.018820 0.0274100 0.011300 0.014680 0.0028010 26.460
## 137 0.019660 0.0000000 0.000000 0.018650 0.0067360 10.170
## 138 0.009789 0.0083420 0.006273 0.014650 0.0025300 13.140
## 139 0.017970 0.0450200 0.017440 0.018290 0.0037330 20.990
## 140 0.008380 0.0131100 0.008000 0.019960 0.0026350 13.100
## 141 0.027220 0.0508100 0.019110 0.022930 0.0042170 21.310
## 142 0.049040 0.0537300 0.015870 0.030030 0.0061930 25.380
## 143 0.024230 0.0395000 0.016780 0.018980 0.0024980 23.690
## 144 0.070560 0.0689900 0.018480 0.017000 0.0061130 17.670
## 145 0.030550 0.0268100 0.013520 0.014540 0.0037110 17.620
## 146 0.008776 0.0155600 0.006240 0.031390 0.0019880 12.570
## 147 0.040610 0.0279100 0.012820 0.020080 0.0041440 20.420
## 148 0.018050 0.0183200 0.010330 0.016940 0.0020010 18.130
## 149 0.010790 0.0099590 0.011200 0.034330 0.0029610 12.900
## 150 0.010470 0.0116700 0.005558 0.012510 0.0013560 13.290
## 151 0.003012 0.0026200 0.003390 0.013930 0.0013440 13.340
## 152 0.018850 0.0060210 0.010520 0.031000 0.0042250 11.210
## 153 0.015630 0.0151000 0.007584 0.021040 0.0018870 14.480
## 154 0.007247 0.0101200 0.005495 0.015600 0.0026060 11.250
## 155 0.106400 0.0996000 0.027710 0.040770 0.0228600 15.770
## 156 0.008982 0.0234800 0.006565 0.019420 0.0027130 12.020
## 157 0.005274 0.0106500 0.005044 0.013440 0.0011260 15.500
## 158 0.017640 0.0259500 0.010370 0.013570 0.0030400 12.840
## 159 0.013310 0.0199300 0.011110 0.017170 0.0044920 10.940
## 160 0.013820 0.0209500 0.011840 0.016410 0.0019560 15.150
## 161 0.010380 0.0135800 0.010820 0.010690 0.0014350 16.360
## 162 0.082620 0.0809900 0.034870 0.034180 0.0065170 11.860
## 163 0.007939 0.0052540 0.006042 0.015440 0.0020870 15.110
## 164 0.004883 0.0036810 0.003472 0.027010 0.0021530 9.699
## 165 0.033560 0.0397600 0.021560 0.022010 0.0028970 30.790
## 166 0.025370 0.0310900 0.012410 0.015750 0.0027470 33.120
## 167 0.014280 0.0236000 0.012860 0.022660 0.0014630 16.770
## 168 0.059810 0.0463800 0.021490 0.027470 0.0058380 20.390
## 169 0.020170 0.0304700 0.009536 0.027690 0.0034790 14.770
## 170 0.015920 0.0178000 0.005828 0.013290 0.0019760 15.340
## 171 0.023360 0.0290500 0.012150 0.017430 0.0036430 15.670
## 172 0.017910 0.0218500 0.009567 0.012230 0.0028460 17.040
## 173 0.030290 0.0248800 0.014480 0.014860 0.0054120 17.060
## 174 0.024060 0.0309900 0.009919 0.020300 0.0030090 14.800
## 175 0.010630 0.0215100 0.009443 0.015200 0.0018680 17.980
## 176 0.016610 0.0207100 0.008179 0.017480 0.0028480 14.240
## 177 0.023060 0.0294500 0.015380 0.018520 0.0026080 26.140
## 178 0.014690 0.0194000 0.004168 0.011910 0.0035370 12.680
## 179 0.039940 0.0555400 0.016950 0.024280 0.0035350 22.820
## 180 0.006098 0.0106900 0.006797 0.014470 0.0015320 13.340
## 181 0.017790 0.0140100 0.011400 0.015030 0.0033380 14.440
## 182 0.022030 0.0350000 0.018090 0.015500 0.0019480 19.770
## 183 0.008153 0.0042720 0.006829 0.021540 0.0018020 14.670
## 184 0.019190 0.0203900 0.008260 0.015230 0.0028810 17.770
## 185 0.011040 0.0032970 0.004967 0.042430 0.0019630 11.980
## 186 0.012210 0.0107200 0.009393 0.029410 0.0034280 11.370
## 187 0.020080 0.0305500 0.013840 0.011770 0.0023360 19.590
## 188 0.014220 0.0285500 0.009148 0.014920 0.0022050 22.520
## 189 0.013760 0.0264500 0.012470 0.021930 0.0015890 23.060
## 190 0.010670 0.0083470 0.009472 0.017980 0.0042610 10.750
## 191 0.019380 0.0306700 0.011670 0.018750 0.0034340 19.920
## 192 0.012040 0.0137600 0.005832 0.010960 0.0018570 13.800
## 193 0.017700 0.0231000 0.008399 0.011480 0.0023790 17.180
## 194 0.042400 0.0474100 0.010900 0.018570 0.0054660 17.460
## 195 0.022630 0.0195400 0.009767 0.015470 0.0024300 20.110
## 196 0.060500 0.0213400 0.018430 0.030560 0.0103900 20.330
## 197 0.024310 0.0491200 0.017460 0.021200 0.0048670 18.510
## 198 0.018180 0.0112100 0.008606 0.020850 0.0028930 16.110
## 199 0.014430 0.0150900 0.007369 0.013540 0.0017870 15.350
## 200 0.030260 0.0434400 0.010870 0.019210 0.0046220 13.130
## 201 0.010940 0.0181800 0.019170 0.007882 0.0017540 14.990
## 202 0.021480 0.0299100 0.010450 0.018440 0.0026900 12.760
## 203 0.028080 0.0331200 0.011960 0.019060 0.0040150 16.760
## 204 0.040420 0.0510100 0.022950 0.021440 0.0058910 13.330
## 205 0.010970 0.0165100 0.011210 0.019530 0.0031000 13.060
## 206 0.049400 0.0601900 0.020410 0.021050 0.0060000 17.110
## 207 0.017010 0.0208000 0.007497 0.021240 0.0027680 12.770
## 208 0.010050 0.0127200 0.014320 0.015750 0.0027580 13.360
## 209 0.003746 0.0020300 0.003242 0.014800 0.0015660 14.970
## 210 0.047590 0.0387200 0.015670 0.017980 0.0052950 26.680
## 211 0.039610 0.0792700 0.017740 0.018780 0.0036960 13.900
## 212 0.028550 0.0257200 0.012720 0.018170 0.0041080 17.870
## 213 0.056160 0.0425200 0.011270 0.015270 0.0062990 23.320
## 214 0.020730 0.0282800 0.008468 0.014610 0.0026130 14.240
## 215 0.030930 0.0275700 0.006691 0.012120 0.0046720 11.940
## 216 0.010990 0.0076650 0.008193 0.041830 0.0059530 11.020
## 217 0.015610 0.0197700 0.009199 0.018050 0.0036290 14.450
## 218 0.032880 0.0282100 0.013500 0.016100 0.0027440 16.450
## 219 0.033450 0.0367200 0.011370 0.021650 0.0050820 15.470
## 220 0.025440 0.0282200 0.016230 0.019560 0.0037400 28.010
## 221 0.011800 0.0065640 0.007978 0.013740 0.0013920 13.500
## 222 0.012630 0.0090750 0.008231 0.017130 0.0044140 13.650
## 223 0.032030 0.0563800 0.017330 0.018840 0.0047870 25.930
## 224 0.017060 0.0258600 0.007506 0.018160 0.0039760 13.110
## 225 0.010170 0.0000000 0.000000 0.032650 0.0010020 11.540
## 226 0.014030 0.0000000 0.000000 0.061460 0.0068200 8.952
## 227 0.048880 0.0518900 0.014500 0.026320 0.0114800 10.600
## 228 0.027150 0.0554600 0.019100 0.024510 0.0040050 22.030
## 229 0.025690 0.0271300 0.013450 0.015940 0.0026580 20.420
## 230 0.007124 0.0009737 0.002941 0.017000 0.0020300 12.760
## 231 0.024180 0.0427500 0.009215 0.024750 0.0021280 13.120
## 232 0.008491 0.0130700 0.010300 0.029700 0.0014320 13.180
## 233 0.074460 0.1435000 0.022920 0.025660 0.0129800 15.300
## 234 0.020830 0.0324800 0.013920 0.015360 0.0027890 19.280
## 235 0.012330 0.0132800 0.009305 0.018970 0.0017260 13.870
## 236 0.012920 0.0185100 0.011670 0.021520 0.0032130 13.320
## 237 0.051220 0.0555100 0.018830 0.025450 0.0043120 16.080
## 238 0.017620 0.0180100 0.007320 0.015920 0.0039250 9.473
## 239 0.010350 0.0108100 0.006245 0.021580 0.0026190 12.250
## 240 0.013860 0.0186500 0.011330 0.034760 0.0035600 11.480
## 241 0.026790 0.0311900 0.013420 0.020620 0.0026950 16.390
## 242 0.022130 0.0325900 0.010400 0.017080 0.0038060 9.628
## 243 0.026740 0.0373500 0.005128 0.019510 0.0045830 9.965
## 244 0.011060 0.0124600 0.007671 0.014110 0.0015780 19.850
## 245 0.050570 0.0680000 0.019710 0.014670 0.0072590 25.280
## 246 0.011230 0.0233700 0.009615 0.022030 0.0041540 10.930
## 247 0.005697 0.0020740 0.003527 0.014450 0.0024110 11.110
## 248 0.046530 0.0382900 0.011620 0.020680 0.0061110 16.220
## 249 0.016460 0.0158800 0.005917 0.025740 0.0025820 8.964
## 250 0.025890 0.0294100 0.009166 0.017450 0.0043020 13.090
## 251 0.018190 0.0199600 0.010040 0.010550 0.0032370 16.760
## 252 0.059950 0.0823200 0.030240 0.023370 0.0060420 19.850
## 253 0.066690 0.0947200 0.020470 0.012190 0.0123300 12.040
## 254 0.037180 0.0616500 0.010510 0.015910 0.0050990 20.800
## 255 0.032470 0.0476300 0.028530 0.017150 0.0055280 14.620
## 256 0.016740 0.0136700 0.008674 0.030440 0.0045900 10.850
## 257 0.020480 0.0337900 0.008848 0.013940 0.0023270 16.300
## 258 0.009947 0.0116300 0.005872 0.013410 0.0016590 13.050
## 259 0.005612 0.0158500 0.008662 0.022540 0.0019060 13.460
## 260 0.014600 0.0238700 0.013150 0.019800 0.0023000 15.110
## 261 0.016310 0.0184300 0.007513 0.020150 0.0017980 13.560
## 262 0.027360 0.0480400 0.017210 0.018430 0.0049380 10.840
## 263 0.014840 0.0281300 0.010930 0.013970 0.0024610 19.260
## 264 0.010820 0.0153000 0.006275 0.010620 0.0022170 16.410
## 265 0.030820 0.0504200 0.011120 0.021020 0.0038540 20.880
## 266 0.035020 0.0355300 0.012260 0.021430 0.0037490 15.490
## 267 0.031200 0.0577400 0.010710 0.025600 0.0046130 11.480
## 268 0.093680 0.0567100 0.017660 0.025410 0.0219300 9.733
## 269 0.012050 0.0094100 0.004551 0.016080 0.0023990 14.170
## 270 0.032520 0.0391500 0.015590 0.021860 0.0039490 21.650
## 271 0.034770 0.0454500 0.013840 0.018690 0.0040670 13.740
## 272 0.082970 0.0889000 0.040900 0.044840 0.0128400 20.960
## 273 0.012730 0.0113200 0.009155 0.017190 0.0014440 14.920
## 274 0.018190 0.0182600 0.007965 0.013860 0.0023040 14.110
## 275 0.036980 0.0270600 0.012210 0.014150 0.0033970 23.360
## 276 0.027720 0.0638900 0.014070 0.047830 0.0044760 28.110
## 277 0.013710 0.0215300 0.011830 0.019590 0.0018120 16.010
## 278 0.037310 0.0473000 0.015570 0.013180 0.0038920 18.980
## 279 0.011040 0.0000000 0.000000 0.030040 0.0022280 11.660
## 280 0.009692 0.0000000 0.000000 0.028820 0.0068720 9.077
## 281 0.058390 0.0465800 0.020700 0.025910 0.0070540 22.390
## 282 0.005900 0.0038460 0.004065 0.014870 0.0022950 11.930
## 283 0.010960 0.0058320 0.005495 0.019820 0.0027540 13.640
## 284 0.012480 0.0181000 0.011030 0.018980 0.0017940 14.850
## 285 0.012060 0.0204800 0.009875 0.011440 0.0015750 21.580
## 286 0.013930 0.0180000 0.006144 0.012540 0.0012190 16.460
## 287 0.037100 0.0368800 0.016270 0.044990 0.0047680 16.860
## 288 0.023030 0.0305200 0.011780 0.010570 0.0033910 23.730
## 289 0.039080 0.0951800 0.018640 0.024010 0.0050020 25.580
## 290 0.025020 0.0263600 0.010320 0.017590 0.0035630 14.380
## 291 0.011240 0.0000000 0.000000 0.030040 0.0033240 10.490
## 292 0.015870 0.0116900 0.006335 0.019430 0.0021770 14.840
## 293 0.033480 0.0466500 0.020600 0.026890 0.0043060 16.390
## 294 0.013880 0.0200000 0.007087 0.019380 0.0019600 14.290
## 295 0.028210 0.0357600 0.014710 0.015180 0.0037960 27.660
## 296 0.032120 0.0357100 0.015970 0.018790 0.0047600 29.920
## 297 0.026160 0.0400500 0.014210 0.019480 0.0026890 24.300
## 298 0.018930 0.0339100 0.015210 0.013560 0.0019970 27.320
## 299 0.011530 0.0179800 0.007986 0.019620 0.0022340 13.450
## 300 0.054700 0.0807900 0.022150 0.027730 0.0063550 17.390
## 301 0.030550 0.0434400 0.027940 0.031560 0.0033620 22.030
## 302 0.013770 0.0107900 0.005243 0.011030 0.0019570 16.220
## 303 0.006134 0.0018350 0.003576 0.016370 0.0026650 12.360
## 304 0.022650 0.0345200 0.013340 0.017050 0.0040050 16.410
## 305 0.023740 0.0238400 0.008637 0.017720 0.0031310 19.560
## 306 0.020620 0.0345700 0.010910 0.012980 0.0028870 24.470
## 307 0.048440 0.0735900 0.016080 0.021370 0.0061420 17.520
## 308 0.012850 0.0161300 0.007308 0.018700 0.0019720 13.860
## 309 0.048770 0.0530300 0.015270 0.033560 0.0093680 16.250
## 310 0.023140 0.0254400 0.008360 0.018420 0.0029180 14.980
## 311 0.030890 0.0409300 0.016990 0.028160 0.0027190 23.230
## 312 0.015030 0.0233200 0.012620 0.013940 0.0023620 19.850
## 313 0.008186 0.0169800 0.009233 0.012850 0.0015240 14.960
## 314 0.014890 0.0126700 0.019100 0.026780 0.0030020 12.400
## 315 0.021470 0.0218500 0.009560 0.017190 0.0033170 17.380
## 316 0.012030 0.0075080 0.005179 0.014420 0.0016840 14.690
## 317 0.024610 0.0568800 0.018850 0.017560 0.0051150 22.540
## 318 0.028630 0.0449700 0.017160 0.015900 0.0030530 31.010
## 319 0.030510 0.0344500 0.010240 0.029120 0.0047230 12.020
## 320 0.015060 0.0185500 0.010670 0.021630 0.0027830 17.270
## 321 0.074710 0.1114000 0.027210 0.032320 0.0096270 13.780
## 322 0.024990 0.0369500 0.011950 0.027890 0.0026650 20.010
## 323 0.034820 0.0423200 0.012690 0.026570 0.0044110 24.220
## 324 0.025070 0.0183500 0.007711 0.012780 0.0038560 13.670
## 325 0.004930 0.0064930 0.003762 0.017200 0.0013600 13.200
## 326 0.016490 0.0280600 0.014200 0.023700 0.0037550 22.930
## 327 0.013830 0.0073020 0.010040 0.012630 0.0029250 15.330
## 328 0.039760 0.0595000 0.013900 0.014950 0.0059840 20.190
## 329 0.011420 0.0194900 0.011530 0.029510 0.0015330 14.160
## 330 0.019710 0.0358200 0.013010 0.014790 0.0031180 30.670
## 331 0.005656 0.0000000 0.000000 0.022770 0.0032200 10.620
## 332 0.013620 0.0070660 0.006502 0.022230 0.0023780 14.450
## 333 0.009816 0.0109900 0.005344 0.012540 0.0021200 11.600
## 334 0.005767 0.0112300 0.005051 0.019770 0.0009502 12.850
## 335 0.034800 0.0657700 0.028010 0.051680 0.0028870 18.550
## 336 0.012360 0.0184100 0.007373 0.009539 0.0016560 17.380
## 337 0.004693 0.0007929 0.003617 0.020430 0.0010580 13.720
## 338 0.086060 0.3038000 0.033220 0.041970 0.0095590 10.310
## 339 0.038970 0.0391400 0.018160 0.021680 0.0044450 24.540
## 340 0.018200 0.0333600 0.010670 0.011750 0.0022560 17.010
## 341 0.012460 0.0183100 0.008747 0.015000 0.0016210 17.710
## 342 0.018420 0.0371000 0.012000 0.019640 0.0033370 24.560
## 343 0.037560 0.0583900 0.011860 0.040220 0.0061870 17.730
## 344 0.059140 0.0888000 0.013140 0.019950 0.0086750 12.580
## 345 0.019520 0.0221900 0.009231 0.015350 0.0023730 19.470
## 346 0.029320 0.0272200 0.010230 0.032810 0.0046380 11.050
## 347 0.028990 0.0321400 0.015060 0.028370 0.0041740 9.981
## 348 0.017350 0.0115800 0.009520 0.022820 0.0035260 12.780
## 349 0.016300 0.0296700 0.009423 0.011520 0.0017180 17.580
## 350 0.020250 0.0233400 0.016650 0.020940 0.0036740 12.980
## 351 0.009238 0.0092130 0.010760 0.011710 0.0021040 14.910
## 352 0.030330 0.0340700 0.013540 0.019250 0.0037420 20.010
## 353 0.021530 0.0389800 0.007620 0.016950 0.0028010 13.890
## 354 0.015570 0.0244300 0.006435 0.015680 0.0024770 13.010
## 355 0.023100 0.0231500 0.011840 0.019000 0.0032240 17.310
## 356 0.017550 0.0171400 0.009333 0.022790 0.0042370 10.410
## 357 0.012490 0.0079750 0.007527 0.022100 0.0024720 10.420
## 358 0.017270 0.0204500 0.006747 0.016160 0.0029220 13.300
## 359 0.013820 0.0225400 0.010390 0.013690 0.0021790 22.880
## 360 0.018340 0.0399600 0.012820 0.037590 0.0046230 9.845
## 361 0.031330 0.0425700 0.016710 0.013410 0.0039330 24.220
## 362 0.031260 0.0505100 0.019920 0.029810 0.0030020 16.840
## 363 0.008243 0.0000000 0.000000 0.031410 0.0031360 13.450
## 364 0.013650 0.0084960 0.006929 0.019380 0.0023710 11.380
## 365 0.011790 0.0113100 0.015190 0.022200 0.0034080 12.830
## 366 0.041120 0.0555300 0.014940 0.018400 0.0055120 12.260
## 367 0.049540 0.0520600 0.018410 0.017780 0.0049680 20.470
## 368 0.012700 0.0145000 0.006104 0.015740 0.0022680 10.670
## 369 0.013400 0.0100300 0.004667 0.020320 0.0019520 12.340
## 370 0.018000 0.0274900 0.012670 0.013650 0.0025500 25.700
## 371 0.015670 0.0257500 0.011610 0.028010 0.0024800 13.570
## 372 0.039380 0.0431200 0.015600 0.041920 0.0058220 10.010
## 373 0.008432 0.0070040 0.006522 0.019390 0.0022220 13.350
## 374 0.016660 0.0139700 0.005161 0.014540 0.0018580 13.340
## 375 0.008539 0.0125600 0.006888 0.016080 0.0016380 14.340
## 376 0.010030 0.0064160 0.007895 0.028690 0.0048210 13.190
## 377 0.011720 0.0194700 0.012690 0.018700 0.0026260 16.510
## 378 0.037050 0.0475700 0.010510 0.018380 0.0068840 14.180
## 379 0.008998 0.0014870 0.003333 0.023580 0.0016270 12.200
## 380 0.012280 0.0210500 0.010060 0.016770 0.0027840 12.650
## 381 0.010950 0.0058120 0.007039 0.020140 0.0023260 15.630
## 382 0.014430 0.0186100 0.012500 0.034640 0.0019710 10.930
## 383 0.029830 0.0537100 0.017610 0.024180 0.0032490 16.210
## 384 0.028680 0.0266400 0.009067 0.017030 0.0038170 20.210
## 385 0.016410 0.0209900 0.011070 0.024340 0.0012170 12.470
## 386 0.030840 0.0261300 0.010970 0.022770 0.0058900 10.830
## 387 0.049600 0.0632900 0.015610 0.019240 0.0046140 28.190
## 388 0.009362 0.0180800 0.009199 0.017910 0.0033170 11.060
## 389 0.014880 0.0264700 0.009921 0.014650 0.0023550 16.990
## 390 0.012030 0.0247000 0.014310 0.013440 0.0025690 17.320
## 391 0.020150 0.0369700 0.011100 0.012370 0.0025560 21.530
## 392 0.008878 0.0000000 0.000000 0.019890 0.0017730 11.920
## 393 0.011770 0.0107900 0.007956 0.013250 0.0025510 14.670
## 394 0.024490 0.0398800 0.012930 0.014350 0.0034460 23.720
## 395 0.007228 0.0070780 0.005077 0.010540 0.0016970 15.850
## 396 0.014150 0.0198800 0.007016 0.016470 0.0019700 15.510
## 397 0.020050 0.0263100 0.013040 0.018480 0.0019820 12.640
## 398 0.024440 0.0453100 0.017630 0.024710 0.0021420 16.430
## 399 0.033680 0.0434500 0.018060 0.037560 0.0032880 22.750
## 400 0.014630 0.0053080 0.005250 0.018010 0.0056670 10.920
## 401 0.020420 0.0106200 0.006801 0.018240 0.0034940 11.240
## 402 0.032700 0.0495700 0.010380 0.012080 0.0040760 14.260
## 403 0.033180 0.0349700 0.009643 0.015430 0.0038960 24.150
## 404 0.018950 0.0268100 0.012320 0.012760 0.0017110 25.370
## 405 0.066570 0.0768300 0.013680 0.015260 0.0081330 15.440
## 406 0.019060 0.0237500 0.014610 0.014450 0.0019060 24.310
## 407 0.018120 0.0195100 0.011960 0.019340 0.0036960 16.970
## 408 0.015290 0.0151400 0.006460 0.013440 0.0022060 12.820
## 409 0.025630 0.0301100 0.012710 0.016020 0.0038840 18.810
## 410 0.010400 0.0118600 0.009623 0.023830 0.0035400 10.510
## 411 0.055920 0.0815800 0.013700 0.012660 0.0075550 14.390
## 412 0.016470 0.0163300 0.003125 0.015370 0.0020520 12.080
## 413 0.017810 0.0201800 0.005612 0.016710 0.0023600 11.950
## 414 0.013800 0.0266200 0.013070 0.013590 0.0037070 13.330
## 415 0.014420 0.0151400 0.018460 0.029210 0.0020050 13.310
## 416 0.028330 0.0425600 0.011760 0.017170 0.0032110 23.960
## 417 0.015210 0.0143400 0.008602 0.015010 0.0015880 12.320
## 418 0.030530 0.0384000 0.012430 0.018730 0.0033730 16.670
## 419 0.046740 0.0590400 0.025360 0.037100 0.0042860 24.190
## 420 