Clustering dengan Metode K-Means, Hierarchical Clustering, DBSCAN dan Fuzzy C-Mean
Afifah (24031554202)
2026-04-25
Import dan Deskripsi Data
url <- "https://archive.ics.uci.edu/static/public/545/data.csv"
data <- read.csv(url, header = TRUE)
data## Area Perimeter Major_Axis_Length Minor_Axis_Length Eccentricity
## 1 15231 525.579 229.7499 85.09379 0.9288820
## 2 14656 494.311 206.0201 91.73097 0.8954050
## 3 14634 501.122 214.1068 87.76829 0.9121181
## 4 13176 458.343 193.3374 87.44839 0.8918609
## 5 14688 507.167 211.7434 89.31245 0.9066909
## 6 13479 477.016 200.0531 86.65029 0.9013283
## 7 15757 509.281 207.2967 98.33614 0.8803235
## 8 16405 526.570 221.6125 95.43671 0.9025206
## 9 14534 483.641 196.6508 95.05068 0.8754286
## 10 13485 471.570 198.2726 87.72729 0.8967893
## 11 14930 499.925 212.2458 90.01748 0.9056064
## 12 14626 496.586 204.5341 92.97487 0.8907115
## 13 15926 522.740 225.7361 91.05709 0.9150332
## 14 14076 479.677 199.4892 90.70998 0.8906389
## 15 13500 476.915 202.5467 85.40547 0.9067549
## 16 14349 496.946 213.5440 86.16077 0.9149884
## 17 15209 496.565 214.0501 91.02632 0.9050726
## 18 15238 496.871 208.5318 93.82840 0.8930549
## 19 13509 480.466 207.1372 83.94016 0.9142106
## 20 13699 480.729 197.9709 89.94907 0.8908207
## 21 13921 481.993 203.4449 88.12582 0.9013132
## 22 14405 488.237 204.4301 90.62646 0.8963671
## 23 13377 472.961 199.9408 86.68287 0.9011330
## 24 15043 498.299 206.0117 94.76669 0.8879157
## 25 14590 496.172 212.1008 88.60241 0.9085678
## 26 13237 466.003 197.9048 85.70957 0.9013532
## 27 16226 524.205 216.8733 96.65368 0.8951979
## 28 13203 469.466 199.3419 85.38957 0.9036094
## 29 13328 473.044 201.3989 85.25861 0.9059746
## 30 14945 493.108 202.0470 95.07941 0.8823569
## 31 13130 467.922 196.1468 86.20712 0.8982411
## 32 13414 479.901 203.0860 85.73688 0.9065165
## 33 16104 507.429 206.0707 100.75363 0.8723245
## 34 11827 455.221 194.7845 78.43153 0.9153505
## 35 14479 475.925 200.5519 92.17806 0.8881147
## 36 14306 482.248 197.6858 94.05611 0.8795611
## 37 14415 488.122 203.5928 91.03473 0.8944634
## 38 14415 490.066 206.5392 90.01753 0.9000254
## 39 14524 480.212 199.9330 93.31210 0.8844068
## 40 13780 497.428 221.7229 79.95213 0.9327226
## 41 12768 464.820 195.3882 84.35992 0.9019907
## 42 13047 486.369 213.1945 79.28887 0.9282693
## 43 14456 492.951 212.4112 87.36013 0.9115098
## 44 13973 474.008 192.3493 93.77914 0.8730972
## 45 13858 482.580 205.0202 86.96468 0.9055797
## 46 13148 481.722 201.5189 84.54153 0.9077453
## 47 12792 462.073 194.4810 84.73089 0.9001031
## 48 15778 515.273 214.0378 95.49767 0.8949473
## 49 15404 509.517 217.2976 91.39754 0.9072415
## 50 14911 494.089 207.5602 92.41061 0.8954197
## 51 15360 504.232 210.3907 94.74096 0.8928725
## 52 15746 503.231 204.8744 99.44871 0.8742850
## 53 14304 489.037 211.0266 86.83942 0.9114056
## 54 15136 518.644 221.7091 88.20763 0.9174492
## 55 12919 475.260 201.8157 83.20627 0.9110534
## 56 15224 510.882 213.1962 92.32341 0.9013726
## 57 12950 468.570 196.6168 84.80032 0.9022098
## 58 13536 478.006 203.1738 85.91058 0.9062030
## 59 15551 508.407 217.0155 92.15182 0.9053658
## 60 14166 483.705 204.6273 88.99236 0.9004789
## 61 13916 478.878 201.6397 88.56097 0.8983873
## 62 12308 451.609 193.2675 81.65989 0.9063524
## 63 15127 499.800 212.9039 91.15163 0.9037148
## 64 14115 486.272 207.5510 87.78109 0.9061589
## 65 17313 531.984 225.5346 98.44350 0.8997093
## 66 15147 511.294 216.0993 90.94639 0.9071281
## 67 16419 531.421 224.0659 94.54113 0.9066263
## 68 13737 484.385 209.5435 84.16575 0.9157878
## 69 14053 497.052 216.1919 84.15994 0.9211180
## 70 11549 440.248 179.1169 84.49580 0.8817401
## 71 16490 520.319 212.0108 101.68001 0.8774881
## 72 14011 475.873 197.7286 91.15908 0.8873839
## 73 15809 518.455 221.0707 92.23230 0.9088113
## 74 12473 470.340 202.4428 79.02430 0.9206650
## 75 15319 506.025 208.2278 94.83875 0.8902579
## 76 15498 512.704 215.8083 92.62403 0.9032115
## 77 13902 479.232 201.1149 89.12859 0.8964363
## 78 14837 499.832 210.0672 91.26865 0.9006847
## 79 15113 493.738 206.5661 94.19137 0.8899867
## 80 16091 508.831 209.1839 99.23176 0.8803225
## 81 15543 507.385 211.6512 94.57140 0.8946206
## 82 13683 492.975 213.9092 83.12070 0.9214153
## 83 12161 445.048 182.3347 86.27271 0.8809789
## 84 13711 483.215 203.8808 86.62691 0.9052449
## 85 12518 473.384 203.9221 80.00767 0.9198184
## 86 13302 482.690 209.3971 81.74891 0.9206448
## 87 16418 534.990 230.1586 91.78718 0.9170380
## 88 14166 491.613 209.0363 87.52461 0.9081222
## 89 14988 499.355 212.2620 90.98808 0.9034662
## 90 14223 480.953 201.3896 90.38589 0.8936266
## 91 12518 460.722 195.6509 82.36374 0.9070732
## 92 12854 474.138 202.1957 81.74696 0.9146281
## 93 15705 498.964 208.5412 96.63724 0.8861511
## 94 14451 487.220 201.2947 92.73952 0.8875480
## 95 14064 486.890 204.1631 88.52142 0.9011141
## 96 13524 487.469 208.1534 83.61427 0.9157733
## 97 13677 494.635 219.5996 79.63166 0.9319363
## 98 12921 476.746 206.2226 80.40368 0.9208624
## 99 13251 460.532 190.9163 88.99756 0.8847004
## 100 14601 505.249 215.9344 86.75872 0.9157350
## 101 15141 505.421 209.5936 93.09238 0.8959492
## 102 12599 455.281 188.0159 86.37449 0.8882295
## 103 14709 515.850 222.7228 85.43156 0.9235085
## 104 12047 455.608 195.6661 80.26914 0.9119797
## 105 13158 470.996 201.0184 84.50301 0.9073507
## 106 15191 501.892 211.7232 92.78571 0.8988577
## 107 13837 483.594 204.3109 87.28925 0.9041395
## 108 13645 484.325 205.5390 85.92193 0.9084322
## 109 16199 511.228 210.0016 99.41776 0.8808399
## 110 13169 474.837 201.3801 84.48709 0.9077367
## 111 14022 483.019 204.4830 88.56927 0.9013278
## 112 12471 445.374 184.9921 86.85976 0.8829153
## 113 12706 463.451 194.1815 84.88486 0.8993925
## 114 14918 500.271 210.4246 91.21054 0.9011731
## 115 14641 505.002 211.5836 90.03343 0.9049482
## 116 15216 500.368 208.2284 94.30258 0.8915712
## 117 12349 467.665 202.6878 78.67498 0.9215927
## 118 13584 478.057 203.8369 85.42742 0.9079415
## 119 14138 490.834 206.1808 89.36728 0.9011818
## 120 11956 438.896 184.6437 83.21842 0.8926768
## 121 10604 425.926 179.1512 76.35169 0.9046357
## 122 14592 494.440 212.6800 88.28739 0.9097673
## 123 12770 458.302 196.6328 83.19528 0.9060831
## 124 15143 504.140 207.7342 94.14838 0.8914009
## 125 12917 473.235 200.3253 83.20118 0.9096707
## 126 15714 501.155 205.0133 99.27554 0.8749354
## 127 14655 491.715 200.1469 94.78046 0.8807645
## 128 15639 499.139 207.9805 96.29037 0.8863698
## 129 15166 502.165 214.1399 91.38511 0.9043676
## 130 13742 493.854 212.6080 84.88686 0.9168357
## 131 13983 483.668 201.4852 89.05701 0.8970137
## 132 11386 450.120 195.4604 75.84289 0.9216502
## 133 15636 513.227 214.3836 93.97776 0.8987982
## 134 13507 468.239 197.5092 87.92960 0.8954350
## 135 13186 477.334 201.5968 84.66999 0.9075256
## 136 14013 458.911 181.9515 99.44376 0.8374330
## 137 16053 523.840 220.9138 93.89168 0.9051863
## 138 13557 483.909 206.2037 84.38731 0.9124257
## 139 13104 476.989 202.4251 83.61329 0.9107048
## 140 15167 514.231 220.5465 88.99762 0.9149655
## 141 14159 489.436 209.1313 87.11465 0.9091106
## 142 14436 485.826 204.4700 90.74992 0.8961110
## 143 15320 511.930 218.6232 91.16982 0.9088982
## 144 15341 504.463 210.8722 93.98658 0.8951804
## 145 14399 484.082 200.1735 92.85159 0.8859109
## 146 16835 522.535 216.2717 100.43251 0.8856354
## 147 13655 471.525 193.1962 91.55775 0.8805729
## 148 14276 492.840 208.8770 88.12109 0.9066515
## 149 12199 454.404 191.9096 82.14076 0.9037702
## 150 12223 445.439 185.0291 85.37151 0.8871948
## 151 13884 491.618 207.6544 86.34349 0.9094543
## 152 15833 530.335 225.2234 91.51106 0.9137342
## 153 12861 471.921 193.2509 86.45822 0.8943397
## 154 15080 500.006 209.5893 92.79666 0.8966427
## 155 16898 526.944 217.8718 100.34503 0.8876238
## 156 16254 532.778 223.5486 94.11950 0.9070492
## 157 14274 488.830 203.5679 89.92999 0.8971288
## 158 13965 478.577 203.2764 88.10751 0.9011838
## 159 13860 484.772 200.7766 88.84083 0.8967755
## 160 13568 482.457 201.8805 87.07385 0.9022020
## 161 14546 494.168 212.3137 87.87224 0.9103318
## 162 16559 524.129 223.6376 94.94791 0.9053991
## 163 15308 513.990 219.4679 90.02393 0.9119993
## 164 14741 497.225 212.4634 89.45373 0.9070461
## 165 13397 474.865 200.5463 86.39674 0.9024441
## 166 15559 514.279 221.1191 90.46384 0.9124814
## 167 13665 482.077 208.9640 84.61726 0.9143446
## 168 15390 511.509 214.4661 92.45722 0.9023022
## 169 14017 471.814 194.6434 92.36013 0.8802505
## 170 14209 496.272 208.8229 87.75803 0.9074079
## 171 14786 505.389 214.2184 89.42657 0.9086975
## 172 15540 516.316 217.3872 92.47346 0.9050121
## 173 17442 539.776 228.5935 98.19205 0.9030436
## 174 17082 548.446 230.1887 95.75758 0.9093664
## 175 14195 488.460 203.5127 89.95866 0.8970004
## 176 15172 504.158 213.2247 91.66706 0.9028725
## 177 14434 486.668 201.2720 92.73377 0.8875358
## 178 12863 457.191 195.7004 84.50079 0.9019758
## 179 14019 475.755 194.5179 92.81696 0.8788143
## 180 15888 518.555 218.1941 94.05685 0.9023187
## 181 13000 460.371 195.0988 85.72265 0.8983009
## 182 14806 509.376 214.1424 89.69170 0.9080594
## 183 14713 493.212 206.9161 91.64847 0.8965583
## 184 13722 482.343 202.2782 87.75389 0.9009959
## 185 15713 518.452 218.7673 92.42918 0.9063629
## 186 12765 460.346 196.3905 83.89897 0.9041549
## 187 13487 473.722 197.1197 87.78462 0.8953632
## 188 15252 501.332 207.5240 94.27309 0.8908612
## 189 13684 464.566 189.5311 92.90574 0.8716171
## 190 14709 489.529 204.9235 91.86573 0.8938867
## 191 14331 502.030 212.5815 87.35810 0.9116626
## 192 15475 511.797 220.4769 90.20723 0.9124690
## 193 14368 491.563 211.2971 87.20802 0.9108548
## 194 13670 486.810 207.7422 84.57770 0.9133711
## 195 14232 505.885 214.1029 86.41411 0.9149311
## 196 14441 495.366 210.0233 89.20302 0.9053205
## 197 14093 488.598 204.3925 89.15961 0.8998411
## 198 15121 503.487 212.9385 91.33051 0.9033493
## 199 15569 528.789 221.5768 90.98238 0.9118096
## 200 15684 513.891 221.9453 90.82513 0.9124344
## 201 14622 481.616 200.0536 94.38364 0.8817100
## 202 14850 509.275 215.9632 89.12655 0.9108701
## 203 14017 491.098 212.4284 84.69095 0.9170901
## 204 11513 438.625 189.7222 77.68551 0.9123237
## 205 14793 501.304 211.6011 90.11253 0.9047889
## 206 14466 497.840 204.4095 91.21478 0.8949156
## 207 12162 454.776 191.1208 82.31743 0.9024909
## 208 17180 547.215 238.4351 93.01495 0.9207700
## 209 13831 483.616 202.8758 88.29086 0.9003354
## 210 13925 478.290 196.5748 91.43114 0.8852469
## 211 14045 482.742 200.0272 90.71384 0.8912525
## 212 16588 531.395 221.8855 96.65257 0.9001420
## 213 14966 499.638 205.4748 93.38162 0.8907633
## 214 16011 525.069 222.9465 92.38245 0.9101083
## 215 14050 481.251 191.8239 95.06197 0.8685685
## 216 14173 480.683 201.9358 90.24498 0.8945842
## 217 14106 487.252 209.5694 86.55520 0.9107245
## 218 15967 511.615 211.6908 96.97523 0.8889014
## 219 11667 447.525 186.6712 80.84287 0.9013574
## 220 14890 502.541 206.2285 93.45731 0.8914223
## 221 13279 474.236 200.5447 85.00814 0.9057155
## 222 13942 502.031 214.3380 83.71970 0.9205619
## 223 13545 482.736 208.8033 83.30515 0.9169663
## 224 14126 498.425 216.8855 83.81039 0.9223200
## 225 14530 487.097 201.8062 93.05895 0.8873325
## 226 13708 486.396 204.6237 86.33973 0.9066219
## 227 14252 493.114 202.6546 91.30965 0.8927422
## 228 14571 489.731 202.3938 92.94209 0.8883256
## 229 16194 528.121 226.8744 91.63519 0.9148020
## 230 14356 492.022 209.3756 88.59431 0.9060662
## 231 15691 511.849 213.6122 94.91935 0.8958514
## 232 14105 496.228 209.2754 86.94195 0.9096193
## 233 14013 478.277 194.7826 92.95033 0.8787945
## 234 15009 502.488 211.0904 91.76154 0.9005740
## 235 13954 484.532 203.6782 88.20872 0.9013560
## 236 16226 517.684 217.0806 95.93838 0.8970405
## 237 14505 492.682 205.4121 90.76255 0.8970861
## 238 15281 509.517 212.6969 92.99384 0.8993580
## 239 15009 507.417 217.1330 88.92488 0.9122916
## 240 14652 485.547 201.5536 93.44862 0.8860229
## 241 15330 501.697 209.6793 93.87273 0.8941855
## 242 14407 482.796 202.8323 91.19193 0.8932337
## 243 15741 523.776 227.5023 89.12435 0.9200711
## 244 14589 495.930 210.2839 89.42495 0.9050722
## 245 16376 531.001 227.9449 92.66852 0.9136333
## 246 14294 484.194 205.1284 89.00131 0.9009702
## 247 14541 492.785 204.2571 92.47102 0.8916534
## 248 16734 531.507 220.6955 97.83933 0.8963621
## 249 13434 483.365 204.5680 84.15600 0.9114621
## 250 14878 506.021 212.1816 90.43865 0.9046137
## 251 14504 502.507 212.2476 87.93213 0.9101447
## 252 14723 491.055 204.1757 93.06549 0.8900766
## 253 15830 520.510 219.4476 92.66460 0.9064734
## 254 14549 485.494 199.7573 93.64828 0.8832989
## 255 14700 506.464 215.4303 87.76008 0.9132627
## 256 14842 505.726 214.9547 88.66093 0.9109743
## 257 14400 486.900 200.1377 93.24651 0.8848312
## 258 12892 473.527 199.9392 83.23553 0.9092254
## 259 16588 519.559 218.3945 97.66686 0.8944320
## 260 15676 512.335 214.7679 93.72194 0.8997590
## 261 16706 533.626 228.1562 94.20754 0.9107727
## 262 14301 497.774 209.8764 87.29937 0.9093847
## 263 15070 504.051 210.0260 92.37322 0.8980869
## 264 15381 503.579 211.8835 93.30975 0.8978104
## 265 15252 502.591 211.6312 92.19616 0.9001184
## 266 14887 493.045 199.1649 96.69370 0.8742391
## 267 14493 506.841 219.0031 84.91930 0.9217629
## 268 14897 491.185 205.7198 92.87569 0.8922879
## 269 14690 506.855 214.1595 88.87601 0.9098218
## 270 13950 476.337 193.6352 92.94417 0.8772706
## 271 14421 507.805 213.8857 86.87624 0.9137928
## 272 14517 495.615 211.8028 88.03250 0.9095319
## 273 14944 500.238 209.5576 91.52841 0.8995734
## 274 14570 469.982 185.4015 100.88792 0.8389820
## 275 11838 440.256 181.3233 83.83839 0.8866872
## 276 15223 514.907 220.3686 89.43638 0.9139401
## 277 13694 464.560 191.3311 91.70782 0.8776430
## 278 17948 526.918 214.0938 107.54245 0.8646849
## 279 14471 503.674 207.9287 90.16022 0.9011000
## 280 16654 519.036 217.2497 98.99957 0.8901361
## 281 14990 507.785 213.4855 90.17632 0.9064094
## 282 16934 533.086 225.3027 96.45010 0.9037355
## 283 16030 512.853 210.2475 97.63129 0.8856446
## 284 15035 486.653 198.2198 97.85750 0.8696427
## 285 16008 521.007 222.8452 92.12952 0.9105387
## 286 14362 504.577 211.2931 88.26586 0.9085660
## 287 15815 506.290 210.5046 96.50236 0.8887287
## 288 14131 490.701 206.9267 88.28405 0.9044196
## 289 12619 470.614 202.7645 80.17954 0.9184953
## 290 13792 475.782 196.7066 90.34711 0.8882818
## 291 14573 493.780 209.3558 89.43751 0.9041556
## 292 14345 491.019 207.2198 88.91106 0.9032730
## 293 13166 461.939 185.6003 91.29359 0.8706614
## 294 11794 456.323 194.0431 78.79870 0.9138337
## 295 13782 471.131 194.4383 90.97846 0.8837793
## 296 14533 487.204 196.8150 95.84308 0.8734184
## 297 12557 443.219 175.5975 92.33857 0.8505751
## 298 16431 509.385 208.0529 101.96149 0.8716803
## 299 11940 443.968 187.3336 82.18279 0.8986348
## 300 15856 509.020 210.1644 97.76022 0.8852262
## 301 15636 504.182 212.1362 94.48931 0.8953227
## 302 14787 492.313 209.6789 90.46774 0.9021328
## 303 16412 508.367 210.5749 99.99418 0.8800598
## 304 15137 494.605 206.4585 93.99015 0.8903639
## 305 16199 514.156 217.6305 95.51936 0.8985329
## 306 15375 515.423 215.9993 91.61694 0.9055902
## 307 11447 447.346 190.3891 79.03822 0.9097573
## 308 16094 504.126 208.3712 99.03030 0.8798459
## 309 11784 438.120 181.7579 83.74436 0.8875316
## 310 15517 481.378 194.6375 102.05839 0.8515022
## 311 15065 506.820 212.4369 91.37028 0.9027786
## 312 15529 509.017 207.0513 96.98811 0.8835030
## 313 13584 478.537 204.6207 84.80614 0.9100696
## 314 12618 457.898 193.8157 83.47736 0.9024929
## 315 13253 473.442 198.6107 85.91887 0.9015862
## 316 15907 527.211 224.2522 91.44114 0.9130890
## 317 13084 473.767 195.8382 86.37993 0.8974688
## 318 15367 501.907 210.0560 94.47918 0.8931389
## 319 13319 468.232 192.9272 89.33763 0.8863249
## 320 15715 511.250 210.9116 96.00474 0.8903946
## 321 12745 453.035 187.0058 87.66729 0.8833073
## 322 14400 481.506 193.7830 96.51619 0.8671407
## 323 14329 486.277 206.5723 89.21240 0.9019358
## 324 14818 487.016 197.8290 97.38612 0.8704401
## 325 13391 486.122 213.1121 80.99444 0.9249637
## 326 14500 495.107 214.2878 86.66111 0.9145758
## 327 15815 504.224 214.6547 94.98798 0.8967609
## 328 12089 439.492 183.5767 84.69468 0.8872138
## 329 14746 504.314 220.3434 85.93158 0.9208194
## 330 13569 490.542 209.8495 83.40636 0.9176204
## 331 15198 499.626 210.6335 92.94599 0.8973749
## 332 12720 472.234 201.6409 82.22842 0.9130729
## 333 14229 485.119 206.5977 88.72133 0.9030954
## 334 13567 481.405 202.0197 86.41855 0.9038863
## 335 13431 482.530 212.4506 81.18548 0.9241052
## 336 12985 466.135 196.6662 84.69309 0.9025219
## 337 15725 515.258 221.6601 91.23172 0.9113719
## 338 15486 509.136 211.1136 94.82224 0.8934550
## 339 14674 497.103 208.4365 91.08699 0.8994609
## 340 13286 480.071 202.5484 85.11695 0.9074175
## 341 15398 513.023 214.0543 93.68449 0.8991371
## 342 14145 486.608 209.3532 86.78947 0.9100220
## 343 16412 515.115 208.6945 101.94176 0.8725787
## 344 15094 506.507 217.9383 89.09559 0.9126191
## 345 15360 515.298 220.9218 89.95549 0.9133468
## 346 13567 473.575 195.3531 89.23708 0.8895701
## 347 13413 475.390 196.8568 87.78819 0.8950581
## 348 15236 497.277 209.1616 94.06530 0.8931668
## 349 15028 498.829 205.5385 94.58417 0.8878269
## 350 15249 506.050 212.0909 92.49422 0.8998951
## 351 14363 499.171 210.2455 88.11178 0.9079447
## 352 14988 491.707 205.0607 94.85704 0.8865774
## 353 14318 477.494 195.0236 94.59473 0.8744906
## 354 14456 497.988 210.5319 88.88429 0.9065077
## 355 15857 515.322 219.9655 93.15427 0.9058985
## 356 15037 501.467 208.9056 92.30457 0.8970898
## 357 12286 444.887 183.2887 86.73106 0.8809584
## 358 16990 535.339 224.0872 98.66264 0.8978572
## 359 14172 500.429 218.5716 83.36391 0.9244087
## 360 15074 497.178 205.6398 94.62220 0.8878487
## 361 17353 539.034 220.9612 101.45410 0.8883593
## 362 13415 470.355 197.0299 87.65263 0.8955954
## 363 16085 520.706 217.4963 95.40557 0.8986561
## 364 14023 491.669 211.1592 85.50137 0.9143547
## 365 13687 481.745 201.1746 87.95718 0.8993555
## 366 14758 500.010 206.2851 92.72487 0.8932811
## 367 14944 490.044 201.3465 96.04632 0.8788925
## 368 16182 509.922 211.1650 98.31332 0.8850080
## 369 14413 502.050 211.9916 88.64777 0.9083705
## 370 14321 494.345 211.6690 86.82542 0.9119982
## 371 15276 506.685 212.1357 93.06375 0.8986340
## 372 14407 494.990 208.7490 88.66286 0.9053181
## 373 13272 471.900 201.4947 84.15379 0.9086090
## 374 14965 483.508 203.5235 94.31125 0.8861531
## 375 16122 539.000 233.9135 89.53108 0.9238507
## 376 14969 515.098 222.0448 87.43668 0.9192050
## 377 12347 475.390 207.0969 77.08044 0.9281545
## 378 13816 484.276 199.0135 89.86625 0.8922415
## 379 12991 472.829 196.8968 85.49543 0.9008096
## 380 13606 480.946 204.2897 85.28391 0.9086928
## 381 14340 499.096 207.2511 89.85896 0.9011173
## 382 14360 494.457 205.0970 90.11700 0.8982978
## 383 13675 478.607 194.8029 90.32217 0.8860136
## 384 14489 496.385 210.0364 88.53156 0.9068257
## 385 14751 499.021 214.0371 88.62865 0.9102402
## 386 15136 503.260 208.7720 94.06878 0.8927354
## 387 13132 480.019 199.2529 85.41972 0.9034469
## 388 13689 483.655 202.7220 86.94032 0.9033687
## 389 14412 490.324 207.4761 89.68951 0.9017354
## 390 12901 475.303 209.5860 79.26891 0.9257171
## 391 13920 480.112 195.6701 92.54844 0.8810720
## 392 13410 483.152 205.8758 84.65060 0.9115572
## 393 12865 460.666 193.3482 85.72440 0.8963397
## 394 12859 462.872 193.3418 85.90899 0.8958595
## 395 16523 531.892 224.9954 94.41770 0.9076893
## 396 15488 507.883 206.6395 96.87208 0.8833057
## 397 9908 432.769 188.1877 67.69534 0.9330593
## 398 13418 474.901 194.5457 89.70831 0.8873394
## 399 15558 511.718 213.9776 94.46471 0.8972759
## 400 13244 467.644 193.4250 88.63654 0.8888246
## 401 14064 488.948 206.9333 87.47862 0.9062518
## 402 15830 520.782 215.1392 95.17147 0.8968318
## 403 15813 495.268 203.7947 99.68769 0.8721955
## 404 16155 515.280 217.6055 95.48460 0.8985863
## 405 15593 512.428 216.6157 92.91002 0.9033442
## 406 13234 472.350 198.5750 86.26437 0.9007118
## 407 14862 507.490 216.3203 88.60250 0.9122700
## 408 13375 474.087 198.7687 86.68679 0.8998891
## 409 13077 472.905 203.4451 82.57013 0.9139354
## 410 14947 506.651 214.3443 89.52690 0.9085951
## 411 14588 502.569 214.8956 88.20730 0.9118760
## 412 11981 448.827 190.1290 81.32439 0.9039053
## 413 12461 454.096 191.9145 83.66120 0.8999808
## 414 13980 479.180 206.3290 87.03672 0.9066728
## 415 14680 502.904 217.1950 87.00278 0.9162642
## 416 13272 474.927 195.7785 87.16515 0.8954197
## 417 14817 502.583 211.5290 90.38519 0.9041125
## 418 13080 474.260 198.9574 84.75006 0.9047368
## 419 16519 533.218 224.2023 95.21686 0.9053380
## 420 13787 476.896 201.3383 88.16448 0.8990275
## 421 16019 509.013 214.7909 96.12421 0.8942717
## 422 12714 461.890 196.5603 83.11240 0.9062071
## 423 12509 464.509 201.5315 79.65081 0.9185832
## 424 15437 512.948 211.4088 94.91480 0.8935502
## 425 12927 453.015 184.3238 89.86131 0.8731125
## 426 13682 488.900 199.5597 89.44221 0.8939344
## 427 14317 499.111 206.7794 89.82534 0.9007192
## 428 16190 529.661 224.3869 93.10742 0.9098481
## 429 14788 480.962 199.0625 95.53792 0.8773018
## 430 14795 497.516 213.6032 89.84618 0.9072360
## 431 14625 492.952 206.5892 91.43079 0.8967325
## 432 14982 505.078 217.3650 88.59523 0.9131662
## 433 15118 514.967 224.1866 87.69224 0.9203238
## 434 14337 494.299 206.6928 89.74821 0.9008114
## 435 13969 486.509 206.0286 87.72613 0.9048192
## 436 12333 463.155 196.5994 81.60153 0.9097918
## 437 15200 502.588 214.1338 91.11753 0.9049505
## 438 12292 457.286 194.8883 80.99094 0.9095584
## 439 15290 519.317 221.4296 88.87734 0.9159118
## 440 13858 490.570 203.7095 88.17393 0.9014700
## 441 16259 522.622 215.5092 97.42146 0.8919914
## 442 15929 513.940 212.6575 96.99799 0.8899167
## 443 12580 479.217 208.4238 77.74034 0.9278346
## 444 13269 485.615 207.1225 83.32397 0.9155108
## 445 13893 474.134 200.7359 89.16997 0.8959200
## 446 13724 481.771 200.8927 88.16832 0.8985444
## 447 11689 444.898 191.9360 78.10004 0.9134697
## 448 15676 511.666 215.8137 93.56567 0.9011303
## 449 14401 482.176 203.0722 91.35160 0.8931052
## 450 13731 489.058 212.4355 82.91467 0.9206855
## 451 14274 499.088 214.4025 85.24677 0.9175582
## 452 13445 490.815 216.1730 79.60010 0.9297371
## 453 12800 471.334 203.5594 81.30859 0.9167619
## 454 14683 493.572 209.0520 90.58433 0.9012449
## 455 13846 479.587 197.0046 90.91550 0.8871458
## 456 14352 484.084 203.4969 91.26853 0.8937824
## 457 14071 479.093 197.4050 92.30099 0.8839551
## 458 14476 489.238 203.8588 91.66153 0.8932137
## 459 13516 483.689 207.5319 83.68568 0.9150932
## 460 12346 456.905 193.6129 82.03561 0.9057981
## 461 13092 465.437 197.0419 85.83564 0.9001300
## 462 12860 469.559 197.6610 84.11711 0.9049290
## 463 13746 483.820 205.8422 86.18869 0.9081188
## 464 13277 486.956 201.8391 85.25986 0.9064026
## 465 15651 512.292 212.7730 95.72538 0.8930818
## 466 16094 509.979 215.5476 95.61666 0.8962255
## 467 15694 506.506 211.8349 96.02247 0.8913636
## 468 14254 500.494 213.0753 86.78432 0.9132971
## 469 12801 459.424 195.0993 84.79961 0.9006003
## 470 14646 511.452 220.4826 85.63171 0.9214980
## 471 14805 499.637 214.2824 89.17409 0.9092950
## 472 14811 512.110 217.7383 87.48341 0.9157352
## 473 16513 525.984 219.2754 97.95169 0.8946807
## 474 12149 455.562 191.4457 82.05867 0.9034819
## 475 13457 483.614 211.0125 81.87440 0.9216563
## 476 13066 478.002 207.5168 80.51567 0.9216611
## 477 13293 470.266 197.9594 86.07607 0.9005189
## 478 11935 464.933 196.5350 79.72299 0.9140317
## 479 12986 462.111 195.5176 86.10847 0.8977953
## 480 14003 489.290 208.3329 87.19222 0.9082059
## 481 12377 465.047 197.0814 81.92233 0.9095120
## 482 12840 466.903 198.1560 83.23425 0.9075037
## 483 13819 487.670 207.9708 86.18774 0.9100847
## 484 14755 499.818 202.6123 95.51608 0.8819072
## 485 14485 495.466 212.0017 88.23765 0.9092675
## 486 