0.036330 0.0464900 0.018430 0.056280 0.0046350 13.740
## 421 0.095860 0.3960000 0.052790 0.035460 0.0298400 11.020
## 422 0.010300 0.0160300 0.009222 0.010950 0.0016290 18.100
## 423 0.008985 0.0119600 0.008232 0.023880 0.0016190 11.990
## 424 0.045420 0.0348300 0.021880 0.025420 0.0104500 10.280
## 425 0.037280 0.0591500 0.017120 0.021650 0.0047840 12.370
## 426 0.026480 0.0297300 0.012900 0.016350 0.0036010 17.090
## 427 0.024170 0.0078160 0.010520 0.027340 0.0031140 12.810
## 428 0.016650 0.0146100 0.008281 0.015510 0.0021680 16.310
## 429 0.022220 0.0041740 0.007082 0.025720 0.0022780 10.650
## 430 0.045880 0.0498300 0.021270 0.018840 0.0086600 17.730
## 431 0.011740 0.0179600 0.006880 0.013230 0.0014650 16.890
## 432 0.018770 0.0291300 0.010460 0.015590 0.0027250 21.860
## 433 0.018120 0.0200700 0.007027 0.019720 0.0026070 13.670
## 434 0.032140 0.0443500 0.015730 0.016170 0.0052550 22.750
## 435 0.046380 0.0643000 0.017680 0.015160 0.0049760 12.360
## 436 0.011320 0.0057170 0.006627 0.014160 0.0024760 15.530
## 437 0.011140 0.0262300 0.014630 0.019300 0.0016760 19.960
## 438 0.015870 0.0232100 0.008420 0.018530 0.0021520 13.880
## 439 0.010550 0.0198100 0.005742 0.020900 0.0027880 9.507
## 440 0.024050 0.0416700 0.011520 0.033970 0.0050610 13.320
## 441 0.032550 0.0439300 0.009811 0.027510 0.0045720 14.420
## 442 0.020990 0.0202100 0.009064 0.020870 0.0025830 15.350
## 443 0.037150 0.0486700 0.018510 0.014980 0.0035200 18.230
## 444 0.014520 0.0133400 0.008791 0.016980 0.0027870 14.830
## 445 0.027850 0.0260200 0.013740 0.012260 0.0027590 22.510
## 446 0.014320 0.0198500 0.014210 0.020270 0.0029680 10.230
## 447 0.026670 0.0337100 0.010070 0.025980 0.0030870 15.010
## 448 0.006887 0.0011840 0.003951 0.014660 0.0017550 13.070
## 449 0.041920 0.0594600 0.017850 0.027930 0.0047750 13.250
## 450 0.022190 0.0272100 0.014580 0.020450 0.0044170 22.960
## 451 0.008061 0.0028170 0.004972 0.015020 0.0028210 11.520
## 452 0.038450 0.0376300 0.013210 0.018780 0.0056720 15.650
## 453 0.040970 0.0746900 0.034410 0.027680 0.0062400 20.820
## 454 0.060630 0.0666300 0.015530 0.023540 0.0089250 12.790
## 455 0.030530 0.0163000 0.009276 0.022580 0.0022720 13.050
## 456 0.022970 0.0311400 0.014930 0.014540 0.0025280 15.850
## 457 0.028390 0.0116200 0.008239 0.025720 0.0061640 14.080
## 458 0.014780 0.0214300 0.009280 0.013670 0.0022990 32.490
## 459 0.008007 0.0000000 0.000000 0.027110 0.0033990 9.262
## 460 0.002252 0.0015950 0.001852 0.016130 0.0009683 14.000
## 461 0.053740 0.0805500 0.025980 0.016970 0.0045580 36.040
## 462 0.040880 0.0532100 0.018340 0.023830 0.0045150 22.660
## 463 0.019030 0.0172300 0.006960 0.018800 0.0019410 12.090
## 464 0.011560 0.0077410 0.005657 0.012270 0.0025640 15.270
## 465 0.037990 0.0373200 0.023970 0.023080 0.0074440 22.250
## 466 0.032950 0.0486100 0.011670 0.021870 0.0060050 12.880
## 467 0.007861 0.0011280 0.002386 0.013440 0.0025850 14.410
## 468 0.015600 0.0297500 0.009753 0.012950 0.0024360 20.380
## 469 0.042650 0.0400400 0.015440 0.027190 0.0075960 11.280
## 470 0.012950 0.0160800 0.009046 0.020050 0.0028300 15.660
## 471 0.017900 0.0217600 0.017570 0.033730 0.0058750 13.750
## 472 0.007983 0.0082680 0.006432 0.019240 0.0015200 15.980
## 473 0.004899 0.0134300 0.011640 0.026710 0.0017770 13.300
## 474 0.026440 0.0266400 0.010780 0.013320 0.0022560 27.900
## 475 0.015550 0.0146500 0.011830 0.020470 0.0038830 13.600
## 476 0.016590 0.0240800 0.011430 0.012750 0.0024510 21.840
## 477 0.045600 0.0430500 0.016670 0.024700 0.0073580 12.570
## 478 0.020750 0.0318500 0.014660 0.010290 0.0022050 25.680
## 479 0.021150 0.0153600 0.011870 0.015220 0.0028150 16.250
## 480 0.038560 0.0347600 0.016160 0.024340 0.0069950 16.010
## 481 0.012760 0.0288200 0.012000 0.019100 0.0028080 15.700
## 482 0.028950 0.0332100 0.014240 0.014620 0.0044520 16.330
## 483 0.033740 0.0519600 0.011580 0.020070 0.0045600 23.150
## 484 0.088080 0.1197000 0.024600 0.038800 0.0179200 11.260
## 485 0.006991 0.0059490 0.006296 0.022160 0.0026680 13.280
## 486 0.065590 0.0995300 0.022830 0.055430 0.0073300 17.360
## 487 0.019890 0.0271400 0.009883 0.019600 0.0039130 11.140
## 488 0.086680 0.1040000 0.024800 0.031120 0.0050370 28.400
## 489 0.020520 0.0134100 0.005564 0.020860 0.0027010 14.500
## 490 0.045490 0.0458800 0.013390 0.017380 0.0044350 13.240
## 491 0.027000 0.0373700 0.016480 0.028970 0.0039960 21.530
## 492 0.061580 0.0711700 0.016640 0.023240 0.0061850 25.740
## 493 0.023210 0.0430300 0.013200 0.017920 0.0041680 18.790
## 494 0.033780 0.0440100 0.013460 0.013220 0.0035340 11.620
## 495 0.031620 0.0300000 0.009259 0.033570 0.0030480 9.565
## 496 0.023290 0.0140500 0.012440 0.018160 0.0032990 15.050
## 497 0.021960 0.0302900 0.011120 0.016090 0.0035700 10.760
## 498 0.013840 0.0145200 0.006853 0.011130 0.0017200 16.230
## 499 0.047650 0.0386300 0.015190 0.019360 0.0052520 25.050
## 500 0.025560 0.0288900 0.010220 0.009947 0.0033590 18.490
## 501 0.014460 0.0142300 0.005297 0.019610 0.0017000 19.180
## 502 0.009269 0.0110100 0.007591 0.014600 0.0030420 19.190
## 503 0.025010 0.0318800 0.012970 0.016890 0.0041420 20.960
## 504 0.076430 0.1535000 0.029190 0.016170 0.0122000 10.850
## 505 0.032060 0.0496100 0.018410 0.018070 0.0052170 13.360
## 506 0.006813 0.0032230 0.003419 0.019160 0.0025340 12.360
## 507 0.003710 0.0048260 0.003608 0.015360 0.0013810 14.910
## 508 0.011970 0.0148200 0.010560 0.015800 0.0017790 15.610
## 509 0.043100 0.0784500 0.026240 0.020570 0.0062130 24.290
## 510 0.038890 0.0449300 0.021390 0.020180 0.0058150 23.170
## 511 0.018980 0.0169800 0.006490 0.016780 0.0024250 14.500
## 512 0.011690 0.0162200 0.008522 0.014190 0.0027510 20.920
## 513 0.034140 0.0420500 0.010440 0.022730 0.0056670 16.820
## 514 0.016950 0.0165200 0.006659 0.013710 0.0027350 15.340
## 515 0.039170 0.0607200 0.016560 0.031970 0.0040850 19.380
## 516 0.038580 0.0468300 0.014990 0.016800 0.0056170 15.200
## 517 0.013080 0.0186000 0.013400 0.013890 0.0035320 24.990
## 518 0.040060 0.0383200 0.020580 0.022500 0.0045710 23.570
## 519 0.029610 0.0281700 0.009222 0.026740 0.0051260 20.600
## 520 0.030410 0.0252600 0.008304 0.025140 0.0041980 14.550
## 521 0.038670 0.0526300 0.012640 0.021610 0.0048300 12.130
## 522 0.019110 0.0270100 0.010370 0.017820 0.0035860 14.970
## 523 0.014270 0.0248900 0.009087 0.031510 0.0017500 17.260
## 524 0.004660 0.0000000 0.000000 0.026760 0.0027830 9.456
## 525 0.010840 0.0000000 0.000000 0.026590 0.0041000 7.930
## 526 0.021780 0.0258900 0.006330 0.025930 0.0021570 13.900
## 527 0.022940 0.0301600 0.008691 0.013650 0.0034070 14.200
## 528 0.008422 0.0229100 0.009863 0.050140 0.0019020 20.580
## 529 0.013950 0.0137600 0.009924 0.034160 0.0029280 12.360
## 530 0.012570 0.0103100 0.003934 0.026930 0.0029790 11.150
## 531 0.051560 0.0438700 0.016330 0.018720 0.0080150 13.240
## 532 0.064570 0.0925200 0.013640 0.021050 0.0075510 8.678
## 533 0.011740 0.0053830 0.005623 0.019400 0.0011800 13.820
## 534 0.040940 0.0537100 0.018130 0.016820 0.0045840 17.790
## 535 0.031790 0.0475500 0.010430 0.015780 0.0032240 22.630
## 536 0.017960 0.0331800 0.008360 0.016010 0.0022890 14.090
## 537 0.008722 0.0134900 0.008670 0.032180 0.0023860 12.840
## 538 0.009110 0.0104200 0.007638 0.023490 0.0016610 12.610
## 539 0.021720 0.0261500 0.009061 0.014900 0.0035990 15.050
## 540 0.013300 0.0169300 0.006884 0.016510 0.0025510 13.060
## 541 0.015030 0.0194600 0.011230 0.022940 0.0025810 19.800
## 542 0.025400 0.0219700 0.015800 0.039970 0.0039010 10.570
## 543 0.008008 0.0018600 0.002924 0.025710 0.0020150 13.500
## 544 0.024310 0.0319000 0.013690 0.027680 0.0033450 25.300
## 545 0.068350 0.1091000 0.025930 0.078950 0.0059870 23.370
## 546 0.020030 0.0233500 0.011320 0.026250 0.0047260 13.740
## 547 0.067600 0.0926300 0.023080 0.023840 0.0056010 9.414
## 548 0.016460 0.0152900 0.009997 0.019090 0.0021330 13.750
## 549 0.026780 0.0207100 0.016260 0.020800 0.0053040 15.300
## 550 0.014270 0.0232200 0.005660 0.014280 0.0024220 13.760
## 551 0.044800 0.0517500 0.013410 0.026690 0.0077310 14.400
## 552 0.033870 0.0450500 0.014710 0.031020 0.0048310 12.120
## 553 0.072170 0.0774300 0.014320 0.017890 0.0100800 15.090
## 554 0.018150 0.0173700 0.013160 0.018350 0.0023180 13.500
## 555 0.008082 0.0151000 0.006451 0.013470 0.0018280 14.350
## 556 0.037260 0.0471800 0.012880 0.020450 0.0040280 26.230
## 557 0.010650 0.0124500 0.009175 0.022920 0.0014610 12.970
## 558 0.052440 0.0527800 0.015800 0.026530 0.0054440 16.460
## 559 0.021210 0.0145300 0.015830 0.030820 0.0047850 11.350
## 560 0.011710 0.0175800 0.006897 0.022540 0.0019710 16.430
## 561 0.029950 0.0481500 0.011610 0.020280 0.0040220 15.890
## 562 0.014180 0.0105100 0.005142 0.013330 0.0020650 13.750
## 563 0.016790 0.0197100 0.006370 0.014140 0.0018920 15.400
## 564 0.020160 0.0190200 0.010110 0.012020 0.0031070 14.040
## 565 0.014930 0.0156400 0.008463 0.010930 0.0016720 14.900
## 566 0.046710 0.0261100 0.012960 0.036750 0.0067580 10.880
## 567 0.013950 0.0177400 0.006009 0.011720 0.0025750 17.800
## 568 0.012510 0.0161500 0.011360 0.022070 0.0035630 15.800
## 569 0.026750 0.0343700 0.013430 0.016750 0.0043670 22.690
## texture_worst perimeter_worst area_worst smoothness_worst compactness_worst
## 1 15.64 86.97 549.1 0.13850 0.12660
## 2 22.94 78.28 424.8 0.12130 0.25150
## 3 26.44 79.93 471.4 0.13690 0.14820
## 4 15.77 76.53 434.0 0.13670 0.18220
## 5 15.73 104.50 819.1 0.11260 0.17370
## 6 26.98 86.43 520.5 0.12490 0.19370
## 7 37.16 82.28 474.2 0.12980 0.25170
## 8 41.85 128.50 1153.0 0.22260 0.52090
## 9 23.31 74.22 402.8 0.12190 0.14860
## 10 19.90 79.76 440.0 0.14180 0.22100
## 11 30.76 163.20 1760.0 0.14640 0.35970
## 12 25.22 86.60 564.2 0.12170 0.17880
## 13 25.46 100.90 689.1 0.13510 0.35490
## 14 22.25 90.24 624.1 0.10210 0.06191
## 15 30.96 139.80 1421.0 0.15280 0.18450
## 16 27.27 105.90 733.5 0.10260 0.31710
## 17 19.25 114.30 922.8 0.12230 0.19490
## 18 21.10 88.70 574.4 0.13840 0.12120
## 19 29.43 158.80 1696.0 0.13470 0.33910
## 20 17.81 91.38 545.2 0.14270 0.25850
## 21 21.39 84.42 521.5 0.13230 0.10400
## 22 32.19 86.12 487.7 0.17680 0.32510
## 23 25.58 82.76 472.4 0.13630 0.16440
## 24 18.33 105.90 762.6 0.13860 0.28830
## 25 22.75 72.62 374.4 0.13000 0.20490
## 26 20.86 110.30 812.4 0.14110 0.35420
## 27 25.94 97.59 699.4 0.13390 0.17510
## 28 36.71 149.30 1269.0 0.16410 0.61100
## 29 23.07 71.25 353.6 0.12330 0.34160
## 30 21.70 93.76 663.5 0.12130 0.16760
## 31 17.40 93.96 672.4 0.10160 0.05847
## 32 33.37 92.04 653.6 0.14190 0.15230
## 33 28.87 143.60 1437.0 0.12070 0.47850
## 34 28.88 89.00 610.2 0.12400 0.17950
## 35 17.24 108.50 862.0 0.12230 0.19280
## 36 19.64 97.96 657.0 0.12750 0.31040
## 37 26.58 165.90 1866.0 0.11930 0.23360
## 38 16.51 86.26 509.6 0.14240 0.25170
## 39 26.30 130.70 1260.0 0.11680 0.21190
## 40 25.09 126.90 1031.0 0.13650 0.47060
## 41 39.16 162.30 1844.0 0.15220 0.29450
## 42 26.39 174.90 2232.0 0.14380 0.38460
## 43 26.50 98.87 567.7 0.20980 0.86630
## 44 16.91 87.38 576.0 0.11420 0.19750
## 45 21.80 101.20 718.9 0.09384 0.20060
## 46 24.70 129.10 1228.0 0.08822 0.19630
## 47 20.29 74.35 421.1 0.10300 0.06219
## 48 23.58 229.30 3234.0 0.15300 0.59370
## 49 27.20 97.33 675.2 0.14280 0.25700
## 50 23.07 88.13 551.3 0.10500 0.21580
## 51 26.93 104.40 750.1 0.14600 0.43700
## 52 19.31 114.20 808.2 0.11360 0.36270
## 53 24.49 86.00 562.0 0.12440 0.17260
## 54 40.54 102.50 764.0 0.10810 0.24260
## 55 32.68 177.00 1986.0 0.15360 0.41670
## 56 23.19 96.66 614.9 0.15360 0.47910
## 57 17.60 81.25 473.8 0.10730 0.27930
## 58 21.18 75.39 437.0 0.15210 0.10190
## 59 23.99 180.90 2073.0 0.16960 0.42440
## 60 28.65 152.40 1628.0 0.15180 0.37490
## 61 33.17 177.40 1651.0 0.12470 0.74440
## 62 32.33 155.30 1660.0 0.13760 0.38300
## 63 28.07 120.40 1021.0 0.12430 0.17930
## 64 30.25 102.50 787.9 0.10940 0.20430
## 65 19.08 125.10 980.9 0.13900 0.59540
## 66 28.68 87.36 553.0 0.14520 0.23380
## 67 23.60 98.84 708.8 0.12760 0.13110
## 68 21.75 103.70 840.8 0.10110 0.07087
## 69 21.74 98.37 670.0 0.11850 0.17240
## 70 28.81 87.00 550.6 0.15500 0.29640
## 71 26.02 107.30 740.4 0.16100 0.42250
## 72 26.84 71.98 384.0 0.14020 0.14020
## 73 23.40 68.62 297.1 0.12210 0.37480
## 74 18.42 127.10 1210.0 0.09862 0.09976
## 75 28.07 120.30 1032.0 0.08774 0.17100
## 76 30.50 91.46 574.7 0.13040 0.24630
## 77 26.36 139.20 1410.0 0.12340 0.24450
## 78 23.84 78.00 466.7 0.12900 0.09148
## 79 16.40 92.04 618.8 0.11940 0.22080
## 80 25.41 138.10 1349.0 0.14820 0.37350
## 81 23.00 104.60 793.7 0.12160 0.16370
## 82 19.59 86.65 546.7 0.10960 0.16500
## 83 29.20 92.94 621.2 0.11400 0.16670
## 84 18.24 109.40 803.6 0.12770 0.30890
## 85 20.53 84.93 476.1 0.16100 0.24290
## 86 15.54 87.40 577.0 0.09616 0.11470
## 87 19.27 87.22 564.9 0.12920 0.20740
## 88 41.61 96.69 705.6 0.11720 0.14210
## 89 35.59 188.00 2615.0 0.14010 0.26000
## 90 25.63 99.43 701.9 0.14250 0.25660
## 91 16.15 86.70 570.7 0.11620 0.05445
## 92 24.34 92.82 607.3 0.12760 0.25060
## 93 31.67 115.90 988.6 0.10840 0.18070
## 94 31.88 91.06 628.5 0.12180 0.10930
## 95 37.18 106.40 762.4 0.15330 0.93270
## 96 21.98 124.30 1070.0 0.14350 0.44780
## 97 24.61 96.31 621.9 0.09329 0.23180
## 98 25.75 84.35 517.8 0.13690 0.17580
## 99 22.84 71.94 375.6 0.14060 0.14400
## 100 33.62 211.70 2562.0 0.15730 0.60760
## 101 25.21 76.51 410.4 0.13350 0.25500
## 102 20.83 62.25 303.8 0.07117 0.02729
## 103 16.18 78.27 457.5 0.13580 0.15070
## 104 30.88 123.40 1138.0 0.14640 0.18710
## 105 27.82 88.28 602.0 0.11010 0.15080
## 106 21.90 82.04 467.6 0.13520 0.20100
## 107 22.43 89.02 547.4 0.10960 0.20020
## 108 24.17 85.13 515.3 0.14020 0.23150
## 109 31.45 83.90 505.6 0.12040 0.16330
## 110 28.92 79.26 458.0 0.12820 0.11080
## 111 29.26 85.51 521.7 0.16880 0.26600
## 112 29.72 58.08 249.8 0.16300 0.43100
## 113 24.90 145.40 1549.0 0.15030 0.22910
## 114 32.01 108.80 697.7 0.16510 0.77250
## 115 25.72 82.98 516.5 0.10850 0.08615
## 116 35.46 132.80 1284.0 0.14360 0.41220
## 117 30.12 117.90 1044.0 0.15520 0.40560
## 118 29.41 142.10 1359.0 0.16810 0.39130
## 119 28.64 170.30 2009.0 0.13530 0.32350
## 120 24.85 94.22 591.2 0.13430 0.26580
## 121 23.58 100.30 725.9 0.11570 0.13500
## 122 27.84 158.30 1656.0 0.11780 0.29200
## 123 31.62 81.39 476.5 0.09545 0.13610
## 124 26.44 199.50 3143.0 0.13630 0.16280
## 125 20.79 79.67 475.8 0.15310 0.11200
## 126 21.61 82.69 489.8 0.11440 0.17890
## 127 22.40 106.40 827.2 0.18620 0.40990
## 128 31.71 102.20 758.2 0.13120 0.15810
## 129 25.73 148.20 1538.0 0.10210 0.22640
## 130 34.27 104.30 728.3 0.13800 0.27330
## 131 27.57 125.40 832.7 0.14190 0.70900
## 132 25.50 101.40 708.8 0.11470 0.31670
## 133 37.17 92.48 629.6 0.10720 0.13810
## 134 26.40 166.10 2027.0 0.14100 0.21130
## 135 20.74 76.08 411.1 0.16620 0.20310
## 136 31.56 177.00 2215.0 0.18050 0.35780
## 137 22.80 64.01 317.0 0.14600 0.13100
## 138 18.41 84.08 532.8 0.12750 0.12320
## 139 33.15 143.20 1362.0 0.14490 0.20530
## 140 21.33 83.67 527.2 0.11440 0.08906
## 141 27.26 139.90 1403.0 0.13380 0.21170
## 142 17.33 184.60 2019.0 0.16220 0.66560
## 143 38.25 155.00 1731.0 0.11660 0.19220
## 144 29.51 119.10 959.5 0.16400 0.62470
## 145 33.21 122.40 896.9 0.15250 0.66430
## 146 26.48 79.57 489.5 0.13560 0.10000
## 147 27.28 136.50 1299.0 0.13960 0.56090
## 148 25.45 117.20 1009.0 0.13380 0.16790
## 149 20.21 81.76 515.9 0.08409 0.04712
## 150 27.49 85.56 544.1 0.11840 0.19630
## 151 19.71 84.48 544.2 0.11040 0.04953
## 152 23.17 71.79 380.9 0.13980 0.13520
## 153 21.82 97.17 643.8 0.13120 0.25480
## 154 21.77 71.12 384.9 0.12850 0.08842
## 155 22.13 101.70 767.3 0.09983 0.24720
## 156 25.02 75.79 439.6 0.13330 0.10490
## 157 26.10 98.91 739.1 0.10500 0.07622
## 158 35.34 87.22 514.0 0.19090 0.26980
## 159 23.31 69.35 366.3 0.09794 0.06542
## 160 31.82 99.00 698.8 0.11620 0.17110
## 161 22.35 104.50 830.6 0.10060 0.12380
## 162 22.33 78.27 437.6 0.10280 0.18430
## 163 25.58 96.74 694.4 0.11530 0.10080
## 164 20.07 60.90 285.5 0.09861 0.05232
## 165 23.87 211.50 2782.0 0.11990 0.36250
## 166 32.85 220.80 3216.0 0.14720 0.40340
## 167 16.90 110.40 873.2 0.12970 0.15250
## 168 27.24 137.90 1295.0 0.11340 0.28670
## 169 20.50 97.67 677.3 0.14780 0.22560
## 170 22.46 97.19 725.9 0.09711 0.18240
## 171 27.95 102.80 759.4 0.17860 0.41660
## 172 30.80 113.90 869.3 0.16130 0.35680
## 173 28.14 110.60 897.0 0.16540 0.36820
## 174 30.04 97.66 661.5 0.10050 0.17300
## 175 29.87 116.60 993.6 0.14010 0.15460
## 176 24.82 91.88 622.1 0.12890 0.21410
## 177 28.14 170.10 2145.0 0.16240 0.35110
## 178 20.35 80.79 496.7 0.11200 0.18790
## 179 21.32 150.60 1567.0 0.16790 0.50900
## 180 32.84 84.58 547.8 0.11230 0.08862
## 181 28.36 92.15 638.4 0.14290 0.20420
## 182 24.56 128.80 1223.0 0.15000 0.20450
## 183 16.93 94.17 661.1 0.11700 0.10720
## 184 20.24 117.70 989.5 0.14910 0.33310
## 185 25.78 76.91 436.1 0.14240 0.09669
## 186 14.82 72.42 392.2 0.09312 0.07506
## 187 24.89 133.50 1189.0 0.17030 0.39340
## 188 31.39 145.60 1590.0 0.14650 0.22750
## 189 23.03 150.20 1657.0 0.10540 0.15370
## 190 20.88 68.09 355.2 0.14670 0.09370
## 191 25.27 129.00 1233.0 0.13140 0.22360
## 192 20.14 87.64 589.5 0.13740 0.15750
## 193 18.22 112.00 906.6 0.10650 0.27910
## 194 37.13 124.10 943.2 0.16780 0.65770
## 195 32.82 129.30 1269.0 0.14140 0.35470
## 196 32.72 141.30 1298.0 0.13920 0.28170
## 197 33.22 121.20 