14478 469.161 190.8477 97.34319 0.8601407
## 487 16933 521.922 221.3330 98.09830 0.8964149
## 488 14363 493.261 210.5697 87.41584 0.9097577
## 489 13927 479.355 202.7936 88.48322 0.8997908
## 490 15303 505.928 209.6199 94.15701 0.8934414
## 491 14060 496.035 211.3755 85.93526 0.9136274
## 492 12682 459.965 195.4355 83.60432 0.9038807
## 493 13059 456.441 185.9820 90.20448 0.8745046
## 494 14557 492.413 205.1066 91.44973 0.8951006
## 495 13582 476.666 199.4519 88.40870 0.8963940
## 496 13678 472.123 200.2535 88.02669 0.8982053
## 497 11589 449.361 196.6467 75.97960 0.9223413
## 498 13681 485.413 205.0064 86.48767 0.9066527
## 499 13919 482.349 204.2943 87.65405 0.9032770
## 500 13439 477.750 199.3816 87.62737 0.8982447
## 501 13693 479.479 200.3973 88.17446 0.8979986
## 502 13870 484.127 203.4183 88.50323 0.9003918
## 503 15285 516.467 216.2804 91.34657 0.9064317
## 504 16263 546.562 230.9595 91.65092 0.9178935
## 505 14295 489.215 203.3019 90.60995 0.8951865
## 506 14720 494.862 207.0927 91.49889 0.8971009
## 507 15550 505.763 211.3788 94.41613 0.8946999
## 508 15189 506.822 209.1895 93.61980 0.8942660
## 509 12832 464.526 196.6112 83.98689 0.9041702
## 510 14146 481.186 202.5872 89.94490 0.8960361
## 511 13006 486.707 213.1281 78.45641 0.9297788
## 512 15196 501.303 212.3298 92.00545 0.9012430
## 513 14517 488.324 196.1645 95.58290 0.8732575
## 514 13964 480.026 199.8231 90.06547 0.8926624
## 515 12414 453.383 188.5623 85.32584 0.8917606
## 516 13818 475.017 198.4992 89.09570 0.8936088
## 517 11530 458.712 197.8755 75.38202 0.9245929
## 518 16436 529.863 230.9310 91.06519 0.9189649
## 519 11809 455.083 185.4201 83.61376 0.8925532
## 520 14818 499.360 208.8755 91.91077 0.8979847
## 521 12368 455.024 195.9393 80.80906 0.9109944
## 522 11491 440.469 183.9953 80.87087 0.8982295
## 523 11493 447.154 185.5311 79.75233 0.9028957
## 524 13235 465.816 193.5456 88.63944 0.8889641
## 525 16593 524.838 218.1038 97.85260 0.8937068
## 526 15326 505.378 208.0991 95.35768 0.8888326
## 527 15385 505.578 211.7301 94.12325 0.8957573
## 528 12907 465.342 195.6550 84.88218 0.9009919
## 529 13413 465.605 198.8527 86.09415 0.9014158
## 530 14369 491.044 207.9474 89.12215 0.9035037
## 531 13907 485.720 202.5811 89.20242 0.8978363
## 532 14577 489.908 204.8460 91.23347 0.8953437
## 533 15168 504.980 212.8260 91.61982 0.9025946
## 534 15159 515.131 216.0619 91.02570 0.9069239
## 535 16024 527.421 226.2628 91.60111 0.9143858
## 536 13200 472.465 203.3137 83.57887 0.9115978
## 537 12396 460.002 195.3233 81.92961 0.9077755
## 538 13201 461.519 192.8851 87.83331 0.8903043
## 539 14843 510.102 220.0359 86.50136 0.9194855
## 540 14331 495.143 212.0290 86.86129 0.9122351
## 541 16606 516.365 211.5942 101.76991 0.8767385
## 542 15953 522.186 220.7552 93.04210 0.9068415
## 543 12072 452.262 192.7219 80.28837 0.9090889
## 544 12417 455.083 187.2952 85.61137 0.8894188
## 545 13029 466.887 197.7262 84.60393 0.9038336
## 546 13919 472.228 194.6864 91.62576 0.8823293
## 547 14675 493.273 206.7937 91.58907 0.8965707
## 548 13256 462.724 194.1488 87.72887 0.8920867
## 549 13862 482.214 199.1796 89.91952 0.8922967
## 550 15178 514.742 219.3330 89.01124 0.9139499
## 551 13964 481.230 201.5593 89.30014 0.8964986
## 552 13422 474.955 196.4543 88.85059 0.8918805
## 553 14855 495.899 208.5706 92.42722 0.8964495
## 554 12971 458.035 192.3375 86.75472 0.8924963
## 555 14950 496.884 207.8228 93.10914 0.8940226
## 556 14944 512.137 227.4163 84.24711 0.9288511
## 557 16283 516.736 217.7095 96.08863 0.8973293
## 558 12653 461.620 195.8939 83.49930 0.9046065
## 559 14007 490.660 205.3961 88.06984 0.9034087
## 560 15401 499.264 202.6499 97.76850 0.8759233
## 561 14625 497.252 212.7985 88.36369 0.9097092
## 562 14626 502.357 212.7347 88.58339 0.9091801
## 563 13998 484.882 198.7213 90.92341 0.8891878
## 564 17250 528.099 220.7989 101.24916 0.8886644
## 565 14819 497.835 210.3747 90.70985 0.9022648
## 566 14794 501.569 213.4910 89.19424 0.9085439
## 567 13368 487.551 202.5396 86.57294 0.9040451
## 568 14586 484.053 196.4034 95.85622 0.8728113
## 569 12210 453.124 189.4208 83.15540 0.8984879
## 570 14732 497.694 207.4682 91.29447 0.8979778
## 571 13410 477.085 195.7989 88.77675 0.8913032
## 572 13658 499.374 206.5097 85.75655 0.9096999
## 573 13072 484.788 206.8869 81.92672 0.9182516
## 574 16059 522.724 217.8501 95.15388 0.8995655
## 575 13002 472.474 198.0773 85.79917 0.9013170
## 576 12752 462.360 190.7342 86.67176 0.8907920
## 577 13153 479.562 207.9239 80.94250 0.9211156
## 578 13857 498.029 220.2666 80.39958 0.9310035
## 579 13929 487.982 202.9544 87.97099 0.9011766
## 580 16253 525.482 218.5276 95.91184 0.8985357
## 581 14850 511.991 223.1474 85.49973 0.9236846
## 582 14560 487.129 200.7395 93.22659 0.8856173
## 583 15164 501.652 212.1584 92.44685 0.9000704
## 584 14566 498.026 208.2254 90.54054 0.9005175
## 585 14627 498.073 205.7875 92.42831 0.8934592
## 586 16454 518.109 217.0985 97.78069 0.8928280
## 587 15458 511.952 216.6077 91.79173 0.9057701
## 588 14189 483.937 203.3776 90.07769 0.8965667
## 589 15545 516.869 217.1187 92.24694 0.9052550
## 590 14522 499.825 217.6744 85.68789 0.9192597
## 591 16566 527.586 217.0946 98.10107 0.8920779
## 592 13970 494.629 210.5276 85.43404 0.9139578
## 593 14488 489.818 204.6652 91.22495 0.8951686
## 594 14483 512.721 215.7682 86.27912 0.9165720
## 595 13853 471.641 195.2125 91.29154 0.8839126
## 596 15700 525.809 224.0389 90.31892 0.9151385
## 597 13777 480.836 197.0059 90.18475 0.8890671
## 598 15069 505.455 211.9065 91.93554 0.9009854
## 599 15764 513.844 212.1651 95.95991 0.8918715
## 600 16258 518.770 214.2865 97.37901 0.8907805
## 601 18313 538.498 222.4642 106.18475 0.8787342
## 602 13605 466.937 191.5222 91.73205 0.8778352
## 603 13930 484.862 205.2725 87.23549 0.9052055
## 604 15301 515.527 220.2921 89.46645 0.9138169
## 605 14277 492.031 213.2996 85.51837 0.9161084
## 606 15077 504.637 212.9425 91.21267 0.9036157
## 607 13102 479.273 202.5077 83.75623 0.9104608
## 608 15975 522.804 218.4177 94.04413 0.9025571
## 609 15258 505.163 214.0193 91.61250 0.9037517
## 610 14260 501.041 208.8332 88.96316 0.9047226
## 611 14706 503.307 212.6840 89.08659 0.9080470
## 612 13789 471.303 198.5235 88.71288 0.8946022
## 613 13342 488.270 208.6655 83.16635 0.9171410
## 614 13555 477.870 202.6371 85.78796 0.9059626
## 615 14436 486.989 204.4977 90.86436 0.8958634
## 616 14421 489.818 204.9568 90.34169 0.8976132
## 617 13501 472.483 198.0720 87.68961 0.8966620
## 618 14287 486.402 200.1426 91.99419 0.8881036
## 619 14633 495.094 208.7805 90.25591 0.9017296
## 620 14682 505.031 219.8863 86.04150 0.9202632
## 621 12240 454.313 190.9279 83.64930 0.8989166
## 622 14985 516.961 219.5334 88.00939 0.9161249
## 623 14826 514.532 219.3729 86.88576 0.9182228
## 624 14954 501.857 212.0378 90.79552 0.9036819
## 625 14930 506.781 207.5967 92.55151 0.8951208
## 626 16401 521.077 213.1026 99.54189 0.8842003
## 627 13237 478.011 199.6892 85.27763 0.9042272
## 628 14536 501.921 216.3705 86.67999 0.9162491
## 629 12016 469.425 196.9492 79.83517 0.9141575
## 630 15369 499.266 205.8753 95.93622 0.8847890
## 631 16156 495.714 197.2743 105.53798 0.8448642
## 632 15554 502.096 206.2775 97.22339 0.8819606
## 633 12347 438.806 181.8927 86.87766 0.8785603
## 634 12688 466.838 193.7867 84.37170 0.9002446
## 635 14587 491.804 204.8346 91.91319 0.8936729
## 636 15398 518.745 215.3291 93.06289 0.9017830
## 637 14881 495.618 206.6678 93.32417 0.8922377
## 638 14800 502.619 213.9949 88.85567 0.9097195
## 639 15480 494.276 201.7870 98.61820 0.8724383
## 640 13952 484.947 201.3228 89.51038 0.8957237
## 641 14243 481.323 198.6629 92.82254 0.8841324
## 642 15056 499.171 202.8936 96.13976 0.8806092
## 643 15072 511.176 221.7821 87.38173 0.9191113
## 644 13560 479.199 197.5580 88.77229 0.8933569
## 645 17192 528.342 222.9499 99.09267 0.8957979
## 646 15196 498.145 212.2438 91.67679 0.9019018
## 647 16318 537.447 232.0368 90.71050 0.9204198
## 648 15521 506.048 209.5180 95.46242 0.8901699
## 649 12573 471.645 199.3370 81.58099 0.9124171
## 650 13607 482.818 202.8472 86.15414 0.9053228
## 651 12809 455.144 189.0795 87.20803 0.8872836
## 652 13183 464.572 190.6913 88.76956 0.8850402
## 653 14528 475.448 192.1986 97.41743 0.8620294
## 654 17048 525.538 219.4886 99.73430 0.8908008
## 655 14559 496.524 213.3964 87.13540 0.9128360
## 656 13698 478.599 199.0603 88.78965 0.8950110
## 657 14005 485.456 207.1339 86.87551 0.9077936
## 658 15560 502.966 213.9632 93.12080 0.9003247
## 659 13853 479.723 193.4019 92.85981 0.8771924
## 660 16138 531.059 224.3472 92.94733 0.9101398
## 661 14686 490.406 203.0338 93.82804 0.8868122
## 662 15264 506.666 208.7614 95.73719 0.8886448
## 663 13895 488.253 207.0345 86.16099 0.9092880
## 664 13290 469.712 197.2693 86.32834 0.8991616
## 665 13909 474.112 197.4584 90.17406 0.8896342
## 666 14730 483.706 196.4513 96.88643 0.8699256
## 667 14523 491.937 205.1251 91.14208 0.8958660
## 668 13983 481.659 198.3905 90.49815 0.8898969
## 669 12549 456.935 193.3915 83.70135 0.9014862
## 670 14289 502.814 216.6084 85.56938 0.9186631
## 671 14994 508.307 215.5698 89.61988 0.9094859
## 672 13283 477.289 198.2707 86.35545 0.9001678
## 673 14958 505.257 216.3763 88.34891 0.9128427
## 674 14852 495.817 205.7136 92.94775 0.8921037
## 675 14966 490.743 207.6394 92.16422 0.8960928
## 676 13394 480.572 205.4012 83.80128 0.9129872
## 677 16678 523.310 216.8974 99.04490 0.8896495
## 678 17253 536.694 223.6271 98.94525 0.8967900
## 679 13822 491.661 212.1354 83.65462 0.9189623
## 680 14747 501.766 213.7422 88.58164 0.9100802
## 681 15274 511.054 211.2999 93.12005 0.8976541
## 682 14471 491.342 200.4132 92.81940 0.8862850
## 683 15119 508.342 213.3793 91.25336 0.9039406
## 684 13277 463.968 193.0609 88.17571 0.8896080
## 685 12988 461.991 188.7729 88.50922 0.8832693
## 686 11638 451.009 195.0361 76.92903 0.9189239
## 687 13321 467.408 200.9203 85.13779 0.9057843
## 688 15368 503.307 209.4185 94.39367 0.8926544
## 689 13385 477.930 199.8427 87.04651 0.9001524
## 690 14784 481.986 200.0272 94.98056 0.8800731
## 691 16963 536.033 220.3276 99.40977 0.8924275
## 692 15140 502.553 213.8956 90.89738 0.9052115
## 693 14713 500.160 207.1582 91.46106 0.8972596
## 694 13684 505.655 213.5936 83.51059 0.9203997
## 695 13424 461.469 186.5067 92.67175 0.8678184
## 696 14020 488.582 207.2652 86.79780 0.9080893
## 697 14725 472.902 193.1236 97.71609 0.8625469
## 698 15603 511.744 211.1042 95.43999 0.8919678
## 699 15433 519.522 218.3880 91.67455 0.9076267
## 700 15371 497.665 212.7489 92.46557 0.9006125
## 701 14018 480.868 203.9784 88.12711 0.9018537
## 702 12879 476.577 203.1660 81.26083 0.9165271
## 703 14992 502.617 213.9413 89.97850 0.9072575
## 704 15275 509.855 217.5547 90.18381 0.9100338
## 705 13762 481.770 205.0408 86.93547 0.9056664
## 706 15762 507.641 205.6006 99.32085 0.8755780
## 707 14143 483.865 200.8781 90.59235 0.8925332
## 708 15226 500.170 205.3150 96.17769 0.8834955
## 709 14226 491.389 213.7867 85.35412 0.9168426
## 710 14654 498.103 214.6543 87.38055 0.9133945
## 711 14928 499.393 212.4038 90.70808 0.9042257
## 712 15050 502.591 206.3866 93.80850 0.8907324
## 713 12158 441.478 182.2873 85.52101 0.8831158
## 714 15783 510.194 219.5518 92.24811 0.9074475
## 715 14236 486.179 201.7047 90.64240 0.8933398
## 716 15373 489.131 200.1409 98.96591 0.8691883
## 717 15139 508.970 217.3360 89.95793 0.9103170
## 718 15228 505.265 209.6253 93.52686 0.8949522
## 719 14556 487.419 208.7313 89.19512 0.9041003
## 720 13279 483.658 201.3382 85.47550 0.9054106
## 721 16000 515.381 215.7143 94.95480 0.8979058
## 722 14712 503.711 217.6097 87.28523 0.9160303
## 723 13840 476.901 201.6257 88.24250 0.8991430
## 724 12975 458.547 189.8183 87.65503 0.8869925
## 725 15862 507.548 214.8732 94.80012 0.8974133
## 726 17338 530.044 222.0844 100.54912 0.8916365
## 727 16893 523.254 216.2405 100.40816 0.8856593
## 728 15546 518.943 219.2265 91.38641 0.9089715
## 729 15269 519.766 222.4196 88.28183 0.9178550
## 730 15583 510.691 217.3515 92.12090 0.9057401
## 731 14840 512.008 220.5143 86.41502 0.9200166
## 732 14805 484.632 202.9802 93.69647 0.8870862
## 733 13860 483.971 207.7892 85.96107 0.9104162
## 734 12468 461.550 196.8183 81.54729 0.9101277
## 735 13913 493.607 212.9855 83.99135 0.9189593
## 736 12978 465.850 199.1294 83.91192 0.9068777
## 737 13657 469.237 193.1074 90.77804 0.8826180
## 738 14246 488.916 210.7537 86.88518 0.9110665
## 739 13651 502.080 222.0736 79.33727 0.9340062
## 740 13677 485.529 207.3946 85.14314 0.9118440
## 741 15107 488.866 205.2152 94.36982 0.8879926
## 742 14956 490.256 204.5412 93.75129 0.8887722
## 743 15448 521.318 224.8905 88.73651 0.9188631
## 744 14898 501.495 215.5633 88.77060 0.9112709
## 745 13683 490.793 210.2820 84.04502 0.9166557
## 746 12412 456.580 191.5716 83.44986 0.9001371
## 747 13933 471.714 193.5167 91.87624 0.8801091
## 748 15500 502.321 213.3670 93.55457 0.8987468
## 749 14747 494.942 209.2059 90.64754 0.9012529
## 750 15144 503.324 212.1954 91.77615 0.9016302
## 751 13970 494.654 211.7427 85.07025 0.9157439
## 752 12375 451.081 185.7812 86.23738 0.8857367
## 753 15484 504.819 211.2881 94.47181 0.8944724
## 754 13541 478.461 206.6995 84.09856 0.9134888
## 755 13455 468.862 196.6849 87.98445 0.8943654
## 756 13043 471.357 199.2896 84.55070 0.9055402
## 757 13697 482.384 206.7345 85.18093 0.9111700
## 758 15004 506.944 218.6036 88.09037 0.9152139
## 759 14634 493.027 208.1362 90.37943 0.9008009
## 760 13814 481.416 203.0623 87.31848 0.9028249
## 761 16480 525.154 220.3081 96.47744 0.8990137
## 762 12403 451.244 194.0062 82.41925 0.9052741
## 763 13574 481.157 206.4677 84.42449 0.9125795
## 764 14253 485.023 202.3299 90.59917 0.8941441
## 765 15586 505.877 218.5732 91.24372 0.9086992
## 766 14906 497.825 211.3419 90.65295 0.9033331
## 767 15123 518.258 226.3814 85.84078 0.9253203
## 768 12974 460.417 191.3258 87.28571 0.8898696
## 769 15513 522.504 224.2758 89.01466 0.9178627
## 770 12684 461.358 198.2021 81.89428 0.9106468
## 771 13170 472.102 200.1954 84.87552 0.9056794
## 772 15375 494.316 204.4707 96.98161 0.8803603
## 773 17856 530.416 223.2924 102.90128 0.8874850
## 774 15655 513.301 216.0990 93.56715 0.9014022
## 775 17404 521.865 211.0630 106.33782 0.8638085
## 776 12060 450.155 188.9604 82.32945 0.9000934
## 777 12519 455.406 192.0022 83.87215 0.8995445
## 778 15806 513.845 221.1924 91.62951 0.9101620
## 779 14124 486.591 202.9608 89.87580 0.8966089
## 780 16618 513.753 213.2171 99.89234 0.8834632
## 781 15321 513.007 218.7120 90.26067 0.9108707
## 782 12752 459.448 196.4301 83.10927 0.9060837
## 783 14479 473.957 193.1318 96.94859 0.8648784
## 784 12685 468.596 199.6600 82.19839 0.9113231
## 785 14339 492.308 205.7732 90.85659 0.8972427
## 786 14115 483.780 206.8419 88.06865 0.9048278
## 787 13864 491.446 206.8837 86.35062 0.9087287
## 788 14096 476.954 198.7422 91.36671 0.8880615
## 789 15779 506.377 209.4049 97.43090 0.8851661
## 790 15218 508.136 214.2771 91.71027 0.9037794
## 791 13814 477.586 198.9031 89.67540 0.8925999
## 792 13337 471.847 199.1447 86.46564 0.9008237
## 793 13024 459.771 191.9050 88.03445 0.8885707
## 794 14836 495.105 208.5953 91.39000 0.8989159
## 795 14296 484.244 202.9799 91.07145 0.8936963
## 796 10785 437.884 181.2658 77.65930 0.9035761
## 797 14871 487.618 204.1911 93.79977 0.8882437
## 798 14449 496.326 209.7058 89.79037 0.9036967
## 799 14463 480.490 201.9342 91.94389 0.8903299
## 800 12887 468.833 197.7632 83.72417 0.9059635
## 801 13138 470.415 203.8628 82.98421 0.9134018
## 802 14833 496.936 209.3123 91.47590 0.8994466
## 803 12256 453.465 189.9711 83.10529 0.8992366
## 804 15475 511.427 219.1482 91.46255 0.9087437
## 805 15248 509.003 217.9925 90.10747 0.9105716
## 806 14750 482.825 198.5034 95.47469 0.8767356
## 807 12711 470.163 196.3638 83.78096 0.9044112
## 808 13495 466.959 196.3955 88.21306 0.8934512
## 809 13884 478.702 201.3163 89.18121 0.8965263
## 810 15613 509.761 210.2781 96.02433 0.8896444
## 811 14645 485.113 201.1538 93.58040 0.8851960
## 812 12699 458.013 192.5945 85.20386 0.8968177
## 813 15322 506.398 217.8638 90.17707 0.9103156
## 814 13340 471.639 197.4101 87.42580 0.8965888
## 815 15404 499.231 206.0869 95.63304 0.8858131
## 816 13789 494.380 216.9155 82.15645 0.9254996
## 817 12491 457.141 194.8755 82.49109 0.9059888
## 818 14880 502.881 217.9987 87.55461 0.9158024
## 819 13568 478.311 204.0691 85.50912 0.9079768
## 820 12819 472.690 202.3440 81.20731 0.9159323
## 821 17246 540.542 225.9889 98.57315 0.8998566
## 822 12068 450.146 187.2999 83.14626 0.8960662
## 823 14053 482.084 204.3786 88.23911 0.9019965
## 824 12711 459.618 192.9746 84.95108 0.8978904
## 825 11746 450.829 194.1909 77.74390 0.9163633
## 826 14291 481.240 196.5010 93.87129 0.8785154
## 827 15366 508.793 211.3727 93.96780 0.8957492
## 828 15557 509.022 211.9335 94.75860 0.8944767
## 829 13652 486.628 210.3452 83.29913 0.9182456
## 830 13574 488.497 210.6863 83.74447 0.9176090
## 831 13621 473.899 198.8459 88.42869 0.8956748
## 832 14025 475.957 197.3919 91.75456 0.8853976
## 833 14431 497.063 212.0457 87.85142 0.9101385
## 834 13469 475.087 203.2478 84.86798 0.9086497
## 835 13632 485.937 205.2150 85.83135 0.9083315
## 836 11151 438.262 191.6009 74.84744 0.9205425
## 837 12878 459.604 192.1723 85.95669 0.8943891
## 838 11625 437.360 186.7081 79.72378 0.9042531
## 839 14312 488.419 208.1702 88.40865 0.9053369
## 840 13806 490.510 209.7208 85.13124 0.9139057
## 841 13928 479.724 204.4303 87.08270 0.9047337
## 842 13139 472.251 202.5977 83.79178 0.9104646
## 843 12234 449.380 188.6259 83.90933 0.8956075
## 844 13990 484.047 205.3978 87.64905 0.9043799
## 845 15307 489.471 197.2027 100.13299 0.8614945
## 846 11377 452.408 201.3063 72.28142 0.9333137
## 847 13207 469.700 196.4875 87.33901 0.8957781
## 848 13404 476.206 203.3116 84.62199 0.9092647
## 849 13334 470.524 194.3192 89.29185 0.8881720
## 850 11671 459.780 199.4032 75.45848 0.9256334
## 851 17135 525.938 217.7283 101.15462 0.8855254
## 852 14816 496.316 206.6574 92.17413 0.8950211
## 853 15336 508.785 219.2623 89.74197 0.9124041
## 854 14989 484.310 195.3420 98.70048 0.8629613
## 855 16302 526.340 225.3230 92.99416 0.9108602
## 856 15739 525.001 228.2446 88.84927 0.9211228
## 857 14851 512.319 218.0084 88.49667 0.9139031
## 858 12651 467.565 200.0504 81.17270 0.9139791
## 859 12709 456.174 191.3734 85.73984 0.8940217
## 860 13874 486.818 207.8072 85.49026 0.9114584
## 861 16291 523.193 223.2523 93.60416 0.9078592
## 862 14318 491.296 207.6147 89.12659 0.9031675
## 863 13975 482.589 203.4164 88.66715 0.9000000
## 864 14806 497.856 211.1335 90.01241 0.9045680
## 865 14789 492.952 206.7087 92.60357 0.8940382
## 866 12990 469.480 200.5154 83.43035 0.9093282
## 867 12045 452.309 193.5135 80.27762 0.9098933
## 868 13946 482.140 203.2573 88.27829 0.9007597
## 869 14569 500.369 216.6697 86.45754 0.9169382
## 870 15306 524.685 227.7819 87.04253 0.9241081
## 871 13568 482.142 206.3413 84.97628 0.9112634
## 872 14289 488.485 208.5739 88.30962 0.9059441
## 873 14619 493.524 209.5329 89.80801 0.9034894
## 874 13338 462.534 194.2583 88.38235 0.8905051
## 875 12935 462.980 195.3043 85.48748 0.8991141
## 876 13211 476.659 204.8645 82.88512 0.9145004
## 877 13785 489.916 213.3764 82.78992 0.9216596
## 878 12982 466.157 200.5195 82.79620 0.9107725
## 879 14999 498.541 213.5080 90.10974 0.9065754
## 880 15790 516.480 218.4259 92.93594 0.9049677
## 881 13719 487.147 208.8648 84.30043 0.9149300
## 882 13118 480.086 207.1090 81.70571 0.9188935
## 883 11975 458.902 199.0427 78.03677 0.9199395
## 884 11958 444.927 187.7584 81.88332 0.8998933
## 885 12621 444.588 184.9431 87.62446 0.8806371
## 886 11747 452.127 194.4949 78.74446 0.9143758
## 887 13372 472.170 197.7804 87.60531 0.8965501
## 888 15773 515.794 219.4338 92.62105 0.9065534
## 889 15556 510.510 217.1022 92.77322 0.9040981
## 890 11421 441.161 189.5219 77.25662 0.9131429
## 891 13949 479.402 200.0951 90.09469 0.8928978
## 892 13266 466.000 198.0614 86.09348 0.9005846
## 893 14715 497.557 212.0353 89.50563 0.9065372
## 894 14439 492.323 205.4156 91.42163 0.8955023
## 895 14975 508.078 212.5564 91.27477 0.9031076
## 896 11411 430.934 184.3092 79.25813 0.9028156
## 897 11359 441.366 185.1977 78.98223 0.9044992
## 898 13090 472.945 202.6016 83.23018 0.9117222
## 899 11898 453.980 195.3600 78.36910 0.9160115
## 900 12919 474.601 207.9302 79.46933 0.9240828
## 901 13935 483.244 196.7861 91.71785 0.8847432
## 902 13909 488.708 206.3519 86.97563 0.9068322
## 903 13295 475.743 199.2407 86.08378 0.9018453
## 904 14009 487.063 208.6517 86.59981 0.9098009
## 905 15350 498.179 204.6212 96.89340 0.8807800
## 906 13263 474.498 197.8429 86.68632 0.8988983
## 907 13650 491.024 210.6750 83.69099 0.9177097
## 908 12598 466.837 199.0391 81.86655 0.9114960
## 909 14551 502.112 208.1924 90.84801 0.8997694
## 910 15700 505.303 209.9884 96.19489 0.8889027
## 911 14969 494.417 207.2099 92.91051 0.8938388
## 912 14424 497.770 210.7431 88.51710 0.9075131
## 913 11571 432.671 183.7056 80.56020 0.8987171
## 914 15204 510.487 216.3169 90.85395 0.9075223
## 915 14019 482.454 197.1982 92.67004 0.8827018
## 916 11874 433.844 176.6113 87.04949 0.8700930
## 917 13888 481.748 205.7463 87.00280 0.9061930
## 918 13087 468.811 198.2867 84.87167 0.9037669
## 919 14410 483.809 200.6351 92.52118 0.8873265
## 920 14542 490.146 208.4299 89.25758 0.9036661
## 921 15595 501.494 207.8909 96.88516 0.8847645
## 922 10761 429.018 183.5671 75.22785 0.9121704
## 923 15907 527.350 226.8930 90.79047 0.9164512
## 924 13848 492.910 207.0146 86.98444 0.9074384
## 925 14493 487.336 205.8023 90.53880 0.8980316
## 926 13468 470.763 194.4735 89.74107 0.8871628
## 927 12483 451.814 189.8994 84.86185 0.8945950
## 928 16799 524.247 218.3426 99.16318 0.8909185
## 929 12110 458.076 192.4991 81.79428 0.9052369
## 930 14934 488.271 201.0800 95.97958 0.8787293
## 931 13274 471.054 197.6122 86.34554 0.8994885
## 932 13891 486.938 209.8048 85.73843 0.9126875
## 933 12723 465.942 197.7523 83.90300 0.9055296
## 934 14587 497.947 211.6873 88.91321 0.9075142
## 935 14202 485.938 202.6141 90.65028 0.8943321
## 936 15526 514.391 216.9186 91.82958 0.9059725
## 937 13839 481.588 201.3428 88.88830 0.8972723
## 938 13852 490.279 213.9857 82.96648 0.9217773
## 939 14935 489.234 202.4066 94.64574 0.8839391
## 940 13576 475.050 200.9994 86.54900 0.9025461
## 941 13998 486.376 204.2038 88.51288 0.9011759
## 942 14469 484.467 204.2492 90.72005 0.8959457
## 943 14686 503.690 212.2587 89.78369 0.9061335
## 944 15269 496.689 210.4518 92.70920 0.8977405
## 945 12993 466.239 199.0335 83.48304 0.9077821
## 946 13414 480.288 199.4829 86.84286 0.9002662
## 947 15035 506.152 216.9353 89.38924 0.9111590
## 948 13034 474.369 203.9958 81.98090 0.9156944
## 949 13315 476.203 205.1886 83.06102 0.9144038
## 950 13620 479.877 203.3971 86.37573 0.9053503
## 951 14734 498.707 211.0010 90.11148 0.9042202
## 952 14652 499.336 212.5039 88.75134 0.9086100
## 953 14295 484.227 202.7706 91.39712 0.8926545
## 954 12655 459.905 192.9948 84.90269 0.8980359
## 955 13444 474.593 197.9504 87.63919 0.8966535
## 956 14115 490.408 207.9595 87.42121 0.9073500
## 957 15192 494.889 208.7245 93.38068 0.8943403
## 958 11128 441.433 184.4110 79.25365 0.9029401
## 959 15144 505.913 212.3689 92.02203 0.9012439
## 960 14516 492.786 209.7601 89.51320 0.9043740
## 961 13470 471.188 200.5023 86.78320 0.9014761
## 962 14617 495.450 207.3159 90.70747 0.8992025
## 963 14359 506.089 223.2608 82.48141 0.9292547
## 964 14204 489.445 211.8839 85.94508 0.9140403
## 965 14440 498.119 210.2735 88.98815 0.9060354
## 966 13921 486.388 203.1842 88.83796 0.8993503
## 967 14054 486.765 207.5825 87.13073 0.9076443
## 968 13039 476.698 198.8969 85.53027 0.9028179
## 969 13350 466.619 196.5090 87.16155 0.8962497
## 970 14850 498.443 213.7613 88.98867 0.9092276
## 971 11836 456.379 201.8696 75.45857 0.9275099
## 972 13333 472.384 200.9386 85.17281 0.9057208
## 973 13062 467.464 197.8024 85.39855 0.9019997
## 974 12886 463.903 193.8766 85.47774 0.8975624
## 975 13437 476.113 202.8205 85.11242 0.9076887
## 976 11963 448.426 191.0771 80.81423 0.9061574
## 977 12213 459.167 195.5865 80.64011 0.9110487
## 978 13970 481.884 201.4726 89.49722 0.8959200
## 979 14511 510.285 216.3465 87.13011 0.9153171
## 980 14055 488.749 207.7518 87.25033 0.9075361
## 981 16188 526.876 224.0419 93.17562 0.9094173
## 982 13064 469.836 199.5600 84.36462 0.9062449
## 983 14161 488.687 206.5075 87.96767 0.9047335
## 984 13806 494.032 212.3869 83.93067 0.9186045
## 985 13623 493.568 211.7305 82.92393 0.9201149
## 986 15238 506.115 218.3604 89.61969 0.9118962
## 987 13688 481.314 204.3088 86.37804 0.9062316
## 988 14520 496.021 208.4257 90.74639 0.9002421
## 989 13263 480.191 205.5759 83.13744 0.9145767
## 990 16602 528.353 224.4154 95.47276 0.9049919
## 991 14525 487.216 206.4501 90.84386 0.8979840
## 992 12344 466.842 204.1088 77.81432 0.9244763
## 993 14002 490.570 209.3343 86.14631 0.9113984
## 994 12267 454.025 190.6736 83.01829 0.9002396
## 995 15093 509.305 214.4281 90.88328 0.9057369
## 996 12789 454.389 183.6246 89.72113 0.8725013
## 997 12767 463.842 196.1930 83.97356 0.9037716
## 998 12079 445.995 190.6736 81.13325 0.9049544
## 999 14868 510.434 219.3338 88.03912 0.9159058
## 1000 14531 492.958 207.6246 90.52267 0.8999506
## 1001 13657 481.619 207.0132 84.51869 0.9128581
## 1002 12692 465.172 193.2073 85.29054 0.8972880
## 1003 12465 462.616 196.4457 82.09127 0.9085010
## 1004 15032 500.609 209.9165 91.92539 0.8990169
## 1005 13493 480.529 205.5731 84.68375 0.9112110
## 1006 14729 496.939 209.5204 90.88716 0.9010156
## 1007 14242 495.739 210.6809 87.42849 0.9098303
## 1008 13215 479.610 207.8880 81.67606 0.9195877
## 1009 15568 519.456 222.2281 90.81753 0.9126831
## 1010 11332 449.260 194.7819 75.36935 0.9221039
## 1011 13198 468.456 200.4911 84.69169 0.9063997
## 1012 12442 459.535 187.5089 87.18730 0.8853228
## 1013 14509 496.066 211.1376 88.72330 0.9074243
## 1014 16051 516.174 214.8772 96.84511 0.8926756
## 1015 14132 482.369 205.2007 88.29636 0.9026894
## 1016 14806 498.632 214.3899 88.97662 0.9098112
## 1017 13662 476.353 204.1857 85.61482 0.9078482
## 1018 16500 523.346 219.7241 97.14173 0.8969620
## 1019 11702 432.774 177.7246 84.66332 0.8792429
## 1020 13050 467.522 194.8988 86.94762 0.8949748
## 1021 15154 504.930 211.2331 92.50810 0.8990027
## 1022 14340 477.896 196.4751 94.25779 0.8774083
## 1023 13451 485.559 205.9497 84.31606 0.9123544
## 1024 13959 477.263 200.4944 89.45984 0.8949352
## 1025 13491 475.345 198.6623 87.65083 0.8974063
## 1026 13621 478.753 200.0433 88.05669 0.8979056
## 1027 16413 510.110 210.5551 100.12189 0.8797082
## 1028 13924 498.562 212.0616 84.91075 0.9163378
## 1029 13289 467.315 194.8842 87.81412 0.8927278
## 1030 14403 491.060 207.6806 89.84336 0.9015842
## 1031 13764 479.479 199.2957 89.99371 0.8922414
## 1032 14972 501.866 208.8384 92.89321 0.8956255
## 1033 15135 506.435 208.7227 93.81931 0.8932840
## 1034 13484 468.869 195.4234 88.78389 0.8908408
## 1035 11815 456.603 200.1107 75.79282 0.9254972
## 1036 14434 488.287 201.6492 92.53371 0.8884959
## 1037 15389 521.304 226.9610 87.38693 0.9229038
## 1038 14434 477.619 200.3899 92.38155 0.8873954
## 1039 13933 483.932 207.2059 86.29932 0.9091400
## 1040 14404 486.484 206.7758 89.47427 0.9015324
## 1041 14038 496.612 211.5650 86.05249 0.9135428
## 1042 14759 483.267 203.9659 92.55145 0.8911242
## 1043 13429 491.377 208.9088 83.84212 0.9159319
## 1044 14560 493.929 209.5088 89.21789 0.9047970
## 1045 14623 499.313 208.2284 91.47314 0.8983441
## 1046 14461 483.566 202.3531 91.65204 0.8915454
## 1047 15126 500.114 209.1668 93.81421 0.8937759
## 1048 15594 515.661 216.5343 93.27998 0.9024540
## 1049 13887 483.168 203.4209 88.11791 0.9013073
## 1050 15241 511.061 215.3692 91.27435 0.9057539
## 1051 14101 479.316 199.0871 90.98013 0.8894737
## 1052 15026 504.472 212.4760 91.13345 0.9033464
## 1053 13467 478.247 204.7185 85.14571 0.9094030
## 1054 13871 496.579 212.5708 83.77424 0.9190674
## 1055 15830 516.232 220.8192 92.34399 0.9083604
## 1056 14621 501.825 210.9165 89.62993 0.9052147
## 1057 13855 487.831 207.1084 86.02370 0.9096590
## 1058 11783 453.105 192.6843 79.17371 0.9116811
## 1059 11739 448.605 187.6858 80.84975 0.9024609
## 1060 11538 446.857 189.6853 78.97429 0.9092073
## 1061 13244 461.939 194.1838 87.82101 0.8918875
## 1062 13820 489.942 207.0041 86.23711 0.9090917
## 1063 12950 464.887 194.4284 85.82198 0.8973072
## 1064 15600 502.843 205.2755 99.05281 0.8758762
## 1065 13121 475.910 202.6862 83.13022 0.9120215
## 1066 14586 489.544 206.5987 91.26047 0.8971489
## 1067 13450 465.398 193.3750 89.50690 0.8864277
## 1068 14251 492.032 202.8476 91.00605 0.8937113
## 1069 15161 498.791 208.2520 93.86026 0.8926729
## 1070 13476 478.283 199.0233 87.92966 0.8971106
## 1071 14423 507.082 221.5335 83.90892 0.9254932
## 1072 13580 464.357 190.3806 91.37227 0.8772985
## 1073 12974 469.273 197.6332 84.73212 0.9034306
## 1074 11995 477.411 216.4877 70.77008 0.9450586
## 1075 14244 488.066 199.8999 92.31540 0.8869798
## 1076 12844 454.837 191.9802 85.41942 0.8955610
## 1077 13424 481.175 195.9000 89.30524 0.8900456
## 1078 14035 480.629 199.1484 91.41090 0.8884316
## 1079 14162 480.253 202.8959 89.48753 0.8974819
## 1080 14143 481.908 199.9907 91.09356 0.8902414
## 1081 14272 487.703 207.7987 88.06716 0.9057512
## 1082 14205 487.351 204.3322 89.63425 0.8986486
## 1083 13226 480.157 202.7484 84.34415 0.9093628
## 1084 14399 492.339 210.1399 88.10236 0.9078681
## 1085 14561 493.530 208.6930 89.70529 0.9029034
## 1086 12968 469.341 199.9050 83.03522 0.9096510
## 1087 12029 441.740 181.7963 85.41960 0.8827386
## 1088 13450 470.976 200.6082 85.92672 0.9036219
## 1089 15809 521.497 224.5217 90.60512 0.9149588
## 1090 13205 475.600 197.5490 86.34488 0.8994222
## 1091 14031 494.265 213.7095 84.46609 0.9185788
## 1092 15811 514.378 218.7314 93.16438 0.9047558
## 1093 14693 484.563 199.6200 94.80761 0.8800179
## 1094 15209 517.688 221.2524 89.17512 0.9151793
## 1095 13468 475.398 199.7536 87.04467 0.9000628
## 1096 16505 516.221 212.8531 99.69016 0.8835420
## 1097 12422 482.198 209.2136 76.83704 0.9301160
## 1098 14316 488.986 204.4243 90.14910 0.8975119
## 1099 14839 504.084 211.3696 91.34764 0.9017920
## 1100 13269 470.635 197.3841 86.42865 0.8990381
## 1101 13913 474.452 199.1174 89.71703 0.8927394
## 1102 12411 466.028 204.5134 78.29598 0.9238145
## 1103 12602 465.917 194.4551 84.83201 0.8998231
## 1104 12820 467.353 197.3374 83.97207 0.9049465
## 1105 15087 510.605 218.1743 89.15250 0.9127003
## 1106 11161 433.830 182.0749 78.95068 0.9010975
## 1107 16037 523.914 223.0234 92.54744 0.9098363
## 1108 15809 517.233 222.4207 91.56286 0.9113351
## 1109 11803 463.809 201.6507 76.42431 0.9253993
## 1110 14620 493.944 212.2661 88.77168 0.9083506
## 1111 15936 522.767 224.6175 91.12374 0.9140134
## 1112 15557 514.537 214.0751 93.85390 0.8987723
## 1113 15042 504.720 214.5212 90.20871 0.9072871
## 1114 12861 455.866 191.8228 86.29829 0.8930862
## 1115 13877 489.623 205.1451 86.93637 0.9057652
## 1116 13503 477.244 201.1717 87.36242 0.9007838
## 1117 14254 491.261 207.7672 88.61370 0.9044853
## 1118 14061 470.749 190.2900 95.00540 0.8664486
## 1119 15311 507.995 215.1414 91.61975 0.9047899
## 1120 14227 490.504 206.4913 88.69172 0.9030584
## 1121 13867 494.653 213.1222 84.20592 0.9186355
## 1122 13639 482.415 200.7362 87.73310 0.8994340
## 1123 14998 496.904 215.9503 89.39609 0.9102923
## 1124 16005 518.893 221.2155 93.13296 0.9070581
## 1125 12536 475.146 205.7659 78.26070 0.9248474
## 1126 14268 485.634 202.2509 91.05271 0.8929293
## 1127 15290 501.057 209.3678 94.17390 0.8931286
## 1128 15373 522.211 229.4937 86.34157 0.9265278
## 1129 15609 492.663 202.2302 99.01205 0.8719468
## 1130 15256 495.771 209.6213 93.42302 0.8951948
## 1131 16625 535.989 229.7936 93.08962 0.9142720
## 1132 14817 502.644 214.5909 89.05412 0.9098237
## 1133 14198 485.903 205.1044 89.31972 0.9001963
## 1134 14825 499.940 210.2712 91.82391 0.8996108
## 1135 14470 489.786 207.3627 89.81264 0.9013369
## 1136 12279 462.006 197.8463 80.54206 0.9133862
## 1137 14828 494.256 209.6627 90.79800 0.9013617
## 1138 13858 475.369 201.4420 87.92325 0.8997192
## 1139 17437 536.899 230.2575 97.31148 0.9063069
## 1140 15265 505.099 211.4430 93.12214 0.8977956
## 1141 14953 503.752 217.1037 88.61492 0.9129065
## 1142 12243 449.624 191.0790 82.63934 0.9016398
## 1143 16453 523.874 222.3122 96.17852 0.9015725
## 1144 16386 515.097 208.9531 100.74258 0.8760996
## 1145 14204 482.170 201.0739 91.09084 0.8914995
## 1146 13589 483.884 205.3548 85.41032 0.9094030
## 1147 14439 492.553 211.8521 87.43467 0.9108599
## 1148 13982 495.341 214.1676 84.77728 0.9183171
## 1149 14410 477.662 197.1764 93.66034 0.8799815
## 1150 12244 455.275 192.5074 81.42862 0.9061345
## 1151 14070 484.216 203.2800 89.09188 0.8988426
## 1152 14687 498.391 210.5804 90.29588 0.9034017
## 1153 11735 453.518 194.1048 78.01987 0.9156629
## 1154 12835 481.503 212.5375 77.45262 0.9312353
## 1155 14853 488.561 201.5631 95.47245 0.8807076
## 1156 15061 497.359 207.6504 93.05585 0.8939649
## 1157 13385 460.825 192.6461 89.71349 0.8849476
## 1158 12555 444.580 184.8253 87.36723 0.8812225
## 1159 16067 526.425 228.9423 90.14622 0.9192172
## 1160 15105 503.292 215.5827 89.79668 0.9091219
## 1161 13434 455.823 184.1703 93.38285 0.8619190
## 1162 14961 502.909 215.1925 89.23142 0.9099771
## 1163 12429 469.608 202.4147 78.88987 0.9209233
## 1164 13002 460.127 191.4242 87.77464 0.8886765
## 1165 15147 510.016 213.1562 91.69269 0.9027495
## 1166 15055 508.276 218.9765 88.49115 0.9147093
## 1167 13540 458.530 189.1114 92.39391 0.8725255
## 1168 11962 449.442 192.0889 80.96473 0.9068302
## 1169 12692 443.143 182.9328 88.95260 0.8738151
## 1170 11859 444.801 183.5528 83.57420 0.8903308
## 1171 13627 476.989 201.1945 86.95226 0.9017873
## 1172 13982 479.785 204.5424 88.27965 0.9020671
## 1173 14870 506.561 214.9312 89.40025 0.9093883
## 1174 14263 490.751 203.7784 90.26588 0.8965409
## 1175 13954 481.288 204.7775 87.50462 0.9041024
## 1176 13425 477.198 199.7564 86.64097 0.9010413
## 1177 14057 463.142 189.7926 95.08885 0.8654389
## 1178 17198 520.992 209.9702 105.67059 0.8641323
## 1179 14675 493.929 199.2336 95.68336 0.8771278
## 1180 12291 440.957 186.1878 84.68074 0.8905866
## 1181 15072 487.585 202.4947 95.35527 0.8821853
## 1182 16390 502.678 207.0487 101.51714 0.8715505
## 1183 13142 464.651 194.7450 86.58730 0.8957199
## 1184 12759 463.641 200.9575 81.20908 0.9147100
## 1185 16944 543.126 236.1252 92.68103 0.9197486
## 1186 15510 507.319 215.9548 92.47437 0.9036785
## 1187 12859 445.010 184.3052 89.47381 0.8742558
## 1188 14470 486.260 208.3337 89.34396 0.9033756
## 1189 17079 520.450 216.1600 101.76250 0.8822538
## 1190 13858 475.957 205.8739 86.04459 0.9084709
## 1191 12324 449.152 190.3925 83.20514 0.8994523
## 1192 17263 520.303 215.0044 103.36722 0.8768479
## 1193 16079 522.759 223.4059 92.64325 0.9099647
## 1194 14806 481.912 198.2439 95.78670 0.8755233
## 1195 14957 505.117 213.0456 90.70897 0.9048302
## 1196 15460 507.077 213.5723 93.55610 0.8989489
## 1197 12716 444.108 186.8964 87.27814 0.8842643
## 1198 16798 529.077 222.7966 97.68343 0.8987594
## 1199 14015 475.724 195.3216 92.48479 0.8807938
## 1200 14927 502.018 212.0285 90.81614 0.9036270
## 1201 15158 513.726 218.8200 89.37169 0.9127916
## 1202 14676 481.631 202.4021 92.94724 0.8883222
## 1203 15094 513.924 224.7197 86.43656 0.9230659
## 1204 18913 541.746 227.1355 106.94836 0.8822095
## 1205 14013 480.831 191.8451 94.87569 0.8691530
## 1206 16176 522.991 221.9274 93.98418 0.9059005
## 1207 15904 511.022 214.3506 96.21210 0.8936051
## 1208 16580 530.095 226.4449 94.47408 0.9088122
## 1209 15915 528.157 231.5945 88.57102 0.9239803
## 1210 15007 500.307 210.7178 92.17046 0.8992612
## 1211 14892 486.335 203.0692 94.12496 0.8860908
## 1212 12239 473.514 208.0479 75.60644 0.9316298
## 1213 17335 544.093 239.0105 92.99298 0.9212061
## 1214 16788 533.488 230.1293 93.76288 0.9132339
## 1215 14968 514.801 220.2240 87.73534 0.9172155
## 1216 17425 541.803 232.0576 96.44174 0.9095502
## 1217 16570 519.123 221.0145 96.22779 0.9002413
## 1218 13352 514.487 232.4802 73.98676 0.9480069
## 1219 14824 513.217 220.1602 86.80725 0.9189855
## 1220 15786 500.861 205.4672 98.81665 0.8767555
## 1221 14571 489.433 206.7879 90.45136 0.8992615
## 1222 14601 476.226 192.6065 97.93214 0.8610874
## 1223 15581 517.332 221.9594 90.30761 0.9134881
## 1224 12930 474.078 205.3563 80.71208 0.9195238
## 1225 16505 506.896 207.3458 103.24419 0.8672159
## 1226 16006 528.176 222.6719 93.09613 0.9084072
## 1227 14477 499.470 217.1055 85.79217 0.9186108
## 1228 15071 494.135 200.5948 97.39329 0.8742242
## 1229 14181 485.245 206.8583 87.94334 0.9051285
## 1230 13680 473.086 194.9404 91.22505 0.8837476
## 1231 15551 515.784 215.0897 93.75079 0.9000105
## 1232 16865 517.747 210.4794 103.80494 0.8699254
## 1233 16258 533.341 229.1130 91.12013 0.9175119
## 1234 15133 503.219 216.5750 89.47614 0.9106668
## 1235 15742 499.982 209.3942 96.45911 0.8875777
## 1236 12181 456.938 194.8552 80.28487 0.9111733
## 1237 16679 528.552 222.7796 96.64007 0.9010129
## 1238 16862 519.471 219.6600 98.39157 0.8940703
## 1239 13013 470.956 197.6946 84.80590 0.9033167
## 1240 15042 502.214 212.0944 91.29269 0.9026219
## 1241 15486 492.694 204.3721 97.67800 0.8783914
## 1242 13109 484.993 204.7283 82.84824 0.9144610
## 1243 14759 493.804 207.7846 91.68565 0.8973826
## 1244 11396 446.283 192.2324 76.52646 0.9173449
## 1245 14324 487.253 195.9451 94.84135 0.8750570
## 1246 14850 500.298 213.0779 89.35130 0.9078310
## 1247 13909 475.618 199.6073 89.94420 0.8927230
## 1248 15454 500.897 208.5416 95.32327 0.8894180
## 1249 14938 502.687 209.6447 92.03596 0.8984826
## 1250 11966 456.846 194.2703 79.35069 0.9127784
## 1251 15644 501.114 210.3576 95.27699 0.8915468
## 1252 15552 492.982 198.2063 101.64401 0.8584965
## 1253 15807 513.511 219.2963 92.29657 0.9071182
## 1254 13824 491.620 206.3890 86.85488 0.9071391
## 1255 13282 470.258 199.7114 85.10118 0.9046662
## 1256 14332 497.141 206.5468 90.75945 0.8982849
## 1257 13779 481.976 200.4786 88.84671 0.8964361
## 1258 13644 473.178 200.2905 87.84367 0.8986915
## 1259 13809 489.022 213.8255 82.49403 0.9225821
## 1260 13726 484.247 209.7031 83.88441 0.9165085
## 1261 14266 486.478 207.7260 88.09992 0.9056079
## 1262 13200 477.851 202.5970 83.68837 0.9106956
## 1263 16146 509.332 213.6200 96.64880 0.8917983
## 1264 12820 459.171 193.7051 84.83408 0.8989970
## 1265 12575 456.753 188.6799 85.98197 0.8901319
## 1266 14057 483.480 201.5748 89.90643 0.8950229
## 1267 14305 490.182 206.8847 88.67580 0.9034829
## 1268 12626 455.297 188.6579 86.60138 0.8884160
## 1269 15655 488.903 199.5567 101.02621 0.8623849
## 1270 11797 451.960 195.5937 77.40121 0.9183692
## 1271 15199 489.544 205.3157 94.80870 0.8869995
## 1272 12921 477.121 197.7001 84.82759 0.9032703
## 1273 13724 468.572 191.8716 92.48851 0.8761529
## 1274 13520 471.529 195.3062 89.44056 0.8889776
## 1275 14261 496.359 208.8520 88.24221 0.9063579
## 1276 13567 481.095 206.6284 84.00917 0.9136191
## 1277 14850 499.207 210.1336 91.14337 0.9010381
## 1278 15522 507.242 213.6819 94.90154 0.8959647
## 1279 13241 466.990 193.5442 88.05835 0.8905027
## 1280 16063 520.745 217.9138 95.20047 0.8995236
## 1281 13494 479.446 203.0273 85.75127 0.9064267
## 1282 15569 504.754 214.5068 93.19716 0.9006854
## 1283 13621 477.543 200.9577 87.28851 0.9007381
## 1284 13875 490.838 207.1322 87.32526 0.9067857
## 1285 14265 480.927 200.1884 91.48054 0.8894810
## 1286 12612 463.595 197.6829 82.37692 0.9090384
## 1287 13268 473.434 200.7008 84.70035 0.9065852
## 1288 14910 511.600 221.6123 86.21699 0.9212191
## 1289 14146 504.356 214.0629 85.74496 0.9162707
## 1290 13568 484.648 208.0721 83.69620 0.9155316
## 1291 14212 484.946 205.0032 89.61550 0.8993925
## 1292 14458 475.044 196.9861 93.99989 0.8787999
## 1293 12734 470.614 204.4029 80.16530 0.9198831
## 1294 14753 489.536 207.4660 92.00663 0.8962852
## 1295 13901 478.849 200.4419 89.34199 0.8951699
## 1296 14819 496.623 205.9913 92.82657 0.8927091
## 1297 12006 467.641 207.4480 74.46879 0.9333469
## 1298 15344 501.800 212.4227 92.96140 0.8991578
## 1299 12450 456.221 191.1429 84.21342 0.8977141
## 1300 12817 460.552 191.1879 86.31359 0.8922916
## 1301 14908 499.469 209.1195 92.06287 0.8978799
## 1302 14980 503.817 214.1865 89.89458 0.9076618
## 1303 15213 495.417 206.3000 94.53258 0.8888343
## 1304 12899 472.263 205.5206 80.43336 0.9202359
## 1305 13263 487.891 214.4280 79.64110 0.9284683
## 1306 13988 491.489 208.3646 86.78497 0.9091333
## 1307 13181 470.389 199.4721 84.90553 0.9048873
## 1308 12220 465.686 200.1742 79.04185 0.9187390
## 1309 13834 480.274 202.7703 87.72440 0.9015718
## 1310 16249 512.792 215.7269 96.96568 0.8932886
## 1311 11993 444.565 187.1829 82.64057 0.8972630
## 1312 14313 482.975 204.7201 89.78699 0.8986901
## 1313 14563 496.776 206.1272 91.53044 0.8960028
## 1314 14176 513.149 220.0370 83.43087 0.9253281
## 1315 14041 491.661 212.8569 84.56731 0.9176903
## 1316 13022 467.077 194.7541 86.67640 0.8955029
## 1317 12796 471.209 203.9296 80.33001 0.9191489
## 1318 13811 482.298 206.7148 85.73662 0.9099317
## 1319 13053 480.951 205.9524 81.65559 0.9180443
## 1320 12879 469.133 200.7955 82.04309 0.9127179
## 1321 14768 499.877 210.5588 90.47418 0.9029784
## 1322 12040 441.023 182.7528 85.15115 0.8848183
## 1323 13023 480.448 205.3121 82.03385 0.9167084
## 1324 14712 496.036 212.7399 89.09264 0.9080846
## 1325 11353 431.479 182.0024 80.06296 0.8980465
## 1326 15534 521.930 221.5857 90.55495 0.9126832
## 1327 13337 468.621 196.7712 87.31041 0.8961678
## 1328 10951 432.612 182.0443 78.21558 0.9029949
## 1329 12590 461.137 195.5349 82.96224 0.9055294
## 1330 12932 456.655 191.3286 86.72584 0.8913671
## 1331 11941 452.602 196.0300 78.68724 0.9159011
## 1332 13665 472.516 199.5442 87.68464 0.8982795
## 1333 14272 491.454 210.5023 87.93793 0.9085608
## 1334 14874 487.504 204.9134 92.88921 0.8913531
## 1335 14418 480.323 199.1184 93.31120 0.8833990
## 1336 12434 454.893 193.1580 82.85860 0.9033197
## 1337 13328 489.386 217.2856 78.70891 0.9320860
## 1338 12104 441.775 182.4621 85.51347 0.8833764
## 1339 14398 487.724 210.0917 87.59720 0.9089306
## 1340 12352 453.135 191.1119 83.35074 0.8998809
## 1341 14609 490.247 206.0623 91.49974 0.8960073
## 1342 12663 468.224 199.6975 81.61620 0.9126691
## 1343 13900 475.889 198.1689 90.54260 0.8895201
## 1344 14439 490.470 204.8281 91.04846 0.8957731
## 1345 14333 493.899 207.5099 89.44616 0.9023303
## 1346 13848 475.590 196.2256 90.74702 0.8866387
## 1347 13582 475.856 195.6397 89.24896 0.8898821
## 1348 14212 485.986 203.4185 90.01189 0.8967704
## 1349 15236 514.793 223.3279 87.76151 0.9195506
## 1350 14955 508.717 217.9816 88.61218 0.9136453
## 1351 14364 497.120 212.0083 87.53480 0.9107838
## 1352 12975 463.851 196.4240 85.06412 0.9013633
## 1353 12579 452.217 191.2432 84.36917 0.8974276
## 1354 15982 523.174 220.0150 94.21848 0.9036666
## 1355 10959 447.233 197.3584 71.06098 0.9329289
## 1356 13631 473.547 193.4940 91.50906 0.8811002
## 1357 14482 489.318 205.3863 90.80043 0.8969678
## 1358 14892 503.647 213.2720 90.47866 0.9055494
## 1359 14608 504.306 210.2699 90.16652 0.9033931
## 1360 12326 459.682 194.3410 82.07947 0.9064339
## 1361 13467 473.301 203.0819 84.99756 0.9081992
## 1362 15158 505.276 209.4760 93.92683 0.8938383
## 1363 13132 471.804 199.5565 84.98833 0.9047768
## 1364 14178 488.881 207.3956 88.06809 0.9053631
## 1365 15232 508.817 216.7629 90.63309 0.9083914
## 1366 10885 434.273 191.0913 73.54861 0.9229636
## 1367 14802 497.832 209.6180 91.14713 0.9005150
## 1368 14889 499.206 210.3842 91.71178 0.8999828
## 1369 15547 501.805 208.4992 95.80786 0.8881716
## 1370 11377 456.454 200.8426 72.35117 0.9328604
## 1371 12709 461.012 190.7787 87.41280 0.8888546
## 1372 12384 460.136 190.8704 85.09120 0.8951295
## 1373 12219 438.281 182.1877 86.19642 0.8809987
## 1374 13125 475.355 198.5984 85.40796 0.9028034
## 1375 13014 459.557 193.6595 86.19819 0.8954800
## 1376 13523 468.167 195.4015 88.65400 0.8911536
## 1377 14851 517.347 217.6984 88.81025 0.9130039
## 1378 14467 498.624 213.5956 86.99999 0.9132892
## 1379 14560 501.246 212.1061 89.32131 0.9070067
## 1380 15007 506.580 217.2675 88.55016 0.9131771
## 1381 14500 504.068 218.9050 85.14117 0.9212626
## 1382 13637 466.653 193.5342 90.35423 0.8843289
## 1383 16471 523.989 219.8691 96.81116 0.8978445
## 1384 15452 513.262 220.0391 90.55234 0.9113969
## 1385 14041 481.948 204.5985 88.18790 0.9023380
## 1386 14865 495.071 202.8679 94.27195 0.8854701
## 1387 12720 461.806 197.9440 82.81128 0.9082826
## 1388 12972 467.380 194.5291 86.50668 0.8956806
## 1389 12931 460.535 192.9080 86.56665 0.8936595
## 1390 14017 474.310 198.3367 90.86869 0.8888730
## 1391 13269 491.893 212.5747 81.06411 0.9244332
## 1392 13734 487.840 213.2474 83.18277 0.9207825
## 1393 14549 488.953 206.6948 90.76069 0.8984358
## 1394 14831 493.761 208.2685 91.54232 0.8982231
## 1395 13669 481.669 201.9066 87.06825 0.9022419
## 1396 13735 484.771 204.8106 86.75872 0.9058472
## 1397 15583 504.183 207.8468 96.91176 0.8846450
## 1398 11856 456.422 201.0034 75.42108 0.9269346
## 1399 12735 473.051 200.6844 81.73118 0.9133113
## 1400 14378 491.480 202.7119 91.38580 0.8926168
## 1401 14403 510.559 223.4121 83.20211 0.9280661
## 1402 12274 456.124 194.4874 81.23903 0.9085811
## 1403 12172 452.329 193.6925 80.80778 0.9088165
## 1404 14085 489.455 200.5266 91.23563 0.8905015
## 1405 12410 463.490 195.1715 82.36031 0.9066007
## 1406 13196 474.988 199.9813 85.65816 0.9036220
## 1407 13455 467.198 195.9286 88.51917 0.8921227
## 1408 12593 463.369 195.7576 83.07967 0.9054745
## 1409 14608 498.352 210.6914 89.91737 0.9043589
## 1410 12939 469.481 202.0433 83.09899 0.9115033
## 1411 13193 469.415 201.6046 83.72974 0.9096769
## 1412 11883 448.216 191.7464 79.46400 0.9100846
## 1413 13501 485.756 205.7710 84.90839 0.9108963
## 1414 12202 442.362 180.0378 87.39918 0.8742650
## 1415 13273 463.333 197.4528 85.99747 0.9001721
## 1416 12899 468.389 201.0483 82.38741 0.9121802
## 1417 13885 479.288 198.0942 90.59052 0.8893071
## 1418 13574 473.221 197.8728 88.44189 0.8945522
## 1419 14913 502.868 215.6001 88.82380 0.9111911
## 1420 16582 532.358 223.3588 95.74972 0.9034559
## 1421 12467 467.206 199.8062 80.19141 0.9159265
## 1422 13167 466.664 197.1251 86.21641 0.8992821
## 1423 13062 469.424 200.6288 83.27462 0.9097903
## 1424 14677 498.798 209.8741 90.27248 0.9027686
## 1425 14106 485.580 199.9211 91.59042 0.8888837
## 1426 14640 501.324 210.2916 90.33173 0.9030409
## 1427 12256 470.108 207.9801 75.71490 0.9313799
## 1428 14362 479.931 202.7027 90.70675 0.8942906
## 1429 12091 463.351 203.5944 76.65411 0.9264150
## 1430 12605 447.661 183.5012 88.51619 0.8759654
## 1431 14697 495.883 208.1584 90.96687 0.8994576
## 1432 14337 501.766 219.3127 83.44644 0.9247847
## 1433 13760 474.188 198.3916 89.04605 0.8936122
## 1434 16022 524.873 221.5271 93.63528 0.9062785
## 1435 11510 433.514 180.3823 82.62196 0.8889326
## 1436 12798 469.298 202.1654 81.58068 0.9149645
## 1437 13683 481.571 206.9268 84.89906 0.9119571
## 1438 14379 495.151 212.0210 87.81467 0.9101954
## 1439 13404 468.215 191.5484 90.53830 0.8812420
## 1440 12858 466.163 198.5474 83.75963 0.9066600
## 1441 15456 508.821 214.3044 93.45650 0.8999019
## 1442 14149 474.952 195.3551 93.33527 0.8784837
## 1443 13091 473.152 203.8627 82.55070 0.9143465
## 1444 16403 521.909 215.1509 98.40095 0.8892828
## 1445 13681 478.538 202.7611 87.02304 0.9032142
## 1446 14263 489.446 205.8118 89.50909 0.9004751
## 1447 12068 457.739 196.4421 79.54394 0.9143507
## 1448 15710 517.070 214.7502 95.24736 0.8962614
## 1449 15545 510.284 213.4366 93.55502 0.8988156
## 1450 12720 449.624 178.6148 92.75169 0.8546021
## 1451 15073 498.362 205.8031 93.99628 0.8896058
## 1452 11771 441.860 186.9978 81.26962 0.9006226
## 1453 14873 499.616 210.2775 91.58362 0.9001709
## 1454 14092 499.417 210.9630 86.79673 0.9114409
## 1455 14558 496.305 