1050.0 0.16600 0.23560
## 198 29.11 102.90 803.7 0.11150 0.17660
## 199 25.16 101.90 719.8 0.16240 0.31240
## 200 19.29 87.65 529.9 0.10260 0.24310
## 201 25.20 95.54 698.8 0.09387 0.05131
## 202 32.04 83.69 489.5 0.13030 0.16960
## 203 31.55 110.20 867.1 0.10770 0.33450
## 204 25.47 89.00 527.4 0.12870 0.22500
## 205 18.16 84.16 516.4 0.14600 0.11150
## 206 36.33 117.70 909.4 0.17320 0.49670
## 207 24.02 82.68 495.1 0.13420 0.18080
## 208 23.39 85.10 553.6 0.11370 0.07974
## 209 16.94 95.48 698.7 0.09023 0.05836
## 210 33.48 176.50 2089.0 0.14910 0.75840
## 211 19.69 92.12 595.6 0.09926 0.23170
## 212 30.70 115.70 985.5 0.13680 0.42900
## 213 33.82 151.60 1681.0 0.15850 0.73940
## 214 17.37 96.59 623.7 0.11660 0.26850
## 215 19.35 80.78 433.1 0.13320 0.38980
## 216 17.45 69.86 368.6 0.12750 0.09866
## 217 21.74 93.63 624.1 0.14750 0.19790
## 218 27.26 112.10 828.5 0.11530 0.34290
## 219 23.75 103.40 741.6 0.17910 0.52490
## 220 28.22 184.20 2403.0 0.12280 0.35830
## 221 17.48 88.54 553.7 0.12980 0.14720
## 222 16.92 88.12 566.9 0.13140 0.16070
## 223 26.24 171.10 2053.0 0.14950 0.41160
## 224 32.16 84.53 525.1 0.15570 0.16760
## 225 19.20 73.20 408.3 0.10760 0.06791
## 226 22.44 56.65 240.1 0.13470 0.07767
## 227 18.04 69.47 328.1 0.20060 0.36630
## 228 25.07 146.00 1479.0 0.16650 0.29420
## 229 25.84 139.50 1239.0 0.13810 0.34200
## 230 22.06 82.08 492.7 0.11660 0.09794
## 231 38.81 86.04 527.8 0.14060 0.20310
## 232 16.85 84.11 533.1 0.10480 0.06744
## 233 23.73 107.00 709.0 0.08949 0.41930
## 234 30.38 129.80 1121.0 0.15900 0.29470
## 235 36.00 88.10 594.7 0.12340 0.10640
## 236 21.59 86.57 549.8 0.15260 0.14770
## 237 27.78 118.60 784.7 0.13160 0.46480
## 238 18.45 63.30 275.6 0.16410 0.22350
## 239 35.19 77.98 455.7 0.14990 0.13980
## 240 29.46 73.68 402.8 0.15150 0.10260
## 241 22.07 108.10 826.0 0.15120 0.32620
## 242 19.62 64.48 284.4 0.17240 0.23640
## 243 27.99 66.61 301.0 0.10860 0.18870
## 244 31.47 128.20 1218.0 0.12400 0.14860
## 245 25.59 159.80 1933.0 0.17100 0.59550
## 246 25.59 69.10 364.2 0.11990 0.09546
## 247 28.94 69.92 376.3 0.11260 0.07094
## 248 31.73 113.50 808.9 0.13400 0.42020
## 249 21.96 57.26 242.2 0.12970 0.13570
## 250 37.88 85.07 523.7 0.12080 0.18560
## 251 20.43 109.70 856.9 0.11350 0.21760
## 252 31.64 143.70 1226.0 0.15040 0.51720
## 253 18.93 79.73 450.0 0.11020 0.28090
## 254 27.78 149.60 1304.0 0.18730 0.59170
## 255 15.38 94.52 653.3 0.13940 0.13640
## 256 31.24 68.73 359.4 0.15260 0.11930
## 257 28.39 108.10 830.5 0.10890 0.26490
## 258 36.32 85.07 521.3 0.14530 0.16220
## 259 19.76 85.67 554.9 0.12960 0.07061
## 260 19.26 99.70 711.2 0.14400 0.17730
## 261 25.80 88.33 559.5 0.14320 0.17730
## 262 34.91 69.57 357.6 0.13840 0.17100
## 263 26.00 124.90 1156.0 0.15460 0.23940
## 264 26.42 104.40 830.5 0.10640 0.14150
## 265 32.09 136.10 1344.0 0.16340 0.35590
## 266 30.73 106.20 739.3 0.17030 0.54010
## 267 24.47 75.40 403.7 0.09527 0.13970
## 268 15.67 62.56 284.4 0.12070 0.24360
## 269 31.99 92.74 622.9 0.12560 0.18040
## 270 30.53 144.90 1417.0 0.14630 0.29680
## 271 21.06 90.72 591.0 0.09534 0.18120
## 272 29.94 151.70 1332.0 0.10370 0.39030
## 273 25.34 96.42 684.5 0.10660 0.12310
## 274 23.21 89.71 611.1 0.11760 0.18430
## 275 32.06 166.40 1688.0 0.13220 0.56010
## 276 18.47 188.50 2499.0 0.11420 0.15160
## 277 28.48 103.90 783.6 0.12160 0.13880
## 278 34.12 126.70 1124.0 0.11390 0.30940
## 279 24.77 74.08 412.3 0.10010 0.07348
## 280 30.92 57.17 248.0 0.12560 0.08340
## 281 18.91 150.10 1610.0 0.14780 0.56340
## 282 26.43 76.38 435.9 0.11080 0.07723
## 283 27.06 86.54 562.6 0.12890 0.13520
## 284 19.05 94.11 683.4 0.12780 0.12910
## 285 29.33 140.50 1436.0 0.15580 0.25670
## 286 25.44 106.00 831.0 0.11420 0.20700
## 287 34.85 115.00 811.3 0.15590 0.40590
## 288 25.23 160.50 1646.0 0.14170 0.33090
## 289 27.00 165.30 2010.0 0.12110 0.31720
## 290 22.15 95.29 633.7 0.15330 0.38420
## 291 34.24 66.50 330.6 0.10730 0.07158
## 292 20.21 99.16 670.6 0.11050 0.20960
## 293 34.01 111.60 806.9 0.17370 0.31220
## 294 24.04 93.85 624.6 0.13680 0.21700
## 295 25.80 195.00 2227.0 0.12940 0.38850
## 296 26.93 205.70 2642.0 0.13420 0.41880
## 297 25.48 160.20 1809.0 0.12680 0.31350
## 298 30.88 186.80 2398.0 0.15120 0.31500
## 299 15.77 86.92 549.9 0.15210 0.16320
## 300 23.05 122.10 939.7 0.13770 0.44620
## 301 17.81 146.60 1495.0 0.11240 0.20160
## 302 25.26 105.80 819.7 0.09445 0.21670
## 303 18.20 78.07 470.0 0.11710 0.08294
## 304 29.66 113.30 844.4 0.15740 0.38560
## 305 30.29 125.90 1088.0 0.15520 0.44800
## 306 37.38 162.70 1872.0 0.12230 0.27610
## 307 42.79 128.70 915.0 0.14170 0.79170
## 308 23.02 89.69 580.9 0.11720 0.19580
## 309 25.47 107.10 809.7 0.09970 0.25210
## 310 17.13 101.10 686.6 0.13760 0.26980
## 311 27.15 152.00 1645.0 0.10970 0.25340
## 312 25.09 130.90 1222.0 0.14160 0.24050
## 313 23.53 95.78 686.5 0.11990 0.13460
## 314 18.99 79.46 472.4 0.13590 0.08368
## 315 28.00 113.10 907.2 0.15300 0.37240
## 316 35.63 97.11 680.6 0.11080 0.14570
## 317 16.67 152.20 1575.0 0.13740 0.20500
## 318 34.51 206.00 2944.0 0.14810 0.41260
## 319 28.26 77.80 436.6 0.10870 0.17820
## 320 17.93 114.20 880.8 0.12200 0.20090
## 321 21.03 97.82 580.6 0.11750 0.40610
## 322 29.02 133.50 1229.0 0.15630 0.38350
## 323 31.59 156.10 1750.0 0.11900 0.35390
## 324 26.15 87.54 583.0 0.15000 0.23990
## 325 20.37 83.85 543.4 0.10370 0.07776
## 326 27.68 152.20 1603.0 0.13980 0.20890
## 327 30.28 98.27 715.5 0.12870 0.15130
## 328 30.50 130.30 1272.0 0.18550 0.49250
## 329 24.11 90.82 616.7 0.12970 0.11050
## 330 30.73 202.40 2906.0 0.15150 0.26780
## 331 14.10 66.53 342.9 0.12340 0.07204
## 332 24.38 95.14 626.9 0.12140 0.16520
## 333 12.02 73.66 414.0 0.14360 0.12570
## 334 16.47 81.60 513.1 0.10010 0.05332
## 335 21.43 121.40 971.4 0.14110 0.21640
## 336 15.92 113.70 932.7 0.12220 0.21860
## 337 20.98 86.82 585.7 0.09293 0.04327
## 338 22.65 65.50 324.7 0.14820 0.43650
## 339 34.37 161.10 1873.0 0.14980 0.48270
## 340 14.20 112.50 854.3 0.15410 0.29790
## 341 19.58 115.90 947.9 0.12060 0.17220
## 342 30.41 152.90 1623.0 0.12490 0.32060
## 343 25.21 113.70 975.2 0.14260 0.21160
## 344 27.96 87.16 472.9 0.13470 0.48480
## 345 31.68 129.70 1175.0 0.13950 0.30550
## 346 21.47 71.68 367.0 0.14670 0.17650
## 347 17.70 65.27 302.0 0.10150 0.12480
## 348 26.76 82.66 503.0 0.14130 0.17920
## 349 28.06 113.80 967.0 0.12460 0.21010
## 350 30.36 84.48 513.9 0.13110 0.18220
## 351 19.31 96.53 688.9 0.10340 0.10170
## 352 19.52 134.90 1227.0 0.12550 0.28120
## 353 35.74 88.84 595.7 0.12270 0.16200
## 354 29.15 83.99 518.1 0.16990 0.21960
## 355 33.39 114.60 925.1 0.16480 0.34160
## 356 31.56 67.03 330.7 0.15480 0.16640
## 357 23.22 67.08 331.6 0.14150 0.12470
## 358 24.99 85.22 546.3 0.12800 0.18800
## 359 27.66 153.20 1606.0 0.14420 0.25760
## 360 25.05 62.86 295.8 0.11030 0.08298
## 361 26.17 161.70 1750.0 0.12280 0.23110
## 362 27.66 112.00 876.5 0.11310 0.19240
## 363 38.05 85.08 558.9 0.09422 0.05213
## 364 15.65 73.23 394.5 0.13430 0.16500
## 365 20.92 82.14 495.2 0.11400 0.09358
## 366 19.68 78.78 457.8 0.13450 0.21180
## 367 25.11 132.90 1302.0 0.14180 0.34980
## 368 36.92 68.03 349.9 0.11100 0.11090
## 369 12.87 81.23 467.8 0.10920 0.16260
## 370 24.57 163.10 1972.0 0.14970 0.31610
## 371 21.40 86.67 552.0 0.15800 0.17510
## 372 19.23 65.59 310.1 0.09836 0.16780
## 373 28.46 84.53 544.3 0.12220 0.09052
## 374 27.87 88.83 547.4 0.12080 0.22790
## 375 22.15 91.62 633.5 0.12250 0.15170
## 376 16.36 83.24 534.0 0.09439 0.06477
## 377 32.29 107.40 826.4 0.10600 0.13760
## 378 23.13 95.23 600.5 0.14270 0.35930
## 379 18.99 77.37 458.0 0.12590 0.07348
## 380 21.19 80.88 491.8 0.13890 0.15820
## 381 28.01 100.90 749.1 0.11180 0.11410
## 382 24.22 70.10 362.7 0.11430 0.08614
## 383 29.25 108.40 808.9 0.13060 0.19760
## 384 27.26 132.70 1261.0 0.14460 0.58040
## 385 23.03 79.15 478.6 0.14830 0.15740
## 386 22.04 71.08 357.4 0.14610 0.22460
## 387 28.18 195.90 2384.0 0.12720 0.47250
## 388 24.54 70.76 375.4 0.14130 0.10440
## 389 35.27 108.60 906.5 0.12650 0.19430
## 390 17.76 109.80 928.2 0.13540 0.13610
## 391 38.54 145.40 1437.0 0.14010 0.37620
## 392 38.30 75.19 439.6 0.09267 0.05494
## 393 23.19 96.08 656.7 0.10890 0.15820
## 394 35.90 159.80 1724.0 0.17820 0.38410
## 395 20.20 101.60 773.4 0.12640 0.15640
## 396 19.97 99.66 745.3 0.08484 0.12330
## 397 19.67 81.93 475.7 0.14150 0.21700
## 398 25.84 107.50 830.9 0.12570 0.19970
## 399 34.66 157.60 1540.0 0.12180 0.34580
## 400 26.29 68.81 366.1 0.13160 0.09473
## 401 22.99 74.32 376.5 0.14190 0.22430
## 402 22.75 91.99 632.1 0.10250 0.25310
## 403 30.90 161.40 1813.0 0.15090 0.65900
## 404 23.17 166.80 1946.0 0.15620 0.30550
## 405 25.50 115.00 733.5 0.12010 0.56460
## 406 26.37 161.20 1780.0 0.13270 0.23760
## 407 19.14 113.10 861.5 0.12350 0.25500
## 408 15.97 83.74 510.5 0.15480 0.23900
## 409 27.37 127.10 1095.0 0.18780 0.44800
## 410 19.16 65.74 335.9 0.15040 0.09515
## 411 17.70 105.00 639.1 0.12540 0.58490
## 412 33.75 79.82 452.3 0.09203 0.14320
## 413 20.72 77.79 441.2 0.10760 0.12230
## 414 25.48 86.16 546.7 0.12710 0.10280
## 415 18.26 84.70 533.7 0.10360 0.08500
## 416 30.39 153.90 1740.0 0.15140 0.37250
## 417 22.02 79.93 462.0 0.11900 0.16480
## 418 21.51 111.40 862.1 0.12940 0.33710
## 419 33.81 160.00 1671.0 0.12780 0.34160
## 420 26.38 91.93 591.7 0.13850 0.40920
## 421 19.49 71.04 380.5 0.12920 0.27720
## 422 31.69 117.70 1030.0 0.13890 0.20570
## 423 16.30 76.25 440.8 0.13410 0.08971
## 424 16.38 69.05 300.2 0.19020 0.34410
## 425 17.70 79.12 467.2 0.11210 0.16100
## 426 33.47 111.80 888.3 0.18510 0.40610
## 427 17.72 83.09 496.2 0.12930 0.18850
## 428 20.54 102.30 777.5 0.12180 0.15500
## 429 22.88 67.88 347.3 0.12650 0.12000
## 430 22.66 119.80 928.8 0.17650 0.45030
## 431 35.64 113.20 848.7 0.14710 0.28840
## 432 26.20 142.20 1493.0 0.14920 0.25360
## 433 24.90 87.78 567.9 0.13770 0.20030
## 434 22.88 146.40 1600.0 0.14120 0.30890
## 435 26.87 90.14 476.4 0.13910 0.40820
## 436 18.00 98.40 749.9 0.12810 0.11090
## 437 24.30 129.00 1236.0 0.12430 0.11600
## 438 22.00 90.81 600.6 0.10970 0.15060
## 439 15.40 59.90 274.9 0.17330 0.12390
## 440 26.21 88.91 543.9 0.13580 0.18920
## 441 21.95 99.21 634.3 0.12880 0.32530
## 442 29.09 97.58 729.8 0.12160 0.15170
## 443 24.23 123.50 1025.0 0.15510 0.42030
## 444 18.32 94.94 660.2 0.13930 0.24990
## 445 44.87 141.20 1408.0 0.13650 0.37350
## 446 15.66 65.13 314.9 0.13240 0.11480
## 447 26.34 98.00 706.0 0.09368 0.14420
## 448 22.25 82.74 523.4 0.10130 0.07390
## 449 27.10 86.20 531.2 0.14050 0.30460
## 450 34.49 152.10 1648.0 0.16000 0.24440
## 451 19.80 73.47 395.4 0.13410 0.11530
## 452 39.34 101.70 768.9 0.17850 0.47060
## 453 30.44 142.00 1313.0 0.12510 0.24140
## 454 28.18 83.51 507.2 0.09457 0.33990
## 455 27.21 85.09 522.9 0.14260 0.21870
## 456 19.85 108.60 766.9 0.13160 0.27350
## 457 12.49 91.36 605.5 0.14510 0.13790
## 458 47.16 214.00 3432.0 0.14010 0.26440
## 459 17.04 58.36 259.2 0.11620 0.07057
## 460 29.02 88.18 608.8 0.08125 0.03432
## 461 31.37 251.20 4254.0 0.13570 0.42560
## 462 30.93 145.30 1603.0 0.13900 0.34630
## 463 20.83 79.73 447.1 0.10950 0.19820
## 464 17.50 97.90 706.6 0.10720 0.10710
## 465 21.40 152.40 1461.0 0.15450 0.39490
## 466 22.91 89.61 515.8 0.14500 0.26290
## 467 20.45 92.00 636.9 0.11280 0.13460
## 468 22.02 133.30 1292.0 0.12630 0.26660
## 469 20.61 71.53 390.4 0.14020 0.23600
## 470 21.58 101.20 750.0 0.11950 0.12520
## 471 23.50 89.04 579.5 0.09388 0.08978
## 472 25.82 102.30 782.1 0.10450 0.09995
## 473 22.81 84.46 545.9 0.09701 0.04619
## 474 45.41 180.20 2477.0 0.14080 0.40970
## 475 33.33 87.24 567.6 0.10410 0.09726
## 476 25.00 140.90 1485.0 0.14340 0.27630
## 477 28.71 87.36 488.4 0.08799 0.32140
## 478 32.07 168.20 2022.0 0.13680 0.31010
## 479 26.19 109.10 809.8 0.13130 0.30300
## 480 32.94 106.00 788.0 0.17940 0.39660
## 481 15.98 102.80 745.5 0.13130 0.17880
## 482 30.86 109.50 826.4 0.14310 0.30260
## 483 34.01 160.50 1670.0 0.14910 0.42570
## 484 24.39 73.07 390.2 0.13010 0.29500
## 485 19.74 83.61 542.5 0.09958 0.06476
## 486 24.17 119.40 915.3 0.15500 0.50460
## 487 25.62 70.88 385.2 0.12340 0.15420
## 488 28.01 206.80 2360.0 0.17010 0.69970
## 489 28.46 95.29 648.3 0.11180 0.16460
## 490 32.82 91.76 508.1 0.21840 0.93790
## 491 26.06 143.40 1426.0 0.13090 0.23270
## 492 39.42 184.60 1821.0 0.16500 0.86810
## 493 17.04 125.00 1102.0 0.15310 0.35830
## 494 26.51 76.43 407.5 0.14280 0.25100
## 495 27.04 62.06 273.9 0.16390 0.16980
## 496 24.37 99.31 674.7 0.14560 0.29610
## 497 26.83 72.22 361.2 0.15590 0.23020
## 498 29.89 105.50 740.7 0.15030 0.39040
## 499 36.27 178.60 1926.0 0.12810 0.53290
## 500 49.54 126.30 1035.0 0.18830 0.55640
## 501 26.56 127.30 1084.0 0.10090 0.29200
## 502 33.88 123.80 1150.0 0.11810 0.15510
## 503 31.48 136.80 1315.0 0.17890 0.42330
## 504 22.82 76.51 351.9 0.11430 0.36190
## 505 25.40 88.14 528.1 0.17800 0.28780
## 506 41.78 78.44 470.9 0.09994 0.06885
## 507 20.65 94.44 684.6 0.08567 0.05036
## 508 17.58 101.70 760.2 0.11390 0.10110
## 509 29.41 179.10 1819.0 0.14070 0.41860
## 510 27.65 157.10 1748.0 0.15170 0.40020
## 511 20.49 96.09 630.5 0.13120 0.27760
## 512 34.69 135.10 1320.0 0.13150 0.18060
## 513 28.12 119.40 888.7 0.16370 0.57750
## 514 16.35 99.71 706.2 0.13110 0.24740
## 515 31.03 129.30 1165.0 0.14150 0.46650
## 516 30.15 105.30 706.0 0.17770 0.53430
## 517 23.41 158.80 1956.0 0.12380 0.18660
## 518 25.53 152.50 1709.0 0.14440 0.42450
## 519 24.13 135.10 1321.0 0.12800 0.22970
## 520 29.16 99.48 639.3 0.13490 0.44020
## 521 21.57 81.41 440.4 0.13270 0.29960
## 522 24.64 96.05 677.9 0.14260 0.23780
## 523 36.91 110.10 931.4 0.11480 0.09866
## 524 30.37 59.16 268.6 0.08996 0.06444
## 525 19.54 50.41 185.2 0.15840 0.12020
## 526 23.64 89.27 597.5 0.12560 0.18080
## 527 31.31 90.67 624.0 0.12270 0.34540
## 528 27.83 129.20 1261.0 0.10720 0.12020
## 529 26.14 79.29 459.3 0.11180 0.09708
## 530 24.62 71.11 380.2 0.13880 0.12550
## 531 27.29 92.20 546.1 0.11160 0.28130
## 532 31.89 54.49 223.6 0.15960 0.30640
## 533 20.96 88.87 586.8 0.10680 0.09605
## 534 28.45 123.50 981.2 0.14150 0.46670
## 535 33.58 148.70 1589.0 0.12750 0.38610
## 536 19.35 93.22 605.8 0.13260 0.26100
## 537 22.47 81.81 506.2 0.12490 0.08720
## 538 26.55 80.92 483.1 0.12230 0.10870
## 539 24.75 99.17 688.6 0.12640 0.20370
## 540 17.16 82.96 512.5 0.14310 0.18510
## 541 25.05 130.00 1210.0 0.11110 0.14860
## 542 17.84 67.84 326.6 0.18500 0.20970
## 543 23.08 85.56 564.1 0.10380 0.06624
## 544 31.86 171.10 1938.0 0.15920 0.44920
## 545 31.72 170.30 1623.0 0.16390 0.61640
## 546 19.93 88.81 585.4 0.14830 0.20680
## 547 17.07 63.34 270.0 0.11790 0.18790
## 548 25.99 87.82 579.7 0.12980 0.18390
## 549 33.17 100.20 706.7 0.12410 0.22640
## 550 20.70 89.88 582.6 0.14940 0.21560
## 551 27.01 91.63 645.8 0.09402 0.19360
## 552 15.82 79.62 453.5 0.08864 0.12560
## 553 40.68 97.65 711.4 0.18530 1.05800
## 554 27.98 88.52 552.3 0.13490 0.18540
## 555 34.23 91.29 632.9 0.12890 0.10630
## 556 28.74 172.00 2081.0 0.15020 0.57170
## 557 22.46 83.12 508.9 0.11830 0.10490
## 558 18.34 114.10 809.2 0.13120 0.36350
## 559 16.82 72.01 396.5 0.12160 0.08240
## 560 22.74 105.90 829.5 0.12260 0.18810
## 561 30.36 116.20 799.6 0.14460 0.42380
## 562 21.38 91.11 583.1 0.12560 0.19280
## 563 31.98 100.40 734.6 0.10170 0.14600
## 564 21.08 92.80 599.5 0.15470 0.22310
## 565 23.89 95.10 687.6 0.12820 0.19650
## 566 19.48 70.89 357.1 0.13600 0.16360
## 567 28.03 113.80 973.1 0.13010 0.32990
## 568 16.93 103.10 749.9 0.13470 0.14780
## 569 21.84 152.10 1535.0 0.11920 0.28400
## concavity_worst points_worst symmetry_worst dimension_worst
## 1 0.124200 0.093910 0.2827 0.06771
## 2 0.191600 0.079260 0.2940 0.07587
## 3 0.106700 0.074310 0.2998 0.07881
## 4 0.086690 0.086110 0.2102 0.06784
## 5 0.136200 0.081780 0.2487 0.06766
## 6 0.256000 0.066640 0.3035 0.08284
## 7 0.363000 0.096530 0.2112 0.08732
## 8 0.464600 0.201300 0.4432 0.10860
## 9 0.079870 0.032030 0.2826 0.07552
## 10 0.229900 0.107500 0.3301 0.09080
## 11 0.517900 0.211300 0.2480 0.08999
## 12 0.194300 0.082110 0.3113 0.08132
## 13 0.450400 0.118100 0.2563 0.08174
## 14 0.001845 0.011110 0.2439 0.06289
## 15 0.397700 0.146600 0.2293 0.06091
## 16 0.366200 0.110500 0.2258 0.08004
## 17 0.170900 0.137400 0.2723 0.07071
## 18 0.102000 0.056020 0.2688 0.06888
## 19 0.493200 0.192300 0.3294 0.09469
## 20 0.099150 0.081870 0.3469 0.09241
## 21 0.152100 0.109900 0.2572 0.07097
## 22 0.139500 0.130800 0.2803 0.09970
## 23 0.141200 0.078870 0.2251 0.07732
## 24 0.196000 0.142300 0.2590 0.07779
## 25 0.129500 0.061360 0.2383 0.09026
## 26 0.277900 0.138300 0.2589 0.10300
## 27 0.138100 0.079110 0.2678 0.06603
## 28 0.633500 0.202400 0.4027 0.09876
## 29 0.434100 0.081200 0.2982 0.09825
## 30 0.136400 0.069870 0.2741 0.07582
## 31 0.018240 0.035320 0.2107 0.06580
## 32 0.217700 0.093310 0.2829 0.08067
## 33 0.516500 0.199600 0.2301 0.12240
## 34 0.137700 0.095320 0.3455 0.06896
## 35 0.249200 0.091860 0.2626 0.07048
## 36 0.256900 0.105400 0.3387 0.09638
## 37 0.268700 0.178900 0.2551 0.06589
## 38 0.094200 0.060420 0.2727 0.10360
## 39 0.231800 0.147400 0.2810 0.07228
## 40 0.502600 0.173200 0.2770 0.10630
## 41 0.378800 0.169700 0.3151 0.07999
## 42 0.681000 0.224700 0.3643 0.09223
## 43 0.686900 0.257500 0.6638 0.17300
## 44 0.145000 0.058500 0.2432 0.10090
## 45 0.138400 0.062220 0.2679 0.07698
## 46 0.253500 0.091810 0.2369 0.06558
## 47 0.045800 0.040440 0.2383 0.07083
## 48 0.645100 0.275600 0.3690 0.08815
## 49 0.343800 0.145300 0.2666 0.07686
## 50 0.190400 0.076250 0.2685 0.07764
## 51 0.463600 0.165400 0.3630 0.10590
## 52 0.340200 0.137900 0.2954 0.08362
## 53 0.144900 0.053560 0.2779 0.08121
## 54 0.306400 0.082190 0.1890 0.07796
## 55 0.789200 0.273300 0.3198 0.08762
## 56 0.485800 0.170800 0.3527 0.10160
## 57 0.269000 0.105600 0.2604 0.09879
## 58 0.006920 0.010420 0.2933 0.07697
## 59 0.580300 0.224800 0.3222 0.08009
## 60 0.431600 0.225200 0.3590 0.07787
## 61 0.724200 0.249300 0.4670 0.10380
## 62 0.489000 0.172100 0.2160 0.09300
## 63 0.280300 0.109900 0.1603 0.06818
## 64 0.208500 0.111200 0.2994 0.07146
## 65 0.630500 0.239300 0.4667 0.09946
## 66 0.168800 0.081940 0.2268 0.09082
## 67 0.178600 0.096780 0.2506 0.07623
## 68 0.047460 0.058130 0.2530 0.05695
## 69 0.145600 0.099930 0.2955 0.06912
## 70 0.275800 0.081200 0.3206 0.08950
## 71 0.503000 0.225800 0.2807 0.10710
## 72 0.105500 0.064990 0.2894 0.07664
## 73 0.460900 0.114500 0.3135 0.10550
## 74 0.104800 0.083410 0.1783 0.05871
## 75 0.188200 0.084360 0.2527 0.05972
## 76 0.243400 0.120500 0.2972 0.09261
## 77 0.353800 0.157100 0.3206 0.06938
## 78 0.144400 0.069610 0.2400 0.06641
## 79 0.176900 0.084110 0.2564 0.08253
## 80 0.330100 0.197400 0.3060 0.08503
## 81 0.066480 0.084850 0.2404 0.06428
## 82 0.142300 0.048150 0.2482 0.06306
## 83 0.121200 0.056140 0.2637 0.06658
## 84 0.260400 0.139700 0.3151 0.08473
## 85 0.224700 0.131800 0.3343 0.09215
## 86 0.118600 0.053660 0.2309 0.06915
## 87 0.179100 0.107000 0.3110 0.07592
## 88 0.070030 0.077630 0.2196 0.07675
## 89 0.315500 0.200900 0.2822 0.07526
## 90 0.193500 0.128400 0.2849 0.09031
## 91 0.027580 0.039900 0.1783 0.07319
## 92 0.202800 0.105300 0.3035 0.07661
## 93 0.226000 0.085680 0.2683 0.06829
## 94 0.044620 0.059210 0.2306 0.06291
## 95 0.848800 0.177200 0.5166 0.14460
## 96 0.495600 0.198100 0.3019 0.09124
## 97 0.160400 0.066080 0.3207 0.07247
## 98 0.131600 0.091400 0.3101 0.07007
## 99 0.065720 0.055750 0.3055 0.08797
## 100 0.647600 0.286700 0.2355 0.10510
## 101 0.253400 0.086000 0.2605 0.08701
## 102 0.000000 0.000000 0.1909 0.06559
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## 109 0.061940 0.032640 0.3059 0.07626