204.3606 91.95660 0.8930426
## 1456 13321 473.993 199.2726 85.92883 0.9022503
## 1457 10796 413.420 170.7816 80.99689 0.8803785
## 1458 14444 491.144 203.5072 91.60270 0.8929680
## 1459 13313 470.907 198.2149 86.27213 0.9003119
## 1460 15578 509.599 216.9095 92.61865 0.9042553
## 1461 13930 495.271 213.5266 84.43373 0.9184983
## 1462 12092 449.189 192.5795 80.42228 0.9086284
## 1463 13245 476.137 204.9444 83.15825 0.9139797
## 1464 14572 497.551 211.0805 88.70968 0.9074016
## 1465 12470 455.897 192.4612 83.39553 0.9012445
## 1466 15777 515.684 218.6982 93.20509 0.9046378
## 1467 14435 491.904 207.4626 89.70563 0.9016847
## 1468 12745 470.304 205.0927 79.50904 0.9217967
## 1469 13533 473.932 196.1176 88.91679 0.8913147
## 1470 12551 459.729 197.6823 81.57028 0.9108973
## 1471 14078 478.470 203.6455 88.56031 0.9004909
## 1472 13057 460.168 187.1285 90.31277 0.8758274
## 1473 14824 499.075 212.4864 89.89487 0.9061009
## 1474 14189 491.973 209.9364 86.80910 0.9105033
## 1475 15418 504.759 209.9240 94.43705 0.8930976
## 1476 14828 493.500 209.9036 90.66991 0.9018928
## 1477 11774 447.933 186.0179 81.67400 0.8984552
## 1478 13335 469.714 199.2972 85.91238 0.9023153
## 1479 11350 445.821 195.9521 74.59088 0.9247156
## 1480 13484 480.786 204.2076 84.90129 0.9094745
## 1481 13189 482.367 203.7174 84.41487 0.9101074
## 1482 12495 458.407 187.6042 87.02570 0.8858984
## 1483 12712 470.562 202.1971 81.30088 0.9156014
## 1484 13446 475.128 198.6996 87.37930 0.8981174
## 1485 14294 514.477 226.4073 81.59251 0.9328058
## 1486 12158 447.377 184.0953 84.91306 0.8872728
## 1487 13918 489.040 207.8817 86.49023 0.9093395
## 1488 13502 473.012 198.1474 88.03559 0.8958813
## 1489 13314 474.087 203.9480 83.66284 0.9119881
## 1490 14226 492.195 207.0196 88.36334 0.9043292
## 1491 12916 471.196 201.0029 82.65474 0.9115399
## 1492 13372 470.403 196.0815 88.71108 0.8918052
## 1493 14314 484.731 206.8655 88.56290 0.9037228
## 1494 13567 475.171 197.2947 88.91294 0.8926954
## 1495 14602 500.233 218.4881 85.67758 0.9199062
## 1496 11846 445.891 192.9522 78.47179 0.9135661
## 1497 14482 486.163 201.8145 92.54988 0.8886486
## 1498 12886 455.518 189.8599 87.49918 0.8874719
## 1499 11718 449.344 189.1407 80.11982 0.9058498
## 1500 13790 479.300 198.9013 90.13603 0.8914243
## 1501 14379 494.303 205.5263 90.39722 0.8980796
## 1502 11931 445.101 187.9205 82.14220 0.8994074
## 1503 12732 465.491 192.4537 85.18263 0.8967124
## 1504 12044 449.167 188.3633 82.49445 0.8989974
## 1505 14256 492.927 209.8032 87.69037 0.9084632
## 1506 14283 482.698 202.3656 90.61389 0.8941472
## 1507 11852 446.077 192.0543 79.09919 0.9112478
## 1508 13204 473.816 203.7747 83.10990 0.9130480
## 1509 13615 468.056 192.8278 91.15475 0.8812093
## 1510 13309 460.922 191.4630 88.95414 0.8855194
## 1511 12736 447.870 182.7712 89.68171 0.8713413
## 1512 14184 479.234 197.4643 92.07521 0.8846331
## 1513 14792 499.203 206.1606 92.68034 0.8932531
## 1514 10937 424.586 177.1671 79.75700 0.8929380
## 1515 14011 493.879 212.6303 85.02821 0.9165642
## 1516 13487 477.254 205.0457 84.28226 0.9116167
## 1517 13115 461.036 195.0187 86.78284 0.8955318
## 1518 14518 491.222 203.7611 92.34290 0.8914129
## 1519 10610 410.506 171.1562 79.34595 0.8860509
## 1520 13173 467.476 194.6765 87.36396 0.8936499
## 1521 14232 492.546 205.0269 89.55808 0.8995532
## 1522 12888 467.198 199.1564 83.28893 0.9083510
## 1523 14300 504.377 212.5984 87.49030 0.9113969
## 1524 13446 476.042 200.0527 86.59048 0.9014716
## 1525 14250 486.124 201.2189 91.93982 0.8895107
## 1526 13634 491.180 209.1335 83.73373 0.9163474
## 1527 15752 519.889 216.7020 94.21913 0.9005336
## 1528 14892 503.339 209.6209 91.80297 0.8990005
## 1529 13636 482.053 202.4047 86.88380 0.9031820
## 1530 13548 479.749 203.2719 85.60246 0.9070035
## 1531 13655 477.626 203.9560 86.22283 0.9062454
## 1532 14974 498.625 210.9240 90.90400 0.9023615
## 1533 14695 506.916 214.1055 88.91370 0.9096937
## 1534 15080 512.946 211.9261 92.14079 0.9005377
## 1535 15977 516.209 216.7578 94.92934 0.8989987
## 1536 13380 469.177 190.8133 91.01315 0.8789169
## 1537 12006 463.381 198.9684 77.81852 0.9203440
## 1538 14275 485.788 206.4619 88.92574 0.9024892
## 1539 15469 514.907 221.0183 89.76701 0.9138056
## 1540 13436 467.959 195.0228 89.14904 0.8894045
## 1541 13147 468.920 199.2278 84.48080 0.9056428
## 1542 13912 480.843 206.9070 86.26382 0.9089429
## 1543 15153 514.404 218.0923 90.05229 0.9107723
## 1544 11965 455.818 196.1619 78.42881 0.9165950
## 1545 10727 425.902 178.7144 77.53144 0.9009954
## 1546 13636 481.256 203.9286 86.18014 0.9063165
## 1547 13650 475.242 199.3261 87.97471 0.8973297
## 1548 14284 499.915 213.1661 86.92616 0.9130775
## 1549 13654 477.930 199.3772 87.67783 0.8981160
## 1550 14828 494.288 202.1031 95.03462 0.8825448
## 1551 13787 474.338 194.6946 91.07733 0.8838366
## 1552 12744 467.925 200.6122 81.70650 0.9133007
## 1553 15149 509.137 214.0075 91.28373 0.9044665
## 1554 13728 488.102 208.9741 84.64085 0.9143032
## 1555 12386 467.850 201.9013 79.30883 0.9196197
## 1556 14753 494.852 212.1030 89.36530 0.9069076
## 1557 12924 474.424 203.0199 81.82216 0.9151888
## 1558 14761 499.511 210.7988 90.55553 0.9030274
## 1559 13513 473.103 196.2791 89.51603 0.8899465
## 1560 15868 519.529 219.1789 93.26965 0.9049391
## 1561 14755 510.138 218.6992 86.81236 0.9178408
## 1562 11141 431.925 181.2401 79.11578 0.8996923
## 1563 14814 503.148 217.2568 88.17827 0.9139303
## 1564 12153 451.211 187.7692 83.64883 0.8952881
## 1565 14026 494.603 212.8145 84.92227 0.9169320
## 1566 14269 501.040 214.6694 85.64316 0.9169710
## 1567 11999 465.658 194.7843 80.43824 0.9107488
## 1568 13932 495.528 213.3485 84.32091 0.9185839
## 1569 11733 436.260 182.8892 82.62609 0.8921283
## 1570 14321 490.425 204.2804 90.68298 0.8960693
## 1571 13637 482.511 205.1989 85.42422 0.9092275
## 1572 13803 492.021 207.0499 87.18410 0.9070246
## 1573 13533 469.532 192.3960 91.23042 0.8804277
## 1574 12892 482.630 204.5978 82.35201 0.9154170
## 1575 14960 496.928 209.6622 91.68534 0.8993155
## 1576 16603 513.523 213.5203 99.96153 0.8836440
## 1577 15676 509.224 212.9077 94.76167 0.8954892
## 1578 14136 488.968 203.3907 89.78699 0.8972854
## 1579 12758 456.638 190.3683 86.16264 0.8917085
## 1580 16608 516.092 207.6714 103.35088 0.8673691
## 1581 12318 448.686 187.7010 84.14412 0.8938891
## 1582 11068 419.930 174.1301 81.80955 0.8827630
## 1583 14235 505.845 214.1566 87.47984 0.9127648
## 1584 13117 460.574 192.4041 87.62899 0.8902652
## 1585 13562 474.219 194.6128 90.66898 0.8848404
## 1586 14897 509.631 219.6719 87.50060 0.9172448
## 1587 13662 466.748 191.4051 91.91515 0.8771521
## 1588 11694 432.977 181.4844 82.97145 0.8893730
## 1589 15151 496.193 207.9315 93.96302 0.8920715
## 1590 12597 451.543 189.6054 85.23103 0.8932713
## 1591 13923 488.708 209.7375 85.71608 0.9126765
## 1592 15323 487.866 192.2308 102.96283 0.8444586
## 1593 14390 497.919 216.3756 85.19570 0.9192219
## 1594 14952 488.630 203.0030 94.55453 0.8849010
## 1595 14419 491.671 203.9124 91.03685 0.8948082
## 1596 12556 474.024 207.9544 77.71007 0.9275545
## 1597 14658 486.179 201.8865 93.20777 0.8870445
## 1598 12907 466.240 194.4693 85.91095 0.8971277
## 1599 14838 500.162 211.9825 90.94657 0.9032909
## 1600 15681 507.697 207.0245 97.75848 0.8814875
## 1601 14734 507.284 217.8244 86.65876 0.9174559
## 1602 15607 505.903 208.0110 96.88904 0.8848963
## 1603 15292 510.483 219.6590 89.13313 0.9139710
## 1604 11577 431.156 178.8363 83.40616 0.8845830
## 1605 13174 480.577 203.5065 83.42044 0.9121235
## 1606 14305 491.161 207.8713 88.60971 0.9045950
## 1607 14547 491.044 206.6571 90.17514 0.8997762
## 1608 11794 430.380 178.4458 84.78594 0.8799127
## 1609 12004 449.035 186.6485 83.41327 0.8945838
## 1610 15285 495.839 206.3329 94.79103 0.8882252
## 1611 14385 496.978 214.2695 86.03324 0.9158508
## 1612 14034 491.732 205.5051 88.35206 0.9028640
## 1613 13399 490.560 209.3660 82.76702 0.9185425
## 1614 14960 510.729 218.3699 88.05952 0.9150861
## 1615 13811 485.690 209.2728 85.20029 0.9133722
## 1616 17564 527.116 221.6029 101.65880 0.8885690
## 1617 14680 495.444 206.7538 91.29646 0.8972263
## 1618 14180 485.171 204.1072 89.36078 0.8990661
## 1619 13387 464.643 192.3996 90.31412 0.8829808
## 1620 15611 506.547 215.2007 93.39229 0.9009237
## 1621 12426 451.089 185.1910 87.46068 0.8814524
## 1622 14196 499.230 210.1801 87.10347 0.9100844
## 1623 12609 475.360 202.7544 81.27372 0.9161445
## 1624 14750 484.152 201.2470 94.85915 0.8819426
## 1625 15290 500.188 204.1534 96.69033 0.8807314
## 1626 15879 517.927 216.6501 94.65620 0.8995062
## 1627 14330 493.185 209.7673 87.89895 0.9079720
## 1628 14155 480.522 200.5467 91.05968 0.8909726
## 1629 13939 484.393 207.0263 86.22347 0.9091423
## 1630 12488 469.828 200.7438 80.04685 0.9170591
## 1631 13447 455.648 183.9576 94.45814 0.8581029
## 1632 13233 459.859 192.5907 88.34672 0.8885768
## 1633 12538 452.660 188.8053 86.10972 0.8899404
## 1634 11881 439.185 183.8895 83.34947 0.8913792
## 1635 11750 428.375 178.5536 84.70419 0.8803144
## 1636 13700 455.625 185.9585 94.56549 0.8610443
## 1637 12121 439.842 183.4670 84.76440 0.8868724
## 1638 12148 434.307 177.4777 88.51750 0.8667442
## 1639 12675 456.573 186.8068 88.42378 0.8808780
## 1640 12432 453.040 190.5437 84.25046 0.8969370
## 1641 10982 421.410 177.8003 78.93739 0.8960433
## 1642 11672 430.642 177.9482 84.67979 0.8795168
## 1643 12546 442.066 184.2648 87.30493 0.8806317
## 1644 12357 452.983 189.5781 84.28503 0.8957329
## 1645 11455 405.619 159.5703 92.32996 0.8155999
## 1646 13054 478.453 203.2196 83.08085 0.9126138
## 1647 12233 425.181 170.9461 92.01291 0.8427808
## 1648 13518 451.163 185.5576 93.29591 0.8644105
## 1649 11605 429.225 175.0145 85.50439 0.8725325
## 1650 13010 463.419 194.7676 86.11577 0.8969429
## 1651 12293 442.052 180.3722 88.52131 0.8712890
## 1652 11903 433.713 180.9060 84.36025 0.8846157
## 1653 11136 427.110 175.6531 81.91878 0.8845914
## 1654 10681 421.256 178.3694 77.96081 0.8994251
## 1655 13333 467.025 196.7970 87.27311 0.8962904
## 1656 11438 433.918 178.3516 83.54765 0.8834934
## 1657 11480 419.107 170.6224 86.62787 0.8615240
## 1658 12725 441.680 170.2328 97.73903 0.8187506
## 1659 11715 439.703 183.2227 82.48322 0.8929378
## 1660 12659 453.768 188.0403 86.70750 0.8873423
## 1661 11201 423.281 175.0402 83.43684 0.8790810
## 1662 11382 418.336 169.8830 86.66009 0.8601054
## 1663 12388 440.449 175.2425 92.23208 0.8502920
## 1664 13078 452.991 183.9790 91.69001 0.8669632
## 1665 10774 401.742 164.3202 83.71887 0.8604789
## 1666 12408 454.391 191.8965 83.03348 0.9015384
## 1667 12345 440.196 180.3894 88.15686 0.8724501
## 1668 10286 401.789 159.0747 83.59863 0.8507746
## 1669 12340 466.743 196.6935 80.84042 0.9116368
## 1670 14723 490.709 205.4171 92.49973 0.8928763
## 1671 11042 411.623 168.3597 84.19003 0.8659905
## 1672 13335 474.377 197.8399 87.58254 0.8966727
## 1673 12274 441.853 179.8539 87.76014 0.8728703
## 1674 11358 430.792 177.4565 82.11937 0.8864847
## 1675 12289 444.555 186.3529 84.85930 0.8903028
## 1676 12900 461.836 195.3451 84.57198 0.9014246
## 1677 12288 437.822 179.1880 88.10448 0.8707717
## 1678 12466 439.183 177.4193 90.01721 0.8617284
## 1679 11380 423.615 172.1739 85.65730 0.8674614
## 1680 12016 443.223 189.2811 81.12222 0.9035035
## 1681 9431 383.959 159.6559 75.79572 0.8801239
## 1682 11413 421.953 171.3253 85.99931 0.8648879
## 1683 11108 416.834 166.3366 86.45924 0.8542972
## 1684 12994 453.941 192.1660 86.55553 0.8928165
## 1685 10862 412.426 167.3869 83.53160 0.8665830
## 1686 11883 429.131 171.3343 89.82451 0.8515554
## 1687 12673 441.714 177.0299 92.58749 0.8523298
## 1688 12921 449.487 181.0347 92.02007 0.8611796
## 1689 10685 416.717 173.2751 79.70607 0.8879204
## 1690 10267 424.949 182.4091 72.53786 0.9175304
## 1691 12042 441.810 182.1767 85.04359 0.8843528
## 1692 11465 410.515 160.7063 92.14433 0.8192959
## 1693 11592 428.427 177.6215 83.73835 0.8818967
## 1694 12110 448.840 191.8043 80.65459 0.9072904
## 1695 11077 417.322 175.9576 80.57663 0.8889872
## 1696 11539 434.341 178.9283 83.03778 0.8857912
## 1697 12526 439.222 178.2160 90.40445 0.8617846
## 1698 9967 400.219 167.2389 76.96323 0.8878156
## 1699 11395 421.963 169.7468 86.97183 0.8587695
## 1700 11022 417.259 168.6113 84.67788 0.8647470
## 1701 12495 451.317 182.6416 88.68121 0.8742102
## 1702 11545 431.116 174.7368 85.66144 0.8715925
## 1703 13021 455.977 185.1044 91.06282 0.8706212
## 1704 11267 421.869 170.3562 86.01099 0.8631843
## 1705 11329 414.617 168.9135 86.12176 0.8602591
## 1706 12743 435.818 176.1110 92.47711 0.8510362
## 1707 11739 434.629 179.1478 84.45871 0.8818944
## 1708 11489 432.207 182.3624 81.07018 0.8957514
## 1709 12059 431.646 171.6720 90.91513 0.8482561
## 1710 11316 418.549 170.6857 85.69088 0.8648450
## 1711 9776 403.676 170.8801 73.11127 0.9038491
## 1712 11319 414.014 164.7808 88.50933 0.8434971
## 1713 10561 405.739 168.9385 80.09080 0.8804804
## 1714 10640 411.880 169.3905 81.02848 0.8781675
## 1715 10030 414.384 181.6006 70.75995 0.9209647
## 1716 9746 382.737 154.0961 81.20334 0.8498866
## 1717 11990 416.753 166.5820 91.98354 0.8337238
## 1718 11941 434.804 174.2299 89.47453 0.8580639
## 1719 13002 458.316 187.3975 89.58738 0.8783268
## 1720 10387 400.581 164.7609 81.01570 0.8707551
## 1721 11462 432.108 180.2801 81.89021 0.8908799
## 1722 11955 454.086 196.8355 78.12479 0.9178601
## 1723 12571 453.337 188.7025 86.54855 0.8886166
## 1724 9760 399.575 167.3652 75.54492 0.8923330
## 1725 12912 459.739 188.7304 88.96233 0.8819342
## 1726 12358 447.174 183.4646 87.74208 0.8782234
## 1727 12556 437.914 180.2112 89.38488 0.8683221
## 1728 10335 416.850 178.7992 74.70861 0.9085228
## 1729 12387 444.225 178.0976 90.58177 0.8609985
## 1730 11674 425.072 175.7572 85.50616 0.8736798
## 1731 12243 449.681 182.0262 87.13171 0.8779912
## 1732 11928 427.075 175.0394 87.81713 0.8650421
## 1733 12994 457.190 187.3348 89.40963 0.8787557
## 1734 11310 424.218 173.2694 84.48460 0.8730721
## 1735 10151 420.900 181.9956 72.09951 0.9181811
## 1736 11818 433.828 175.9639 86.77378 0.8699534
## 1737 11622 425.893 173.1954 86.71649 0.8656291
## 1738 10650 407.161 165.6200 83.14749 0.8648457
## 1739 10736 416.800 176.1353 78.64362 0.8947858
## 1740 11893 435.283 176.6593 87.10894 0.8699784
## 1741 11866 436.129 176.1209 87.78806 0.8669165
## 1742 11168 440.863 182.7833 79.52693 0.9003876
## 1743 12405 437.086 178.0937 89.96077 0.8630422
## 1744 11327 415.815 171.6810 84.50090 0.8704838
## 1745 11533 424.566 174.2149 85.42399 0.8715330
## 1746 11658 424.534 170.7699 88.24642 0.8561326
## 1747 13259 464.408 198.2115 85.81574 0.9014178
## 1748 12031 446.990 178.5896 88.84149 0.8674860
## 1749 10924 414.312 170.8072 82.64398 0.8751545
## 1750 13388 466.462 191.9375 90.36681 0.8822327
## 1751 12723 460.880 185.7547 89.16935 0.8772476
## 1752 12190 440.682 185.8562 83.88790 0.8923423
## 1753 9778 395.200 168.1468 74.49898 0.8964923
## 1754 12994 460.945 195.2211 86.21172 0.8972068
## 1755 12482 448.539 185.0900 87.25161 0.8819190
## 1756 12590 463.776 197.3787 82.68568 0.9080237
## 1757 10369 402.983 159.2870 84.89051 0.8461527
## 1758 10037 395.340 164.2431 78.49976 0.8783879
## 1759 10964 417.987 171.3902 82.60121 0.8761997
## 1760 12024 436.526 182.3501 84.88275 0.8850514
## 1761 9753 402.579 170.6142 73.31348 0.9029701
## 1762 11350 445.911 187.8549 78.40882 0.9087273
## 1763 13693 474.752 198.1158 89.03110 0.8933361
## 1764 12140 441.499 182.4340 85.49819 0.8833825
## 1765 10249 404.089 165.6824 80.38426 0.8744195
## 1766 8813 387.721 164.1777 68.98608 0.9074354
## 1767 11889 426.647 172.2680 89.44281 0.8546483
## 1768 10886 409.738 166.0793 84.13434 0.8621862
## 1769 9772 392.237 164.4034 76.18343 0.8861527
## 1770 11343 416.469 171.6786 84.90173 0.8691556
## 1771 10792 416.629 171.3818 81.65258 0.8792088
## 1772 10788 414.907 169.6016 82.25015 0.8745358
## 1773 11626 420.789 168.4697 89.07520 0.8487893
## 1774 9903 398.668 163.0058 79.13223 0.8742608
## 1775 10445 405.596 167.4588 80.50414 0.8768632
## 1776 9961 397.930 166.0080 77.44359 0.8845184
## 1777 10694 405.677 163.3675 84.68367 0.8551607
## 1778 11719 430.512 175.5175 86.51001 0.8700942
## 1779 12415 445.995 184.3672 87.04115 0.8815409
## 1780 10587 399.635 166.3654 81.32897 0.8723637
## 1781 11725 427.140 174.7940 86.76220 0.8681121
## 1782 11659 429.715 173.3483 87.54778 0.8630961
## 1783 10733 402.419 166.2343 82.70548 0.8674505
## 1784 12215 445.295 180.9095 87.40585 0.8755393
## 1785 10727 420.365 174.3845 79.60275 0.8897345
## 1786 11304 419.181 171.3791 84.67481 0.8694170
## 1787 11321 424.576 173.9976 84.73989 0.8733922
## 1788 10488 416.609 175.3979 77.31371 0.8976101
## 1789 13002 465.180 191.2966 87.92190 0.8881207
## 1790 11772 434.086 183.5883 82.08577 0.8944746
## 1791 10951 415.139 173.7579 81.30049 0.8837840
## 1792 11639 432.387 178.6949 83.95451 0.8827620
## 1793 11580 428.709 173.4881 86.63918 0.8663741
## 1794 10380 399.177 164.5906 80.95958 0.8706604
## 1795 11329 419.405 173.3905 84.34583 0.8737083
## 1796 11528 433.348 182.1140 81.49728 0.8942804
## 1797 9428 398.920 164.8454 74.65759 0.8915641
## 1798 11480 422.549 171.2711 86.83596 0.8619408
## 1799 10737 414.472 170.4576 81.17029 0.8793421
## 1800 11144 410.344 164.0941 87.66368 0.8453403
## 1801 11696 443.528 186.5877 80.95197 0.9009828
## 1802 11226 413.550 168.5335 85.62770 0.8613126
## 1803 12478 439.222 176.3439 91.28975 0.8555743
## 1804 12756 442.975 177.9863 92.22925 0.8552706
## 1805 11769 426.310 176.1146 85.90214 0.8729762
## 1806 11962 440.545 181.7234 85.19718 0.8832890
## 1807 12734 462.233 188.1564 87.74284 0.8846112
## 1808 10765 413.677 164.7950 84.79121 0.8574752
## 1809 10926 416.223 173.4200 80.86935 0.8846157
## 1810 11080 429.418 175.2159 82.17780 0.8831934
## 1811 10536 412.507 162.7203 84.62435 0.8541296
## 1812 10066 413.283 177.3069 73.48820 0.9100634
## 1813 11398 431.740 179.4673 81.84264 0.8899640
## 1814 11363 416.050 168.4385 86.90823 0.8566101
## 1815 11074 426.525 182.8319 77.69914 0.9052047
## 1816 10612 413.856 169.8792 80.89677 0.8793360
## 1817 10846 418.852 172.2068 81.69290 0.8803156
## 1818 12275 454.693 181.8713 87.00900 0.8781368
## 1819 13111 467.621 193.5677 88.06787 0.8905058
## 1820 11327 423.168 169.2955 86.56846 0.8593752
## 1821 10831 425.601 182.2355 76.19516 0.9083947
## 1822 10878 423.793 179.8469 77.79790 0.9015964
## 1823 11166 414.890 165.7388 87.03056 0.8510364
## 1824 11280 420.101 170.6704 85.49737 0.8654761
## 1825 8810 384.747 164.3539 68.90158 0.9078815
## 1826 12742 446.811 180.0201 91.04812 0.8626705
## 1827 10724 421.698 168.3685 83.73533 0.8675594
## 1828 11277 417.977 166.9130 87.66714 0.8509624
## 1829 11000 413.261 167.3333 84.73780 0.8622980
## 1830 11678 423.676 173.4139 86.46707 0.8668227
## 1831 11679 439.186 181.4268 83.52566 0.8877208
## 1832 10756 420.086 170.6371 81.58212 0.8783038
## 1833 10271 415.539 177.8222 74.39628 0.9082747
## 1834 11740 440.564 181.2037 83.45518 0.8876286
## 1835 10150 405.356 169.0958 76.93233 0.8905104
## 1836 10691 407.087 163.2917 84.58920 0.8553655
## 1837 11756 438.775 184.1353 82.26664 0.8946475
## 1838 12504 445.587 182.3785 88.63296 0.8739679
## 1839 11440 425.816 170.7210 87.25544 0.8595214
## 1840 10943 411.386 171.0179 82.05996 0.8773601
## 1841 12840 454.405 184.8152 89.92162 0.8736534
## 1842 11546 429.524 175.6587 84.90682 0.8754203
## 1843 10774 428.800 179.6997 77.92175 0.9010948
## 1844 11392 427.572 173.0795 85.35464 0.8699427
## 1845 10360 427.332 187.5742 70.72579 0.9261909
## 1846 12075 430.471 176.1828 88.51406 0.8646359
## 1847 10796 410.110 165.7334 84.24877 0.8611569
## 1848 10549 414.445 170.0210 80.42478 0.8810471
## 1849 10950 412.334 166.3061 85.29817 0.8584491
## 1850 11923 437.939 184.9997 83.11607 0.8933926
## 1851 12181 430.949 177.6576 87.49515 0.8703164
## 1852 10898 414.811 170.2353 82.55314 0.8745500
## 1853 11642 427.956 171.0789 87.56867 0.8590682
## 1854 12170 441.477 181.8880 86.57874 0.8794451
## 1855 11774 433.729 180.2785 84.22351 0.8841593
## 1856 10842 412.749 167.0451 84.00163 0.8643633
## 1857 11914 430.644 172.0099 90.05437 0.8519999
## 1858 11766 423.981 171.2086 88.11246 0.8574005
## 1859 11293 424.624 178.3634 81.41405 0.8897489
## 1860 10222 423.497 182.8002 72.12430 0.9188734
## 1861 13218 454.998 182.5784 93.23714 0.8597773
## 1862 10693 408.704 167.5241 82.57571 0.8700755
## 1863 9963 410.084 171.1685 75.23148 0.8982342
## 1864 9028 390.442 165.4957 69.93974 0.9063127
## 1865 10728 415.927 169.2743 81.99689 0.8748453
## 1866 12558 439.776 173.4428 93.39814 0.8426284
## 1867 12362 448.112 181.0391 88.52608 0.8722901
## 1868 11242 418.646 172.5299 83.84863 0.8739617
## 1869 11969 431.129 177.2433 86.83843 0.8717567
## 1870 10085 412.135 172.9621 75.26066 0.9003686
## 1871 13050 460.819 187.3963 89.79348 0.8777256
## 1872 11618 434.177 179.4155 83.34638 0.8855500
## 1873 11572 418.629 164.1233 90.98297 0.8322786
## 1874 10666 416.424 173.8935 78.45744 0.8924325
## 1875 10182 404.849 168.1190 77.88881 0.8862037
## 1876 9764 390.957 160.2271 78.86163 0.8704897
## 1877 11856 431.863 174.3524 88.68266 0.8609792
## 1878 12060 438.775 177.4010 87.37785 0.8702875
## 1879 11765 429.335 174.3314 86.89267 0.8669277
## 1880 15420 503.460 206.0565 96.41728 0.8837726
## 1881 11101 418.033 169.8732 84.64671 0.8670084
## 1882 10360 408.281 165.7329 81.28664 0.8714594
## 1883 10392 416.489 177.3663 75.56695 0.9046996
## 1884 9359 395.988 168.2939 71.10741 0.9063540
## 1885 10367 413.960 176.5665 75.28862 0.9045330
## 1886 11652 428.808 169.5899 89.57381 0.8491331
## 1887 11211 410.576 162.8714 88.59013 0.8391327
## 1888 11525 433.781 184.4233 80.16663 0.9005811
## 1889 10908 414.997 174.4492 80.56419 0.8869734
## 1890 12444 445.872 183.3506 87.90731 0.8775696
## 1891 10442 407.282 166.1415 81.03928 0.8729708
## 1892 13672 467.955 183.5563 97.46873 0.8473707
## 1893 11297 418.953 172.9674 84.43346 0.8727617
## 1894 12075 434.660 179.1971 86.49069 0.8758097
## 1895 11274 425.055 173.3803 83.83379 0.8753303
## 1896 11458 418.860 169.0727 87.52145 0.8555890
## 1897 11675 429.130 173.4182 86.83406 0.8656090
## 1898 11048 424.275 169.5191 84.77814 0.8659621
## 1899 12624 451.757 188.2364 86.35599 0.8885584
## 1900 11540 427.523 172.7950 86.44035 0.8658822
## 1901 12531 459.306 192.8182 84.02543 0.9000554
## 1902 11480 432.824 174.9625 85.08846 0.8737785
## 1903 11815 430.107 177.7969 85.67855 0.8762317
## 1904 12469 446.841 191.3867 83.25488 0.9004262
## 1905 11363 419.455 170.0658 86.50567 0.8609674
## 1906 12661 436.922 174.8323 93.07770 0.8465038
## 1907 11069 419.638 170.6002 83.60847 0.8716750
## 1908 9843 383.116 154.9503 81.35683 0.8510707
## 1909 12058 445.828 184.8280 84.49703 0.8893815
## 1910 12287 444.175 181.9211 87.73918 0.8760102
## 1911 11693 424.504 176.0241 84.99132 0.8757091
## 1912 11341 437.566 181.9034 80.57669 0.8965394
## 1913 12960 460.867 191.5177 86.79779 0.8914036
## 1914 12172 433.598 174.2994 90.69495 0.8539592
## 1915 12396 443.154 184.8018 86.46866 0.8837817
## 1916 12203 442.602 184.2364 85.57202 0.8855897
## 1917 13049 469.538 196.4662 85.99484 0.8991171
## 1918 12507 458.650 184.4170 88.10065 0.8785093
## 1919 10499 403.278 162.4573 83.75512 0.8568586
## 1920 11543 431.763 179.5981 82.52258 0.8881857
## 1921 12311 450.335 194.4467 81.31934 0.9083509
## 1922 10563 408.973 167.4710 81.02895 0.8751572
## 1923 12683 448.637 186.1576 87.55859 0.8824817
## 1924 12665 445.663 186.2804 87.28703 0.8834218
## 1925 13818 467.896 189.2848 94.47993 0.8665203
## 1926 12771 449.260 190.3574 85.92546 0.8923267
## 1927 12213 450.219 188.3168 83.71769 0.8957502
## 1928 11875 429.949 173.6935 88.04171 0.8620167
## 1929 11846 437.347 182.6288 82.91296 0.8910031
## 1930 11952 443.491 181.7683 85.32751 0.8829696
## 1931 10919 413.081 167.1260 84.21858 0.8637488
## 1932 12023 442.335 181.1767 85.41496 0.8818952
## 1933 11953 443.518 183.4257 84.54717 0.8874344
## 1934 12544 442.172 178.0227 90.75763 0.8602874
## 1935 12045 438.394 182.4356 85.03506 0.8847268
## 1936 12076 452.543 188.3592 82.79437 0.8982153
## 1937 11773 433.981 174.7172 87.27270 0.8663090
## 1938 11939 437.733 178.8989 86.44242 0.8755147
## 1939 10191 419.579 174.7342 75.53467 0.9017379
## 1940 12406 449.714 188.5074 84.51765 0.8938571
## 1941 12249 456.249 188.5509 84.38185 0.8942698
## 1942 11394 416.163 167.2690 88.10797 0.8500239
## 1943 11732 433.864 173.9581 86.97466 0.8660399
## 1944 10260 417.000 172.9936 76.90769 0.8957443
## 1945 11808 431.457 176.3046 85.55895 0.8743529
## 1946 12235 443.456 187.6625 83.75172 0.8948889
## 1947 12084 433.505 171.5226 91.32996 0.8464514
## 1948 10873 416.041 170.9130 82.10006 0.8770705
## 1949 12906 461.203 191.5437 86.72736 0.8916217
## 1950 12539 442.297 178.6011 90.33458 0.8626568
## 1951 11343 420.724 173.5067 83.82771 0.8755441
## 1952 10613 423.329 172.1128 79.71240 0.8862848
## 1953 11659 429.083 171.0142 87.78890 0.8581837
## 1954 12671 448.838 180.4714 90.69844 0.8645400
## 1955 10304 416.561 174.2742 76.18439 0.8993875
## 1956 10928 410.940 171.7461 81.38594 0.8805929
## 1957 12385 444.678 177.6416 90.33319 0.8610539
## 1958 11682 423.374 168.3995 89.37419 0.8475427
## 1959 13043 442.498 173.8036 96.69751 0.8309409
## 1960 11116 419.714 173.0771 82.31734 0.8796558
## 1961 12569 454.104 192.0917 83.93651 0.8994806
## 1962 11081 414.079 169.0088 84.32628 0.8666331
## 1963 11813 430.255 172.5695 88.02676 0.8601184
## 1964 13111 457.018 188.3343 90.13023 0.8780521
## 1965 13400 468.228 187.6287 92.69112 0.8694543
## 1966 11154 427.222 174.3178 82.17609 0.8819113
## 1967 10236 398.538 160.8490 82.49160 0.8584776
## 1968 11342 429.781 179.1381 81.86805 0.8894612
## 1969 12445 440.577 184.6552 86.31020 0.8840392
## 1970 10737 412.306 165.5516 83.92193 0.8619913
## 1971 10897 420.555 168.1187 83.56301 0.8677231
## 1972 8499 370.446 156.0723 70.63036 0.8917395
## 1973 12231 450.559 187.5421 84.03810 0.8939822
## 1974 10841 419.100 166.8652 84.30315 0.8629922
## 1975 10023 413.204 173.6232 74.24060 0.9039699
## 1976 12959 455.267 181.2098 92.44759 0.8600743
## 1977 11219 433.713 180.3164 80.25338 0.8954959
## 1978 12759 455.315 188.1912 87.08291 0.8864959
## 1979 12091 436.278 180.9276 85.87906 0.8801693
## 1980 12263 444.954 180.2209 87.54529 0.8740885
## 1981 11537 428.387 177.8140 83.65266 0.8824264
## 1982 11601 416.646 165.7810 89.89610 0.8402119
## 1983 10984 421.960 170.8735 83.75953 0.8716187
## 1984 11065 416.084 172.1812 82.18488 0.8787316
## 1985 11179 418.710 171.1084 84.56639 0.8693329
## 1986 12188 435.861 182.0327 85.78117 0.8820047
## 1987 11338 420.794 177.2742 82.13946 0.8861769
## 1988 11718 427.146 164.7482 93.12975 0.8248954
## 1989 11280 421.683 170.8309 85.05522 0.8672395
## 1990 10841 413.460 170.9648 81.67490 0.8785071
## 1991 10020 411.611 177.4747 72.43750 0.9129118
## 1992 11490 421.167 167.7101 88.55627 0.8492246
## 1993 10588 404.324 163.6621 83.96915 0.8583502
## 1994 12303 439.341 184.3000 85.29237 0.8864675
## 1995 12120 439.714 181.6979 85.99254 0.8809164
## 1996 10286 406.713 171.0507 77.44872 0.8916211
## 1997 11130 413.409 168.7459 85.28480 0.8628830
## 1998 11802 430.052 175.2747 86.66317 0.8692107
## 1999 8702 381.206 160.7188 69.73335 0.9009687
## 2000 10783 418.681 171.3652 82.12441 0.8776860
## 2001 12146 442.247 176.5062 89.75159 0.8610680
## 2002 10844 412.664 171.0300 81.49285 0.8791838
## 2003 12502 443.586 179.1281 89.94933 0.8647801
## 2004 12061 432.689 174.2028 90.06543 0.8559764
## 2005 11543 432.314 174.8413 86.66760 0.8684978
## 2006 11088 418.208 172.0274 82.93567 0.8761122
## 2007 10600 414.866 174.6505 78.23211 0.8940661
## 2008 11173 420.934 175.6546 81.66387 0.8853570
## 2009 12292 447.486 181.3567 87.98663 0.8744266
## 2010 10986 425.127 172.6788 83.54909 0.8751559
## 2011 10916 416.329 172.5072 81.98931 0.8798344
## 2012 12452 445.079 179.0261 89.89113 0.8648027
## 2013 10311 408.340 168.2057 79.92364 0.8799025
## 2014 11719 436.425 180.1157 83.87120 0.8849680
## 2015 10173 406.966 174.5036 74.86865 0.9032865
## 2016 11708 433.665 184.3031 81.25191 0.8975757
## 2017 12218 442.686 184.3535 85.83971 0.8849818
## 2018 12084 434.674 177.5254 88.04617 0.8683432
## 2019 11908 447.634 187.8211 81.94851 0.8997957
## 2020 13039 480.111 205.8576 81.43621 0.9184251
## 2021 10005 394.099 161.2629 79.95715 0.8684261
## 2022 11467 448.683 192.0872 77.16972 0.9157524
## 2023 12277 450.326 190.7418 82.85999 0.9007156
## 2024 12232 440.403 175.6787 90.06195 0.8585967
## 2025 10594 409.822 164.2878 84.05598 0.8592008
## 2026 10806 408.676 163.7159 85.63248 0.8522988
## 2027 12625 445.928 181.6508 89.60036 0.8698841
## 2028 11604 433.117 175.1418 86.71931 0.8688145
## 2029 10662 420.195 175.8825 78.51628 0.8948269
## 2030 11758 436.383 177.3486 85.96658 0.8746626
## 2031 9070 375.094 156.9849 74.22942 0.8811460
## 2032 11536 426.852 172.1891 87.07993 0.8626961
## 2033 11741 445.980 184.4163 82.47528 0.8944222
## 2034 11693 446.484 185.6516 81.72231 0.8979038
## 2035 12261 443.281 183.6369 86.09530 0.8832861
## 2036 11730 424.164 172.7374 87.71980 0.8614621
## 2037 12164 436.609 180.3757 86.53325 0.8774112
## 2038 11337 427.953 174.9444 83.92398 0.8774228
## 2039 10937 411.958 165.0078 85.26155 0.8561591
## 2040 11550 420.274 170.9531 87.15016 0.8602989
## 2041 12262 443.167 190.6796 82.12513 0.9024966
## 2042 9911 390.460 157.0979 81.44798 0.8551058
## 2043 12281 442.111 177.9575 89.70896 0.8636435
## 2044 8628 372.334 157.3330 70.12502 0.8951770
## 2045 11921 422.359 168.4995 91.07194 0.8413519
## 2046 10144 403.643 165.4689 79.17584 0.8780909
## 2047 11549 425.220 174.2270 85.78465 0.8703843
## 2048 10973 419.943 171.8334 82.90456 0.8759122
## 2049 10785 423.795 175.2690 79.07759 0.8924338
## 2050 11635 436.334 179.3975 84.01840 0.8835502
## 2051 11239 419.862 170.4619 85.56315 0.8648973
## 2052 12043 444.058 179.9172 86.48320 0.8768942
## 2053 11721 442.350 186.2523 81.25922 0.8998082
## 2054 11869 434.252 177.8727 86.16555 0.8748341
## 2055 11819 434.034 176.3721 86.81895 0.8704546
## 2056 11490 445.686 179.8618 83.72573 0.8850476
## 2057 11614 437.656 184.9021 81.87991 0.8966064
## 2058 10386 411.139 171.5273 77.87589 0.8909943
## 2059 11891 446.407 189.0555 81.91354 0.9012604
## 2060 10585 409.316 167.7483 81.42166 0.8743033
## 2061 11546 429.681 179.2160 82.65701 0.8872886
## 2062 10572 412.252 163.6512 84.48180 0.8564495
## 2063 10262 412.768 166.6488 80.32596 0.8761671
## 2064 10272 403.046 171.3837 76.66118 0.8943803
## 2065 9165 380.660 156.6704 75.54001 0.8760839
## 2066 11273 432.655 185.8928 77.61040 0.9086766
## 2067 10215 401.484 164.2426 80.21561 0.8726215
## 2068 10519 406.756 169.0190 80.37228 0.8797038
## 2069 12643 449.342 184.7781 87.98871 0.8793446
## 2070 12598 445.185 178.9792 91.10216 0.8607609
## 2071 10327 403.396 166.0811 79.95890 0.8764764
## 2072 10965 416.974 174.3517 80.79745 0.8861406
## 2073 10818 416.768 175.7088 78.83266 0.8937049
## 2074 13667 463.842 197.3557 88.58672 0.8935978
## 2075 12274 453.129 190.9840 82.71131 0.9013556
## 2076 11817 426.602 179.5654 84.24079 0.8831254
## 2077 11248 420.290 171.2231 84.84222 0.8686041
## 2078 9225 387.824 163.4050 72.74552 0.8954384
## 2079 11986 433.294 173.2251 89.39893 0.8565371
## 2080 14153 480.322 196.9783 92.79873 0.8820736
## 2081 10843 412.367 168.2745 83.94273 0.8666918
## 2082 10903 419.654 169.5171 83.22002 0.8712024
## 2083 12712 456.067 186.1605 88.90031 0.8786065
## 2084 12532 449.743 179.2853 90.64862 0.8627615
## 2085 11050 416.419 168.3176 85.25598 0.8622292
## 2086 12647 451.056 180.3443 91.42809 0.8619673
## 2087 11323 420.058 169.9768 86.36137 0.8613114
## 2088 11149 411.309 164.6723 87.50299 0.8471357
## 2089 11355 428.992 172.2813 85.36949 0.8685943
## 2090 12476 452.758 192.3231 83.67257 0.9004003
## 2091 10114 398.367 161.0200 80.84945 0.8648049
## 2092 11919 435.262 171.8452 89.98161 0.8519518
## 2093 11994 444.761 183.4491 84.42697 0.8878049
## 2094 10782 412.880 165.5459 84.34690 0.8604661
## 2095 12191 441.688 180.1163 87.87494 0.8729113
## 2096 9822 398.335 160.6232 79.28846 0.8696719
## 2097 11944 442.789 182.6370 84.10049 0.8876707
## 2098 10523 429.057 173.8843 78.85679 0.8912555
## 2099 10541 406.536 162.9911 83.69826 0.8580810
## 2100 12091 442.000 181.2118 86.29922 0.8793185
## 2101 10899 421.440 173.6384 81.15626 0.8840530
## 2102 12192 428.593 172.9496 90.53119 0.8520538
## 2103 12549 448.848 175.8460 92.87819 0.8491330
## 2104 11465 419.595 167.9875 88.07780 0.8515265
## 2105 10567 398.592 161.4572 83.76702 0.8548841
## 2106 11542 426.404 175.2761 84.45689 0.8762534
## 2107 10689 416.255 170.6242 80.48486 0.8817547
## 2108 9933 397.720 160.8506 79.78277 0.8683195
## 2109 11237 429.530 179.3839 80.49435 0.8936691
## 2110 12155 434.275 174.7768 89.50150 0.8589316
## 2111 11095 423.241 170.1550 84.61758 0.8675804
## 2112 12344 442.702 179.7358 88.92992 0.8690175
## 2113 11607 426.428 172.1815 87.26353 0.8620571
## 2114 10381 414.188 174.7446 77.07955 0.8974588
## 2115 11083 421.787 171.4857 83.67474 0.8728771
## 2116 9017 378.791 155.3697 74.75443 0.8766444
## 2117 12404 454.384 186.0760 85.98782 0.8868219
## 2118 10198 400.195 166.5941 78.23194 0.8828814
## 2119 9817 407.746 170.0887 74.70611 0.8983802
## 2120 11251 431.709 181.7896 79.82994 0.8984217
## 2121 11489 447.237 182.1021 82.12138 0.8925425
## 2122 10832 420.077 167.8294 84.05240 0.8655512
## 2123 12992 458.894 183.4208 92.05144 0.8649493
## 2124 10787 401.255 160.0179 86.63780 0.8407486
## 2125 12440 434.805 173.3928 92.69048 0.8451246
## 2126 9585 397.720 163.8531 75.40806 0.8878062
## 2127 10803 411.310 165.2231 84.78220 0.8583063
## 2128 14092 466.448 185.1782 98.08611 0.8481945
## 2129 10623 423.023 175.0343 78.42091 0.8940177
## 2130 10589 408.756 167.8834 81.03699 0.8757868
## 2131 12899 462.269 190.4305 87.37381 0.8885279
## 2132 11462 424.557 175.4200 84.14052 0.8774589
## 2133 12433 442.482 173.8593 93.10706 0.8445156
## 2134 10150 405.737 164.7186 80.26424 0.8732452
## 2135 11850 434.622 180.0014 84.98845 0.8815160
## 2136 10763 411.283 168.5706 81.79902 0.8743750
## 2137 11764 428.561 171.5863 88.72550 0.8559312
## 2138 11665 435.706 182.7519 81.97320 0.8937582
## 2139 11147 417.462 169.3327 84.87740 0.8653047
## 2140 13645 454.615 182.6046 95.70824 0.8516394
## 2141 10854 415.280 170.1440 82.00539 0.8761842
## 2142 12312 447.717 178.9607 88.51752 0.8691095
## 2143 11652 429.521 172.4120 87.48266 0.8617080
## 2144 13460 451.048 181.4750 95.35158 0.8508397
## 2145 11444 424.369 174.2207 84.26457 0.8752528
## 2146 11859 436.253 184.6354 82.17491 0.8954978
## 2147 12650 438.145 175.8398 92.56994 0.8502094
## 2148 11227 427.811 179.5554 80.32018 0.8943700
## 2149 12279 455.415 191.6533 82.47570 0.9026679
## 2150 11694 431.389 177.0702 85.11002 0.8769087
## 2151 11419 431.513 175.9565 83.67270 0.8796992
## 2152 11357 427.041 178.5952 81.39304 0.8901127
## 2153 12339 453.264 191.5044 82.77469 0.9017615
## 2154 11792 443.911 186.1972 81.23109 0.8998189
## 2155 11377 429.386 172.5396 85.88434 0.8673115
## 2156 12073 439.799 177.3865 87.63170 0.8694531
## 2157 13010 450.561 186.1474 90.26014 0.8745778
## 2158 12188 434.213 171.7589 91.43890 0.8465132
## 2159 11417 419.275 170.1564 86.50347 0.8611350
## 2160 10811 420.232 174.5892 79.97839 0.8889033
## 2161 11062 411.109 167.8032 84.98283 0.8622732
## 2162 11745 426.766 179.0153 84.02514 0.8829994
## 2163 11363 423.266 175.8742 83.84263 0.8790555
## 2164 13524 472.735 192.0858 91.37777 0.8796003
## 2165 10491 411.995 174.7058 77.03625 0.8975324
## 2166 10815 414.062 171.3505 80.88232 0.8815833
## 2167 13269 458.494 183.4044 93.34014 0.8608074
## 2168 9962 408.721 165.8338 78.49387 0.8808859
## 2169 12164 435.086 177.5858 88.19933 0.8679466
## 2170 12434 437.897 183.2287 87.01015 0.8800550
## 2171 11107 408.458 162.1763 87.87324 0.8404831
## 2172 12483 437.402 173.4920 92.70434 0.8452673
## 2173 12494 437.219 179.2801 89.50730 0.8664525
## 2174 13415 464.293 191.9578 89.88297 0.8835995
## 2175 12868 454.859 191.5862 86.50890 0.8922507
## 2176 13034 449.851 180.1971 93.86512 0.8536162
## 2177 12918 459.828 193.3466 86.05883 0.8954802
## 2178 12260 453.238 190.8469 83.03071 0.9003993
## 2179 12419 452.199 183.3866 87.75107 0.8780859
## 2180 12881 457.784 192.6272 86.60135 0.8932400
## 2181 12624 452.732 192.1110 84.61237 0.8977845
## 2182 12437 434.672 174.9662 91.87350 0.8510449
## 2183 14026 467.765 191.7354 94.24737 0.8708498
## 2184 11271 404.464 158.9888 91.34058 0.8184980
## 2185 11929 436.863 177.1895 86.98807 0.8711977
## 2186 12387 442.270 177.7196 90.97150 0.8590557
## 2187 12837 445.638 178.1983 93.73123 0.8504882
## 2188 12638 454.561 187.5694 86.98496 0.8859670
## 2189 10594 401.244 167.1878 81.09771 0.8744756
## 2190 12337 446.220 180.5418 87.79291 0.8738060
## 2191 12249 440.386 178.5881 88.66050 0.8680639
## 2192 12198 442.421 183.6642 85.49796 0.8850414
## 2193 11523 441.403 183.0506 81.27246 0.8960322
## 2194 12094 432.391 173.4188 89.67160 0.8559363
## 2195 10246 419.950 178.9237 74.24162 0.9098513
## 2196 10578 414.620 167.7519 81.58570 0.8737656
## 2197 12131 444.926 183.8381 85.05927 0.8865224
## 2198 13340 474.682 201.3853 85.88859 0.9044929
## 2199 11387 434.793 182.1069 80.46819 0.8970775
## 2200 12331 441.440 175.6099 90.82543 0.8558646
## 2201 12297 440.601 173.3264 92.03754 0.8473673
## 2202 11776 430.333 173.5693 87.46633 0.8637460
## 2203 12823 450.641 180.6975 91.78145 0.8613992
## 2204 10973 419.263 169.8408 83.49603 0.8708135
## 2205 13361 456.745 183.1963 93.64111 0.8594905
## 2206 9414 407.825 179.5459 66.91816 0.9279487
## 2207 10997 421.485 171.5614 82.59306 0.8764902
## 2208 11502 425.956 173.2732 85.45619 0.8699230
## 2209 12031 444.462 184.7830 84.48428 0.8893598
## 2210 13095 449.346 180.7814 92.73416 0.8584107
## 2211 11670 434.086 172.9773 87.95358 0.8610804
## 2212 12214 444.292 180.8754 87.68394 0.8746387
## 2213 10819 413.257 165.1614 84.57162 0.8589530
## 2214 11217 424.085 168.6538 86.48293 0.8585179
## 2215 12574 466.520 197.8632 81.88799 0.9103398
## 2216 10884 406.719 156.7771 89.60812 0.8205577
## 2217 12749 443.437 177.1732 92.91598 0.8514500
## 2218 10412 408.720 163.7529 82.41429 0.8641208
## 2219 12737 445.154 178.9357 91.93398 0.8579207
## 2220 10360 411.240 169.4011 78.57223 0.8859276
## 2221 10809 426.054 176.3166 79.29939 0.8931516
## 2222 11890 434.026 178.1898 85.34988 0.8778242
## 2223 12013 443.478 189.2869 81.28728 0.9030956
## 2224 12323 438.653 174.6048 91.00725 0.8534232
## 2225 11669 432.099 175.2771 86.84153 0.8686348
## 2226 11658 443.261 179.8142 83.87640 0.8845415
## 2227 10800 406.483 163.4090 85.19110 0.8533510
## 2228 12280 444.423 182.7072 86.71580 0.8801929
## 2229 11639 428.312 172.3715 87.17017 0.8627029
## 2230 11145 420.315 169.1323 85.58923 0.8625048
## 2231 10036 402.859 166.1566 77.91069 0.8832517
## 2232 11860 432.059 174.3138 88.15498 0.8626943
## 2233 11778 432.257 173.4862 87.75865 0.8626193
## 2234 11759 426.138 173.6891 87.18202 0.8649007
## 2235 12373 438.881 175.8273 90.91232 0.8559524
## 2236 13218 458.763 183.6307 93.50396 0.8606507
## 2237 11656 434.396 175.5901 85.71838 0.8727467
## 2238 12086 438.503 179.4166 86.54947 0.8759545
## 2239 14009 481.977 198.5251 91.06323 0.8885918
## 2240 11454 419.313 174.1763 84.37674 0.8748284
## 2241 11923 432.334 174.2366 88.13160 0.8626416
## 2242 11469 429.858 175.5099 85.11320 0.8745430
## 2243 11451 426.247 176.1218 84.35532 0.8778366
## 2244 12831 452.720 184.2465 89.26257 0.8748059
## 2245 12201 443.456 178.0856 88.47781 0.8678493
## 2246 11794 434.619 176.4444 86.10284 0.8728501
## 2247 11487 428.089 173.9548 85.48769 0.8709135
## 2248 12863 448.508 182.8619 90.77281 0.8680934
## 2249 11070 419.403 173.5750 82.15421 0.8808978
## 2250 12220 436.982 171.4109 92.14523 0.8432196
## 2251 11690 432.519 183.0266 82.30772 0.8931779
## 2252 12416 449.740 190.6076 83.51945 0.8988897
## 2253 10629 416.890 172.1909 79.67412 0.8865107
## 2254 11379 438.164 182.2001 80.88667 0.8960544
## 2255 11825 437.451 182.3556 83.66199 0.8885474
## 2256 11314 424.085 178.7832 81.83676 0.8890845
## 2257 10805 410.445 164.7044 84.79468 0.8572927
## 2258 12613 450.206 184.8757 88.06604 0.8792543
## 2259 10289 406.538 170.2440 77.37798 0.8907405
## 2260 10852 433.645 177.9626 80.45235 0.8919802
## 2261 9798 416.668 182.4252 69.40627 0.9247956
## 2262 10847 414.451 165.5852 85.00729 0.8581644
## 2263 11433 426.925 175.8685 84.19808 0.8779481
## 2264 10502 402.834 162.6251 83.31460 0.8588002
## 2265 11296 424.701 169.2069 87.00450 0.8576763
## 2266 11378 426.614 179.3922 81.97147 0.8894975
## 2267 10318 413.211 173.1610 76.91557 0.8959349
## 2268 9862 396.862 166.7617 75.71849 0.8909751
## 2269 11139 423.324 173.0767 82.68975 0.8784884
## 2270 12269 435.656 175.9555 90.29810 0.8582768
## 2271 10780 407.158 163.3930 85.59428 0.8518074
## 2272 11867 434.813 185.7045 81.84723 0.8976352
## 2273 10968 406.794 161.5101 87.89693 0.8389430
## 2274 12381 434.159 173.1007 91.96291 0.8472037
## 2275 10745 422.233 183.7095 75.03774 0.9127768
## 2276 11366 423.115 171.9066 85.57930 0.8672779
## 2277 12605 448.846 186.7164 86.67118 0.8857377
## 2278 11983 430.631 175.6786 87.90483 0.8658100
## 2279 11385 436.607 180.0699 82.65318 0.8884331
## 2280 12053 449.604 189.5010 82.26611 0.9008552
## 2281 11964 447.506 191.4438 80.27491 0.9078417
## 2282 12577 443.146 181.5305 89.81944 0.8690128
## 2283 10492 405.910 162.7977 83.49519 0.8584620
## 2284 11342 440.199 188.0708 77.18611 0.9119012
## 2285 12071 438.700 178.7846 87.50312 0.8720408
## 2286 11790 432.327 181.3407 83.65613 0.8872337
## 2287 11634 427.105 171.3263 88.26649 0.8570729
## 2288 10915 419.586 171.5423 82.83171 0.8756951
## 2289 9117 393.838 167.6114 69.95189 0.9087478
## 2290 10390 420.794 174.0456 77.64330 0.8949787
## 2291 11174 430.305 175.4828 83.01684 0.8810211
## 2292 12027 445.202 178.7363 87.69733 0.8713555
## 2293 12537 440.106 177.2747 91.08681 0.8578996
## 2294 11392 424.524 172.1982 85.84372 0.8668799
## 2295 10538 401.343 166.7663 81.17021 0.8735522
## 2296 11912 430.371 177.4822 86.58568 0.8729244
## 2297 11335 426.584 172.7470 85.12077 0.8701720
## 2298 12067 440.001 187.7614 82.31121 0.8987887
## 2299 12416 447.963 187.2995 85.39175 0.8900259
## 2300 11447 436.869 180.4373 82.31013 0.8898926
## 2301 12683 444.531 176.6250 92.58025 0.8516181
## 2302 10584 437.048 188.4414 72.54809 0.9229207
## 2303 10817 403.998 167.4234 82.72127 0.8694140
## 2304 11926 435.754 173.2696 89.63291 0.8558022
## 2305 10941 423.408 172.8511 81.42479 0.8820963
## 2306 9679 399.848 168.5392 74.09880 0.8981676
## 2307 12735 441.380 174.7375 94.10660 0.8425874
## 2308 11691 426.280 176.1900 85.12367 0.8755454
## 2309 11573 427.281 176.7891 84.64529 0.8779281
## 2310 11490 424.562 172.4065 85.88820 0.8670778
## 2311 10380 399.053 161.8737 82.76502 0.8594059
## 2312 10032 403.096 165.6066 78.48328 0.8805712
## 2313 11287 421.993 176.1826 82.72874 0.8828993
## 2314 11201 416.535 171.0030 84.24180 0.8702369
## 2315 13387 458.956 180.4008 95.74206 0.8475481
## 2316 12188 441.283 181.4772 86.31769 0.8796405
## 2317 11016 404.354 166.7066 84.50535 0.8619986
## 2318 11881 429.802 173.5250 88.33556 0.8607280
## 2319 10816 417.781 170.9293 81.66611 0.8784811
## 2320 11125 420.209 173.1719 82.77818 0.8783535
## 2321 9369 396.760 164.6172 73.85871 0.8936978
## 2322 11601 447.128 191.3826 78.36671 0.9123206
## 2323 12945 454.678 185.9102 89.59597 0.8762089
## 2324 12070 444.455 183.9395 85.08071 0.8865946
## 2325 12036 436.155 177.3366 87.97986 0.8682551
## 2326 12419 439.157 175.8541 90.91185 0.8560016
## 2327 11334 433.389 178.9897 82.29804 0.8880267
## 2328 10562 407.194 168.7753 80.46923 0.8790209
## 2329 10895 411.590 167.4412 84.25878 0.8641618
## 2330 10583 401.310 164.7356 82.48628 0.8656098
## 2331 10440 405.615 165.2468 82.02889 0.8680927
## 2332 10365 416.339 169.5866 79.64149 0.8828679
## 2333 11632 442.444 187.0115 80.88976 0.9016153
## 2334 11535 420.812 169.7304 87.86320 0.8555844
## 2335 9762 397.249 161.8663 78.29550 0.8752312
## 2336 11119 415.024 171.2815 83.17962 0.8741639
## 2337 11396 431.297 177.6384 82.85764 0.8845529
## 2338 12126 432.951 169.8047 92.43899 0.8388361
## 2339 11243 430.933 179.9997 81.03175 0.8929392
## 2340 12574 444.631 174.5603 93.24240 0.8453860
## 2341 13098 458.733 187.3158 90.63008 0.8751588
## 2342 10961 419.388 169.5791 84.24118 0.8678845
## 2343 10590 412.507 173.7112 78.52342 0.8920006
## 2344 10579 405.122 167.2933 81.34565 0.8738222
## 2345 11323 422.438 169.9846 86.26496 0.8616593
## 2346 10512 418.067 170.8184 79.28154 0.8857682
## 2347 10866 404.358 163.9324 85.32536 0.8538670
## 2348 11919 434.263 175.5642 87.84673 0.8658127
## 2349 12692 456.793 181.2328 91.12804 0.8643894
## 2350 8328 369.738 152.5659 70.56860 0.8865957
## 2351 11354 426.873 172.3963 85.40240 0.8686739
## 2352 11291 432.646 177.0127 82.56719 0.8845487
## 2353 11905 433.250 172.7706 89.23660 0.8562852
## 2354 10725 411.691 164.6003 84.29297 0.8589217
## 2355 11907 448.165 185.9812 82.81884 0.8953776
## 2356 11862 436.300 177.2002 86.44499 0.8729342
## 2357 11912 439.636 179.9776 85.30270 0.8805448
## 2358 12101 435.929 178.3973 86.98376 0.8730758
## 2359 11749 455.257 192.5900 78.04095 0.9142200
## 2360 13325 468.350 188.9027 90.83171 0.8768092
## 2361 10272 413.692 175.9196 74.96436 0.9046627
## 2362 11259 421.505 172.2118 84.22155 0.8722513
## 2363 10574 415.957 172.7043 78.68140 0.8901926
## 2364 11443 427.231 176.9820 82.91759 0.8834589
## 2365 9346 383.744 158.0489 75.98289 0.8768546
## 2366 11432 424.177 170.6646 86.86543 0.8607765
## 2367 10993 428.704 179.5782 78.64101 0.8990136
## 2368 10218 401.773 163.2448 80.51645 0.8699016
## 2369 11200 428.167 176.1075 82.36244 0.8838964
## 2370 9080 396.540 165.6870 70.25223 0.9056596
## 2371 13103 456.786 184.1747 91.96735 0.8664012
## 2372 10561 417.933 172.8907 79.52290 0.8879394
## 2373 11249 418.938 168.6086 86.19229 0.8594633
## 2374 10214 392.240 158.9323 82.07256 0.8563479
## 2375 12042 440.700 177.1114 88.22966 0.8670856
## 2376 11226 425.013 180.2343 79.79391 0.8966583
## 2377 14932 488.865 203.9393 94.11240 0.8871545
## 2378 10873 416.669 168.9404 83.34116 0.8698496
## 2379 11859 421.813 169.9308 89.38181 0.8504910
## 2380 9519 402.219 173.3812 70.51072 0.9135705
## 2381 11565 428.486 180.7183 81.82832 0.8916148
## 2382 11860 429.793 178.2136 85.30595 0.8779935
## 2383 13085 446.307 179.1730 94.19096 0.8506711
## 2384 10453 421.516 171.9845 78.82700 0.8887780
## 2385 9120 383.573 158.4627 74.15768 0.8837380
## 2386 11316 429.635 177.2783 82.78519 0.8842686
## 2387 12800 448.292 185.5537 88.76694 0.8781477
## 2388 11599 432.317 180.8819 82.32106 0.8904355
## 2389 11715 430.379 172.7518 87.85531 0.8610243
## 2390 10132 398.672 162.8452 80.07436 0.8707530
## 2391 11828 437.907 184.9573 82.34544 0.8954245
## 2392 11624 452.371 190.0177 79.30647 0.9087396
## 2393 11910 434.738 178.3673 86.32252 0.8750905
## 2394 12136 455.429 195.5704 80.09987 0.9122785
## 2395 11787 434.514 181.2905 83.34933 0.8880454
## 2396 12347 452.290 186.8960 85.22990 0.8899652
## 2397 11247 419.191 173.8455 82.95931 0.8787940
## 2398 12037 436.202 177.2335 87.29961 0.8702738
## 2399 11765 429.293 175.0631 86.72860 0.8686574
## 2400 10536 425.367 182.9502 73.86765 0.9148657
## 2401 11320 423.992 173.0911 84.60882 0.8723897
## 2402 11569 433.013 183.7203 80.48042 0.8989460
## 2403 12182 433.837 180.6137 86.60644 0.8775353
## 2404 11584 434.739 180.8474 82.18375 0.8907790
## 2405 10803 409.125 169.4149 81.78897 0.8757455
## 2406 11908 430.703 174.3730 88.10851 0.8629510
## 2407 10144 416.151 173.6658 75.35471 0.9009580
## 2408 12608 440.125 174.6025 93.52520 0.8444424
## 2409 12099 427.179 170.9198 91.33012 0.8452666
## 2410 12579 445.888 185.2803 86.88208 0.8832394
## 2411 10685 421.038 172.4182 79.99728 0.8858497
## 2412 12120 441.000 180.3765 86.71608 0.8768575
## 2413 9468 386.498 162.4739 74.97504 0.8871616
## 2414 12663 441.288 180.8767 89.98505 0.8674675
## 2415 11266 414.729 166.4274 87.76852 