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## 111 0.287300 0.121800 0.2806 0.09097
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## 113 0.327200 0.167400 0.2894 0.08456
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## 115 0.055230 0.037150 0.2433 0.06563
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## 118 0.555300 0.212100 0.3187 0.10190
## 119 0.361700 0.182000 0.3070 0.08255
## 120 0.257300 0.125800 0.3113 0.08317
## 121 0.081150 0.051040 0.2364 0.07182
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## 124 0.286100 0.182000 0.2510 0.06494
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## 129 0.320700 0.121800 0.2841 0.06541
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## 132 0.366000 0.140700 0.2744 0.08839
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## 137 0.000000 0.000000 0.2445 0.08865
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## 146 0.088030 0.043060 0.3200 0.06576
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## 160 0.228200 0.128200 0.2871 0.06917
## 161 0.135000 0.100100 0.2027 0.06206
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## 166 0.534000 0.268800 0.2856 0.08082
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## 168 0.229800 0.152800 0.3067 0.07484
## 169 0.300900 0.097220 0.3849 0.08633
## 170 0.156400 0.060190 0.2350 0.07014
## 171 0.500600 0.208800 0.3900 0.11790
## 172 0.406900 0.182700 0.3179 0.10550
## 173 0.267800 0.155600 0.3196 0.11510
## 174 0.145300 0.061890 0.2446 0.07024
## 175 0.264400 0.116000 0.2884 0.07371
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## 185 0.013350 0.020220 0.3292 0.06522
## 186 0.028840 0.031940 0.2143 0.06643
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## 189 0.260600 0.142500 0.3055 0.05933
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## 191 0.280200 0.121600 0.2792 0.08158
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## 193 0.315100 0.114700 0.2688 0.08273
## 194 0.702600 0.171200 0.4218 0.13410
## 195 0.290200 0.154100 0.3437 0.08631
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## 197 0.402900 0.152600 0.2654 0.09438
## 198 0.091890 0.069460 0.2522 0.07246
## 199 0.265400 0.142700 0.3518 0.08665
## 200 0.307600 0.091400 0.2677 0.08824
## 201 0.023980 0.028990 0.1565 0.05504
## 202 0.192700 0.074850 0.2965 0.07662
## 203 0.311400 0.130800 0.3163 0.09251
## 204 0.221600 0.110500 0.2226 0.08486
## 205 0.108700 0.078640 0.2765 0.07806
## 206 0.591100 0.216300 0.3013 0.10670
## 207 0.186000 0.082880 0.3210 0.07863
## 208 0.061200 0.071600 0.1978 0.06915
## 209 0.013790 0.022100 0.2267 0.06192
## 210 0.678000 0.290300 0.4098 0.12840
## 211 0.334400 0.101700 0.1999 0.07127
## 212 0.358700 0.183400 0.3698 0.10940
## 213 0.656600 0.189900 0.3313 0.13390
## 214 0.286600 0.091730 0.2736 0.07320
## 215 0.336500 0.079660 0.2581 0.10800
## 216 0.021680 0.025790 0.3557 0.08020
## 217 0.142300 0.080450 0.3071 0.08557
## 218 0.251200 0.133900 0.2534 0.07858
## 219 0.535500 0.174100 0.3985 0.12440
## 220 0.394800 0.234600 0.3589 0.09187
## 221 0.052330 0.063430 0.2369 0.06922
## 222 0.093850 0.082240 0.2775 0.09464
## 223 0.612100 0.198000 0.2968 0.09929
## 224 0.175500 0.061270 0.2762 0.08851
## 225 0.000000 0.000000 0.2710 0.06164
## 226 0.000000 0.000000 0.3142 0.08116
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## 228 0.530800 0.217300 0.3032 0.08075
## 229 0.350800 0.193900 0.2928 0.07867
## 230 0.005518 0.016670 0.2815 0.07418
## 231 0.292300 0.068350 0.2884 0.07220
## 232 0.049210 0.047930 0.2298 0.05974
## 233 0.678300 0.150500 0.2398 0.10820
## 234 0.359700 0.158300 0.3103 0.08200
## 235 0.086530 0.064980 0.2407 0.06484
## 236 0.149000 0.098150 0.2804 0.08024
## 237 0.458900 0.172700 0.3000 0.08701
## 238 0.175400 0.085120 0.2983 0.10490
## 239 0.112500 0.061360 0.3409 0.08147
## 240 0.118100 0.067360 0.2883 0.07748
## 241 0.320900 0.137400 0.3068 0.07957
## 242 0.245600 0.105000 0.2926 0.10170
## 243 0.186800 0.025640 0.2376 0.09206
## 244 0.121100 0.082350 0.2452 0.06515
## 245 0.848900 0.250700 0.2749 0.12970
## 246 0.093500 0.038460 0.2552 0.07920
## 247 0.012350 0.025790 0.2349 0.08061
## 248 0.404000 0.120500 0.3187 0.10230
## 249 0.068800 0.025640 0.3105 0.07409
## 250 0.181100 0.071160 0.2447 0.08194
## 251 0.185600 0.101800 0.2177 0.08549
## 252 0.618100 0.246200 0.3277 0.10190
## 253 0.302100 0.082720 0.2157 0.10430
## 254 0.903400 0.196400 0.3245 0.11980
## 255 0.155900 0.101500 0.2160 0.07253
## 256 0.061410 0.037700 0.2872 0.08304
## 257 0.377900 0.095940 0.2471 0.07463
## 258 0.181100 0.086980 0.2973 0.07745
## 259 0.103900 0.058820 0.2383 0.06410
## 260 0.239000 0.128800 0.2977 0.07259
## 261 0.160300 0.062660 0.3049 0.07081
## 262 0.200000 0.091270 0.2226 0.08283
## 263 0.379100 0.151400 0.2837 0.08019
## 264 0.167300 0.081500 0.2356 0.07603
## 265 0.558800 0.184700 0.3530 0.08482
## 266 0.539000 0.206000 0.4378 0.10720
## 267 0.192500 0.035710 0.2868 0.07809
## 268 0.143400 0.047860 0.2254 0.10840
## 269 0.123000 0.063350 0.3100 0.08203
## 270 0.345800 0.156400 0.2920 0.07614
## 271 0.190100 0.082960 0.1988 0.07053
## 272 0.363900 0.176700 0.3176 0.10230
## 273 0.084600 0.079110 0.2523 0.06609
## 274 0.170300 0.086600 0.2618 0.07609
## 275 0.386500 0.170800 0.3193 0.09221
## 276 0.320100 0.159500 0.1648 0.05525
## 277 0.170000 0.101700 0.2369 0.06599
## 278 0.340300 0.141800 0.2218 0.07820
## 279 0.000000 0.000000 0.2458 0.06592
## 280 0.000000 0.000000 0.3058 0.09938
## 281 0.378600 0.210200 0.3751 0.11080
## 282 0.025330 0.028320 0.2557 0.07613
## 283 0.045060 0.050930 0.2880 0.08083
## 284 0.153300 0.092220 0.2530 0.06510
## 285 0.388900 0.198400 0.3216 0.07570
## 286 0.243700 0.078280 0.2455 0.06596
## 287 0.374400 0.177200 0.4724 0.10260
## 288 0.418500 0.161300 0.2549 0.09136
## 289 0.699100 0.210500 0.3126 0.07849
## 290 0.358200 0.140700 0.3230 0.10330
## 291 0.000000 0.000000 0.2475 0.06969
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## 293 0.380900 0.167300 0.3080 0.09333
## 294 0.241300 0.088290 0.3218 0.07470
## 295 0.475600 0.243200 0.2741 0.08574
## 296 0.465800 0.247500 0.3157 0.09671
## 297 0.443300 0.214800 0.3077 0.07569
## 298 0.537200 0.238800 0.2768 0.07615
## 299 0.162200 0.073930 0.2781 0.08052
## 300 0.589700 0.177500 0.3318 0.09136
## 301 0.226400 0.177700 0.2443 0.06251
## 302 0.156500 0.075300 0.2636 0.07676
## 303 0.018540 0.039530 0.2738 0.07685
## 304 0.510600 0.205100 0.3585 0.11090
## 305 0.397600 0.147900 0.3993 0.10640
## 306 0.414600 0.156300 0.2437 0.08328
## 307 1.170000 0.235600 0.4089 0.14090
## 308 0.181000 0.083880 0.3297 0.07834
## 309 0.250000 0.084050 0.2852 0.09218
## 310 0.257700 0.090900 0.3065 0.08177
## 311 0.309200 0.161300 0.3220 0.06386
## 312 0.337800 0.185700 0.3138 0.08113
## 313 0.174200 0.090770 0.2518 0.06960
## 314 0.071530 0.089460 0.2220 0.06033
## 315 0.366400 0.149200 0.3739 0.10270
## 316 0.079340 0.057810 0.2694 0.07061
## 317 0.400000 0.162500 0.2364 0.07678
## 318 0.582000 0.259300 0.3103 0.08677
## 319 0.156400 0.064130 0.3169 0.08032
## 320 0.215100 0.125100 0.3109 0.08187
## 321 0.489600 0.134200 0.3231 0.10340
## 322 0.540900 0.181300 0.4863 0.08633
## 323 0.409800 0.157300 0.3689 0.08368
## 324 0.150300 0.072470 0.2438 0.08541
## 325 0.062430 0.040520 0.2901 0.06783
## 326 0.315700 0.164200 0.3695 0.08579
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## 328 0.735600 0.203400 0.3274 0.12520
## 329 0.081120 0.062960 0.3196 0.06435
## 330 0.481900 0.208900 0.2593 0.07738
## 331 0.000000 0.000000 0.3105 0.08151
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## 333 0.104700 0.046030 0.2090 0.07699
## 334 0.041160 0.018520 0.2293 0.06037
## 335 0.335500 0.166700 0.3414 0.07147
## 336 0.296200 0.103500 0.2320 0.07474
## 337 0.003581 0.016350 0.2233 0.05521
## 338 1.252000 0.175000 0.4228 0.11750
## 339 0.463400 0.204800 0.3679 0.09870
## 340 0.400400 0.145200 0.2557 0.08181
## 341 0.231000 0.112900 0.2778 0.07012
## 342 0.575500 0.195600 0.3956 0.09288
## 343 0.334400 0.104700 0.2736 0.07953
## 344 0.743600 0.121800 0.3308 0.12970
## 345 0.299200 0.131200 0.3480 0.07619
## 346 0.130000 0.053340 0.2533 0.08468
## 347 0.094410 0.047620 0.2434 0.07431
## 348 0.077080 0.064020 0.2584 0.08096
## 349 0.286600 0.112000 0.2282 0.06954
## 350 0.160900 0.120200 0.2599 0.08251
## 351 0.062600 0.082160 0.2136 0.06710
## 352 0.248900 0.145600 0.2756 0.07919
## 353 0.243900 0.064930 0.2372 0.07242
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## 355 0.302400 0.161400 0.3321 0.08911
## 356 0.094120 0.065170 0.2878 0.09211
## 357 0.062130 0.055880 0.2989 0.07380
## 358 0.147100 0.069130 0.2535 0.07993
## 359 0.378400 0.193200 0.3063 0.08368
## 360 0.079930 0.025640 0.2435 0.07393
## 361 0.315800 0.144500 0.2238 0.07127
## 362 0.232200 0.111900 0.2809 0.06287
## 363 0.000000 0.000000 0.2409 0.06743
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## 366 0.179700 0.069180 0.2329 0.08134
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## 368 0.071900 0.048660 0.2321 0.07211
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## 370 0.431700 0.199900 0.3379 0.08950
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## 372 0.139700 0.050870 0.3282 0.08490
## 373 0.036190 0.039830 0.2554 0.07207
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## 375 0.188700 0.098510 0.3270 0.07330
## 376 0.016740 0.026800 0.2280 0.07028
## 377 0.161100 0.109500 0.2722 0.06956
## 378 0.320600 0.098040 0.2819 0.11180
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## 380 0.180400 0.096080 0.2664 0.07809
## 381 0.047530 0.058900 0.2513 0.06911
## 382 0.041580 0.031250 0.2227 0.06777
## 383 0.334900 0.122500 0.3020 0.06846
## 384 0.527400 0.186400 0.4270 0.12330
## 385 0.162400 0.085420 0.3060 0.06783
## 386 0.178300 0.083330 0.2691 0.09479
## 387 0.580700 0.184100 0.2833 0.08858
## 388 0.084230 0.065280 0.2213 0.07842
## 389 0.316900 0.118400 0.2651 0.07397
## 390 0.194700 0.135700 0.2300 0.07230
## 391 0.639900 0.197000 0.2972 0.09075
## 392 0.000000 0.000000 0.1566 0.05905
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## 394 0.575400 0.187200 0.3258 0.09720
## 395 0.120600 0.087040 0.2806 0.07782
## 396 0.109100 0.045370 0.2542 0.06623
## 397 0.230200 0.110500 0.2787 0.07427
## 398 0.284600 0.147600 0.2556 0.06828
## 399 0.473400 0.225500 0.4045 0.07918
## 400 0.020490 0.023810 0.1934 0.08988
## 401 0.084340 0.065280 0.2502 0.09209
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## 404 0.415900 0.211200 0.2689 0.07055
## 405 0.655600 0.135700 0.2845 0.12490
## 406 0.270200 0.176500 0.2609 0.06735
## 407 0.211400 0.125100 0.3153 0.08960
## 408 0.210200 0.089580 0.3016 0.08523
## 409 0.470400 0.202700 0.3585 0.10650
## 410 0.071610 0.072220 0.2757 0.08178
## 411 0.772700 0.156100 0.2639 0.11780
## 412 0.108900 0.020830 0.2849 0.07087
## 413 0.097550 0.034130 0.2300 0.06769
## 414 0.104600 0.069680 0.1712 0.07343
## 415 0.067350 0.082900 0.3101 0.06688
## 416 0.593600 0.206000 0.3266 0.09009
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## 418 0.375500 0.141400 0.3053 0.08764
## 419 0.370300 0.215200 0.3271 0.07632
## 420 0.450400 0.186500 0.5774 0.10300
## 421 0.821600 0.157100 0.3108 0.12590
## 422 0.271200 0.153000 0.2675 0.07873
## 423 0.071160 0.055060 0.2859 0.06772
## 424 0.209900 0.102500 0.3038 0.12520
## 425 0.164800 0.062960 0.1811 0.07427
## 426 0.402400 0.171600 0.3383 0.10310
## 427 0.031220 0.047660 0.3124 0.07590
## 428 0.122000 0.079710 0.2525 0.06827
## 429 0.010050 0.022320 0.2262 0.06742
## 430 0.442900 0.222900 0.3258 0.11910
## 431 0.379600 0.132900 0.3470 0.07900
## 432 0.375900 0.151000 0.3074 0.07863
## 433 0.226700 0.076320 0.3379 0.07924
## 434 0.353300 0.166300 0.2510 0.09445
## 435 0.477900 0.155500 0.2540 0.09532
## 436 0.053070 0.058900 0.2100 0.07083
## 437 0.221000 0.129400 0.2567 0.05737
## 438 0.176400 0.082350 0.3024 0.06949
## 439 0.116800 0.044190 0.3220 0.09026
## 440 0.195600 0.079090 0.3168 0.07987
## 441 0.343900 0.098580 0.3596 0.09166
## 442 0.104900 0.071740 0.2642 0.06953
## 443 0.520300 0.211500 0.2834 0.08234
## 444 0.184800 0.133500 0.3227 0.09326
## 445 0.324100 0.206600 0.2853 0.08496
## 446 0.088670 0.062270 0.2450 0.07773
## 447 0.135900 0.061060 0.2663 0.06321
## 448 0.007732 0.027960 0.2171 0.07037
## 449 0.280600 0.113800 0.3397 0.08365
## 450 0.263900 0.155500 0.3010 0.09060
## 451 0.026390 0.044640 0.2615 0.08269
## 452 0.442500 0.145900 0.3215 0.12050
## 453 0.382900 0.182500 0.2576 0.07602
## 454 0.321800 0.087500 0.2305 0.09952
## 455 0.116400 0.082630 0.3075 0.07351
## 456 0.310300 0.159900 0.2691 0.07683
## 457 0.085390 0.074070 0.2710 0.07191
## 458 0.344200 0.165900 0.2868 0.08218
## 459 0.000000 0.000000 0.2592 0.07848
## 460 0.007977 0.009259 0.2295 0.05843
## 461 0.683300 0.262500 0.2641 0.07427
## 462 0.391200 0.170800 0.3007 0.08314
## 463 0.155300 0.067540 0.3202 0.07287
## 464 0.035170 0.033120 0.1859 0.06810
## 465 0.385300 0.255000 0.4066 0.10590
## 466 0.240300 0.073700 0.2556 0.09359
## 467 0.011200 0.025000 0.2651 0.08385
## 468 0.429000 0.153500 0.2842 0.08225
## 469 0.189800 0.097440 0.2608 0.09702
## 470 0.111700 0.074530 0.2725 0.07234
## 471 0.051860 0.047730 0.2179 0.06871
## 472 0.077500 0.057540 0.2646 0.06085
## 473 0.048330 0.050130 0.1987 0.06169
## 474 0.399500 0.162500 0.2713 0.07568
## 475 0.055240 0.055470 0.2404 0.06639
## 476 0.385300 0.177600 0.2812 0.08198
## 477 0.291200 0.109200 0.2191 0.09349
## 478 0.439900 0.228000 0.2268 0.07425
## 479 0.180400 0.148900 0.2962 0.08472
## 480 0.338100 0.152100 0.3651 0.11830
## 481 0.256000 0.122100 0.2889 0.08006
## 482 0.319400 0.156500 0.2718 0.09353
## 483 0.613300 0.184800 0.3444 0.09782
## 484 0.348600 0.099100 0.2614 0.11620
## 485 0.030460 0.042620 0.2731 0.06825
## 486 0.687200 0.213500 0.4245 0.10500
## 487 0.127700 0.065600 0.3174 0.08524
## 488 0.960800 0.291000 0.4055 0.09789
## 489 0.076980 0.041950 0.2687 0.07429
## 490 0.840200 0.252400 0.4154 0.14030
## 491 0.254400 0.148900 0.3251 0.07625
## 492 0.938700 0.265000 0.4087 0.12400
## 493 0.583000 0.182700 0.3216 0.10100
## 494 0.212300 0.098610 0.2289 0.08278
## 495 0.090010 0.027780 0.2972 0.07712
## 496 0.124600 0.109600 0.2582 0.08893
## 497 0.264400 0.097490 0.2622 0.08490
## 498 0.372800 0.160700 0.3693 0.09618
## 499 0.425100 0.194100 0.2818 0.10050
## 500 0.570300 0.201400 0.3512 0.12040
## 501 0.247700 0.087370 0.4677 0.07623
## 502 0.145900 0.099750 0.2948 0.08452
## 503 0.478400 0.207300 0.3706 0.11420
## 504 0.603000 0.146500 0.2597 0.12000
## 505 0.318600 0.141600 0.2660 0.09270
## 506 0.023180 0.030020 0.2911 0.07307
## 507 0.038660 0.033330 0.2458 0.06120
## 508 0.110100 0.079550 0.2334 0.06142
## 509 0.659900 0.254200 0.2929 0.09873
## 510 0.421100 0.213400 0.3003 0.10480
## 511 0.189000 0.072830 0.3184 0.08183
## 512 0.208000 0.113600 0.2504 0.07948
## 513 0.695600 0.154600 0.4761 0.14020
## 514 0.175900 0.080560 0.2380 0.08718
## 515 0.708700 0.224800 0.4824 0.09614