0.8496367
## 2416 12161 430.587 171.6248 92.09138 0.8438458
## 2417 10035 398.097 162.6619 79.64612 0.8719234
## 2418 12161 448.592 186.4013 84.41882 0.8915676
## 2419 12397 433.352 171.6093 92.98810 0.8404692
## 2420 11410 436.369 180.8026 81.64021 0.8922492
## 2421 11703 422.053 166.0104 91.12495 0.8358807
## 2422 12535 442.938 185.8367 86.91272 0.8838961
## 2423 11782 433.737 182.7408 83.04752 0.8907695
## 2424 12693 448.158 180.0896 91.82332 0.8602481
## 2425 12678 452.926 190.8386 85.65090 0.8936256
## 2426 11840 420.141 166.9289 90.98129 0.8384164
## 2427 12397 446.319 184.8003 86.41624 0.8839298
## 2428 13056 485.661 205.5296 82.62533 0.9156345
## 2429 12266 438.823 178.8424 88.80107 0.8680182
## 2430 9571 388.592 160.9366 76.43877 0.8800063
## 2431 11236 421.444 171.7626 84.28899 0.8713120
## 2432 14658 477.117 189.5666 99.99778 0.8495505
## 2433 11553 432.478 177.9644 84.06338 0.8814054
## 2434 12615 458.235 185.0420 88.18565 0.8791359
## 2435 12692 447.739 174.8806 94.16079 0.8426710
## 2436 10975 420.522 169.9668 83.40964 0.8713055
## 2437 13553 455.190 179.3602 97.49702 0.8393560
## 2438 12213 442.272 183.6993 85.81993 0.8841643
## 2439 12837 464.768 194.3007 85.33184 0.8984020
## 2440 12885 463.438 192.9679 86.65742 0.8934931
## 2441 11911 441.060 185.2056 82.24365 0.8959936
## 2442 13045 446.006 174.6898 96.45602 0.8337408
## 2443 12637 455.291 187.8065 86.84584 0.8866600
## 2444 11483 429.552 173.8620 85.40532 0.8710330
## 2445 12237 432.390 169.6468 93.41069 0.8347570
## 2446 12675 466.101 195.8082 83.40395 0.9047480
## 2447 12649 459.945 190.4370 85.74950 0.8928886
## 2448 13217 471.751 194.1313 88.09218 0.8911157
## 2449 11372 435.593 179.5672 81.47213 0.8911474
## 2450 12831 455.242 187.2671 88.07062 0.8825098
## 2451 11742 428.034 171.2319 88.02340 0.8577545
## 2452 10667 411.747 163.9303 84.71981 0.8561037
## 2453 11470 427.198 174.0391 85.10542 0.8722828
## 2454 10167 406.826 160.9619 82.92120 0.8570937
## 2455 12720 443.455 183.2024 89.49655 0.8725572
## 2456 11027 422.389 172.8674 82.66507 0.8782514
## 2457 11794 422.102 169.2857 89.53071 0.8487006
## 2458 12301 440.007 175.4167 90.57800 0.8563722
## 2459 12204 436.855 169.2932 93.18581 0.8348745
## 2460 11458 437.441 178.6036 83.98285 0.8825496
## 2461 10882 411.746 168.9595 83.18147 0.8704165
## 2462 12053 440.978 180.0957 86.76285 0.8763034
## 2463 11281 424.971 170.9760 85.27378 0.8667475
## 2464 10948 408.439 167.1761 83.68789 0.8656804
## 2465 11525 432.299 177.1161 83.65916 0.8814160
## 2466 12340 456.397 189.2251 84.49088 0.8947787
## 2467 11340 420.921 169.6353 86.17672 0.8613502
## 2468 12326 444.067 181.0114 87.66717 0.8748918
## 2469 11975 434.911 176.5403 87.28522 0.8692226
## 2470 9944 407.361 169.6447 75.97414 0.8941124
## 2471 11432 428.537 172.6930 85.30267 0.8694872
## 2472 12695 447.834 179.0824 91.47324 0.8597063
## 2473 10864 426.578 174.1101 81.12305 0.8848218
## 2474 12913 449.024 178.1638 93.14697 0.8524452
## 2475 13117 451.868 173.7209 98.30622 0.8244835
## 2476 10713 443.404 192.8862 71.78690 0.9281636
## 2477 10344 406.189 169.3667 78.96368 0.8846639
## 2478 10483 419.016 176.6201 76.32422 0.9018076
## 2479 11697 424.148 170.5521 88.91115 0.8533651
## 2480 12764 449.549 185.9381 88.23936 0.8802215
## 2481 10784 424.144 176.9600 78.46128 0.8963316
## 2482 12811 453.937 185.7289 89.51059 0.8762030
## 2483 12593 449.570 179.3676 90.69928 0.8627319
## 2484 10767 410.623 166.0232 83.88680 0.8629604
## 2485 10572 403.269 164.5725 81.97684 0.8671081
## 2486 11312 421.546 168.2560 87.21075 0.8551857
## 2487 10740 422.768 182.9649 75.03802 0.9120305
## 2488 11052 418.950 170.4664 83.59332 0.8715088
## 2489 11906 433.856 174.2998 88.25261 0.8623418
## 2490 12466 453.447 185.6161 86.58857 0.8845250
## 2491 12871 448.582 183.8745 90.27630 0.8711783
## 2492 12714 434.118 169.2552 96.89130 0.8199349
## 2493 13066 458.262 186.3459 90.90146 0.8729495
## 2494 11682 437.040 176.2310 86.32249 0.8718203
## 2495 11422 421.065 169.5422 87.03212 0.8581877
## 2496 11278 422.186 170.4182 86.04628 0.8631704
## 2497 11462 423.235 171.5893 85.72186 0.8662702
## 2498 12057 448.441 183.9450 85.17786 0.8863261
## 2499 10989 431.124 180.4800 78.81408 0.8996114
## 2500 9516 386.821 155.5245 79.22836 0.8605139
## 2501 12317 432.301 174.6309 90.63893 0.8547552
## 2502 12675 453.352 191.3368 85.13000 0.8955692
## 2503 9292 414.119 183.6397 64.87107 0.9355283
## 2504 12540 456.202 185.9807 87.51025 0.8823819
## 2505 9373 383.049 159.3786 75.75037 0.8798316
## 2506 14350 472.021 189.9022 97.03053 0.8596104
## 2507 11870 432.298 177.3648 86.76659 0.8721725
## 2508 9732 395.624 166.2511 75.57278 0.8907109
## 2509 11671 430.240 177.1801 84.81886 0.8779702
## 2510 10851 408.930 168.0082 83.32895 0.8683332
## 2511 13314 457.698 182.6723 94.06268 0.8572348
## 2512 10510 416.711 174.7803 77.30443 0.8968697
## 2513 10874 426.873 177.2503 79.62495 0.8934196
## 2514 12539 437.426 174.9006 92.72463 0.8479000
## 2515 11102 423.594 173.8626 82.35934 0.8806843
## 2516 10395 415.296 170.1935 79.33728 0.8847008
## 2517 10669 404.801 162.4952 84.97768 0.8523603
## 2518 9768 413.558 179.7978 69.92797 0.9212691
## 2519 11423 418.604 169.0733 87.28488 0.8564351
## 2520 13135 459.256 189.7806 89.05083 0.8830758
## 2521 10815 420.815 179.9677 77.09937 0.9035860
## 2522 10829 404.751 160.1179 87.50862 0.8374420
## 2523 11686 433.439 176.7624 85.64665 0.8747748
## 2524 9763 404.146 169.1859 74.55428 0.8976716
## 2525 12366 451.861 180.8659 89.14079 0.8701110
## 2526 9621 408.717 175.7336 70.45018 0.9161253
## 2527 11590 435.846 176.9395 84.80960 0.8776435
## 2528 13060 465.648 192.3720 87.59805 0.8903087
## 2529 11928 439.919 181.0348 85.22491 0.8822585
## 2530 11230 422.718 172.9000 83.84802 0.8745414
## 2531 11603 427.525 175.9404 84.68665 0.8765355
## 2532 10589 411.929 170.2721 80.86866 0.8800194
## 2533 11245 421.548 174.5755 82.91380 0.8800153
## 2534 10190 397.786 161.4774 81.71532 0.8625054
## 2535 12019 442.112 183.9819 84.30915 0.8888249
## 2536 11746 431.827 174.5801 87.34896 0.8658304
## 2537 12613 459.913 193.3721 84.31453 0.8999360
## 2538 11559 435.185 178.7821 83.54547 0.8840970
## 2539 13950 490.427 209.6512 85.35925 0.9133618
## 2540 11224 424.747 174.4214 83.19823 0.8789058
## 2541 11993 438.074 175.5401 88.08393 0.8649905
## 2542 11479 421.075 171.3476 85.80914 0.8655689
## 2543 11485 424.488 175.3154 84.48103 0.8762370
## 2544 12837 463.322 192.9237 86.35762 0.8942209
## 2545 10873 408.489 167.7020 83.42142 0.8674994
## 2546 10664 414.939 168.0791 81.73141 0.8738099
## 2547 10729 414.699 171.7299 81.42698 0.8804401
## 2548 10841 410.332 167.1150 84.25272 0.8636101
## 2549 12020 425.734 175.5487 87.59830 0.8666036
## 2550 12314 440.146 180.8367 87.92054 0.8738545
## 2551 11792 427.783 180.8717 83.27078 0.8877190
## 2552 8505 359.100 147.7989 73.80869 0.8663797
## 2553 11928 432.523 171.0195 90.06602 0.8500873
## 2554 11915 433.284 178.5229 86.50726 0.8747512
## 2555 10789 413.740 170.5183 81.97903 0.8768501
## 2556 10366 403.460 162.3562 83.06848 0.8591979
## 2557 11476 424.783 169.0904 88.18060 0.8532515
## 2558 12368 449.858 182.7324 87.26391 0.8786044
## 2559 10695 406.451 164.5703 84.04564 0.8597605
## 2560 11240 426.644 175.5941 82.95659 0.8813662
## 2561 11552 432.812 178.8908 84.07980 0.8826630
## 2562 11122 410.987 165.0363 87.14314 0.8492294
## 2563 13099 453.366 180.9826 93.60397 0.8558654
## 2564 9510 401.492 169.6710 72.38471 0.9044319
## 2565 12466 448.857 181.1934 88.68750 0.8720239
## 2566 10595 407.267 166.1306 82.56895 0.8677436
## 2567 10828 415.851 167.3563 83.59039 0.8663279
## 2568 10667 415.237 170.3362 81.36894 0.8785251
## 2569 12845 464.121 194.3322 85.52434 0.8979520
## 2570 11072 421.000 174.7893 81.57894 0.8844013
## 2571 12495 443.678 184.9877 87.13018 0.8821304
## 2572 9723 388.617 158.3608 79.34258 0.8654333
## 2573 11905 443.769 185.2702 83.60574 0.8923907
## 2574 11809 433.054 170.8712 89.48264 0.8519121
## 2575 12219 436.206 179.4359 87.93397 0.8716900
## 2576 12898 454.767 184.3740 90.95403 0.8698520
## 2577 11659 442.338 186.1500 81.04517 0.9002488
## 2578 11119 427.046 178.8131 80.61784 0.8925999
## 2579 11128 423.237 173.3953 82.44135 0.8797411
## 2580 11504 432.444 175.7851 84.95903 0.8754482
## 2581 12093 432.828 176.8203 88.09727 0.8670446
## 2582 12239 432.298 168.4901 94.25422 0.8288944
## 2583 11180 415.410 169.4637 85.45352 0.8635527
## 2584 9622 403.774 170.7180 72.92541 0.9041719
## 2585 10088 406.661 169.0680 77.43073 0.8889596
## 2586 12525 455.181 183.6693 88.25433 0.8769911
## 2587 10386 405.968 165.6750 81.03001 0.8722333
## 2588 12378 459.976 191.2495 83.99847 0.8983850
## 2589 12588 445.298 181.6568 89.52711 0.8701218
## 2590 10227 403.999 164.8087 80.21973 0.8735443
## 2591 10870 414.278 164.7044 85.40578 0.8550535
## 2592 11031 414.440 170.6847 83.09671 0.8734893
## 2593 9918 398.955 161.4676 79.89353 0.8690091
## 2594 9976 406.079 168.0612 76.86061 0.8892934
## 2595 10007 391.459 163.9286 78.13725 0.8790909
## 2596 10427 405.578 170.5611 78.14708 0.8888612
## 2597 12895 449.513 186.6615 88.58875 0.8802039
## 2598 10918 422.489 176.8049 79.60382 0.8929099
## 2599 11485 419.405 175.8681 83.69998 0.8794860
## 2600 10388 400.591 166.1858 80.09373 0.8761971
## 2601 11470 426.625 175.5957 83.90218 0.8784606
## 2602 12714 454.545 185.1233 88.69659 0.8777484
## 2603 10510 420.022 175.7177 78.40139 0.8949442
## 2604 11983 432.439 172.4249 89.33904 0.8553001
## 2605 11415 438.930 184.5671 80.09942 0.9009199
## 2606 11300 415.473 166.0730 87.74008 0.8490438
## 2607 11597 433.682 180.8439 82.67798 0.8893749
## 2608 11501 439.538 182.6631 81.62103 0.8946143
## 2609 11646 435.607 177.8408 84.54723 0.8797645
## 2610 10539 420.637 174.8198 77.63504 0.8959841
## 2611 9801 391.965 162.8990 76.97165 0.8813246
## 2612 11780 435.671 181.6983 83.58512 0.8879078
## 2613 10468 427.714 182.2040 74.52766 0.9125191
## 2614 10787 405.899 167.3853 82.44202 0.8702964
## 2615 10796 416.259 168.6012 82.71273 0.8713950
## 2616 9972 397.638 165.3996 77.70962 0.8827571
## 2617 9751 412.598 175.4506 71.44276 0.9133409
## 2618 11102 425.971 174.8511 81.74403 0.8839896
## 2619 11364 428.953 180.7597 80.28202 0.8959590
## 2620 12587 461.781 193.9949 83.73389 0.9020512
## 2621 9335 388.806 160.1562 75.16480 0.8830271
## 2622 12106 448.500 186.5051 83.69872 0.8936451
## 2623 12411 443.555 178.2272 90.22404 0.8623983
## 2624 12387 445.614 175.6297 91.31130 0.8542221
## 2625 10683 408.282 170.3452 80.44706 0.8814598
## 2626 11071 419.594 170.4642 83.97248 0.8702498
## 2627 11617 418.454 167.9147 88.90757 0.8483222
## 2628 12630 444.059 180.0849 90.35011 0.8650368
## 2629 11992 431.157 173.3000 89.58514 0.8560236
## 2630 9544 386.563 161.7483 75.56026 0.8841796
## 2631 12261 438.898 173.3647 90.88268 0.8515778
## 2632 11392 427.745 174.0229 84.52708 0.8741122
## 2633 11465 423.788 174.0730 84.73955 0.8735108
## 2634 11111 419.930 175.1371 81.11839 0.8862691
## 2635 11234 425.931 176.3020 82.10153 0.8849495
## 2636 9520 394.891 161.3152 76.16378 0.8815222
## 2637 11889 440.948 178.9921 85.91994 0.8772571
## 2638 11197 429.450 178.2169 81.27737 0.8899497
## 2639 10445 409.960 168.4745 80.43509 0.8786688
## 2640 12638 450.403 185.5312 87.92228 0.8805815
## 2641 10497 405.346 165.3482 81.97666 0.8684469
## 2642 10531 415.106 171.4884 78.90145 0.8878683
## 2643 13677 467.248 191.0118 91.82099 0.8768805
## 2644 11075 416.850 165.2963 86.27912 0.8529660
## 2645 10598 411.479 162.2023 85.22141 0.8508541
## 2646 11297 416.680 165.3592 88.23675 0.8457329
## 2647 12199 438.063 178.8558 88.10280 0.8702607
## 2648 12840 470.096 199.2615 82.79353 0.9095923
## 2649 9221 387.094 159.2245 74.90333 0.8824395
## 2650 9154 383.677 158.3174 74.56001 0.8821584
## 2651 12198 432.027 176.9954 88.56769 0.8657970
## 2652 11149 416.891 167.2921 86.69962 0.8552275
## 2653 10632 405.416 167.3259 81.34428 0.8738794
## 2654 12956 458.656 187.2115 89.15869 0.8793122
## 2655 12418 453.046 187.8212 85.17219 0.8912691
## 2656 11573 446.924 186.3488 80.14229 0.9027974
## 2657 11816 446.100 187.1432 81.82019 0.8993612
## 2658 10655 417.974 177.5076 77.15759 0.9005888
## 2659 11764 430.184 171.9667 88.35490 0.8579156
## 2660 12635 439.083 171.2287 94.81418 0.8326974
## 2661 12089 440.726 179.9623 86.65957 0.8764225
## 2662 12173 438.319 180.3327 87.05815 0.8757505
## 2663 11185 414.181 170.0182 84.11061 0.8690552
## 2664 13076 450.345 183.5969 91.70959 0.8663048
## 2665 10557 412.668 168.8086 80.59271 0.8786748
## 2666 12349 452.009 187.9687 84.54865 0.8931285
## 2667 11449 411.300 156.9255 94.25743 0.7995114
## 2668 11875 425.451 174.0942 87.36473 0.8649694
## 2669 11322 415.486 165.3483 88.39619 0.8451015
## 2670 13183 462.732 190.4267 89.31358 0.8831885
## 2671 11509 435.867 178.4245 83.85387 0.8826832
## 2672 10156 409.290 177.7450 73.22963 0.9111872
## 2673 10134 406.045 167.6055 78.04086 0.8849836
## 2674 10420 415.056 170.5126 79.28839 0.8853105
## 2675 12181 434.813 179.2253 86.98540 0.8743249
## 2676 12124 446.440 188.9753 82.71680 0.8991152
## 2677 11930 434.806 175.3012 87.98391 0.8649248
## 2678 10900 417.597 172.6921 81.00117 0.8831717
## 2679 12213 452.404 192.3418 81.44420 0.9059266
## 2680 11917 437.304 179.5765 85.64931 0.8789295
## 2681 12406 434.731 172.1839 92.85658 0.8421220
## 2682 11923 434.420 182.1936 84.14085 0.8869731
## 2683 10896 419.385 174.1400 80.54836 0.8865934
## 2684 12209 445.889 184.8757 85.02141 0.8879790
## 2685 8604 373.683 153.5796 72.30965 0.8822248
## 2686 12633 452.003 186.4345 87.42464 0.8832356
## 2687 10524 402.495 164.0819 82.46438 0.8645304
## 2688 12625 448.337 182.1019 89.70995 0.8702356
## 2689 11977 442.364 185.2654 83.16058 0.8935958
## 2690 11961 429.367 175.4431 87.64793 0.8662676
## 2691 11281 407.101 160.9101 90.44052 0.8270990
## 2692 13751 451.941 175.4112 101.14427 0.8170178
## 2693 12382 453.050 187.1070 85.73008 0.8888556
## 2694 13825 483.200 205.7550 86.98260 0.9062471
## 2695 13589 479.836 201.7118 87.16551 0.9018118
## 2696 11771 430.470 181.3030 83.21957 0.8884320
## 2697 11711 447.004 190.9449 79.28987 0.9097074
## 2698 12331 431.364 177.1305 89.42496 0.8632050
## 2699 11046 423.498 183.4550 76.97342 0.9077200
## 2700 12258 447.846 186.6801 84.94548 0.8904750
## 2701 12162 450.791 186.6924 84.63767 0.8913307
## 2702 11106 415.985 175.1868 81.15784 0.8862199
## 2703 12081 431.521 173.5223 89.55707 0.8565207
## 2704 12397 435.949 174.2317 91.89648 0.8495933
## 2705 13799 454.741 184.8683 95.91586 0.8548753
## 2706 11133 431.702 184.9530 77.73632 0.9073837
## 2707 12955 451.803 191.7146 86.62510 0.8920969
## 2708 12056 431.851 182.3631 84.43254 0.8863629
## 2709 12558 452.693 189.4782 85.08825 0.8934985
## 2710 12326 441.585 179.0664 89.27005 0.8668721
## 2711 12406 433.572 175.8929 91.14063 0.8552837
## 2712 11686 441.184 180.6961 83.45304 0.8869622
## 2713 12393 438.891 184.7748 86.00999 0.8850556
## 2714 12345 438.025 177.2792 89.73426 0.8624310
## 2715 11511 439.513 183.2423 81.79848 0.8948359
## 2716 11635 449.309 197.5706 75.25814 0.9246090
## 2717 11720 425.450 171.5880 88.36038 0.8572162
## 2718 12450 443.372 181.6821 88.50525 0.8733220
## 2719 10074 416.972 172.3453 75.89259 0.8978252
## 2720 13320 467.638 200.3821 85.12557 0.9052796
## 2721 11895 429.396 179.2519 85.53614 0.8788034
## 2722 11621 402.211 153.5850 96.63773 0.7772326
## 2723 12272 439.917 181.7064 86.94543 0.8780907
## 2724 12695 464.968 197.8197 82.43714 0.9090309
## 2725 10777 409.273 165.1380 84.58022 0.8588787
## 2726 12734 466.306 198.7257 82.28809 0.9102411
## 2727 13295 465.333 187.3798 91.90883 0.8714440
## 2728 12581 439.155 171.1239 95.38031 0.8302604
## 2729 11097 422.368 172.1637 83.62703 0.8741027
## 2730 11625 430.434 176.3329 86.15995 0.8724962
## 2731 10665 422.400 176.8419 77.75227 0.8981589
## 2732 12206 441.285 186.7603 83.65755 0.8940633
## 2733 12646 473.856 204.0325 79.89774 0.9201385
## 2734 11553 428.697 170.7067 87.52907 0.8585408
## 2735 13028 467.277 194.7334 87.14062 0.8942905
## 2736 12103 439.218 181.9851 85.55490 0.8826023
## 2737 11718 439.204 182.2646 82.59560 0.8914276
## 2738 11672 435.714 179.9276 83.97663 0.8844026
## 2739 11793 417.160 163.0438 93.50110 0.8192251
## 2740 11695 434.134 183.0925 82.14226 0.8937135
## 2741 10975 412.738 169.4501 83.24361 0.8710145
## 2742 11089 421.655 173.6254 82.34242 0.8803884
## 2743 10833 427.684 177.2799 79.53669 0.8937074
## 2744 11550 426.844 173.1857 86.17210 0.8674234
## 2745 12339 435.937 173.0274 92.28986 0.8458739
## 2746 7943 362.673 154.8863 65.93089 0.9048772
## 2747 13207 458.878 187.8336 90.63805 0.8758715
## 2748 12437 462.727 193.9209 83.32165 0.9029868
## 2749 10964 412.822 168.7795 83.76622 0.8681479
## 2750 11322 415.601 164.5981 88.87003 0.8417153
## 2751 10760 420.949 173.4447 80.46677 0.8858700
## 2752 11739 430.492 170.7974 89.44210 0.8519189
## 2753 15115 492.016 200.4536 97.04861 0.8749878
## 2754 11385 419.010 163.7039 89.73259 0.8363868
## 2755 13753 461.130 185.5310 95.42747 0.8575817
## 2756 11701 432.976 184.5192 81.00479 0.8984848
## 2757 12754 450.724 186.2673 88.71730 0.8792882
## 2758 12147 436.070 177.5502 88.56141 0.8667192
## 2759 12784 468.714 197.1924 84.30416 0.9040048
## 2760 11742 437.903 182.2571 83.00418 0.8902748
## 2761 12526 441.330 179.2462 90.15468 0.8643065
## 2762 10925 415.175 170.6876 82.24397 0.8762597
## 2763 12752 455.352 191.7622 85.68018 0.8946318
## 2764 12848 455.645 184.6360 90.01098 0.8731202
## 2765 12730 462.370 192.6936 85.33430 0.8965959
## 2766 11017 416.932 168.3687 84.20007 0.8659714
## 2767 12391 437.619 175.3672 90.81943 0.8554524
## 2768 8848 369.778 150.2788 76.50945 0.8606974
## 2769 11298 436.656 183.2994 79.59326 0.9008043
## 2770 10647 411.133 170.0608 80.81935 0.8798574
## 2771 7833 373.157 162.5164 63.56500 0.9203356
## 2772 11189 427.471 176.9430 81.42934 0.8878148
## 2773 10386 403.296 166.7866 80.29826 0.8764772
## 2774 11753 425.386 176.0082 85.75704 0.8732719
## 2775 10802 424.648 177.2966 78.94319 0.8954011
## 2776 11278 430.263 174.4452 83.79234 0.8770844
## 2777 11418 432.895 184.0162 79.63114 0.9015188
## 2778 11980 434.626 180.0222 85.45049 0.8801658
## 2779 11370 444.688 188.1780 77.82491 0.9104720
## 2780 11422 414.816 166.0494 88.44298 0.8463479
## 2781 10463 417.357 177.1761 76.04584 0.9032045
## 2782 12184 437.839 180.1071 87.29169 0.8746996
## 2783 12407 460.179 187.7366 85.86542 0.8892756
## 2784 11479 429.174 176.4783 83.61654 0.8806291
## 2785 10265 400.322 163.1663 81.64381 0.8658107
## 2786 12748 461.888 190.7080 86.64507 0.8908316
## 2787 11475 447.481 185.6543 80.18083 0.9019299
## 2788 10554 406.919 165.5314 82.37079 0.8673984
## 2789 11497 438.910 179.6929 82.84306 0.8873867
## 2790 13221 448.645 181.1389 93.82220 0.8554065
## 2791 11906 435.760 178.8071 85.96841 0.8768365
## 2792 10849 410.494 167.9847 82.65473 0.8705742
## 2793 10474 403.460 167.8844 80.18859 0.8785547
## 2794 9834 401.005 164.2059 77.19507 0.8826070
## 2795 11502 428.539 174.3047 85.41966 0.8716890
## 2796 9584 390.004 162.2966 75.98748 0.8836219
## 2797 10527 408.978 170.8900 79.37978 0.8855689
## 2798 10773 407.847 167.3578 82.64382 0.8695670
## 2799 12013 458.359 195.0823 79.64271 0.9128693
## 2800 10746 423.991 177.9532 78.12188 0.8984860
## 2801 10852 412.640 168.3557 83.54549 0.8681831
## 2802 11521 429.234 176.8073 84.10378 0.8796182
## 2803 11986 432.291 172.4006 89.62594 0.8542453
## 2804 11706 433.065 181.5539 82.64781 0.8903766
## 2805 11231 427.667 183.5871 78.86173 0.9030381
## 2806 13109 457.170 195.0704 86.00751 0.8975538
## 2807 11144 427.121 182.2164 78.31834 0.9029196
## 2808 9961 392.143 159.5180 80.50272 0.8633168
## 2809 12234 440.000 178.6965 88.44730 0.8689168
## 2810 11722 423.702 174.9563 85.81461 0.8714459
## 2811 10550 411.030 162.7136 83.67723 0.8576339
## 2812 12299 446.102 185.8579 85.45248 0.8880364
## 2813 11968 430.067 170.0014 90.97499 0.8447617
## 2814 10191 403.219 168.6090 77.52805 0.8880175
## 2815 11397 425.756 172.8892 85.73677 0.8683762
## 2816 11916 432.681 176.1550 87.22030 0.8688167
## 2817 11063 428.239 177.5392 80.86371 0.8902513
## 2818 10698 416.798 171.6470 81.13962 0.8812169
## 2819 11485 429.391 173.4995 85.60889 0.8697886
## 2820 11742 439.756 183.1006 83.15661 0.8909211
## 2821 10102 411.808 176.8138 74.26673 0.9075112
## 2822 13033 466.139 198.2071 84.51666 0.9045320
## 2823 10208 394.530 161.6672 81.41670 0.8639330
## 2824 12605 445.693 183.2693 88.23682 0.8764681
## 2825 11505 444.394 187.2301 79.44549 0.9055122
## 2826 12406 441.878 177.8627 90.56725 0.8606496
## 2827 11902 454.942 196.4693 78.05167 0.9177011
## 2828 11339 425.506 177.0471 82.54741 0.8846554
## 2829 12599 450.204 184.9691 87.25172 0.8817540
## 2830 11961 448.565 189.1801 81.78645 0.9017200
## 2831 10786 408.025 165.1299 84.93224 0.8575888
## 2832 12454 437.495 175.8217 91.22920 0.8548512
## 2833 11181 420.413 171.0338 84.87569 0.8681791
## 2834 11500 424.399 171.8174 86.84950 0.8628410
## 2835 10958 422.880 172.1343 82.23724 0.8784956
## 2836 10427 408.157 164.5542 81.85787 0.8674914
## 2837 10475 410.994 170.8587 79.55013 0.8850005
## 2838 11075 412.238 165.4339 86.41811 0.8527175
## 2839 10980 428.084 181.8734 77.56380 0.9045010
## 2840 11542 424.516 171.5045 87.68061 0.8594357
## 2841 11715 429.166 171.0996 89.10729 0.8536837
## 2842 11322 435.201 180.4285 82.20979 0.8901660
## 2843 12295 439.824 176.5827 89.81164 0.8609973
## 2844 12587 451.172 185.7001 87.76485 0.8812685
## 2845 10364 417.103 171.7312 78.38078 0.8897668
## 2846 10862 421.011 175.2200 80.57565 0.8879945
## 2847 10951 424.769 179.1313 78.75501 0.8981694
## 2848 10472 412.989 168.2036 80.14660 0.8791822
## 2849 11577 418.760 168.2886 89.30425 0.8475840
## 2850 11178 419.278 166.6143 87.07088 0.8525845
## 2851 12244 442.190 179.9015 87.80759 0.8727949
## 2852 12279 441.228 180.4839 88.03798 0.8729619
## 2853 11295 417.337 174.0199 83.14223 0.8784827
## 2854 12752 453.495 185.5108 89.19170 0.8768359
## 2855 8965 383.482 156.2894 74.67708 0.8784617
## 2856 10604 409.191 169.1712 80.42681 0.8797607
## 2857 11166 419.433 171.4644 84.32466 0.8707132
## 2858 10106 408.942 167.7953 78.30337 0.8844367
## 2859 11274 426.850 177.3981 82.00110 0.8867531
## 2860 11437 430.612 184.1345 79.24054 0.9026666
## 2861 10983 417.710 171.8403 82.69301 0.8765998
## 2862 11090 416.014 174.9094 81.36546 0.8852128
## 2863 13005 467.800 199.9650 83.36131 0.9089618
## 2864 10680 413.803 171.8820 79.86556 0.8854926
## 2865 10138 414.009 171.6197 77.15939 0.8932325
## 2866 11440 425.752 170.7078 87.12856 0.8599396
## 2867 10168 400.478 162.5630 81.08891 0.8667083
## 2868 11910 427.279 173.2954 88.56226 0.8595523
## 2869 11987 440.784 180.0477 86.14135 0.8781223
## 2870 10472 403.692 164.4824 81.67548 0.8680021
## 2871 10860 411.846 165.1940 85.32478 0.8562796
## 2872 11242 427.252 180.3035 80.25298 0.8954812
## 2873 9876 384.460 156.1648 81.23887 0.8540368
## 2874 12058 433.390 175.5360 88.45161 0.8637653
## 2875 10560 400.179 168.2691 80.58907 0.8778532
## 2876 12837 448.275 180.2652 92.16251 0.8594257
## 2877 11726 450.745 189.0931 80.31675 0.9053120
## 2878 11639 434.606 178.8533 84.30604 0.8819357
## 2879 12483 440.616 176.6435 91.67731 0.8547766
## 2880 11660 433.309 178.6386 84.48659 0.8810908
## 2881 12172 431.196 175.6383 89.33349 0.8609899
## 2882 11795 446.184 189.0429 80.70846 0.9042837
## 2883 11873 430.044 176.7291 86.37125 0.8724401
## 2884 11657 432.565 177.7199 84.21097 0.8806105
## 2885 10513 410.035 165.6566 82.55254 0.8669844
## 2886 10499 408.729 165.5594 82.35825 0.8674901
## 2887 10657 412.839 171.1242 80.39784 0.8827614
## 2888 11176 427.333 176.6559 82.13243 0.8853480
## 2889 9819 410.648 172.6213 73.48200 0.9048722
## 2890 10349 408.076 169.3677 79.00407 0.8845398
## 2891 11366 431.936 179.0713 81.93755 0.8891739
## 2892 10536 397.499 160.9679 83.69868 0.8541838
## 2893 11933 430.867 178.9630 85.46998 0.8785858
## 2894 11512 414.600 166.6442 88.62691 0.8468491
## 2895 10608 404.693 161.5894 85.35479 0.8491074
## 2896 