## 516 0.628200 0.197700 0.3407 0.12430
## 517 0.241600 0.186000 0.2750 0.08902
## 518 0.450400 0.243000 0.3613 0.08758
## 519 0.262300 0.132500 0.3021 0.07987
## 520 0.316200 0.112600 0.4128 0.10760
## 521 0.293900 0.093100 0.3020 0.09646
## 522 0.267100 0.101500 0.3014 0.08750
## 523 0.154700 0.065750 0.3233 0.06165
## 524 0.000000 0.000000 0.2871 0.07039
## 525 0.000000 0.000000 0.2932 0.09382
## 526 0.199200 0.057800 0.3604 0.07062
## 527 0.391100 0.118000 0.2826 0.09585
## 528 0.224900 0.118500 0.4882 0.06111
## 529 0.075290 0.062030 0.3267 0.06994
## 530 0.064090 0.025000 0.3057 0.07875
## 531 0.236500 0.115500 0.2465 0.09981
## 532 0.339300 0.050000 0.2790 0.10660
## 533 0.034690 0.036120 0.2165 0.06025
## 534 0.586200 0.203500 0.3054 0.09519
## 535 0.567300 0.173200 0.3305 0.08465
## 536 0.347600 0.097830 0.3006 0.07802
## 537 0.090760 0.063160 0.3306 0.07036
## 538 0.079150 0.057410 0.3487 0.06958
## 539 0.137700 0.068450 0.2249 0.08492
## 540 0.192200 0.084490 0.2772 0.08756
## 541 0.193200 0.109600 0.3275 0.06469
## 542 0.099960 0.072620 0.3681 0.08982
## 543 0.005579 0.008772 0.2505 0.06431
## 544 0.534400 0.268500 0.5558 0.10240
## 545 0.768100 0.250800 0.5440 0.09964
## 546 0.224100 0.105600 0.3380 0.09584
## 547 0.154400 0.038460 0.1652 0.07722
## 548 0.125500 0.083120 0.2744 0.07238
## 549 0.132600 0.104800 0.2250 0.08321
## 550 0.305000 0.065480 0.2747 0.08301
## 551 0.183800 0.056010 0.2488 0.08151
## 552 0.120100 0.039220 0.2576 0.07018
## 553 1.105000 0.221000 0.4366 0.20750
## 554 0.136600 0.101000 0.2478 0.07757
## 555 0.139000 0.060050 0.2444 0.06788
## 556 0.705300 0.242200 0.3828 0.10070
## 557 0.081050 0.065440 0.2740 0.06487
## 558 0.321900 0.110800 0.2827 0.09208
## 559 0.039380 0.043060 0.1902 0.07313
## 560 0.206000 0.083080 0.3600 0.07285
## 561 0.518600 0.144700 0.3591 0.10140
## 562 0.116700 0.055560 0.2661 0.07961
## 563 0.147200 0.055630 0.2345 0.06464
## 564 0.179100 0.115500 0.2382 0.08553
## 565 0.187600 0.104500 0.2235 0.06925
## 566 0.071620 0.040740 0.2434 0.08488
## 567 0.363000 0.122600 0.3175 0.09772
## 568 0.137300 0.106900 0.2606 0.07810
## 569 0.402400 0.196600 0.2730 0.08666names(data)## [1] "id" "diagnosis" "radius_mean"
## [4] "texture_mean" "perimeter_mean" "area_mean"
## [7] "smoothness_mean" "compactness_mean" "concavity_mean"
## [10] "points_mean" "symmetry_mean" "dimension_mean"
## [13] "radius_se" "texture_se" "perimeter_se"
## [16] "area_se" "smoothness_se" "compactness_se"
## [19] "concavity_se" "points_se" "symmetry_se"
## [22] "dimension_se" "radius_worst" "texture_worst"
## [25] "perimeter_worst" "area_worst" "smoothness_worst"
## [28] "compactness_worst" "concavity_worst" "points_worst"
## [31] "symmetry_worst" "dimension_worst"str(data)## 'data.frame': 569 obs. of 32 variables:
## $ id : int 87139402 8910251 905520 868871 9012568 906539 925291 87880 862989 89827 ...
## $ diagnosis : Factor w/ 2 levels "B","M": 1 1 1 1 1 1 1 2 1 1 ...
## $ radius_mean : num 12.3 10.6 11 11.3 15.2 ...
## $ texture_mean : num 12.4 18.9 16.8 13.4 13.2 ...
## $ perimeter_mean : num 78.8 69.3 70.9 73 97.7 ...
## $ area_mean : num 464 346 373 385 712 ...
## $ smoothness_mean : num 0.1028 0.0969 0.1077 0.1164 0.0796 ...
## $ compactness_mean : num 0.0698 0.1147 0.078 0.1136 0.0693 ...
## $ concavity_mean : num 0.0399 0.0639 0.0305 0.0464 0.0339 ...
## $ points_mean : num 0.037 0.0264 0.0248 0.048 0.0266 ...
## $ symmetry_mean : num 0.196 0.192 0.171 0.177 0.172 ...
## $ dimension_mean : num 0.0595 0.0649 0.0634 0.0607 0.0554 ...
## $ radius_se : num 0.236 0.451 0.197 0.338 0.178 ...
## $ texture_se : num 0.666 1.197 1.387 1.343 0.412 ...
## $ perimeter_se : num 1.67 3.43 1.34 1.85 1.34 ...
## $ area_se : num 17.4 27.1 13.5 26.3 17.7 ...
## $ smoothness_se : num 0.00805 0.00747 0.00516 0.01127 0.00501 ...
## $ compactness_se : num 0.0118 0.03581 0.00936 0.03498 0.01485 ...
## $ concavity_se : num 0.0168 0.0335 0.0106 0.0219 0.0155 ...
## $ points_se : num 0.01241 0.01365 0.00748 0.01965 0.00915 ...
## $ symmetry_se : num 0.0192 0.035 0.0172 0.0158 0.0165 ...
## $ dimension_se : num 0.00225 0.00332 0.0022 0.00344 0.00177 ...
## $ radius_worst : num 13.5 11.9 12.4 11.9 16.2 ...
## $ texture_worst : num 15.6 22.9 26.4 15.8 15.7 ...
## $ perimeter_worst : num 87 78.3 79.9 76.5 104.5 ...
## $ area_worst : num 549 425 471 434 819 ...
## $ smoothness_worst : num 0.139 0.121 0.137 0.137 0.113 ...
## $ compactness_worst: num 0.127 0.252 0.148 0.182 0.174 ...
## $ concavity_worst : num 0.1242 0.1916 0.1067 0.0867 0.1362 ...
## $ points_worst : num 0.0939 0.0793 0.0743 0.0861 0.0818 ...
## $ symmetry_worst : num 0.283 0.294 0.3 0.21 0.249 ...
## $ dimension_worst : num 0.0677 0.0759 0.0788 0.0678 0.0677 ...summary(data)## id diagnosis radius_mean texture_mean
## Min. : 8670 B:357 Min. : 6.981 Min. : 9.71
## 1st Qu.: 869218 M:212 1st Qu.:11.700 1st Qu.:16.17
## Median : 906024 Median :13.370 Median :18.84
## Mean : 30371831 Mean :14.127 Mean :19.29
## 3rd Qu.: 8813129 3rd Qu.:15.780 3rd Qu.:21.80
## Max. :911320502 Max. :28.110 Max. :39.28
## perimeter_mean area_mean smoothness_mean compactness_mean
## Min. : 43.79 Min. : 143.5 Min. :0.05263 Min. :0.01938
## 1st Qu.: 75.17 1st Qu.: 420.3 1st Qu.:0.08637 1st Qu.:0.06492
## Median : 86.24 Median : 551.1 Median :0.09587 Median :0.09263
## Mean : 91.97 Mean : 654.9 Mean :0.09636 Mean :0.10434
## 3rd Qu.:104.10 3rd Qu.: 782.7 3rd Qu.:0.10530 3rd Qu.:0.13040
## Max. :188.50 Max. :2501.0 Max. :0.16340 Max. :0.34540
## concavity_mean points_mean symmetry_mean dimension_mean
## Min. :0.00000 Min. :0.00000 Min. :0.1060 Min. :0.04996
## 1st Qu.:0.02956 1st Qu.:0.02031 1st Qu.:0.1619 1st Qu.:0.05770
## Median :0.06154 Median :0.03350 Median :0.1792 Median :0.06154
## Mean :0.08880 Mean :0.04892 Mean :0.1812 Mean :0.06280
## 3rd Qu.:0.13070 3rd Qu.:0.07400 3rd Qu.:0.1957 3rd Qu.:0.06612
## Max. :0.42680 Max. :0.20120 Max. :0.3040 Max. :0.09744
## radius_se texture_se perimeter_se area_se
## Min. :0.1115 Min. :0.3602 Min. : 0.757 Min. : 6.802
## 1st Qu.:0.2324 1st Qu.:0.8339 1st Qu.: 1.606 1st Qu.: 17.850
## Median :0.3242 Median :1.1080 Median : 2.287 Median : 24.530
## Mean :0.4052 Mean :1.2169 Mean : 2.866 Mean : 40.337
## 3rd Qu.:0.4789 3rd Qu.:1.4740 3rd Qu.: 3.357 3rd Qu.: 45.190
## Max. :2.8730 Max. :4.8850 Max. :21.980 Max. :542.200
## smoothness_se compactness_se concavity_se points_se
## Min. :0.001713 Min. :0.002252 Min. :0.00000 Min. :0.000000
## 1st Qu.:0.005169 1st Qu.:0.013080 1st Qu.:0.01509 1st Qu.:0.007638
## Median :0.006380 Median :0.020450 Median :0.02589 Median :0.010930
## Mean :0.007041 Mean :0.025478 Mean :0.03189 Mean :0.011796
## 3rd Qu.:0.008146 3rd Qu.:0.032450 3rd Qu.:0.04205 3rd Qu.:0.014710
## Max. :0.031130 Max. :0.135400 Max. :0.39600 Max. :0.052790
## symmetry_se dimension_se radius_worst texture_worst
## Min. :0.007882 Min. :0.0008948 Min. : 7.93 Min. :12.02
## 1st Qu.:0.015160 1st Qu.:0.0022480 1st Qu.:13.01 1st Qu.:21.08
## Median :0.018730 Median :0.0031870 Median :14.97 Median :25.41
## Mean :0.020542 Mean :0.0037949 Mean :16.27 Mean :25.68
## 3rd Qu.:0.023480 3rd Qu.:0.0045580 3rd Qu.:18.79 3rd Qu.:29.72
## Max. :0.078950 Max. :0.0298400 Max. :36.04 Max. :49.54
## perimeter_worst area_worst smoothness_worst compactness_worst
## Min. : 50.41 Min. : 185.2 Min. :0.07117 Min. :0.02729
## 1st Qu.: 84.11 1st Qu.: 515.3 1st Qu.:0.11660 1st Qu.:0.14720
## Median : 97.66 Median : 686.5 Median :0.13130 Median :0.21190
## Mean :107.26 Mean : 880.6 Mean :0.13237 Mean :0.25427
## 3rd Qu.:125.40 3rd Qu.:1084.0 3rd Qu.:0.14600 3rd Qu.:0.33910
## Max. :251.20 Max. :4254.0 Max. :0.22260 Max. :1.05800
## concavity_worst points_worst symmetry_worst dimension_worst
## Min. :0.0000 Min. :0.00000 Min. :0.1565 Min. :0.05504
## 1st Qu.:0.1145 1st Qu.:0.06493 1st Qu.:0.2504 1st Qu.:0.07146
## Median :0.2267 Median :0.09993 Median :0.2822 Median :0.08004
## Mean :0.2722 Mean :0.11461 Mean :0.2901 Mean :0.08395
## 3rd Qu.:0.3829 3rd Qu.:0.16140 3rd Qu.:0.3179 3rd Qu.:0.09208
## Max. :1.2520 Max. :0.29100 Max. :0.6638 Max. :0.20750# ID column not relevant for analysis, hence can be removed
data <- data[-1]# Tabulating dignosis column to find out how many are benign and malignant
table(data$diagnosis)##
## B M
## 357 212# (Suppose if the dignosis column was not already factorized) Converting the diagnosis into factor and assigning M as malignant and B as Benign
# data$diagnosis <- factor(data$diagnosis, levels = c("B", "M"), labels = c("Benign", "Malignant"))
# data # Notice B and M in dignosis columns are now replaced with benign and malignant respectively
# To get Proportions of B and M in diagnosis
round(prop.table(table(data$diagnosis))*100, digits = 2) # table(data$diagnosis) will give you count of B and M diagnosis then we multiply it with 100 for percentage then we apply prop.table - proportion.table function and round of the answers to 2 digits after decimal##
## B M
## 62.74 37.26# For understanding purpose, We will consider only consider 3 input variables - radius mean, area mean, smoothness mean out of total 30 input variables
summary(data[c("radius_mean", "area_mean", "smoothness_mean")])## radius_mean area_mean smoothness_mean
## Min. : 6.981 Min. : 143.5 Min. :0.05263
## 1st Qu.:11.700 1st Qu.: 420.3 1st Qu.:0.08637
## Median :13.370 Median : 551.1 Median :0.09587
## Mean :14.127 Mean : 654.9 Mean :0.09636
## 3rd Qu.:15.780 3rd Qu.: 782.7 3rd Qu.:0.10530
## Max. :28.110 Max. :2501.0 Max. :0.16340# Summary shows there are scaling issues and different units for all the 3 input variables. From the above data it seems that area will show more influence than smothness.# When unit and scaling issues present in data, we use STANDARDIZATION/NORMALIZATION
# Rather than applying each element individually we will use "lapply()" function
data_normal <- (scale(data[, 2:31])) # removing column 1 diagnosis from standardization
class(data_normal)## [1] "matrix"data_norm <- as.data.frame(data_normal) # Converting into data frame
data_norm## radius_mean texture_mean perimeter_mean area_mean smoothness_mean
## 1 -0.512845261 -1.604183e+00 -0.53990056 -0.542146756 0.457882546
## 2 -1.000920224 -7.896900e-02 -0.93374423 -0.876603348 0.036953503
## 3 -0.876063838 -5.718735e-01 -0.86625169 -0.800448406 0.806286653
## 4 -0.807960355 -1.371681e+00 -0.78065139 -0.767485819 1.424881700
## 5 0.301558892 -1.413531e+00 0.23379444 0.161718134 -1.189571158
## 6 -0.725668646 -5.804381e-02 -0.73126661 -0.696729922 -0.775041374
## 7 -0.742694517 1.078892e+00 -0.71809733 -0.714347856 -0.266655790
## 8 -0.090036136 1.037041e+00 -0.01683336 -0.162224529 2.555417474
## 9 -1.032134320 8.172307e-05 -1.01070219 -0.905871851 0.250973169
## 10 -0.870388548 -1.006653e+00 -0.84279392 -0.798459284 0.493433986
## 11 1.833887264 4.534609e-01 1.88612710 1.889980655 0.863168956
## 12 -0.532708777 -3.137962e-01 -0.56376987 -0.552944845 -0.698250265
## 13 -0.280158360 3.372098e-01 -0.24647261 -0.335278109 -0.683318660
## 14 -0.305697166 4.731766e-03 -0.38516156 -0.362841651 -1.120601365
## 15 1.550122751 1.327669e+00 1.47047181 1.523413958 0.486323698
## 16 0.131300184 7.882640e-01 0.18194041 0.006282488 -0.826946476
## 17 0.449116439 -1.246130e+00 0.41281429 0.303514089 -0.123739003
## 18 -0.413527681 -4.625975e-01 -0.44113098 -0.468833417 0.457882546
## 19 1.692005007 1.062616e+00 1.75854973 1.682543687 0.827617517
## 20 -0.549734648 -1.394931e+00 -0.53043514 -0.565732056 0.728073486
## 21 -0.685941614 -4.881728e-01 -0.71151269 -0.666608937 0.098101979
## 22 -0.691616904 1.197468e+00 -0.64196245 -0.706107209 1.936822428
## 23 -0.904440289 -1.626698e-01 -0.88806330 -0.809541533 0.287235637
## 24 0.276020086 -6.741745e-01 0.31322164 0.055726368 1.325337669
## 25 -1.026459030 2.093336e-01 -0.96008279 -0.911270896 1.126249608
## 26 -0.092873781 -8.136758e-01 -0.06333736 -0.201154480 0.308566501
## 27 -0.192191361 -2.300954e-01 -0.22095714 -0.283560947 0.415220819
## 28 0.332772989 1.390444e+00 0.42927589 0.220255141 0.841838093
## 29 -1.282982150 -5.695485e-01 -1.24816071 -1.063864939 -0.821258245
## 30 -0.206379587 -5.439733e-01 -0.26704961 -0.291233273 -1.208057907
## 31 -0.305697166 -1.267055e+00 -0.38104616 -0.353180203 -0.912980959
## 32 -0.385151230 7.394385e-01 -0.42178861 -0.422231139 -0.413127720
## 33 0.985431369 9.393903e-01 1.11243210 0.925256673 -0.246746984
## 34 -0.527033487 -3.184462e-01 -0.55800831 -0.536463552 -0.676208372
## 35 0.128462539 -1.308905e+00 0.09551703 0.011113212 0.139341649
## 36 -0.132600813 -9.624771e-01 -0.15222998 -0.211100088 -0.972707377
## 37 1.365675817 4.697360e-01 1.30174045 1.350076217 -0.445835045
## 38 -0.632026357 -1.078728e+00 -0.57035451 -0.631088909 1.339558245
## 39 0.752744468 -1.138443e-01 0.71323841 0.657577736 -0.548223190
## 40 0.599511631 -1.208194e-01 0.69266142 0.426839629 0.728073486
## 41 1.754433200 1.806623e+00 1.68447255 1.799049381 0.258794485
## 42 1.550122751 -2.649707e-01 1.59393378 1.588770811 1.112029032
## 43 -0.768233323 2.535091e-01 -0.59216612 -0.763791736 3.280666839
## 44 -0.322723037 -1.176379e+00 -0.32466519 -0.399498321 -0.123739003
## 45 -0.064497330 -6.206990e-01 -0.12342219 -0.157677965 -1.996588834
## 46 1.121638336 5.929622e-01 1.04658572 1.048866373 -1.610500201
## 47 -0.850525032 -6.206990e-01 -0.88477099 -0.777999748 -1.055897746
## 48 3.292436862 -4.253972e-01 3.38413230 3.850686244 1.318227381
## 49 -0.175165490 -9.291913e-02 -0.15922616 -0.275036140 0.678301471
## 50 -0.473118229 1.395830e-01 -0.47487725 -0.521687220 -0.842589109
## 51 -0.075847910 -5.486233e-01 -0.04152575 -0.215930812 0.443661971
## 52 0.247643635 -8.787763e-01 0.22556364 0.084142391 -0.899471412
## 53 -0.660402808 -4.718976e-01 -0.68764338 -0.633646351 -0.390374799
## 54 0.026307314 1.990300e+00 0.02390909 -0.088058708 -1.004703673
## 55 2.600051450 1.715947e+00 2.75447627 2.927165495 1.261345078
## 56 -0.223405457 -7.974006e-01 -0.22548408 -0.383301188 0.813396941
## 57 -0.677428679 -1.069428e+00 -0.64443169 -0.650411804 -1.092871243
## 58 -1.148477771 -9.717772e-01 -1.16091425 -0.958725654 -0.262389617
## 59 2.872465383 2.116587e-01 3.05490039 3.143127271 3.437093173
## 60 1.496207493 -2.579956e-01 1.44989481 1.392700252 0.521875137
## 61 1.402565204 1.283494e+00 1.49516420 1.276194557 -0.394640972
## 62 0.948541983 1.253268e+00 0.99308554 0.936907242 0.607198592
## 63 0.934353757 1.457870e+00 0.92723915 0.832904598 0.301456213
## 64 -0.195029006 5.325116e-01 -0.23824182 -0.261112289 -1.048076429
## 65 0.344123569 -1.169404e+00 0.43339128 0.140690277 0.777845502
## 66 -0.507169971 6.813130e-01 -0.49874657 -0.541010116 0.344117940
## 67 -0.243268973 -5.276981e-01 -0.30532282 -0.308282887 -0.846855282
## 68 0.136975474 -8.369260e-01 0.02925911 0.028446986 -1.434876090
## 69 -0.078685556 -9.555021e-01 -0.12259911 -0.191777192 -0.085343448
## 70 -0.697292195 1.698083e-01 -0.68970108 -0.678259507 0.372559092
## 71 -0.183678426 3.558100e-01 -0.14687996 -0.271910377 0.372559092
## 72 -1.156990706 -4.091220e-01 -1.13416416 -0.977764390 0.308566501
## 73 -1.443025336 -9.059411e-02 -1.31277247 -1.166162622 0.236041564
## 74 1.056372498 -1.408881e+00 0.93135455 0.958219260 -1.278449757
## 75 0.769770339 3.960709e-02 0.67619982 0.640243962 -1.557884071
## 76 -0.501494680 5.836621e-01 -0.50162735 -0.536463552 -0.614348868
## 77 1.186904174 -1.649948e-01 1.09597051 1.097173612 -0.745178165
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## 508 0.193728377 -1.067103e+00 0.11074401 0.073344302 -0.827657504
## 509 1.927529553 1.348594e+00 2.10012784 1.966703917 0.962712987
## 510 0.389525891 4.162605e-01 0.44985288 0.421156424 1.112029032
## 511 -0.297184231 -8.322759e-01 -0.26087651 -0.383301188 0.792066077
## 512 1.079073659 1.206768e+00 0.95604695 0.977542155 -0.555333478
## 513 -0.649052227 -1.370945e-01 -0.57776223 -0.608924411 1.033815866
## 514 -0.135438458 -1.425156e+00 -0.16828004 -0.244346835 0.007090294
## 515 0.630725728 9.300903e-01 0.70089221 0.527148190 0.075349058
## 516 -0.368125359 7.068882e-01 -0.27610349 -0.431040106 0.884499820
## 517 1.828211974 -3.533215e-01 1.68447255 1.907030269 -0.826235447
## 518 1.578499202 4.557859e-01 1.56512598 1.557513185 0.941382123
## 519 1.161365367 -1.370945e-01 1.16593229 1.074440794 1.311117093
## 520 -0.288671295 7.557137e-01 -0.20367247 -0.356590126 0.273015061
## 521 -1.034971965 -1.002002e+00 -1.00740987 -0.912975857 0.127965188
## 522 -0.470280584 -1.603448e-01 -0.44771562 -0.491566235 0.233908478
## 523 0.284533021 2.446004e+00 0.19510969 0.183598472 -0.935733880
## 524 -1.806811442 1.220718e+00 -1.81279344 -1.346604368 -3.109348889
## 525 -2.027863997 -1.362381e+00 -1.98275941 -1.453164455 1.467543427
## 526 -0.356774779 -7.160249e-01 -0.39462698 -0.405465686 -0.150047068
## 527 -0.427715907 1.088192e+00 -0.43701558 -0.450363002 -1.232232885
## 528 1.084748949 1.674833e-01 0.91489296 0.929519076 -0.877429520
## 529 -0.782421549 -9.291913e-02 -0.81480920 -0.735659873 -0.656299566
## 530 -1.265388750 -2.765958e-01 -1.27203002 -1.047383646 -0.942133139
## 531 -0.620675776 3.418599e-01 -0.58023147 -0.607787770 -0.733090675
## 532 -1.826391193 1.429970e+00 -1.79550876 -1.376725353 -0.688295862
## 533 -0.399339456 -3.765717e-01 -0.45224256 -0.436439151 -1.237210087
## 534 0.661939824 1.907335e-01 0.71323841 0.505836173 0.138630620
## 535 1.606875653 1.355569e+00 1.58158758 1.526255560 0.365448804
## 536 -0.368125359 -8.276259e-01 -0.37363844 -0.420526178 -0.423793152
## 537 -0.739856872 -1.254694e-01 -0.76665904 -0.698719043 -0.079655218
## 538 -0.688779259 -4.176866e-02 -0.72591659 -0.671155501 -0.584485658
## 539 -0.073010265 3.279097e-01 -0.09049900 -0.199165358 -0.041259664
## 540 -0.717155711 -1.499557e+00 -0.72550505 -0.688489275 -0.464321793
## 541 0.818010306 2.256088e-01 0.72970001 0.708726577 -0.614348868
## 542 -1.371232914 -1.253105e+00 -1.31729941 -1.128369312 2.896711293
## 543 -0.439066487 -2.068452e-01 -0.49956965 -0.471390859 -0.883828779
## 544 1.762946136 5.162365e-01 1.80793452 1.730850926 1.467543427
## 545 1.717543814 1.088192e+00 2.12893563 1.676860482 2.292336822
## 546 -0.334073618 -7.602003e-01 -0.36334994 -0.401203282 0.294345925
## 547 -1.469131671 -8.206508e-01 -1.36750728 -1.164173501 -0.123739003
## 548 -0.387988875 -1.045442e-01 -0.41561551 -0.449794682 0.028421158
## 549 -0.021932653 1.827549e+00 -0.02424107 -0.154836363 0.208311441
## 550 -0.589461680 -1.083378e+00 -0.57323529 -0.584202471 0.479213410
## 551 -0.362450069 4.836862e-01 -0.38433848 -0.398930000 -1.482515019
## 552 -0.847687387 -1.213579e+00 -0.85308241 -0.768054140 -1.679469994
## 553 -0.473118229 1.104467e+00 -0.32919213 -0.508615849 1.581308033
## 554 -0.674591034 -4.021470e-01 -0.66171636 -0.659220771 0.777845502
## 555 -0.260294844 1.385794e+00 -0.32384211 -0.332436506 -0.600839321
## 556 2.123327068 6.952631e-01 2.15774343 2.137200055 1.446212563
## 557 -0.745532162 -1.952201e-01 -0.76912828 -0.703265607 -0.206929371
## 558 0.159676636 -1.234505e+00 0.25725221 0.003440886 0.479213410
## 559 -0.864713257 -1.064778e+00 -0.89547102 -0.801869207 0.301456213
## 560 0.190890732 -3.788968e-01 0.16095188 0.056578849 -0.324960150
## 561 0.034820250 5.650619e-01 0.06835540 -0.062200127 0.132942390
## 562 -0.546897003 -9.485270e-01 -0.57446991 -0.559764691 -0.684740718
## 563 0.077384927 1.790348e+00 0.01156290 -0.024975137 -1.877847026
## 564 -0.359612424 -1.387956e+00 -0.37651922 -0.426493543 1.211573063
## 565 -0.271645425 -2.486956e-01 -0.31643440 -0.334141468 -1.542952466
## 566 -1.097400158 -1.064778e+00 -1.06049852 -0.947075085 0.174893088
## 567 0.327097698 7.254884e-01 0.28606000 0.158308211 -0.411705663
## 568 0.114274313 -1.234505e+00 0.07782082 -0.030374182 0.962712987
## 569 2.055223584 -9.741022e-01 2.03016606 2.077526407 0.265904773
## compactness_mean concavity_mean points_mean symmetry_mean dimension_mean
## 1 -0.653837927 -0.613766097 -0.307171959 0.537608004 -0.459977757
## 2 0.196146087 -0.312711686 -0.579832380 0.402641855 0.299190030
## 3 -0.498004369 -0.731804513 -0.621581896 -0.356086771 0.085320001
## 4 0.175317786 -0.532481406 -0.024718442 -0.148165946 -0.294263893
## 5 -0.662737292 -0.688277063 -0.575966684 -0.330552634 -1.042100818
## 6 -0.513530920 -0.425857969 -0.892696038 0.800244836 -0.018074120
## 7 -0.042432629 0.280992699 -0.202798168 -1.545247982 0.411082297
## 8 1.371998332 0.840452144 1.104064774 1.602746267 1.616402795
## 9 -0.351448872 -0.738201920 -0.951196903 1.478723319 0.285026452
## 10 -0.253177162 -0.436896631 -0.399690949 -0.129927277 0.888394880
## 11 1.137206580 1.630719971 1.628253144 0.132709555 -0.081810221
## 12 -0.711021080 -0.626560909 -0.659981142 0.577733076 -0.073312074
## 13 0.086324138 0.247124077 -0.356137441 -0.910542305 -0.367914499
## 14 -1.258237342 -1.105212334 -1.153321259 0.026925276 -1.103004204
## 15 -0.106621665 0.962128302 1.074943198 -0.542121194 -1.258803563
## 16 0.542653271 0.176878048 -0.297894289 -1.304497553 -0.188037057
## 17 -0.184065074 -0.218883062 0.268301311 0.015982074 -0.788572769
## 18 -0.524513115 -0.713364931 -0.717708868 -0.381620907 -0.418903380
## 19 1.504542064 1.749887342 2.038016914 1.595450800 1.684387970
## 20 -0.175165709 -0.755763427 -0.517981244 0.249437036 0.270862874
## 21 -0.812890405 -0.636094299 -0.425977681 -1.078338059 -0.261687663
## 22 0.963006247 -0.547534126 -0.093012404 1.165018214 1.593741070
## 23 -0.563140145 -0.493720651 -0.505095591 -1.187770072 0.474818399
## 24 1.445844126 0.313606926 0.938612987 0.690812823 0.265197443
## 25 0.491529260 -0.301547585 -0.470046615 0.402641855 2.127707965
## 26 0.447979177 -0.136845735 0.045637224 -0.545768927 0.405416866
## 27 -0.429649673 -0.615396808 -0.544267977 -0.633314538 -0.806985421
## 28 1.237561119 0.997251316 0.994536722 0.417232790 0.368591563
## 29 -0.228372550 -0.057442634 -0.670031952 0.818483505 1.197160883
## 30 -0.897150348 -0.840309540 -0.881098950 -0.589541733 -0.819732641
## 31 -1.268462144 -1.056704942 -1.033175429 -1.308145287 -1.078926121
## 32 -0.884842716 -0.522948016 -0.563854170 -0.826644428 -0.304178398
## 33 1.818860055 1.565491516 1.321574599 -0.421745979 1.542752189
## 34 -0.739991353 -0.711107023 -0.576997536 0.563142141 -0.967033854
## 35 -0.287070488 -0.082530502 -0.139916181 -0.264893426 -0.906130468
## 36 -0.546477505 -0.580900990 -0.623901313 -0.071563536 -0.542126510
## 37 -0.027284774 0.240852111 0.788366272 -0.837587629 -1.159658516
## 38 0.478274887 -0.648512793 -0.486797964 0.668926420 2.208440361
## 39 -0.237082566 -0.057442634 0.434010810 0.296857575 -1.056264396
## 40 1.436376716 1.329665561 1.072108354 0.234846101 0.572547088
## 41 0.084430656 0.791530803 1.144525725 0.008686607 -1.002442799
## 42 1.178863181 2.032125852 2.053479698 0.785653901 -0.280100315
## 43 3.399917422 1.914212875 1.450431130 2.864862154 4.906601993
## 44 -0.088822935 -0.645000492 -0.720028286 -0.582246265 1.357209316
## 45 -0.968534615 -0.834915649 -0.915632501 0.005038873 -1.053431680
## 46 -0.339330588 0.269703158 0.228355786 -0.151813679 -1.331037811
## 47 -1.249716674 -0.942166283 -0.907643396 -1.096576728 -0.186620699
## 48 2.498620049 3.110904155 3.669340602 0.526664803 -0.224862360
## 49 0.196146087 -0.037623219 0.126043700 -0.020495263 -0.284349388
## 50 -0.055687002 -0.257142060 -0.462057510 -0.111688608 -0.043568560
## 51 0.896734381 0.128082146 0.182998287 1.073824870 0.901142100
## 52 0.099578511 -0.297909845 -0.286554914 0.253084770 -0.527962932
## 53 -0.795659720 -0.756014306 -0.838576295 0.129061821 -0.369330857
## 54 -0.008349956 0.269703158 -0.124711110 -1.713043736 -0.213531498
## 55 1.970338605 3.305335129 2.914241328 1.416711845 -0.071895716
## 56 0.930817055 0.352493121 0.539930879 0.475596530 0.881313091
## 57 -0.146384784 -0.270187751 -0.580605519 -1.140349533 0.677357566
## 58 -1.086687884 -1.093860074 -1.198756072 -0.396211842 -0.328256480
## 59 3.452934915 4.239858194 3.924476535 3.076430713 0.845904146
## 60 0.754723241 0.925750894 1.178286136 0.296857575 -0.549208299
## 61 2.171047684 1.529114108 1.306369528 1.817962560 0.089569074
## 62 1.059573823 1.594342564 1.427236955 -0.998087916 0.120728946
## 63 0.194252605 0.995996923 0.439422784 -1.837066684 -0.586033602
## 64 -0.833718706 -0.723776396 -0.737295061 -0.100745407 -0.981197432
## 65 2.066906181 1.491482307 1.253538350 2.587634387 1.065439607
## 66 -0.053793521 -0.440283493 -0.533444028 -0.950667377 0.681606639
## 67 -1.030072776 -0.668081330 -0.627767009 -1.151292734 -0.857974302
## 68 -1.310118746 -0.932382014 -0.776982873 -0.655200941 -1.451428225
## 69 -0.519968759 -0.552049943 -0.304337115 1.088415805 -0.604446254
## 70 -0.185769207 -0.587047518 -0.704823215 0.172834627 0.256699296
## 71 0.400642130 0.219527423 0.140991057 -0.334200368 0.197212268
## 72 -0.588512803 -0.798914559 -0.803269605 0.285914374 0.072572780
## 73 1.758268635 1.363534182 0.004145421 1.890917236 3.488827823
## 74 -0.798499943 -0.556314880 -0.183985115 -2.158067257 -1.468424519
## 75 -0.608015666 -0.467880147 -0.546587394 0.118118620 -1.433015574
## 76 -0.187283993 -0.359375120 -0.295574871 0.431823725 0.175966901
## 77 -0.372277172 -0.089178787 0.237633456 -0.695326012 -1.210647397
## 78 -1.085551795 -0.648638233 -0.686010162 -1.078338059 -0.867888807
## 79 -0.470738230 -0.605612540 -0.604057408 -0.768280688 -0.197951562
## 80 0.493422742 0.392633709 1.013349776 0.657983219 -0.298512966
## 81 -0.482667166 -0.787499579 -0.286297201 -0.115336342 -0.891966890
## 82 -0.602335220 -0.631703922 -0.834452886 -0.527530258 -1.141245865
## 83 -0.768961625 -0.694423591 -0.636013827 0.012334341 -0.826814430
## 84 0.559694607 0.136235703 0.559774785 1.110302207 0.093818148
## 85 0.127980740 -0.122921969 0.169597207 0.752824297 0.898309385
## 86 -1.269598234 -0.830399833 -0.958928295 -1.731282405 -0.989695579
## 87 -0.781458606 -0.742843175 -0.578543814 -0.447280115 -0.668182355
## 88 -0.569577984 -0.760279243 -0.419534854 -1.592668521 -0.373579930
## 89 -0.040539147 0.262176798 0.963868867 -0.155461413 -1.418851996
## 90 0.050347983 -0.438401903 -0.285781775 -0.356086771 0.797747980
## 91 -1.261077565 -0.998576353 -0.917951918 -1.260724748 -0.207866066
## 92 -0.530950954 -0.661182166 -0.650188046 -1.041860721 -0.331089196
## 93 -0.912298203 -0.585918564 -0.527001202 -0.965258312 -1.185152957
## 94 -1.015114269 -0.962612895 -0.806619875 -0.527530258 -1.176654810
## 95 2.593294143 1.371060543 0.444834759 2.087894860 1.787782091
## 96 0.620286027 0.396396889 0.553847384 -0.108040874 -0.430234243
## 97 -0.480016291 -0.604985343 -0.775436594 0.227550633 -0.539293794
## 98 -0.907375151 -0.776711796 -0.673124508 0.231198367 -0.799903632
## 99 -0.365839334 -0.892115987 -0.767189776 0.358869049 0.889811238
## 100 3.070451576 3.074526748 3.494095720 0.063402613 0.711350154
## 101 0.465020514 -0.054181212 -0.521846940 -0.523882525 0.824658778
## 102 -1.531845474 -1.113892736 -1.260710292 -0.578598531 0.236870287
## 103 -0.535116614 -0.704333298 -0.550710803 -0.155461413 -0.013825046
## 104 -0.612370674 -0.186268834 0.094602706 -0.822996694 -0.506717565
## 105 -1.119066424 -0.569987768 -0.975937357 -1.184122338 -0.913212257
## 106 -0.417720737 -0.448060732 -0.753273271 -0.118984075 0.416747729
## 107 -0.010243437 0.178132442 -0.129092232 -1.016326585 -0.135631818
## 108 0.205613496 -0.088426151 -0.702503798 1.139484078 0.869982228
## 109 -0.725600890 -0.919712641 -1.050416433 0.599619479 0.068323707
## 110 -0.843754160 -1.001561809 -0.983411036 -0.717212415 -0.192286131
## 111 -0.050006557 -0.227036619 -0.362580268 -0.038733932 0.340264407
## 112 0.495316224 0.543160914 -0.701988371 1.496961988 2.806143357
## 113 0.107152439 0.713758413 0.972373399 0.563142141 -0.094557441
## 114 2.366076318 1.555456369 0.807437038 0.938858720 1.986072184
## 115 -1.035374525 -0.906039753 -0.973360227 -1.154940468 -0.554873730
## 116 0.124193776 0.396396889 0.217531837 -1.257077014 -1.236141838
## 117 0.307861518 0.366291448 0.280413825 0.504778400 0.263781085
## 118 0.981941066 1.258165139 1.087828851 0.428175991 0.657528557
## 119 0.497209705 0.481695639 0.979073938 1.030052064 -0.989695579
## 120 0.493422742 0.090701223 0.183256000 0.814835772 0.313353608
## 121 -0.813837146 -0.935768876 -0.966659687 -0.720860149 -0.552041015
## 122 0.576735944 0.943312401 1.203284303 -0.170052348 -1.778606880
## 123 -0.898665134 -0.866275483 -0.922333040 0.450062394 -0.569037308
## 124 -0.354478443 0.351238728 0.920830786 -0.345143570 -1.736116146
## 125 -0.861174193 -0.789381169 -0.662300560 -0.647905473 0.130643451
## 126 -0.518832670 -0.694423591 -0.873625271 -1.461350105 -0.052066707
## 127 1.366317887 1.483955946 1.213592825 0.413585056 2.000235762
## 128 -0.719163052 -0.061456693 0.097695263 -0.673439609 -1.223394618
## 129 -0.455590375 0.049055363 0.189441113 0.490187465 -1.750279724
## 130 0.209400460 0.721284774 0.321390202 0.417232790 -0.421736096
## 131 2.237319550 2.314364362 1.241941262 0.836722174 0.875647660
## 132 0.196146087 0.097474948 -0.020595033 0.132709555 -0.139880891
## 133 -0.673530139 -0.739205434 -0.416700011 -0.669791876 -0.706424016
## 134 0.218867870 1.945572709 2.318924153 -0.312313966 -0.930208551
## 135 0.052241464 -0.604232707 -0.160790939 0.519369336 2.402481381
## 136 0.783125469 0.799057163 1.102518495 0.668926420 0.071156423
## 137 -0.569199287 -1.113892736 -1.260710292 0.632449083 1.158919222
## 138 -0.983303774 -0.866526362 -0.754819549 -0.808405759 -0.527962932
## 139 0.023839236 0.777732476 1.299411275 -0.308666232 -0.295680251
## 140 -1.076084386 -0.866526362 -0.913055370 0.205664231 -0.240442296
## 141 0.042774055 0.755153395 0.731669398 -0.418098245 -0.822565357
## 142 3.280628064 2.650541786 2.530248864 2.215565542 2.253763811
## 143 -0.017817365 0.692433726 1.262558307 -0.217472887 -1.057680754
## 144 1.826433983 1.564237123 0.969280842 0.501130667 1.433692638
## 145 1.561346520 0.673617825 1.002783540 1.606394001 0.912472963
## 146 -0.922523006 -0.818733974 -0.860481905 -0.341495836 -0.707840374
## 147 0.470700959 0.134730431 0.441742202 0.110823153 -0.280100315
## 148 -0.372277172 -0.378567339 -0.014667633 -1.154940468 -0.972699285
## 149 -1.321668985 -0.945553145 -0.822855798 -1.238838345 -1.018022735
## 150 -0.685269726 -0.782356566 -0.765643498 -0.764632954 -0.302762040
## 151 -1.249716674 -1.057783720 -1.095181192 -2.176305926 -0.859390660
## 152 -0.397839178 -1.001825232 -0.753788697 2.649645861 1.061190533
## 153 -0.175165709 -0.499992617 -0.464892354 -0.122631809 -0.063397570
## 154 -1.030072776 -0.986948126 -1.119096964 0.267675705 -0.111553735
## 155 1.197798000 0.594591043 0.440711350 -0.356086771 1.292056856
## 156 -0.847919820 -0.773952131 -0.898365725 -1.114815397 0.962045486
## 157 -1.208438769 -0.863390379 -0.941661520 -0.870417233 -1.076093405
## 158 0.330583300 0.195693949 0.200265062 0.304153043 0.835989641
## 159 -1.130806012 -0.863892136 -0.974391079 2.044122054 -0.724836668
## 160 -0.518075277 -0.517930443 -0.388609287 -0.009552062 -0.795654558
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## 545 4.564408776 3.595099999 2.873007238 3.992011891 2.637596778
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## 547 0.377920347 0.048051849 -0.665908543 -1.848009886 1.250982480
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## 553 2.561104951 1.737343408 0.940932405 0.796597103 2.780648917
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## 558 1.500755100 0.704977660 0.362882005 1.000870194 1.595157428
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## 561 0.103365475 0.540652128 0.181967434 0.267675705 -0.219196929
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## 564 -0.302975736 -0.637223253 -0.384485878 -0.979849247 0.277944663
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## 567 0.016265309 -0.439656296 -0.419792568 -0.308666232 0.052743771
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## radius_se texture_se perimeter_se area_se smoothness_se
## 1 -0.6100407090 -0.9992840266 -0.591565414 -0.503551830 0.334393036
## 2 0.1634542463 -0.0359892775 0.278922523 -0.290982337 0.142887103
## 3 -0.7517579665 0.3084330077 -0.753792712 -0.589063240 -0.627133275
## 4 -0.2407825112 0.2286720575 -0.502043643 -0.307908760 1.408491529
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## 8 0.5756242854 1.2927556438 0.515833729 0.272205918 0.593841943
## 9 -0.1809222956 0.5749070915 -0.278981109 -0.378252336 0.184518827
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## 15 0.2243962731 0.2866800213 0.024700478 0.348264909 1.618315421
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## 19 2.4046062962 0.9537716052 2.442282885 1.988589170 0.307415678
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## 25 -0.2580914892 1.1658632229 -0.408070514 -0.449035559 1.611654345
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## 28 0.1219848198 -0.3713478183 0.312555011 0.069528490 -0.602154240
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## 33 1.8885823890 0.4498274195 1.451608261 1.419245853 -0.091582770
## 34 -0.2559278670 1.0226560622 -0.389275888 -0.319779238 -0.384004003
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## 469 -0.1351256245 0.4607039127 -0.627670880 -0.388144401 1.148709568