10061 393.383 160.8769 80.60933 0.8654113
## 2897 9251 375.609 151.8242 79.25947 0.8529163
## 2898 11088 421.157 169.4209 85.37567 0.8637466
## 2899 10360 404.329 165.8591 81.19803 0.8719694
## 2900 11857 434.089 175.6073 87.40578 0.8673295
## 2901 11186 416.675 166.8766 86.70951 0.8544080
## 2902 11112 429.653 172.4271 83.92387 0.8735576
## 2903 12260 453.573 193.1613 81.17554 0.9074096
## 2904 11599 431.056 171.9974 86.98845 0.8626775
## 2905 11531 445.739 187.9771 79.08083 0.9072027
## 2906 11786 424.619 171.8439 88.34416 0.8577329
## 2907 11003 417.059 168.2343 85.01897 0.8629084
## 2908 11973 438.148 178.0888 87.27425 0.8716885
## 2909 10187 409.357 170.0636 77.55087 0.8899742
## 2910 11746 436.950 185.2539 81.15396 0.8989415
## 2911 12163 435.498 178.5392 87.81410 0.8706812
## 2912 11422 419.907 168.0319 88.29070 0.8508306
## 2913 10971 407.356 167.4047 84.57907 0.8629805
## 2914 9441 384.340 164.2264 73.37517 0.8946375
## 2915 10925 437.259 181.5909 77.65763 0.9039437
## 2916 11710 424.491 173.7900 86.49895 0.8673372
## 2917 11337 417.271 174.4632 83.50516 0.8780109
## 2918 11681 431.228 183.7964 81.16801 0.8972026
## 2919 11465 434.135 180.8351 82.00426 0.8912688
## 2920 12183 450.666 189.0737 83.80859 0.8963937
## 2921 12008 440.518 185.9887 83.02412 0.8948368
## 2922 10985 419.534 171.9523 83.11388 0.8754249
## 2923 10979 417.363 175.8724 80.27777 0.8897467
## 2924 10928 408.863 168.1287 83.06418 0.8694329
## 2925 10409 391.579 159.8153 83.15290 0.8539798
## 2926 11961 445.053 182.4439 85.08979 0.8845798
## 2927 10351 408.996 168.5679 78.96164 0.8835025
## 2928 12225 436.484 172.7252 91.47328 0.8482547
## 2929 11550 420.837 172.5394 85.41179 0.8688771
## 2930 10389 403.035 164.5246 81.01020 0.8703750
## 2931 11240 438.513 186.4797 77.60256 0.9092984
## 2932 12019 439.725 180.4368 85.92944 0.8793207
## 2933 11210 428.892 181.8733 79.41141 0.8996410
## 2934 11184 419.475 172.6215 83.55089 0.8750613
## 2935 10550 404.295 160.4701 85.45004 0.8464312
## 2936 11544 421.846 170.3458 87.41750 0.8582830
## 2937 12743 449.230 180.9448 90.80772 0.8649528
## 2938 12711 458.733 188.3154 86.86007 0.8872714
## 2939 11545 427.620 167.4121 89.44892 0.8452925
## 2940 11253 422.878 173.4837 84.12681 0.8745551
## 2941 9216 384.342 163.2916 72.26080 0.8967556
## 2942 11814 428.014 175.5794 86.32159 0.8707994
## 2943 9677 390.617 160.3531 77.40150 0.8757889
## 2944 12010 428.140 171.2222 90.10307 0.8503393
## 2945 11016 416.897 174.6275 81.19022 0.8853455
## 2946 12152 454.212 198.8996 78.32301 0.9192040
## 2947 10870 409.491 169.2061 82.09532 0.8744146
## 2948 10546 428.545 179.5966 77.14633 0.9030415
## 2949 10673 404.138 162.7904 84.19616 0.8558609
## 2950 10000 415.274 180.1519 71.01284 0.9190319
## 2951 11486 420.853 175.2575 83.86408 0.8780771
## 2952 12610 454.687 185.6488 87.92713 0.8807288
## 2953 11973 436.183 177.1342 87.45832 0.8696092
## 2954 11285 425.755 175.4244 82.95139 0.8811369
## 2955 11588 428.728 172.8826 86.25784 0.8666372
## 2956 12895 461.582 189.0320 88.76391 0.8828949
## 2957 12152 447.917 185.2463 85.78561 0.8863116
## 2958 9447 407.092 173.8224 70.08594 0.9151100
## 2959 11700 436.929 179.5748 83.98396 0.8838967
## 2960 11783 429.395 172.8370 88.30605 0.8596277
## 2961 12070 432.868 177.1944 87.37621 0.8699673
## 2962 11790 444.343 184.4225 82.44761 0.8945048
## 2963 10962 415.000 170.0981 82.88567 0.8732450
## 2964 11587 423.189 168.6404 88.72871 0.8503970
## 2965 10965 416.627 171.8100 82.71229 0.8764915
## 2966 12093 440.438 176.4805 88.96030 0.8636569
## 2967 11303 422.200 168.0559 87.12608 0.8551170
## 2968 11165 424.161 174.6315 82.31621 0.8819351
## 2969 12743 442.735 181.1397 90.30119 0.8668800
## 2970 10697 407.807 168.2178 81.61740 0.8744094
## 2971 11115 424.730 177.7854 80.54494 0.8914872
## 2972 11251 422.117 171.5508 84.83971 0.8691517
## 2973 10443 406.529 164.5684 81.95932 0.8671622
## 2974 11359 420.872 170.8547 85.41528 0.8660662
## 2975 12465 445.067 177.5295 91.50624 0.8569242
## 2976 12500 444.845 182.4798 88.28197 0.8751839
## 2977 11529 420.456 168.2575 88.48550 0.8505505
## 2978 11481 419.067 170.3296 86.68471 0.8608118
## 2979 11760 432.532 176.1438 86.02405 0.8726344
## 2980 13344 469.528 196.6879 87.38164 0.8958952
## 2981 11044 420.219 165.9922 87.13152 0.8511557
## 2982 10705 414.335 169.6469 81.65568 0.8765410
## 2983 10697 408.844 163.8752 84.58505 0.8564951
## 2984 10735 421.488 172.7794 80.16738 0.8858420
## 2985 11706 428.554 175.8496 85.54584 0.8736964
## 2986 13443 469.454 196.6380 87.97915 0.8943256
## 2987 10955 419.995 172.9311 81.46967 0.8820742
## 2988 12915 456.145 181.7484 92.09657 0.8621075
## 2989 9945 396.708 166.4235 76.66472 0.8875765
## 2990 10121 405.709 168.8771 77.08663 0.8897409
## 2991 11445 426.181 172.9774 86.00354 0.8676386
## 2992 11601 435.557 187.0919 79.52679 0.9051613
## 2993 11358 421.822 171.4161 85.97816 0.8651137
## 2994 11184 416.925 171.3774 83.96449 0.8717567
## 2995 10993 422.515 174.5364 80.96795 0.8858860
## 2996 12876 445.763 177.9828 93.84100 0.8497117
## 2997 11393 428.279 177.3317 82.80523 0.8842831
## 2998 9975 393.189 161.0566 79.77388 0.8687131
## 2999 12473 440.926 180.6457 88.56008 0.8715864
## 3000 11593 442.670 189.7674 78.48376 0.9104684
## 3001 10788 402.335 160.8686 86.55402 0.8429183
## 3002 9322 385.416 157.3515 76.35234 0.8743841
## 3003 10819 409.150 164.4644 84.92332 0.8563698
## 3004 11669 417.841 170.1277 87.80727 0.8565130
## 3005 13029 460.417 184.9479 91.33196 0.8695611
## 3006 9495 386.590 160.5724 75.85518 0.8813817
## 3007 10645 417.802 172.5446 79.69215 0.8869507
## 3008 10880 394.645 153.7948 90.98818 0.8062165
## 3009 12198 440.201 180.9566 86.97328 0.8769231
## 3010 12309 434.375 179.0017 88.09723 0.8705055
## 3011 12067 438.882 177.9776 87.73780 0.8700458
## 3012 11422 429.205 178.5590 82.38754 0.8871909
## 3013 10293 413.287 171.6389 77.05096 0.8935754
## 3014 12715 462.617 197.4936 82.39475 0.9088138
## 3015 11993 427.539 168.4984 91.95948 0.8379422
## 3016 11932 436.759 178.3166 86.78894 0.8735621
## 3017 12282 430.761 173.7422 90.91860 0.8521510
## 3018 10638 407.207 168.5521 81.18849 0.8763462
## 3019 11578 431.506 181.2345 82.66643 0.8899134
## 3020 11944 424.547 171.6155 89.76214 0.8523069
## 3021 10074 397.398 166.9896 77.15101 0.8868743
## 3022 11247 418.082 174.7965 82.57596 0.8813779
## 3023 11562 424.971 174.3948 85.48676 0.8716150
## 3024 12989 450.238 182.6436 91.99093 0.8638999
## 3025 12558 453.229 192.4564 84.11143 0.8994414
## 3026 7551 369.064 163.4088 59.53241 0.9312755
## 3027 11353 418.505 166.9860 87.75209 0.8507901
## 3028 9371 394.428 169.1841 70.86470 0.9080501
## 3029 10878 410.722 168.7978 82.68657 0.8718035
## 3030 11322 415.886 169.7236 85.80435 0.8627954
## 3031 10586 423.746 181.4047 75.15121 0.9101523
## 3032 11428 418.615 168.1790 87.29835 0.8547257
## 3033 9908 400.999 170.6049 74.51440 0.8995752
## 3034 12273 441.191 182.0992 86.59351 0.8796998
## 3035 10482 402.521 164.5421 82.02779 0.8668774
## 3036 12228 441.156 176.1104 90.81321 0.8567928
## 3037 12074 435.078 181.3903 85.69112 0.8813774
## 3038 9360 399.392 171.0102 70.23106 0.9117779
## 3039 11447 419.620 163.9205 91.27415 0.8306335
## 3040 10949 417.406 168.0764 84.67337 0.8638327
## 3041 13808 466.778 190.8078 93.22655 0.8725142
## 3042 12261 457.512 201.0179 78.15813 0.9213172
## 3043 11496 440.469 185.7226 79.85572 0.9028417
## 3044 10638 407.663 166.2076 82.36423 0.8685793
## 3045 11835 418.713 168.2098 90.15866 0.8442248
## 3046 10083 402.932 169.0268 76.98230 0.8902643
## 3047 12780 437.029 175.1168 93.66058 0.8449494
## 3048 12802 457.661 192.0630 85.54150 0.8953404
## 3049 10589 439.708 191.7049 71.42118 0.9280089
## 3050 11502 429.742 178.2637 83.29379 0.8841251
## 3051 12415 438.996 181.1089 88.23398 0.8732974
## 3052 14217 472.315 196.7445 92.90379 0.8814886
## 3053 10842 434.273 179.4349 79.00735 0.8978447
## 3054 12003 433.521 178.5504 86.43273 0.8750235
## 3055 11630 425.517 173.0964 87.19287 0.8638645
## 3056 12267 429.694 171.3706 92.45802 0.8419723
## 3057 10297 397.125 160.8276 82.35851 0.8589306
## 3058 10821 418.002 176.5582 79.08772 0.8940630
## 3059 11393 415.800 164.9104 88.90424 0.8422378
## 3060 11901 436.141 174.5729 88.44688 0.8621534
## 3061 11759 429.338 169.3289 89.80245 0.8477830
## 3062 12573 444.961 180.3715 89.74239 0.8674399
## 3063 12325 454.049 192.6951 82.55291 0.9035834
## 3064 13443 459.731 188.0124 92.69482 0.8700150
## 3065 12171 431.949 174.3800 90.05058 0.8563450
## 3066 13580 460.549 192.7596 90.22404 0.8836940
## 3067 11681 422.049 174.0858 85.92032 0.8697165
## 3068 12110 421.955 164.9660 94.69146 0.8188511
## 3069 12666 453.677 191.3647 85.13595 0.8955860
## 3070 11623 427.470 178.8915 83.56008 0.8842049
## 3071 10727 406.453 168.9637 81.32387 0.8765506
## 3072 13683 461.568 189.2453 93.11317 0.8705819
## 3073 14142 470.713 180.6986 101.76226 0.8263476
## 3074 12808 466.924 197.1747 83.79330 0.9052075
## 3075 13923 462.700 189.5257 94.52522 0.8667481
## 3076 11488 416.378 170.4048 86.13889 0.8628291
## 3077 13347 461.872 193.5274 88.68710 0.8888148
## 3078 9741 430.560 180.0663 71.17449 0.9185657
## 3079 12708 437.454 174.3581 93.84775 0.8427871
## 3080 12448 443.969 187.1029 85.64953 0.8890722
## 3081 10719 418.670 175.0084 78.83108 0.8928058
## 3082 11353 418.756 169.4801 86.20268 0.8609851
## 3083 12382 453.603 190.1286 83.85017 0.8974982
## 3084 12657 455.182 189.7709 85.68874 0.8922520
## 3085 11232 427.430 180.4372 80.56561 0.8947825
## 3086 11206 427.139 171.6759 84.98907 0.8688615
## 3087 12278 453.693 184.0502 86.66009 0.8822131
## 3088 12547 434.937 174.3794 92.45402 0.8478796
## 3089 10910 445.274 190.2480 73.87875 0.9215209
## 3090 10213 430.044 187.3144 69.94136 0.9276744
## 3091 12557 443.010 177.7288 91.59944 0.8569564
## 3092 12193 436.285 182.6273 85.25561 0.8843479
## 3093 10577 402.170 162.5910 83.96336 0.8563424
## 3094 12095 444.034 186.0677 83.80881 0.8928162
## 3095 11879 446.143 187.9102 81.59092 0.9008157
## 3096 12784 448.347 186.1167 88.22885 0.8804973
## 3097 13172 450.290 178.6181 95.82072 0.8439285
## 3098 12532 454.067 186.8626 87.04253 0.8848846
## 3099 11962 429.181 175.8878 87.96854 0.8659446
## 3100 12890 462.802 190.3435 87.71856 0.8874814
## 3101 13328 462.256 187.2300 91.63737 0.8720384
## 3102 11811 427.751 170.1021 89.35463 0.8509170
## 3103 13426 460.227 187.6689 91.77645 0.8722648
## 3104 11511 438.973 182.5944 81.35918 0.8952455
## 3105 11810 444.352 187.8074 80.46891 0.9035584
## 3106 12974 460.304 192.9310 86.72414 0.8932761
## 3107 12726 455.346 188.7778 86.93991 0.8876384
## 3108 11644 444.631 186.5846 80.90866 0.9010911
## 3109 12317 442.810 179.3353 88.76385 0.8689157
## 3110 11711 423.937 175.1188 85.90813 0.8714015
## 3111 12604 452.725 182.7168 89.78500 0.8709403
## 3112 11929 439.896 177.0055 87.95029 0.8678199
## 3113 10911 424.557 173.7538 81.32339 0.8837082
## 3114 11585 428.373 171.5620 87.44052 0.8603682
## 3115 11492 419.297 165.4296 89.53146 0.8408901
## 3116 12434 450.496 176.9101 91.67809 0.8552483
## 3117 12503 446.311 177.3374 91.15877 0.8577653
## 3118 11665 430.440 172.6013 87.70522 0.8612759
## 3119 11183 414.349 170.6494 83.88195 0.8708519
## 3120 11850 440.865 178.6224 86.16687 0.8759529
## 3121 13410 464.776 186.4290 93.29446 0.8657776
## 3122 11031 421.291 172.6674 82.59618 0.8781669
## 3123 11757 441.242 182.5959 82.91640 0.8909518
## 3124 11199 421.043 170.6911 85.02394 0.8671105
## 3125 10326 427.725 174.4744 77.73373 0.8952665
## 3126 12831 446.631 181.8718 90.23387 0.8682425
## 3127 12085 431.208 168.8848 92.54957 0.8364756
## 3128 13012 466.119 196.2271 85.11974 0.9010180
## 3129 9236 394.341 160.9289 74.24968 0.8872017
## 3130 11679 417.825 170.5680 87.63663 0.8579142
## 3131 11145 421.243 170.0307 84.57749 0.8675071
## 3132 14414 476.321 194.8598 94.98595 0.8731464
## 3133 12876 448.442 179.5405 92.54550 0.8569151
## 3134 11840 432.384 175.8369 86.64778 0.8701575
## 3135 10457 402.063 157.9617 85.70411 0.8400154
## 3136 11243 419.027 168.2051 86.01402 0.8593642
## 3137 11080 424.769 175.1817 81.33550 0.8856820
## 3138 12908 462.210 185.8509 89.38810 0.8767389
## 3139 12308 436.640 174.9384 90.61617 0.8553873
## 3140 11831 428.701 167.4166 92.25314 0.8344793
## 3141 12025 447.227 184.9146 84.14797 0.8904588
## 3142 12758 451.370 180.7394 91.56465 0.8621746
## 3143 10702 409.266 160.7001 85.87032 0.8452625
## 3144 11732 441.123 176.4835 86.19247 0.8726264
## 3145 11898 420.779 166.0785 92.47578 0.8306333
## 3146 10187 404.968 160.2264 82.32900 0.8578926
## 3147 12205 438.356 174.4357 90.32648 0.8554890
## 3148 14186 490.714 198.1422 92.53505 0.8842503
## 3149 10497 417.506 169.2402 80.12229 0.8808349
## 3150 11884 434.840 172.1261 89.20809 0.8552160
## 3151 10952 421.105 176.8721 79.62229 0.8929436
## 3152 12792 443.727 179.1303 92.19039 0.8573970
## 3153 12512 454.510 186.9508 86.57542 0.8863103
## 3154 11814 424.532 172.8560 87.35524 0.8629060
## 3155 12376 455.733 188.8243 85.17463 0.8924842
## 3156 10917 420.911 176.4310 80.17513 0.8907835
## 3157 12293 445.687 181.8792 87.02768 0.8780921
## 3158 11191 431.057 184.3117 78.07806 0.9058401
## 3159 12364 442.855 175.3574 91.60603 0.8527029
## 3160 10651 411.003 167.1801 82.50652 0.8697351
## 3161 11515 425.499 177.8352 83.02624 0.8843250
## 3162 12670 462.914 190.2051 86.21523 0.8913707
## 3163 13166 465.967 195.9054 86.00590 0.8984785
## 3164 11501 428.503 180.4888 81.40831 0.8925019
## 3165 11303 423.955 173.8370 83.37649 0.8774738
## 3166 11508 429.204 178.3140 83.02278 0.8849959
## 3167 12502 431.313 172.8981 92.56533 0.8446145
## 3168 10296 415.751 172.3329 77.06075 0.8944529
## 3169 11299 429.439 174.4416 84.42339 0.8750882
## 3170 10231 404.364 159.6393 82.99383 0.8542371
## 3171 11097 436.145 182.7429 78.44048 0.9031906
## 3172 9127 381.879 160.8047 72.84466 0.8915101
## 3173 11014 413.440 165.7452 86.55466 0.8528138
## 3174 12709 446.205 180.1974 90.73626 0.8639731
## 3175 13154 451.562 179.9536 94.31381 0.8516563
## 3176 14104 467.801 189.4949 95.64701 0.8632672
## 3177 12906 449.791 180.6759 92.46822 0.8591102
## 3178 10533 411.013 168.5183 80.82944 0.8774611
## 3179 12416 441.928 175.2147 91.56062 0.8526011
## 3180 9802 412.369 176.1656 71.48280 0.9139750
## 3181 13003 478.587 197.8812 85.53159 0.9017600
## 3182 10148 408.228 168.7254 77.14333 0.8893576
## 3183 10085 404.680 168.4011 77.30437 0.8884109
## 3184 10462 415.774 169.7721 80.69160 0.8798272
## 3185 11459 435.453 175.3064 85.23182 0.8738545
## 3186 12408 437.014 179.7412 88.82961 0.8693434
## 3187 10949 420.170 176.2495 79.89092 0.8913667
## 3188 11241 417.159 169.2478 85.45879 0.8631586
## 3189 11937 427.335 172.9316 88.59191 0.8588099
## 3190 9994 406.643 173.0985 74.46516 0.9027386
## 3191 11203 424.804 176.5013 82.42085 0.8842731
## 3192 12311 446.176 182.6490 86.82935 0.8797756
## 3193 11999 440.669 176.7019 88.94086 0.8640893
## 3194 11029 415.048 176.2148 80.01405 0.8909654
## 3195 10527 403.348 163.0692 83.84019 0.8577071
## 3196 12271 443.787 179.8377 87.74169 0.8729030
## 3197 11623 424.359 167.4040 90.13301 0.8426791
## 3198 11549 432.623 170.7568 88.04955 0.8568035
## 3199 11872 429.538 180.0839 84.37754 0.8834392
## 3200 11717 430.918 174.6403 86.09232 0.8700467
## 3201 11543 428.602 175.3707 85.05824 0.8745032
## 3202 9598 397.000 172.0068 72.28365 0.9074143
## 3203 11770 429.245 177.5781 85.31319 0.8770351
## 3204 10481 413.722 174.1646 77.66029 0.8950819
## 3205 11318 427.756 175.5747 83.88063 0.8784963
## 3206 10871 416.538 171.4437 82.22730 0.8774780
## 3207 10453 411.448 175.7322 76.61852 0.8999486
## 3208 11087 432.383 177.4990 80.54420 0.8911175
## 3209 12593 432.184 171.4847 93.92503 0.8366639
## 3210 9878 406.978 169.3667 74.97759 0.8966728
## 3211 11734 430.280 181.8873 82.55502 0.8910628
## 3212 11835 431.034 180.4618 84.14441 0.8846411
## 3213 11699 434.892 178.2297 85.45215 0.8775694
## 3214 10921 425.012 175.6383 80.60688 0.8884689
## 3215 12544 437.269 175.6721 91.52435 0.8535595
## 3216 10662 415.270 172.5750 79.80967 0.8866383
## 3217 10984 416.998 171.7177 82.50672 0.8770062
## 3218 12573 461.466 192.9034 84.57207 0.8987718
## 3219 12318 442.587 189.5644 83.20393 0.8985254
## 3220 12563 457.363 183.5114 88.70047 0.8754265
## 3221 12024 432.419 172.9062 89.97197 0.8539522
## 3222 12062 432.624 175.8968 88.78304 0.8632685
## 3223 11889 428.697 173.6313 88.43959 0.8605579
## 3224 12076 443.992 181.7115 85.55835 0.8822148
## 3225 12746 446.134 182.3410 89.76051 0.8704442
## 3226 10858 412.217 166.9623 84.06575 0.8639945
## 3227 11723 427.625 175.9842 85.70834 0.8733892
## 3228 11302 418.954 172.0899 84.01643 0.8727248
## 3229 11176 418.056 171.3156 83.93949 0.8717393
## 3230 8992 377.332 158.2789 73.05545 0.8871082
## 3231 11123 426.856 181.0818 79.00098 0.8998147
## 3232 8709 383.527 164.1939 67.93288 0.9103971
## 3233 10458 396.092 161.5518 83.17004 0.8572986
## 3234 9854 397.067 169.1532 74.63223 0.8974035
## 3235 10863 411.622 168.2714 83.16528 0.8693295
## 3236 12148 440.620 184.9533 84.69785 0.8889822
## 3237 11014 411.218 167.1317 85.07861 0.8607362
## 3238 10617 425.475 180.4988 76.52988 0.9056664
## 3239 11548 433.513 176.9781 84.34711 0.8791223
## 3240 12431 437.657 178.1942 89.48652 0.8647600
## 3241 9577 403.171 174.9822 70.26763 0.9158283
## 3242 12315 444.623 183.1752 86.46496 0.8815802
## 3243 12361 443.819 178.1721 89.32095 0.8652629
## 3244 11865 426.728 170.8717 89.45922 0.8519973
## 3245 10889 409.017 165.9195 84.85235 0.8593388
## 3246 10359 409.511 173.3380 76.87581 0.8962731
## 3247 11748 433.771 178.3395 85.62522 0.8772001
## 3248 10901 410.390 174.6986 79.86489 0.8893854
## 3249 10566 405.302 164.9470 82.92602 0.8644356
## 3250 11857 433.200 177.9076 86.17068 0.8748708
## 3251 10620 404.932 164.5206 83.29569 0.8623612
## 3252 10622 408.028 166.3291 81.88405 0.8704248
## 3253 13133 450.132 179.1512 94.11335 0.8508991
## 3254 11034 414.501 169.0802 84.23166 0.8670760
## 3255 11051 421.348 166.9126 85.74883 0.8579490
## 3256 10627 411.441 172.2613 79.84105 0.8861032
## 3257 11540 427.319 174.0828 85.41787 0.8713434
## 3258 11494 433.058 171.5825 86.87869 0.8623352
## 3259 12253 437.943 177.7511 89.38976 0.8643487
## 3260 13089 458.077 182.1092 92.58980 0.8611033
## 3261 12267 438.264 175.5910 90.18748 0.8580163
## 3262 9646 390.956 162.0137 76.31642 0.8821069
## 3263 12115 449.198 187.5916 83.37024 0.8958164
## 3264 10189 454.316 180.7377 73.32643 0.9140034
## 3265 10628 418.304 171.8248 80.32760 0.8839946
## 3266 10962 418.661 171.6389 82.79927 0.8759489
## 3267 12620 458.887 193.8964 84.08607 0.9010742
## 3268 12164 443.729 185.8019 84.33198 0.8910623
## 3269 12763 454.902 185.2254 89.68470 0.8749616
## 3270 10509 405.057 166.5041 81.15012 0.8731921
## 3271 10570 419.953 181.8064 74.52000 0.9121365
## 3272 10264 410.139 169.6040 78.00386 0.8879616
## 3273 11502 423.832 167.8921 88.34924 0.8503445
## 3274 12387 449.136 185.4028 86.05038 0.8857688
## 3275 11339 423.970 171.7066 85.35773 0.8676853
## 3276 11063 418.775 171.6538 83.65955 0.8731934
## 3277 11365 421.176 179.1329 81.11464 0.8916028
## 3278 12042 433.770 178.7764 86.52510 0.8750764
## 3279 11532 422.691 168.9231 88.04036 0.8534431
## 3280 10723 431.164 182.3251 76.51873 0.9076708
## 3281 9593 396.050 162.5907 75.99918 0.8840321
## 3282 9936 398.276 161.4819 80.27461 0.8676863
## 3283 10201 403.307 166.2338 78.98984 0.8798923
## 3284 12054 439.659 184.5762 84.05714 0.8902838
## 3285 10474 420.124 176.7669 76.98862 0.9001706
## 3286 9733 396.654 163.6646 76.42941 0.8842636
## 3287 11016 421.100 173.1560 82.32682 0.8797434
## 3288 11279 426.212 168.4025 86.92973 0.8564668
## 3289 12289 451.576 189.7254 83.07783 0.8990312
## 3290 12899 456.000 184.9994 90.23585 0.8729761
## 3291 9962 404.945 170.9165 74.79294 0.8991701
## 3292 11559 427.030 173.2378 87.18897 0.8641171
## 3293 11023 416.892 163.0192 88.59202 0.8394445
## 3294 12135 432.813 180.8759 86.05373 0.8795744
## 3295 14498 496.550 200.7103 93.57654 0.8846651
## 3296 12451 461.345 191.4078 84.16150 0.8981460
## 3297 11104 420.970 164.9390 87.29203 0.8484733
## 3298 9592 385.778 157.7680 78.39109 0.8678216
## 3299 11288 429.647 173.5356 84.29547 0.8740960
## 3300 11769 427.770 171.6578 88.38393 0.8572596
## 3301 10798 412.013 169.9911 81.77663 0.8766854
## 3302 10241 411.947 167.7477 79.10551 0.8818263
## 3303 12465 451.515 190.4549 84.16370 0.8970600
## 3304 10749 412.425 168.1168 82.58827 0.8710157
## 3305 10826 414.223 168.2528 82.88859 0.8702314
## 3306 11518 428.710 175.9361 84.25156 0.8778826
## 3307 10588 410.936 169.8279 80.41876 0.8807772
## 3308 12489 444.008 175.3297 92.48181 0.8495714
## 3309 11386 431.785 176.8768 83.32333 0.8820899
## 3310 11907 448.061 188.3024 82.26176 0.8995296
## 3311 11411 429.101 175.3561 83.65203 0.8788812
## 3312 9371 401.896 170.5695 70.65042 0.9101844
## 3313 11264 423.391 172.1395 84.22161 0.8721359
## 3314 12495 454.793 186.7766 86.49271 0.8863159
## 3315 11024 414.859 165.8321 85.64083 0.8563289
## 3316 11512 427.568 172.2101 85.44306 0.8682334
## 3317 11708 423.941 173.9320 85.92611 0.8694498
## 3318 10015 402.179 160.3868 81.07691 0.8628216
## 3319 10820 424.781 178.7658 78.07856 0.8995758
## 3320 9802 396.816 166.8902 75.11701 0.8929790
## 3321 10470 419.018 177.0644 75.63279 0.9041815
## 3322 11553 433.777 183.2214 80.94514 0.8971191
## 3323 10731 414.175 170.2101 81.19894 0.8788755
## 3324 11352 422.324 171.0198 85.81471 0.8649939
## 3325 11454 424.954 175.0767 84.24493 0.8766170
## 3326 10634 409.506 167.4370 81.81296 0.8724970
## 3327 12422 444.085 183.1344 86.95216 0.8800938
## 3328 12190 441.785 178.5524 87.93262 0.8703265
## 3329 10534 409.625 167.9882 80.67377 0.8771400
## 3330 12224 438.976 177.1386 88.43137 0.8664745
## 3331 10382 405.213 168.4263 78.95872 0.8833028
## 3332 10763 416.017 171.0618 80.66742 0.8818292
## 3333 13362 460.070 186.3532 92.15919 0.8691547
## 3334 10875 418.982 166.6904 85.32958 0.8590423
## 3335 10657 407.765 168.7373 80.82008 0.8778315
## 3336 11568 429.548 174.5866 85.20392 0.8728254
## 3337 9483 390.998 157.2599 78.63333 0.8660130
## 3338 10312 398.795 163.5423 80.67045 0.8698765
## 3339 10355 402.668 159.8914 83.47418 0.8529039
## 3340 11592 436.400 178.1359 83.72199 0.8826721
## 3341 10384 416.043 176.7416 75.59287 0.9039194
## 3342 11752 428.661 172.2598 89.06375 0.8559663
## 3343 15062 492.065 198.0274 99.11066 0.8657425
## 3344 12700 452.428 185.6102 88.25030 0.8797372
## 3345 12324 465.669 198.5217 80.21651 0.9147284
## 3346 9638 398.912 168.1098 73.46514 0.8994582
## 3347 12734 447.084 180.2482 91.31796 0.8621675
## 3348 10576 417.020 175.3908 77.45559 0.8972036
## 3349 9858 388.667 155.1245 81.84178 0.8495005
## 3350 12672 450.344 184.4046 88.78121 0.8764747
## 3351 10559 411.088 160.0530 86.12353 0.8428850
## 3352 11062 410.096 165.4695 86.05539 0.8541248
## 3353 12423 436.493 180.1210 88.61711 0.8706028
## 3354 10469 423.785 177.0368 76.73817 0.9011733
## 3355 12220 425.046 170.3327 91.93887 0.8418186
## 3356 10974 413.500 170.5678 83.24488 0.8728181
## 3357 11940 423.675 168.6340 91.36427 0.8405137
## 3358 12659 445.319 179.9433 90.13163 0.8655116
## 3359 8990 389.377 157.7496 73.91918 0.8834181
## 3360 9577 404.544 166.9008 74.35096 0.8952919
## 3361 11226 416.082 166.2726 87.09694 0.8518290
## 3362 10496 407.323 167.9294 80.18907 0.8786227
## 3363 10821 425.268 178.3568 78.24892 0.8986232
## 3364 11898 422.368 166.2357 91.87953 0.8333761
## 3365 10871 414.674 165.7461 85.62849 0.8562121
## 3366 11732 428.183 172.9630 86.98690 0.8643317
## 3367 12051 423.227 168.0133 92.19842 0.8359821
## 3368 11976 444.644 188.9819 81.36696 0.9025646
## 3369 10855 417.317 167.3380 84.22980 0.8640819
## 3370 11212 413.566 169.6781 84.63475 0.8667194
## 3371 10221 405.300 168.6337 78.04261 0.8864661
## 3372 10580 409.089 173.3170 78.04712 0.8928701
## 3373 12712 453.080 192.8155 84.60754 0.8985845
## 3374 10015 402.456 159.7267 81.87761 0.8586211
## 3375 11606 432.314 185.7037 80.28008 0.9017289
## 3376 10770 405.504 158.7288 