## 470 -0.0575958272 -0.3097143567 -0.109829476 -0.167001784 0.311412324
## 471 1.1753082531 0.9628353496 1.113799590 0.292649520 -0.822635853
## 472 -0.7975546375 -0.2752721282 -0.781490055 -0.520917901 -1.134707260
## 473 -0.7979152412 2.0396081779 -0.838863124 -0.575434172 -0.895574635
## 474 1.2045171535 0.1887915823 0.917939804 1.529157690 -0.500239778
## 475 0.7245536171 2.5852455876 0.609806858 0.101622746 0.158540631
## 476 -0.0038658746 -1.2082939713 -0.157805232 0.188233274 -0.739372404
## 477 -1.0305046334 0.3936322046 -0.538149109 -0.676794868 -0.665767515
## 478 0.9344249756 0.2613015371 0.828912629 0.913431577 -0.524219652
## 479 -0.4236085915 -0.4873637459 -0.343773109 -0.340003016 -0.569181914
## 480 0.2521627587 0.5640305983 0.053387012 -0.028293045 0.878935993
## 481 -0.4048571987 -0.6523238930 -0.463959796 -0.354951026 -1.073425362
## 482 -0.4171177248 1.1495484831 -0.242381048 -0.296477929 0.321070884
## 483 1.5344695470 0.4516401684 1.339335101 1.421444089 -0.264104637
## 484 0.0934971268 1.8927755195 0.131533088 -0.282629037 1.938047065
## 485 -0.1866919549 -0.9869573343 -0.317064957 -0.314503470 -0.152531615
## 486 0.4155162387 0.1942298289 0.302168508 0.239232367 0.762034110
## 487 -0.0994258574 0.2413612995 -0.146924133 -0.387045283 0.153211770
## 488 2.9202695997 0.5948473291 3.553144196 2.850297975 -0.175179273
## 489 -0.2937912564 0.4643294105 -0.267110819 -0.313624175 0.253460963
## 490 -0.6987492213 -0.3441565853 -0.567330239 -0.579171174 0.121238606
## 491 1.2607713320 0.1289708696 1.230029513 1.085993162 0.318406453
## 492 1.1569174639 0.6854847725 1.437264994 1.008615228 -0.172847896
## 493 0.0567155485 -1.0125170934 -0.030199614 0.094588389 -0.548865633
## 494 -0.9176356725 0.6637317861 -0.841336101 -0.664902407 0.819319363
## 495 -0.1693829769 1.5411022389 -0.184513384 -0.482448757 1.628307035
## 496 0.1349665533 -0.0867462458 0.153295287 -0.131170525 -0.588832088
## 497 -0.8108969748 0.0093294443 -0.661797964 -0.627972030 0.671776531
## 498 -0.7622154741 -1.0959035414 -0.757749475 -0.568179991 -1.229294539
## 499 1.5773813883 -0.0323637797 2.122774244 1.452219404 -0.228134827
## 500 -0.5887650902 0.1108433810 -0.476324682 -0.380670396 -0.564852215
## 501 -0.5692924899 -1.1763895912 -0.539632895 -0.382209162 -1.456770282
## 502 -0.0925743869 -0.0541167662 -0.197867461 0.003801211 -1.003151011
## 503 0.5914908486 -0.2607701373 0.488630981 0.304300174 -0.004988783
## 504 -1.0589923264 0.0256441841 -0.248810789 -0.727815943 0.485599459
## 505 0.0177703480 0.9483333586 0.079600569 -0.274495561 2.514230133
## 506 -0.6536737577 0.7797477137 -0.681087185 -0.546857094 -0.893243258
## 507 -0.9915594328 -0.9010330379 -1.000150690 -0.649954398 -1.182000899
## 508 -0.6742281691 -1.0761445787 -0.588103246 -0.431229841 -0.110899890
## 509 2.0086634240 -0.3459693341 2.914126915 1.724800761 -0.213813513
## 510 3.4792053483 -0.0069852956 3.243527464 2.993183364 0.385350266
## 511 -0.7932273930 -0.8504573445 -0.733514299 -0.564223164 -0.980503353
## 512 0.0577973596 0.3918194557 -0.049983431 0.120307759 -0.531879889
## 513 0.2788474331 -0.3387183386 0.301179317 0.014572571 -0.496243133
## 514 -0.7030764658 -1.4198417643 -0.729557536 -0.504211301 -0.968513416
## 515 0.0938577305 -0.3532203296 0.052397821 0.113493225 -0.468266614
## 516 -0.3572575091 -0.2680211327 -0.301237903 -0.334287601 -0.019310096
## 517 0.4988156954 -0.8754732789 0.263095470 0.741749287 -0.604818670
## 518 1.2275957908 -0.7793975888 0.850180232 1.180297518 -0.296743909
## 519 1.5452876583 0.6818592748 0.994602094 1.285373235 -1.046448004
## 520 -0.7647397000 -0.5339513919 -0.680097994 -0.554990570 -0.596159272
## 521 -0.2797277118 -0.1628816983 -0.149397110 -0.430130723 0.107583400
## 522 -0.0327141713 -0.3133398545 -0.182535003 -0.220858585 -0.029301710
## 523 0.2269204990 0.7434927364 0.087514096 0.110855341 -0.069934273
## 524 -0.0702169570 0.3827557114 -0.157310636 -0.465742158 0.049298986
## 525 -0.6529525503 0.5277756209 -0.649433078 -0.670551876 1.048793429
## 526 -0.6154497646 0.0038911977 -0.652895246 -0.485746113 -0.507233908
## 527 -0.5779469789 -0.2734593794 -0.702849383 -0.479810873 -0.623469683
## 528 0.5244185588 -0.0051725467 0.242817057 0.301222643 -1.004816280
## 529 -0.5033020112 1.3725165940 -0.451100315 -0.502232888 -0.167519036
## 530 -0.2292431925 0.1724768425 -0.292335186 -0.425514426 1.311905928
## 531 -0.4722900922 0.3138712543 0.164176386 -0.405070824 -0.107236298
## 532 -0.6691797172 0.4752059037 -0.702849383 -0.628851325 2.807317474
## 533 -0.3958421060 -0.6041047731 -0.374438025 -0.375834275 0.098590948
## 534 -0.3659119981 0.1217198742 -0.189953934 -0.192281507 -0.137877248
## 535 0.3250047078 -0.0323637797 -0.049983431 0.505438837 -0.668764999
## 536 -0.9205205022 -1.3221346003 -0.826498238 -0.630829738 -0.722053607
## 537 -0.2894640119 -0.4672422335 -0.337837964 -0.370778331 0.428647260
## 538 -0.8837389239 0.3863812091 -0.869033444 -0.638743390 -0.325386535
## 539 -0.4802233738 -0.3079016079 -0.390759674 -0.378472159 -0.247451947
## 540 -0.6262678759 -1.2285967586 -0.688011521 -0.540482208 -0.295744747
## 541 0.6513510643 -0.6552242912 0.613269026 0.618208382 -0.667099730
## 542 -0.1852495401 -0.1574434517 -0.236445903 -0.455190622 2.803986936
## 543 -0.4805839775 0.2413612995 -0.566341048 -0.393200346 -0.219142374
## 544 0.5950968857 -0.3514075807 0.566777057 0.631397802 -0.518224683
## 545 1.8986792928 1.2111819447 2.860216014 1.672043079 1.112073650
## 546 -0.7059612955 -0.8216346374 -0.808692803 -0.498276062 0.560869617
## 547 -0.3316546458 -0.4313498059 0.204733210 -0.514323190 3.766512408
## 548 -0.6630494542 0.1235326230 -0.658335796 -0.507288833 -0.477259066
## 549 -0.1466649432 0.4987716390 0.010851806 -0.230750650 0.071613590
## 550 -0.5105140854 -0.8836306488 -0.503527430 -0.449914854 -0.517225522
## 551 0.3394288562 1.0534727930 -0.155332255 0.019848339 -0.343038386
## 552 0.0614033967 -0.7389732890 0.229462981 -0.252733017 -0.499573671
## 553 -0.3879088244 0.6927357680 -0.409059705 -0.360446618 0.035976834
## 554 0.1198211975 1.2510624198 0.139941210 -0.212725109 -0.151199400
## 555 -0.7095673326 0.2413612995 -0.767641383 -0.500254475 -0.423970459
## 556 0.7898228884 -0.5364892403 0.638987988 0.893647446 -0.608149208
## 557 -0.0449746974 -0.6778836521 -0.090045659 -0.293400397 -0.220141535
## 558 0.5085519956 0.5332138675 0.954045270 0.200323576 0.977519916
## 559 -0.7135339734 1.0661620351 -0.736481872 -0.467280924 2.637460038
## 560 -0.6662948875 -1.0781386025 -0.684549353 -0.452552738 -0.747698749
## 561 -0.4297388546 -0.3586585762 -0.103399736 -0.339123722 -0.387334541
## 562 -0.5325109116 -0.7424175119 -0.448627338 -0.468819690 -0.545535095
## 563 -0.6262678759 -0.5540729043 -0.563373475 -0.435626315 -0.561188623
## 564 -0.6634100579 -0.3169653522 -0.619262758 -0.522456666 -0.376676820
## 565 -0.7315641588 -0.9641166986 -0.806219826 -0.515422309 -0.357026646
## 566 -0.2422249260 2.3423372391 -0.233478331 -0.461785332 3.436789149
## 567 -0.7203854439 -1.3074513344 -0.752803521 -0.457388859 -1.249277766
## 568 -0.3576181128 -0.8983139146 -0.357621781 -0.321757651 -0.302405823
## 569 -0.2299643999 0.1670385959 -0.227048591 -0.028073222 -0.870928654
## compactness_se concavity_se points_se symmetry_se dimension_se
## 1 -0.763792823 -0.4990288956 0.099486961 -0.157541766 -0.5846040736
## 2 0.576935319 0.0545378773 0.300450119 1.753816796 -0.1802309433
## 3 -0.900322615 -0.7067406649 -0.699017462 -0.406744212 -0.6035000143
## 4 0.530587783 -0.3320644111 1.272852501 -0.573685656 -0.1333690104
## 5 -0.593479585 -0.5427576891 -0.428041332 -0.492634375 -0.7663830228
## 6 -0.279656505 0.4166255391 -0.485737206 -0.225286120 -0.1722946482
## 7 0.242451289 0.8443063912 0.141624397 -0.684979952 0.3564137717
## 8 0.312810200 -0.0256315775 0.180520492 -0.068022441 0.2687366070
## 9 -0.183611007 -0.1024882450 -0.515719613 0.793298633 -0.1299677411
## 10 -0.374585195 -0.1429042511 -0.274887957 0.355379772 -0.3317763875
## 11 0.135796114 0.2890832246 0.485206572 -1.133786298 -0.0256621486
## 12 -0.550482473 -0.3960012077 -0.627545887 -0.308756842 -0.4954152337
## 13 0.352456888 0.4722803673 0.120555679 -0.596670347 -0.2134877989
## 14 -0.942873004 -1.0336465246 -1.236431845 0.164243916 -0.3041883141
## 15 -0.345548184 0.5690137591 0.517619985 -0.499892698 -0.7512662703
## 16 1.167726812 1.1225805320 0.691031743 -0.503521860 0.2309447257
## 17 -0.576727464 -0.5006852893 0.143245068 -0.466020521 -0.5536147309
## 18 -0.891443990 -0.6163015692 -0.862543129 0.003351075 -0.7599584030
## 19 1.219658390 1.4773800615 1.225853053 0.824751368 0.8061371596
## 20 -0.051269245 -0.7193292570 -0.599994486 0.735232043 0.1315520777
## 21 -0.936674719 -0.4013016676 0.008729405 -0.190204223 -0.8026632289
## 22 0.528912570 -0.4387361651 0.950339045 -0.597880068 0.7668336030
## 23 -0.231075352 -0.3973263227 -0.039890714 0.029964928 -0.4134068512
## 24 0.914211370 0.0048460665 1.747708998 0.361428375 0.4493817998
## 25 0.669630393 0.4643296775 0.590550163 0.281586815 1.1326590144
## 26 -0.269605232 -0.4738517114 -0.419775911 -1.009185075 -0.2512796802
## 27 -0.590129161 -0.4364172139 -0.393845181 -0.205930590 -0.7474870822
## 28 0.284331593 0.1280817574 -0.156579000 -0.346258181 -0.3128804468
## 29 0.515510873 0.6090984865 -0.532574588 -0.368033152 0.0892251706
## 30 -0.724704539 -0.5758855630 -1.022989522 -0.923294912 -0.6503619471
## 31 -1.159645459 -0.9627860023 -1.130439985 -0.764821512 -0.5751561033
## 32 -0.751507934 -0.2840289939 -0.466127092 -0.492634375 -0.4406170057
## 33 2.500078894 1.1268871556 1.833604541 -0.461181639 2.8363170251
## 34 -0.132796238 -0.3744680897 -0.169544365 0.633615512 -0.5774236162
## 35 -0.410881458 -0.0511400404 -0.510209333 -0.623284201 -0.5721327528
## 36 0.243568097 -0.2472570539 -0.557532916 -0.285772151 0.4055432174
## 37 -0.500226108 -0.3048995545 0.308553473 -0.808371454 -0.7924594210
## 38 1.224684026 -0.1326346102 -0.112820893 1.297752127 2.1269634124
## 39 -0.043451589 -0.1866330447 0.687790402 0.044481576 -0.1140951510
## 40 0.521094914 0.2261402642 0.047625500 -0.805952013 0.1081211113
## 41 -0.541548008 -0.3552539228 -0.585246383 -0.934182397 -0.7191431712
## 42 -0.151223572 0.2781510262 0.199968540 -0.445455271 -0.1802309433
## 43 2.741867851 0.8187979283 1.114026779 4.728519774 2.0457108675
## 44 -0.135588258 -0.0253002988 -0.726244729 -0.502312140 0.7203495890
## 45 -0.688408275 -0.7284725502 -1.128657248 -0.893051896 -0.6424256521
## 46 1.534598278 0.9675420821 0.428483100 0.103757885 0.4690335781
## 47 -1.072981150 -0.7452352544 -0.908732242 -0.054715514 -0.5358525467
## 48 0.946598806 0.3566640873 0.532206020 0.339653404 -0.1549103828
## 49 -0.329912870 0.0379739404 0.303691461 -0.894261617 -0.5029736099
## 50 0.458553659 0.5044144049 0.362035604 0.829590251 0.3235348349
## 51 0.497083539 0.2383975775 0.413897064 -0.139395957 0.2891442229
## 52 0.368092202 0.1506087117 -0.039890714 -0.802322851 -0.2233136880
## 53 -0.326004042 -0.3678425149 -1.036927290 -0.698286878 -0.2735768902
## 54 0.165949933 0.2188521319 -0.273267286 -1.051525296 -0.0778149449
## 55 1.436877568 1.9110239309 2.083187819 0.146098107 0.5291226694
## 56 0.573584895 0.2619183680 0.329622191 0.096499562 0.3053947319
## 57 0.764000679 0.2741756813 0.564619433 0.248924359 1.1439965788
## 58 -0.752624742 -1.0036657987 -1.522156078 0.585226688 -0.1227872837
## 59 4.053000578 3.1771712714 1.041096600 3.015555391 2.2977827160
## 60 -0.194779088 -0.0431893507 0.517619985 -0.521667669 -0.6915550978
## 61 4.194835209 2.1644521662 2.363563840 3.966395790 1.4554016810
## 62 0.606530734 0.4818874507 0.631066929 -1.099914120 0.5007787584
## 63 3.354437102 3.7072172539 4.452608290 0.146098107 3.3124947300
## 64 -0.807348339 -0.5960935661 -0.796581834 -0.815629777 -0.9481619721
## 65 1.552467208 1.0788517384 1.737984974 1.957049858 0.2264096999
## 66 0.350223272 -0.0213249539 -0.072304127 -0.211979193 0.5869442479
## 67 -0.806231531 -0.3082123419 -0.443923904 -0.692238275 -0.4908802079
## 68 -1.086494528 -0.8801650848 -0.886853189 -0.677721628 -1.0960038119
## 69 -0.562208958 -0.5738978906 -0.221405826 -0.636591127 -0.8321408964
## 70 -0.458345803 -0.4470181335 -1.053133996 -0.732159055 -0.4247444156
## 71 -0.172442926 -0.0465021381 0.133521044 -0.819258939 -0.2297383079
## 72 -0.613582131 -0.4967099444 -0.608259906 0.055369061 -0.3843071025
## 73 2.257173129 2.3456616365 2.183669399 1.738090428 1.5427009269
## 74 -0.960686094 -0.6746066273 -0.706472547 -0.909987985 -0.9394698394
## 75 0.063203586 -0.0441831869 -0.112820893 -0.646268892 -0.8601068886
## 76 -0.030608295 -0.1611245818 0.183761834 -0.116411265 0.2524860980
## 77 -0.910038846 -0.5888054338 -0.822836699 -1.191852887 -1.0233678159
## 78 -0.908084431 -0.3731429747 -0.458834074 0.155775872 -0.6231517926
## 79 0.122952821 -0.0173496090 -0.179268389 -0.391017844 0.2256538623
## 80 0.125186437 -0.2253926571 0.486827243 -0.774499277 -0.1734284047
## 81 -0.657696052 -0.8155326028 -0.441330831 -0.851921396 -0.7894360705
## 82 -0.187519835 -0.3552539228 -0.869187879 -0.035359985 -0.7822556130
## 83 -0.280773313 -0.4619256768 -0.874698159 -0.272465224 -0.6949563671
## 84 1.040969091 0.4129814730 0.718583144 0.450947700 0.3953394095
## 85 -0.430425600 -0.3605543827 -0.025304679 0.065046826 -0.0279296615
## 86 -0.671656153 -0.5092985365 -0.954759288 -0.526506552 -0.6477165154
## 87 -0.910708930 -0.7672984184 -0.981500354 -1.119269650 -0.9179284670
## 88 -0.726938155 -0.7936682061 -0.432417142 -0.593041185 -0.3060779082
## 89 -0.719678902 -0.4884279759 -0.229509179 -1.174916798 -0.6832408839
## 90 -0.165742077 -0.3655235637 0.279381401 -0.222866679 -0.0181037724
## 91 -1.067341269 -0.8518407526 -0.711172492 -1.196691769 -0.1677596225
## 92 -0.657137648 -0.6106698306 -0.761737416 -0.626913362 -0.8517926747
## 93 -0.914282716 -0.6222645865 -1.073230312 -1.259597241 -0.9258647621
## 94 -0.921597810 -0.8683715617 -0.884908384 -1.015233678 -0.8619964826
## 95 6.138081329 2.8061390837 0.788271981 3.700257256 2.9950429267
## 96 0.389311556 0.1741295021 0.452793159 -0.710384084 -0.2546809495
## 97 0.650644655 0.0870031938 -0.185751072 0.698940425 -0.0339763625
## 98 -0.585103524 -0.5888054338 -0.521554027 -0.317224886 -0.7599584030
## 99 -0.640943930 -0.7738577375 -0.676166006 0.704989028 -0.0128129090
## 100 1.756284689 0.8416561613 1.378196093 -1.196691769 0.7929100012
## 101 1.249253805 1.3746836524 0.916304961 0.815073604 1.4417966037
## 102 -1.046568638 -1.0565710133 -1.911765299 2.110684376 -0.7962386091
## 103 -0.796180258 -0.6318716699 -0.477633853 -0.438196947 -0.3695682688
## 104 -0.773844096 -0.3946760928 -0.114441564 -0.779338159 -0.6462048402
## 105 -0.546573644 -0.0365637759 -1.039358296 -0.111572383 -0.5838482360
## 106 -0.242243433 0.3202234260 -0.609070242 -0.255529135 -0.0683669745
## 107 0.942131573 1.0208779591 1.274473172 0.707408469 0.1549830442
## 108 -0.195337492 0.2572804656 -0.308273772 -0.888213014 0.0068388693
## 109 -0.378494023 -0.6335280636 -0.952814484 0.498126804 -0.3091012587
## 110 -0.895464500 -0.8256034765 -0.913594254 0.773943103 -0.6556528105
## 111 -0.132796238 -0.0809551269 0.353932250 -0.591831465 0.0170426773
## 112 1.601606765 1.5118330503 -0.255439909 0.308200668 3.0177180555
## 113 -0.249502686 0.0505625325 0.682928390 -0.011165572 0.2929234111
## 114 1.891976875 0.7657933300 0.726686497 -0.112782104 1.6243313906
## 115 -0.877818931 -0.6696374462 -0.705176010 0.425543567 -0.7656271852
## 116 0.982895069 0.5806085149 0.911442949 -0.556749567 -0.0211271229
## 117 -0.530938331 -0.3940135353 -0.728189534 -0.643849451 -0.6873979909
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## radius_worst texture_worst perimeter_worst area_worst smoothness_worst
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## 421 -1.086059887 -1.006665125 -1.077930722 -0.8783296503 -0.138776035
## 422 0.378795507 0.978282586 0.310654690 0.2624309065 0.286058302
## 423 -0.885366422 -1.525680141 -0.922882930 -0.7724207026 0.075831001
## 424 -1.239166242 -1.512664091 -1.137152432 -1.0193659440 2.532862577
## 425 -0.806744240 -1.297899256 -0.837472725 -0.7260526060 -0.887710794
## 426 0.169826022 1.267889711 0.135072737 0.0135536611 2.309496070
## 427 -0.715708029 -1.294645244 -0.719326903 -0.6751179545 -0.134396300
## 428 0.008443649 -0.835829461 -0.147643967 -0.1810518350 -0.462876457
## 429 -1.162613065 -0.455109982 -1.171971226 -0.9366410445 -0.257028892
## 430 0.302242329 -0.490904121 0.373149961 0.0846865364 1.932838823
## 431 0.128445927 1.620950083 0.176736251 -0.0559984837 0.645196607
## 432 1.156741309 0.085056116 1.039766190 1.0756289632 0.737171051
## 433 -0.537773617 -0.126454706 -0.579754130 -0.5491864196 0.233501476
## 434 1.340882736 -0.455109982 1.164756733 1.2635602635 0.386792216
## 435 -0.808813245 0.194065539 -0.509521349 -0.7098940269 0.294817772
## 436 -0.152938725 -1.249089067 -0.263706614 -0.2295275723 -0.186953125
## 437 0.763630398 -0.224075085 0.646938769 0.6242425689 -0.353383071
## 438 -0.494324516 -0.598286539 -0.489582381 -0.4917532091 -0.992824444
## 439 -1.399100313 -1.672110710 -1.409453257 -1.0638020365 1.792687289
## 440 -0.610188785 0.086683122 -0.546125722 -0.5913392347 0.150286503
## 441 -0.382598257 -0.606421570 -0.239601295 -0.4325636314 -0.156294977
## 442 -0.190180812 0.555260943 -0.288109530 -0.2648305549 -0.471635928
## 443 0.405692569 -0.235464129 0.483260678 0.2536490700 0.995575441
## 444 -0.297769061 -1.197024865 -0.366675014 -0.3870737185 0.303577243
## 445 1.291226621 3.122676916 1.010006537 0.9263377433 0.180944651
## 446 -1.249511266 -1.629808546 -1.253810272 -0.9935473448 0.001375499
## 447 -0.260526975 0.107834204 -0.275610476 -0.3066320965 -1.694458060
## 448 -0.661913905 -0.557611381 -0.729742781 -0.6273447642 -1.360722220
## 449 -0.624671818 0.231486685 -0.626774382 -0.6136450993 0.356134068
## 450 1.384331836 1.433844356 1.334386755 1.3478658936 1.210182477
## 451 -0.982609648 -0.956227929 -1.005614765 -0.8521597777 0.075831001
## 452 -0.128110668 2.222942421 -0.165499759 -0.1961565937 2.020433532
## 453 0.941564811 0.774906796 1.033814259 0.7594828504 -0.318345188
## 454 -0.719846039 0.407203367 -0.706827848 -0.6557979143 -1.655478414
## 455 -0.666051914 0.249383754 -0.659807597 -0.6282229478 0.448108512
## 456 -0.086730572 -0.948092897 0.039841847 -0.1996693283 -0.033662385
## 457 -0.452944420 -2.145569549 -0.473214572 -0.4831470094 0.557601898
## 458 3.356093405 3.495261364 3.176509280 4.4812251444 0.338615127
## 459 -1.449790930 -1.405281674 -1.455283123 -1.0913770030 -0.708141641
## 460 -0.469496459 0.543871898 -0.567850269 -0.4773509973 -2.238859173
## 461 4.090590107 0.926218384 4.283568374 5.9249590593 0.145906768
## 462 1.322261693 0.854630106 1.132021114 1.2688293654 0.290438037
## 463 -0.864676374 -0.788646278 -0.819319337 -0.7613555886 -1.001583915
## 464 -0.206732850 -1.330439383 -0.278586441 -0.3055782761 -1.102317830
## 465 1.237432496 -0.695906918 1.343314651 1.0194252098 0.969297028
## 466 -0.701224996 -0.450228963 -0.525293965 -0.6406931556 0.553222163
## 467 -0.384667262 -0.850472518 -0.454168394 -0.4279970764 -0.857052645
## 468 0.850528600 -0.595032526 0.774905278 0.7225991373 -0.265788363
## 469 -1.032265763 -0.824440417 -1.063348492 -0.8609416141 0.342994862
## 470 -0.126041663 -0.666620804 -0.180379586 -0.2293519356 -0.563610372
## 471 -0.521221579 -0.354235591 -0.542256967 -0.5288125590 -1.685698589
## 472 -0.059833510 0.023229876 -0.147643967 -0.1729725455 -1.220570686
## 473 -0.614326794 -0.466499027 -0.678556178 -0.5878265001 -1.548612870
## 474 2.406420205 3.210535258 2.170633006 2.8038943795 0.369273275
## 475 -0.552256651 1.245111623 -0.595824343 -0.5497133298 -1.238089628
## 476 1.152603300 -0.110184642 1.001078641 1.0615780248 0.483146396
## 477 -0.765364144 0.493434702 -0.592253184 -0.6888176194 -1.943665005
## 478 1.947101140 1.040108826 1.813517170 2.0047472612 0.194083858
## 479 -0.003970380 0.083429110 0.054721673 -0.1243211714 -0.046801591
## 480 -0.053626495 1.181658376 -0.037533251 -0.1626099784 2.059851150
## 481 -0.117765644 -1.577744344 -0.132764141 -0.2372555884 -0.046801591
## 482 0.012581658 0.843241061 0.066625535 -0.0951654744 0.470007190
## 483 1.423642928 1.355748052 1.584367841 1.3865059741 0.732791315
## 484 -1.036403772 -0.209432028 -1.017518626 -0.8612928876 -0.099358416
## 485 -0.618464804 -0.965989967 -0.703851883 -0.5937981489 -1.436053669
## 486 0.225689152 -0.245226167 0.361246100 0.0609755780 0.991195706
## 487 -1.061231830 -0.009310251 -1.082692267 -0.8700747241 -0.392800690
## 488 2.509870444 0.379544260 2.962239778 2.5983994063 1.652535755
## 489 -0.366046219 0.452759544 -0.356259135 -0.4079744893 -0.900850000
## 490 -0.626740823 1.162134300 -0.461310711 -0.6542171838 3.767947968
## 491 1.088464151 0.062278028 1.075477774 0.9579523545 -0.064320533
## 492 1.959515169 2.235958472 2.301575480 1.6517174353 1.429169249
## 493 0.521556837 -1.405281674 0.527900157 0.3888893516 0.907980732
## 494 -0.961919600 0.135493312 -0.917526192 -0.8309077334 0.456867983
## 495 -1.387100085 0.221724647 -1.345172407 -1.0655584038 1.380992159
## 496 -0.252250955 -0.212686041 -0.236625330 -0.3616063927 0.579500575
## 497 -1.139854012 0.187557514 -1.042814332 -0.9122275391 1.030613325
## 498 -0.008108390 0.685421448 -0.052413078 -0.2456861514 0.785348140
## 499 1.816753838 1.723451481 2.123017561 1.8361360011 -0.186953125
## 500 0.459486694 3.882488868 0.566587706 0.2712127430 2.449647604
## 501 0.602248024 0.143628344 0.596347359 0.3572747403 -1.378241162
## 502 0.604317029 1.334596970 0.492188574 0.4731949817 -0.624926668
## 503 0.970530878 0.944115453 0.879064063 0.7629955850 2.037952473
## 504 -1.121232969 -0.464872020 -0.915145420 -0.9285617549 -0.791356614
## 505 -0.601912766 -0.045104390 -0.569040655 -0.6190898379 1.998534854
## 506 -0.808813245 2.619931963 -0.857709289 -0.7195540471 -1.420286622
## 507 -0.281217023 -0.817932392 -0.381554840 -0.3442183565 -2.045274867
## 508 -0.136386687 -1.317423332 -0.165499759 -0.2114369892 -0.808875556
## 509 1.659509474 0.607325145 2.137897388 1.6482047007 0.364893539
## 510 1.427780937 0.320972032 1.483185021 1.5235026229 0.846664436
## 511 -0.366046219 -0.843964493 -0.332451413 -0.4392378271 -0.051181327
## 512 0.962254859 1.466384482 0.828472653 0.7717774215 -0.038042120
## 513 0.113962893 0.397441330 0.361246100 0.0142562080 1.372232688
## 514 -0.192249816 -1.517545110 -0.224721469 -0.3062808230 -0.055561062
## 515 0.643628120 0.870900169 0.655866665 0.4995404911 0.399931423
## 516 -0.221215884 0.727723613 -0.058365008 -0.3066320965 1.985395648
## 517 1.804339810 -0.368878647 1.533776431 1.8888270199 -0.375281748
## 518 1.510541129 -0.023953307 1.346290616 1.4550042985 0.526943750
## 519 0.896046705 -0.251734192 0.828472653 0.7735337888 -0.191332860
## 520 -0.355701195 0.566649987 -0.231566189 -0.4237817949 0.110868884
## 521 -0.856400355 -0.668247810 -0.769323120 -0.7731232495 0.014514705
## 522 -0.268802994 -0.168756870 -0.333641799 -0.3559860174 0.448108512
## 523 0.204999104 1.827579885 0.084481327 0.0892530914 -0.769457937
## 524 -1.409652237 0.763517752 -1.431475401 -1.0748671504 -1.857384218
## 525 -1.725382369 -0.998530093 -1.691872365 -1.2213481827 1.140106710
## 526 -0.490186507 -0.331457502 -0.535412247 -0.4971979478 -0.296446511
## 527 -0.428116363 0.916456346 -0.493748732 -0.4506542145 -0.423458838
## 528 0.891908696 0.350258146 0.652890700 0.6681517512 -1.102317830
## 529 -0.808813245 0.075294078 -0.832413584 -0.7399279077 -0.900850000
## 530 -1.059162825 -0.172010883 -1.075847546 -0.8788565605 0.281678566
## 531 -0.626740823 0.262399805 -0.448216463 -0.5874752266 -0.909609471
## 532 -1.570620810 1.010822712 -1.570452980 -1.1539036786 1.192663535
## 533 -0.506738545 -0.767495196 -0.547316108 -0.5159910778 -1.119836771
## 534 0.314656358 0.451132538 0.483260678 0.1767201826 0.399931423
## 535 1.316054678 1.285786781 1.233203935 1.2442402233 -0.213231537
## 536 -0.450875416 -1.029443214 -0.417861617 -0.4826200992 0.010134969
## 537 -0.709501015 -0.521817242 -0.757419259 -0.6575542816 -0.327104659
## 538 -0.757088125 0.142001337 -0.783905350 -0.6981263661 -0.440977780
## 539 -0.252250955 -0.150859800 -0.240791681 -0.3371928874 -0.261408627
## 540 -0.663982909 -1.385757598 -0.723195658 -0.6464891677 0.470007190
## 541 0.730526322 -0.102049611 0.676698423 0.5785770192 -0.931508148
## 542 -1.179165103 -1.275121168 -1.173161612 -0.9729978474 2.305116334
## 543 -0.572946699 -0.422569856 -0.645820560 -0.5558606153 -1.251228834
## 544 1.868478958 1.005941693 1.899820163 1.8572124086 1.175144594
## 545 1.469161033 0.983163605 1.876012441 1.3039567113 1.380992159
## 546 -0.523290583 -0.935076847 -0.549101687 -0.5184499920 0.697753432
## 547 -1.418342057 -1.400400655 -1.307080051 -1.0724082362 -0.633686139
## 548 -0.521221579 0.050888983 -0.578563744 -0.5284612856 -0.112497623
## 549 -0.200525836 1.219079521 -0.210139239 -0.3054026394 -0.362142542
## 550 -0.519152574 -0.809797360 -0.517258858 -0.5233678204 0.745930522
## 551 -0.386736267 0.216843628 -0.465179466 -0.4123654075 -1.679566959
## 552 -0.858469360 -1.603776445 -0.822592899 -0.7501148380 -1.915196725
## 553 -0.243974936 2.440961268 -0.286026354 -0.2971477131 2.318255541
## 554 -0.572946699 0.374663241 -0.557731987 -0.5765857494 0.110868884
## 555 -0.397081291 1.391542191 -0.475297748 -0.4350225456 -0.151915241
## 556 2.060896404 0.498315721 1.926603851 2.1083729315 0.780968405
## 557 -0.682603953 -0.523444248 -0.718434113 -0.6528120899 -0.616167197
## 558 0.039478720 -1.193770852 0.203519939 -0.1253749918 -0.051181327
## 559 -1.017782729 -1.441075813 -1.049063859 -0.8502277737 -0.471635928
## 560 0.033271706 -0.477888071 -0.040509216 -0.0897207358 -0.427838573
## 561 -0.078454553 0.761890745 0.266015210 -0.1422361178 0.535703221
## 562 -0.521221579 -0.699160930 -0.480654485 -0.5224896368 -0.296446511
## 563 -0.179835788 1.025465769 -0.204187308 -0.2563999919 -1.343203278
## 564 -0.461220440 -0.747971120 -0.430360671 -0.4936852132 0.978056499
## 565 -0.283286027 -0.290782344 -0.361913469 -0.3389492547 -0.182573389
## 566 -1.115025955 -1.008292131 -1.082394670 -0.9194286450 0.159045974
## 567 0.316725363 0.382798273 0.194592043 0.1624936075 -0.099358416
## 568 -0.097075596 -1.423178743 -0.123836245 -0.2295275723 0.102109414
## 569 1.328468707 -0.624318640 1.334386755 1.1493963895 -0.576749578
## compactness_worst concavity_worst points_worst symmetry_worst
## 1 -0.811414090 -0.709354074 -0.314856018 -0.1192156633
## 2 -0.017574079 -0.386285254 -0.537729564 0.0634328344
## 3 -0.674128708 -0.793236927 -0.613034961 0.1571816208
## 4 -0.458031347 -0.889150979 -0.433519067 -1.2910754934
## 5 -0.512055687 -0.651834403 -0.499392272 -0.6687775147
## 6 -0.384939593 -0.077596353 -0.729720292 0.2169868811
## 7 -0.016302918 0.435287381 -0.274997404 -1.2749119096
## 8 1.694679714 0.922287263 1.318890750 2.4750395469
## 9 -0.671586386 -0.921841325 -1.256249537 -0.1208320217
## 10 -0.211426124 -0.202701638 -0.108108476 0.6469382119
## 11 0.670123992 1.177770468 1.471022864 -0.6800920234
## 12 -0.479641083 -0.373343328 -0.494371912 0.3430628352
## 13 0.639616129 0.854222319 0.053151565 -0.5459342773
## 14 -1.222571098 -1.295839020 -1.574509919 -0.7463627172
## 15 -0.443412996 0.601615096 0.486728089 -0.9823510416
## 16 0.399366711 0.450625960 -0.062468841 -1.0389235851
## 17 -0.377312627 -0.485506687 0.346766544 -0.2873169355
## 18 -0.845735435 -0.815765465 -0.891284596 -0.3438894790
## 19 0.539194415 1.059375812 1.181971848 0.6356237032
## 20 0.026916554 -0.829426387 -0.498023083 0.9184864208
## 21 -0.955055277 -0.575620838 -0.071596768 -0.5313870518
## 22 0.450213149 -0.636016493 0.246359349 -0.1580082645
## 23 -0.571164671 -0.627867873 -0.543662717 -1.0502380938
## 24 0.216319535 -0.365194708 0.421311280 -0.5022926009
## 25 -0.313754580 -0.683949552 -0.810046048 -0.8368787868
## 26 0.635167066 0.027377047 0.360458434 -0.5039089592
## 27 -0.503157560 -0.642727121 -0.540011546 -0.3600530628
## 28 2.267337720 1.731876633 1.335625283 1.8204144004
## 29 0.555083927 0.776091432 -0.508215934 0.1313198866
## 30 -0.550826096 -0.650875741 -0.680581619 -0.2582224845
## 31 -1.244435066 -1.217252769 -1.206198072 -1.2829937015
## 32 -0.648069908 -0.261179970 -0.323983945 -0.1159829465
## 33 1.425193594 1.171059840 1.293028291 -0.9694201745
## 34 -0.475192020 -0.644644444 -0.293405390 0.8958574034
## 35 -0.390659817 -0.110190833 -0.346043101 -0.4441036989
## 36 0.356782819 -0.073282378 -0.140056219 0.7859450331
## 37 -0.131342984 -0.016721368 0.978114816 -0.5653305779
## 38 -0.016302918 -0.853153251 -0.824346466 -0.2808515019
## 39 -0.269263947 -0.193594356 0.498898658 -0.1466937558
## 40 1.374982736 1.104432888 0.891399511 -0.2113480913
## 41 0.255725524 0.511021614 0.838153271 0.4044844539
## 42 0.828383530 1.959558665 1.674879896 1.1997327800
## 43 3.889974667 1.987839169 2.173873229 6.0407261473
## 44 -0.360787535 -0.609653310 -0.853555832 -0.7576772259
## 45 -0.341084540 -0.641289130 -0.796962686 -0.3584367045
## 46 -0.368414500 -0.089579618 -0.346803762 -0.8595078042
## 47 -1.220791472 -1.085149258 -1.128306430 -0.8368787868
## 48 2.157382298 1.787478982 2.449232355 1.2757016242
## 49 0.017382847 0.343255907 0.466950914 -0.3794493635
## 50 -0.244476308 -0.392037221 -0.583521331 -0.3487385541
## 51 1.161427698 0.917493957 0.772736462 1.1787201210
## 52 0.689191406 0.326000006 0.354373150 0.0860618518
## 53 -0.519047072 -0.610132641 -0.928709096 -0.1968008658
## 54 -0.074140741 0.163986266 -0.493154855 -1.6337434713
## 55 1.032404862 2.478194365 2.414241968 0.4804532981
## 56 1.429007077 1.023905348 0.854887804 1.0122352072
## 57 0.159117292 -0.015283376 -0.137013577 -0.4796635834
## 58 -0.968402467 -1.271512992 -1.585007035 0.0521183257
## 59 1.081344558 1.476872758 1.676401217 0.5192458994
## 60 0.766732224 0.764108167 1.682486502 1.1140657856
## 61 3.115202071 2.166629480 2.049124896 2.8597328429
## 62 0.818214242 1.039243927 0.874664979 -1.1973267070
## 63 -0.476463181 0.038880981 -0.071596768 -2.0976383282
## 64 -0.317568062 -0.305278384 -0.051819593 0.1507161873
## 65 2.168187166 1.717496715 1.896992782 2.8548837677
## 66 -0.130071823 -0.495572629 -0.496958158 -1.0227600013
## 67 -0.782812968 -0.448598231 -0.271194101 -0.6380667053
## 68 -1.165623087 -1.077192370 -0.859184721 -0.5992741040
## 69 -0.520318233 -0.606777327 -0.223272486 0.0876782102
## 70 0.267801553 0.017311104 -0.508215934 0.4933841652
## 71 1.069268529 1.106350210 1.691614429 -0.1515428310
## 72 -0.724975145 -0.798988894 -0.754822091 -0.0109196514
## 73 0.766096644 0.904552031 -0.001615996 0.3786227197
## 74 -0.982003889 -0.802344209 -0.474594737 -1.8066938187
## 75 -0.529216360 -0.402582495 -0.460142186 -0.6041231792
## 76 -0.050624264 -0.137992008 0.089663272 0.1151563028
## 77 -0.062064712 0.391188966 0.646466808 0.4933841652
## 78 -1.034629952 -0.612529294 -0.684537054 -0.8094006943
## 79 -0.212697284 -0.456746851 -0.463945489 -0.5443179189
## 80 0.757834097 0.277587616 1.259559226 0.2573958408
## 81 -0.575613734 -0.986023692 -0.452687713 -0.8029352607
## 82 -0.567351188 -0.622595236 -1.011012570 -0.6768593066
## 83 -0.556546320 -0.723733991 -0.889459011 -0.4263237567
## 84 0.347249112 -0.056505807 0.381756930 0.4044844539
## 85 -0.072234000 -0.227626828 0.261572561 0.7148252641
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## 569 0.150276430For predicting the accuracy of the model, we will first split the inpugt variable data into training and test dataset
# we will split first 469 records into input training data x_train and the remaining 100 recrods into input test data x_test
x_train <- data_norm[1:469,] # 1 to 469 records and all columns of normalized data data_norm
dim(x_train)## [1] 469 30x_test <- data_norm[470:569,] # 470 tgo 569 records and all columns of normalized data data_norm
dim(x_test)## [1] 100 30# Notice we have exluded output variable diagnosis column from x_train and x_test datay_train <- data[1:469, 1] # 1 to 469 records and output variable dignosis columns of original dataset
y_train <- as.data.frame(y_train) # converting into dataframe
y_train <- as.factor(y_train[[1]]) # converting into factor
str(y_train)## Factor w/ 2 levels "B","M": 1 1 1 1 1 1 1 2 1 1 ...y_test <- data[470:569, 1] # 470 to 569 records and output variable dignosis columns of original dataset
y_test <- as.data.frame(y_test) # converting into dataframe
y_test <- as.factor(y_test[[1]]) # converting into factor
str(y_test)## Factor w/ 2 levels "B","M": 1 1 1 1 2 1 2 1 2 1 ...# Implementation of KNN algorithm using class package
library(class) # Functions for Classification
m1 <- knn(x_train, x_test, y_train, k = 3) # k-Nearest Neighbour Classification
# knn() function takes 4 parameters - train, test, class, and k
# read as - x_train dataset is used to build the model and then this model is used to test on x_test dataset, and y_train is the output f first x_train parameter, k stands for num of nearest neighbors.
# IQ - how to decide value of k - usually trial and error, or industry standard is k = sqrt of n
m1 # Predicted values for 100 test data values## [1] B B B B M B M B M B M B B M B B M B M B M M M M B B B B M M M M M M B B B
## [38] B B M M B M M B M M M M M M B B B B B B B M B B B B B M M B B B B B M B B
## [75] M M B B B M B B B M B B M B B B B M B B B B B M B M
## Levels: B M# Comparing actual values in y_test dataset and predicted values from m1 -
# Actual value
y_test## [1] B B B B M B M B M B M B M M B B M B M B M M M M B B B B M M M M M M B B B
## [38] B B M M B M M B M M M M M B B B M B B B B M B B B B B M M B B B B B M B B
## [75] M M B B B B B B B M B B M B B B B M B B B B B M B M
## Levels: B M# Predicted values
m1## [1] B B B B M B M B M B M B B M B B M B M B M M M M B B B B M M M M M M B B B
## [38] B B M M B M M B M M M M M M B B B B B B B M B B B B B M M B B B B B M B B
## [75] M M B B B M B B B M B B M B B B B M B B B B B M B M
## Levels: B Mclass(m1)## [1] "factor"# To evaluate the performance of our model, data_test_pred vector should match with data_test_labels
# Using the crosstable function from gmodels package
library(gmodels) # Various R Programming Tools for Model Fitting## Warning: package 'gmodels' was built under R version 3.6.3table(y_test)## y_test
## B M
## 61 39table(m1)## m1
## B M
## 61 39m1 == y_test # comparing model1 predicted values with y_test actual values## [1] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [13] FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [25] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [37] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [49] TRUE TRUE FALSE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE
## [61] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [73] TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE
## [85] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [97] TRUE TRUE TRUE TRUE# For larger dataset, manual ckecking true and false can be difficult
# SO we can use folowing mean function
mean(m1 == y_test)*100 # Results show 4% false/wrong prediction but still we don't know if benign or malignant was predicted wrongly## [1] 96# SO INSTEAD OF ALL THE STEPS ABOVE, LETS USE CROSS TABLE FUNCTION FROM GMODELS PACKAGE
# Cross Tabulation with Tests for Factor Independence
CrossTable(y_test, m1) # confusion matric for actual value y_test vs predicted values m1##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 100
##
##
## | m1
## y_test | B | M | Row Total |
## -------------|-----------|-----------|-----------|
## B | 59 | 2 | 61 |
## | 12.760 | 19.958 | |
## | 0.967 | 0.033 | 0.610 |
## | 0.967 | 0.051 | |
## | 0.590 | 0.020 | |
## -------------|-----------|-----------|-----------|
## M | 2 | 37 | 39 |
## | 19.958 | 31.217 | |
## | 0.051 | 0.949 | 0.390 |
## | 0.033 | 0.949 | |
## | 0.020 | 0.370 | |
## -------------|-----------|-----------|-----------|
## Column Total | 61 | 39 | 100 |
## | 0.610 | 0.390 | |
## -------------|-----------|-----------|-----------|
##
## # Results shows model m1 correctly predicted 59 benign 2 wrong and 37 malignant 2 wrong