87.61263 0.8338678
## 3377 10773 414.892 159.6753 88.12444 0.8339118
## 3378 12249 438.902 181.7256 86.36489 0.8798513
## 3379 12356 427.898 173.0212 91.67184 0.8481038
## 3380 12911 446.754 187.8721 88.20014 0.8829489
## 3381 12074 436.462 178.2076 87.64711 0.8706936
## 3382 8652 374.402 151.8221 74.14385 0.8726423
## 3383 10591 410.734 169.7548 80.39870 0.8807311
## 3384 11782 436.534 183.4502 82.57640 0.8929632
## 3385 12627 453.519 191.8119 84.54082 0.8976306
## 3386 11945 414.146 162.3528 94.94728 0.8111625
## 3387 11506 433.705 183.9410 80.15775 0.9000533
## 3388 13057 445.177 177.8078 94.50707 0.8470505
## 3389 11415 424.963 172.6956 85.28924 0.8695356
## 3390 12067 423.362 168.3691 92.05318 0.8373060
## 3391 11506 433.342 183.4459 80.39727 0.8988475
## 3392 12483 428.147 170.2961 94.28094 0.8327631
## 3393 11714 412.202 161.3082 93.22562 0.8160829
## 3394 10119 403.543 168.5760 77.24084 0.8888512
## 3395 12175 431.728 178.5574 87.79368 0.8707742
## 3396 12487 437.121 174.2112 92.41957 0.8476831
## 3397 13619 467.766 193.6809 90.47348 0.8841906
## 3398 12184 434.408 181.7461 85.97195 0.8810446
## 3399 13481 447.921 182.9851 94.36719 0.8567635
## 3400 13267 465.032 193.7656 88.83870 0.8887019
## 3401 12378 454.062 195.4721 81.28996 0.9094265
## 3402 12942 441.744 175.5592 95.28501 0.8398935
## 3403 10919 428.702 182.9326 77.90177 0.9047940
## 3404 13635 455.546 189.4316 92.07764 0.8739181
## 3405 12676 437.956 178.2371 91.69775 0.8575080
## 3406 13079 436.045 174.8923 95.94195 0.8360999
## 3407 11779 440.976 191.8825 78.73443 0.9119388
## 3408 12583 434.003 171.6571 94.46523 0.8349580
## 3409 14608 483.161 201.0349 93.46073 0.8853643
## 3410 11108 403.618 164.1064 86.64312 0.8492636
## 3411 13932 462.022 187.7803 95.78060 0.8601344
## 3412 11772 436.596 181.4927 83.73272 0.8872151
## 3413 14960 482.140 199.5440 96.21820 0.8760664
## 3414 10956 422.172 178.3519 79.15714 0.8961132
## 3415 12818 439.952 179.2017 91.86772 0.8585978
## 3416 11091 416.945 171.7741 82.73455 0.8763651
## 3417 10246 406.371 163.8947 81.50822 0.8675668
## 3418 13710 467.405 193.8887 90.85185 0.8834225
## 3419 11051 424.976 180.8719 78.26738 0.9015271
## 3420 10690 404.640 165.3702 83.37031 0.8636199
## 3421 11337 433.978 184.3481 78.86770 0.9038643
## 3422 11088 430.587 184.7220 77.01331 0.9089457
## 3423 12735 440.733 175.2461 94.10067 0.8436058
## 3424 13607 461.051 190.5143 91.71280 0.8765033
## 3425 10193 409.795 174.1696 75.03091 0.9024512
## 3426 11883 440.542 187.2054 82.01987 0.8989127
## 3427 12154 448.062 186.7821 83.89810 0.8934430
## 3428 13629 470.678 202.2445 86.40013 0.9041541
## 3429 11848 432.369 178.3508 86.11731 0.8757011
## 3430 11923 439.713 183.1570 83.90175 0.8889076
## 3431 13264 447.948 175.3850 98.29758 0.8281764
## 3432 11116 409.544 166.3851 86.12647 0.8556026
## 3433 12200 447.214 191.1407 81.57138 0.9043645
## 3434 13617 465.003 189.2555 92.44891 0.8725710
## 3435 13270 459.866 188.8934 90.74985 0.8770337
## 3436 10559 424.847 179.2077 76.38802 0.9046035
## 3437 12005 440.265 180.6821 85.73723 0.8802449
## 3438 12128 441.712 184.3051 84.94325 0.8874605
## 3439 11923 435.287 174.0708 88.94534 0.8595973
## 3440 11942 424.781 168.7168 91.57380 0.8398836
## 3441 10877 424.575 175.6069 80.03326 0.8901066
## 3442 12676 431.770 172.6096 94.47388 0.8369190
## 3443 12124 431.752 173.8033 89.89888 0.8558373
## 3444 12299 437.132 175.0046 91.06096 0.8539625
## 3445 12799 443.417 175.3297 94.25945 0.8431920
## 3446 13414 459.284 191.0632 90.20984 0.8815200
## 3447 14771 471.910 193.9054 98.03417 0.8627813
## 3448 11146 425.960 179.8012 79.56255 0.8967670
## 3449 13149 463.311 189.8731 89.23203 0.8826898
## 3450 13880 479.636 203.0226 87.37620 0.9026493
## 3451 12432 446.488 183.4153 87.73010 0.8781888
## 3452 12962 456.714 185.9991 90.16757 0.8746393
## 3453 12826 452.822 181.8580 91.52682 0.8641191
## 3454 12281 437.459 179.5418 88.17609 0.8710934
## 3455 12622 458.275 189.6963 86.54059 0.8898742
## 3456 12060 451.594 187.8307 82.86118 0.8974342
## 3457 11140 429.797 179.1967 80.07657 0.8946019
## 3458 12421 464.639 200.5953 79.92349 0.9171981
## 3459 12900 442.686 181.0803 91.61208 0.8625805
## 3460 11307 437.880 181.0376 80.66364 0.8952506
## 3461 11290 427.590 180.1384 80.42607 0.8947995
## 3462 11415 426.165 173.8846 85.32835 0.8713183
## 3463 10767 428.352 181.7823 75.89606 0.9086720
## 3464 10516 423.400 175.9207 77.73805 0.8970680
## 3465 11568 429.073 178.3330 83.63753 0.8832000
## 3466 12503 449.599 184.0143 88.25850 0.8774717
## 3467 12496 449.741 181.1239 89.78374 0.8684918
## 3468 11842 441.910 187.6988 80.81311 0.9025682
## 3469 13130 463.278 184.3140 91.93474 0.8667204
## 3470 13355 466.316 193.7287 88.69730 0.8890331
## 3471 12653 441.494 176.0151 93.18790 0.8483528
## 3472 12518 460.854 188.4377 86.61430 0.8881032
## 3473 13704 472.061 191.9681 92.88044 0.8751605
## 3474 14561 487.651 202.9112 92.16224 0.8908998
## 3475 12729 458.386 184.9996 88.83807 0.8771552
## 3476 11215 421.180 179.5335 79.69018 0.8960894
## 3477 12822 459.681 190.3026 87.41134 0.8882667
## 3478 12770 451.740 191.0731 86.15910 0.8925632
## 3479 13316 445.050 179.4551 95.03307 0.8482696
## 3480 11169 431.801 188.4539 75.71424 0.9157427
## 3481 12071 441.180 178.0412 87.77052 0.8700414
## 3482 10250 407.289 165.7219 79.96314 0.8758882
## 3483 12730 454.439 186.8936 87.86870 0.8825846
## 3484 12768 450.600 188.6434 86.66716 0.8882174
## 3485 11182 429.595 181.4322 79.18195 0.8997395
## 3486 12390 454.491 195.7345 81.36215 0.9095127
## 3487 14753 495.260 203.7247 93.18322 0.8892622
## 3488 13742 484.342 195.2849 91.24281 0.8841363
## 3489 12981 451.327 183.7619 91.07873 0.8685312
## 3490 11255 442.618 189.4968 76.36518 0.9152047
## 3491 13331 461.309 193.5599 88.79623 0.8885638
## 3492 12914 464.180 182.7016 91.95509 0.8641073
## 3493 11470 428.536 177.7108 82.36469 0.8861095
## 3494 12671 448.120 181.4938 90.35111 0.8672808
## 3495 10879 427.136 179.4508 78.29278 0.8998056
## 3496 13308 464.133 196.2423 87.26089 0.8957000
## 3497 12448 438.915 174.4133 92.27672 0.8485787
## 3498 11963 432.298 177.8571 86.44563 0.8739367
## 3499 12357 447.391 186.2879 85.01431 0.8897953
## 3500 11049 412.814 169.6197 83.39636 0.8707835
## 3501 12310 438.162 177.7984 89.22603 0.8649616
## 3502 11381 434.318 174.8637 85.03392 0.8737992
## 3503 12193 433.957 170.4728 92.65318 0.8394045
## 3504 12259 440.030 177.3145 89.53557 0.8631467
## 3505 13058 451.314 181.8737 92.20594 0.8619590
## 3506 9929 395.872 164.9081 77.17049 0.8837494
## 3507 12343 443.613 177.4236 90.40623 0.8604410
## 3508 10847 417.924 170.3668 82.47301 0.8750177
## 3509 11012 428.237 176.3790 80.69747 0.8891976
## 3510 11077 427.664 181.1169 78.34978 0.9015896
## 3511 11893 441.400 182.0862 84.24277 0.8865393
## 3512 12330 433.069 173.9346 91.46205 0.8505824
## 3513 10824 416.415 170.8782 81.73240 0.8781922
## 3514 11119 419.728 174.0811 82.15591 0.8816304
## 3515 11161 420.910 169.3505 85.33822 0.8637533
## 3516 12237 438.156 178.0589 88.28736 0.8684183
## 3517 12103 446.081 181.4711 86.55187 0.8789327
## 3518 10891 406.571 159.8688 87.57321 0.8366213
## 3519 10413 427.368 183.9760 72.42983 0.9192426
## 3520 11221 418.561 168.1425 85.76485 0.8601314
## 3521 11084 435.145 180.9139 79.56830 0.8980893
## 3522 11883 438.219 178.8617 86.56590 0.8750778
## 3523 11593 435.391 182.1507 81.85136 0.8933504
## 3524 13241 458.011 184.9142 93.20131 0.8636894
## 3525 10759 401.927 158.9399 87.47952 0.8349051
## 3526 10690 411.384 169.0886 81.66603 0.8756326
## 3527 10192 404.182 171.1326 76.47445 0.8945976
## 3528 13140 467.017 192.6158 89.47256 0.8855662
## 3529 11295 430.620 179.1364 81.18504 0.8914076
## 3530 11004 412.227 171.5536 82.59552 0.8764701
## 3531 11287 419.918 170.1076 85.72704 0.8637283
## 3532 10919 428.349 179.6831 77.92034 0.9010794
## 3533 10309 396.539 161.2334 81.93710 0.8612453
## 3534 12043 441.156 175.5321 88.68825 0.8629708
## 3535 10712 417.251 174.8987 79.08196 0.8919376
## 3536 12345 448.769 180.5205 88.84285 0.8705114
## 3537 12263 438.138 175.7404 90.18716 0.8582787
## 3538 11036 435.499 186.0784 76.30806 0.9120471
## 3539 12590 447.532 180.0245 89.97459 0.8661461
## 3540 9273 406.402 173.4141 68.80254 0.9179255
## 3541 11717 439.730 182.0405 82.61973 0.8910763
## 3542 11359 422.847 171.2400 85.91521 0.8650278
## 3543 11136 417.767 170.4223 84.60592 0.8680661
## 3544 8679 380.601 158.2353 70.78799 0.8943544
## 3545 12777 462.669 183.2349 90.69457 0.8689138
## 3546 10669 403.675 164.5474 83.43629 0.8619075
## 3547 12981 449.617 177.6230 94.24237 0.8476377
## 3548 10534 409.340 163.8759 83.27370 0.8612681
## 3549 10842 415.659 169.4346 82.63617 0.8730017
## 3550 11274 422.663 174.3863 82.87808 0.8798478
## 3551 11472 420.257 174.8253 83.87502 0.8773971
## 3552 10847 417.670 168.3578 82.87085 0.8704648
## 3553 10982 411.574 164.9114 86.45071 0.8515796
## 3554 10736 417.395 178.9037 76.73338 0.9033477
## 3555 8850 381.434 159.2512 71.76095 0.8927185
## 3556 12959 473.610 206.2255 80.63358 0.9203919
## 3557 12150 435.904 175.4832 89.56684 0.8599364
## 3558 12583 451.819 180.2173 90.56422 0.8645610
## 3559 8968 390.491 166.4769 69.36821 0.9090516
## 3560 9759 391.484 159.0281 79.17798 0.8672422
## 3561 12536 460.284 195.9937 82.31515 0.9075293
## 3562 13093 470.100 197.1970 85.79729 0.9003898
## 3563 10663 403.255 163.9363 83.74741 0.8596678
## 3564 10972 425.400 178.5202 78.78365 0.8973522
## 3565 11302 418.201 167.5751 86.95644 0.8548287
## 3566 10443 404.985 165.2056 81.70278 0.8691480
## 3567 12582 446.290 180.4883 89.40398 0.8686963
## 3568 10611 414.402 171.1427 79.86786 0.8844294
## 3569 12142 443.515 177.7448 88.19751 0.8682064
## 3570 9669 388.607 151.4385 83.59090 0.8338578
## 3571 10534 423.621 176.3437 77.70800 0.8976731
## 3572 10595 403.820 163.1215 83.77962 0.8580282
## 3573 11500 442.334 178.8393 84.13650 0.8824220
## 3574 12776 457.471 184.2329 89.64104 0.8736451
## 3575 11483 437.025 185.7524 79.08173 0.9048468
## 3576 14186 484.060 201.1923 91.25877 0.8912106
## 3577 12008 433.234 184.1274 83.70604 0.8906909
## 3578 11073 431.157 182.7000 77.72215 0.9050015
## 3579 11249 423.095 167.8630 86.53877 0.8568703
## 3580 10727 408.042 163.1714 84.78304 0.8544126
## 3581 11957 441.883 186.9612 81.96999 0.8987638
## 3582 10828 410.069 166.3771 84.09660 0.8628514
## 3583 11303 426.510 171.1013 85.57962 0.8659277
## 3584 11594 437.910 178.6766 84.30540 0.8816883
## 3585 8501 371.025 153.8963 71.51191 0.8854808
## 3586 11858 437.109 185.8182 82.01722 0.8973182
## 3587 11191 426.138 177.4966 81.30755 0.8889112
## 3588 9249 390.204 162.3270 73.78991 0.8907081
## 3589 12022 431.231 176.2505 87.95138 0.8665942
## 3590 11270 422.609 173.2342 83.39992 0.8764853
## 3591 11752 422.532 171.0853 88.01460 0.8575212
## 3592 10398 405.679 162.2272 82.39346 0.8614223
## 3593 12958 445.697 178.8110 93.66616 0.8518242
## 3594 12225 444.149 190.2206 82.50629 0.9010381
## 3595 11443 421.672 173.6322 84.63235 0.8731659
## 3596 12287 451.207 190.1193 83.28187 0.8989503
## 3597 12511 448.759 183.9770 87.34287 0.8801213
## 3598 11891 430.301 175.0167 87.99029 0.8644298
## 3599 11001 415.039 173.1042 82.06340 0.8804874
## 3600 10940 421.174 179.4858 78.21935 0.9000450
## 3601 10211 392.353 163.1971 80.24487 0.8707617
## 3602 10044 410.191 168.5531 77.07966 0.8893115
## 3603 11026 425.010 179.9588 79.05263 0.8983493
## 3604 9050 379.899 152.8709 77.10934 0.8634654
## 3605 12096 438.857 179.3484 86.96104 0.8745850
## 3606 11710 429.063 178.2836 84.48763 0.8805816
## 3607 11309 427.658 176.2815 83.04570 0.8820813
## 3608 11881 424.268 171.0552 89.53734 0.8520617
## 3609 10286 418.289 175.1486 75.85381 0.9013542
## 3610 12567 453.772 192.2238 83.54118 0.9006218
## 3611 11139 419.448 172.1256 83.78207 0.8735415
## 3612 11153 426.559 178.8500 80.41410 0.8932212
## 3613 10767 425.036 182.0641 76.10567 0.9084398
## 3614 10965 433.778 179.3352 78.85896 0.8981304
## 3615 11900 442.423 184.0609 83.16405 0.8921046
## 3616 11890 430.339 174.8228 87.97628 0.8641518
## 3617 10427 398.692 161.2168 83.80956 0.8542538
## 3618 11867 431.943 178.5909 85.77666 0.8771060
## 3619 12489 442.870 176.2430 91.78191 0.8536977
## 3620 10795 411.300 168.3896 82.64345 0.8712795
## 3621 11422 425.129 176.6569 82.95216 0.8828971
## 3622 10574 398.681 157.8084 86.85959 0.8348933
## 3623 10910 413.095 165.8804 85.08663 0.8584247
## 3624 11874 435.936 177.2800 86.48964 0.8729162
## 3625 10525 409.732 170.3152 79.03762 0.8858002
## 3626 13549 464.005 189.9727 91.63721 0.8759673
## 3627 10781 414.955 169.7362 82.24104 0.8747786
## 3628 11070 413.420 168.5197 84.49383 0.8652223
## 3629 10662 408.283 162.6810 84.36329 0.8550285
## 3630 9517 389.001 163.5093 74.76005 0.8893526
## 3631 12192 442.530 179.9448 87.39317 0.8741441
## 3632 9679 390.222 154.2006 81.98646 0.8469409
## 3633 13586 467.024 191.1511 91.84377 0.8770072
## 3634 10696 409.269 166.3799 82.35618 0.8688993
## 3635 11030 417.488 172.4484 82.73074 0.8774096
## 3636 11433 421.464 168.7527 87.52690 0.8549747
## 3637 11391 434.787 186.0184 78.78859 0.9058715
## 3638 10574 411.119 170.1402 79.77427 0.8832652
## 3639 9885 385.600 157.2109 81.19733 0.8562952
## 3640 12328 444.706 183.8281 86.61966 0.8820269
## 3641 11435 424.243 175.1850 84.44195 0.8761625
## 3642 10395 403.010 169.2575 78.73082 0.8852297
## 3643 11011 414.302 170.3466 83.25295 0.8724369
## 3644 13576 477.825 190.0264 91.82110 0.8755090
## 3645 12529 437.839 174.8615 92.18926 0.8497331
## 3646 11734 432.621 177.3173 86.10056 0.8741959
## 3647 11861 438.645 177.9155 86.46606 0.8739615
## 3648 11564 428.083 171.9387 86.84311 0.8630715
## 3649 11972 433.092 177.8142 86.38818 0.8740512
## 3650 9630 396.893 163.8465 75.77573 0.8866298
## 3651 12354 453.090 192.0067 82.87370 0.9020562
## 3652 10297 426.222 180.0432 73.69880 0.9123821
## 3653 11268 429.307 171.2643 85.81079 0.8654224
## 3654 14101 464.966 186.4838 97.53321 0.8523256
## 3655 9330 391.166 161.4254 74.86388 0.8859569
## 3656 9424 387.974 154.5109 79.71232 0.8566483
## 3657 11768 433.480 179.8343 83.96474 0.8843098
## 3658 12600 441.234 182.6633 88.16089 0.8758180
## 3659 11960 440.942 182.0534 84.72266 0.8851149
## 3660 10128 403.725 166.9630 78.24747 0.8833830
## 3661 11780 444.992 190.9603 78.85174 0.9107663
## 3662 13819 478.499 195.7262 91.83905 0.8830801
## 3663 11584 431.358 170.8294 87.87009 0.8575664
## 3664 13024 469.647 193.9221 87.51405 0.8923802
## 3665 11969 442.159 177.6001 87.86295 0.8690504
## 3666 10367 412.005 173.7205 76.78864 0.8970032
## 3667 11816 453.990 191.0656 79.93448 0.9082807
## 3668 9920 398.526 162.0756 79.13806 0.8726878
## 3669 10101 405.512 168.0175 77.90595 0.8860040
## 3670 9722 373.753 145.2645 87.05447 0.8005375
## 3671 11114 413.079 170.0994 84.00699 0.8695357
## 3672 13720 477.635 201.1579 87.31000 0.9008949
## 3673 11997 429.660 170.9994 90.55362 0.8482755
## 3674 11626 433.238 178.0792 84.56313 0.8800601
## 3675 8546 388.581 172.5200 63.34475 0.9301525
## 3676 11307 427.610 176.0747 82.24740 0.8841957
## 3677 12664 442.851 178.6541 91.11916 0.8601558
## 3678 11332 428.606 173.0605 84.94743 0.8712418
## 3679 12103 456.365 189.7859 82.76078 0.8999106
## 3680 11960 436.371 183.8168 83.23421 0.8916067
## 3681 9487 394.280 165.9357 73.33004 0.8970553
## 3682 11099 421.916 168.9326 86.08985 0.8604052
## 3683 9842 395.573 159.4990 80.37096 0.8637641
## 3684 11614 418.868 168.9308 88.24200 0.8527275
## 3685 11074 421.307 173.0513 82.40327 0.8793488
## 3686 12341 451.116 183.6456 86.69643 0.8815528
## 3687 12570 450.859 178.9603 91.11516 0.8606859
## 3688 11539 423.691 172.5359 86.05996 0.8667203
## 3689 12000 440.487 181.4352 84.99417 0.8834876
## 3690 10810 415.303 169.0045 82.43158 0.8729845
## 3691 11743 432.547 175.7979 86.18153 0.8715928
## 3692 12190 445.895 185.7569 84.64902 0.8901346
## 3693 11150 416.899 168.0202 85.60217 0.8604853
## 3694 12672 445.543 180.4553 90.30993 0.8657620
## 3695 11317 420.153 169.6247 86.44434 0.8603989
## 3696 11619 432.454 178.3415 83.91345 0.8823887
## 3697 9772 394.983 155.2926 82.31694 0.8479500
## 3698 9212 384.596 155.8400 76.30696 0.8719194
## 3699 12867 449.080 181.7006 91.34106 0.8644603
## 3700 9749 398.682 162.8812 77.19672 0.8805545
## 3701 9561 386.085 159.9705 76.79645 0.8772323
## 3702 11332 427.324 175.5406 83.60845 0.8792875
## 3703 12311 441.406 174.5828 90.74133 0.8543118
## 3704 10152 399.797 162.2040 80.65750 0.8676018
## 3705 11619 447.317 193.1209 77.05213 0.9169579
## 3706 10692 410.253 170.1792 80.28889 0.8817109
## 3707 10600 429.511 182.3061 75.09999 0.9112089
## 3708 11307 424.896 173.9436 83.69766 0.8766235
## 3709 11327 422.685 175.8531 82.81971 0.8821547
## 3710 13002 448.115 182.6279 91.47121 0.8655276
## 3711 11287 429.325 171.8957 85.36037 0.8679897
## 3712 12172 434.027 180.7237 86.31447 0.8785749
## 3713 10528 411.120 164.8200 83.14049 0.8634513
## 3714 11748 446.695 190.2133 79.88956 0.9075242
## 3715 13032 459.631 186.4735 90.25482 0.8750631
## 3716 12032 437.636 177.4035 87.80333 0.8689295
## 3717 13446 461.439 188.9830 91.78732 0.8741306
## 3718 11050 424.734 175.5984 80.98215 0.8873075
## 3719 13258 476.091 195.3048 88.26482 0.8920515
## 3720 12509 439.448 177.0834 90.62299 0.8591325
## 3721 11264 429.543 177.6937 81.98130 0.8872115
## 3722 11220 418.549 172.7580 83.32672 0.8759885
## 3723 11621 444.662 188.6422 79.06629 0.9079245
## 3724 12780 448.661 181.9352 90.70711 0.8668504
## 3725 11249 419.003 166.2865 87.62983 0.8498771
## 3726 11982 448.864 188.1460 81.85522 0.9004004
## 3727 11180 425.497 177.0186 81.56252 0.8875265
## 3728 10719 422.374 173.3439 80.02293 0.8870659
## 3729 10171 400.444 165.2135 79.21732 0.8775502
## 3730 12459 434.288 175.2012 91.26870 0.8535956
## 3731 9983 402.662 167.3750 76.76596 0.8886188
## 3732 11622 419.566 167.3071 89.68018 0.8442044
## 3733 12402 437.658 175.2317 91.14552 0.8540792
## 3734 10913 427.618 170.7233 83.15890 0.8733476
## 3735 10228 403.891 164.9504 79.70547 0.8755053
## 3736 9426 402.710 175.9743 68.60754 0.9208689
## 3737 12692 448.061 182.1932 90.43366 0.8681160
## 3738 10040 394.713 157.8847 81.77408 0.8554198
## 3739 11136 419.521 172.7373 82.87894 0.8773793
## 3740 9668 393.714 159.5229 78.49077 0.8705758
## 3741 10912 424.882 171.8625 81.76659 0.8795711
## 3742 12035 431.954 176.0226 88.00275 0.8660534
## 3743 13112 456.216 182.4642 93.33448 0.8592701
## 3744 12103 440.611 179.4492 87.91257 0.8717774
## 3745 13782 457.492 180.9153 97.97388 0.8406714
## 3746 10810 418.205 173.5480 80.10409 0.8871052
## 3747 12642 462.809 198.4047 81.74517 0.9111784
## 3748 11042 430.760 185.5081 76.13742 0.9118937
## 3749 10469 402.451 159.3995 84.83900 0.8465926
## 3750 12032 437.303 176.7516 87.45618 0.8690084
## 3751 12524 444.010 179.0595 90.16651 0.8639625
## 3752 11299 420.738 170.8208 84.86575 0.8678585
## 3753 11530 425.392 177.0152 83.92692 0.8804588
## 3754 12226 436.223 178.5448 87.98953 0.8701341
## 3755 11723 432.746 176.9751 85.09567 0.8768116
## 3756 11068 423.973 172.0156 82.98537 0.8759348
## 3757 11689 434.877 183.5700 81.76421 0.8953259
## 3758 12041 427.290 174.1454 88.91726 0.8598232
## 3759 10025 400.511 167.5635 77.07865 0.8879207
## 3760 9711 396.469 166.6905 74.74411 0.8938327
## 3761 10775 414.998 165.7290 84.27123 0.8610689
## 3762 11860 427.026 174.9904 87.09915 0.8673282
## 3763 10838 412.491 165.1975 84.85579 0.8579922
## 3764 13088 450.211 184.7502 91.24625 0.8695244
## 3765 11730 429.822 176.9729 85.21745 0.8764306
## 3766 11873 432.333 175.0972 87.68571 0.8655728
## 3767 11100 416.357 160.5581 90.10117 0.8276973
## 3768 10451 419.696 174.2337 78.35890 0.8931623
## 3769 11180 427.708 174.7035 82.88113 0.8803039
## 3770 11351 417.693 171.0511 85.54869 0.8659472
## 3771 12894 480.085 192.8217 85.92984 0.8952103
## 3772 10516 409.557 168.5202 80.24091 0.8793641
## 3773 12563 444.869 183.2238 88.04948 0.8769634
## 3774 10949 414.274 168.0639 84.03284 0.8660223
## 3775 9853 395.501 159.9161 80.05779 0.8656651
## 3776 11889 439.989 186.1078 82.14304 0.8973235
## 3777 10346 402.581 167.2785 79.82422 0.8787982
## 3778 10943 412.061 169.8903 82.82930 0.8730974
## 3779 12300 434.647 177.6255 89.04189 0.8652793
## 3780 11944 434.924 182.8740 83.63844 0.8892839
## 3781 12800 447.025 181.7691 90.76634 0.8664005
## 3782 11605 425.698 173.5167 86.13511 0.8680892
## 3783 10780 410.855 162.4277 86.18076 0.8476354
## 3784 12043 442.070 181.1095 85.57944 0.8813154
## 3785 13626 469.343 191.3802 92.17392 0.8763762
## 3786 10185 397.980 163.8427 79.58456 0.8741047
## 3787 12159 437.823 177.5845 88.58030 0.8667134
## 3788 9884 389.294 164.0706 76.87023 0.8834534
## 3789 12726 434.772 175.7318 93.30851 0.8473898
## 3790 12269 436.012 177.8848 88.84811 0.8663311
## 3791 11140 414.365 170.6498 83.77877 0.8711935
## 3792 10480 414.809 177.8561 75.26311 0.9060510
## 3793 13121 456.772 181.9981 93.46143 0.8580717
## 3794 11661 418.015 168.9551 88.93134 0.8502614
## 3795 11957 437.447 176.0825 87.90864 0.8664598
## 3796 12174 435.368 174.2000 90.66159 0.8538949
## 3797 9405 389.775 162.3682 74.43763 0.8887205
## 3798 11545 429.098 176.9993 84.10534 0.8798922
## 3799 13537 467.587 199.5732 86.72983 0.9006349
## 3800 11795 428.750 175.9600 86.42063 0.8710818
## 3801 11611 431.273 178.5139 84.11252 0.8820362
## 3802 10604 409.511 172.3027 78.91883 0.8889397
## 3803 12349 434.138 180.2419 88.26458 0.8718907
## 3804 11538 418.661 170.8509 86.49840 0.8623692
## 3805 12501 451.799 192.7388 83.19506 0.9020427
## 3806 11441 415.858 170.4868 85.75659 0.8642805
## 3807 11625 421.390 167.7148 89.46257 0.8458499
## 3808 12437 442.499 183.5729 86.80198 0.8811443
## 3809 9882 392.297 161.1940 78.21048 0.8744061
## 3810 11434 404.710 161.0793 90.86819 0.8256922
## Convex_Area Extent Class
## 1 15617 0.5728955 Cammeo
## 2 15072 0.6154363 Cammeo
## 3 14954 0.6932588 Cammeo
## 4 13368 0.6406690 Cammeo
## 5 15262 0.6460239 Cammeo
## 6 13786 0.6578973 Cammeo
## 7 16150 0.5897081 Cammeo
## 8 16837 0.6588883 Cammeo
## 9 14932 0.6496513 Cammeo
## 10 13734 0.5723199 Cammeo
## 11 15248 0.6243727 Cammeo
## 12 15070 0.5702145 Cammeo
## 13 16240 0.7797689 Cammeo
## 14 14434 0.7812188 Cammeo
## 15 13800 0.7177033 Cammeo
## 16 14678 0.6668371 Cammeo
## 17 15395 0.5693696 Cammeo
## 18 15487 0.7323145 Cammeo
## 19 13732 0.5956349 Cammeo
## 20 14178 0.6720467 Cammeo
## 21 14210 0.5613306 Cammeo
## 22 14742 0.7637858 Cammeo
## 23 13685 0.7948307 Cammeo
## 24 15414 0.5868836 Cammeo
## 25 14883 0.5714845 Cammeo
## 26 13445 0.5924186 Cammeo
## 27 16748 0.6486249 Cammeo
## 28 13431 0.6015582 Cammeo
## 29 13588 0.7800995 Cammeo
## 30 15357 0.7399980 Cammeo
## 31 13462 0.5748183 Cammeo
## 32 13735 0.7140424 Cammeo
## 33 16457 0.6054136 Cammeo
## 34 12212 0.7699870 Cammeo
## 35 14696 0.7114289 Cammeo
## 36 14667 0.5879501 Cammeo
## 37 14758 0.6741021 Cammeo
## 38 14671 0.6533267 Cammeo
## 39 14808 0.6112795 Cammeo
## 40 14010 0.5507814 Cammeo
## 41 13085 0.5829871 Cammeo
## 42 13621 0.6154245 Cammeo
## 43 14726 0.7950283 Cammeo
## 44 14354 0.6141978 Cammeo
## 45 14154 0.5559211 Cammeo
## 46 13572 0.6237488 Cammeo
## 47 13032 0.5939270 Cammeo
## 48 16283 0.6862984 Cammeo
## 49 15696 0.6337008 Cammeo
## 50 15132 0.6047615 Cammeo
## 51 15751 0.7576579 Cammeo
## 52 16171 0.7530368 Cammeo
## 53 14483 0.5777293 Cammeo
## 54 15469 0.5297123 Cammeo
## 55 13256 0.7651623 Cammeo
## 56 15686 0.6395295 Cammeo
## 57 13584 0.7618095 Cammeo
## 58 13810 0.5528057 Cammeo
## 59 15786 0.8074247 Cammeo
## 60 14412 0.7660610 Cammeo
## 61 14221 0.6039931 Cammeo
## 62 12488 0.7240426 Cammeo
## 63 15370 0.7129996 Cammeo
## 64 14422 0.6008173 Cammeo
## 65 17582 0.5698815 Cammeo
## 66 15637 0.5348517 Cammeo
## 67 16874 0.5504190 Cammeo
## 68 13944 0.6052075 Cammeo
## 69 14416 0.8083870 Cammeo
## 70 11961 0.5954013 Cammeo
## 71 16873 0.6293653 Cammeo
## 72 14315 0.7776113 Cammeo
## 73 16079 0.8148129 Cammeo
## 74 12806 0.5259762 Cammeo
## 75 15813 0.5737023 Cammeo
## 76 15914 0.5788884 Cammeo
## 77 14202 0.6986983 Cammeo
## 78 15263 0.6800972 Cammeo
## 79 15374 0.6590354 Cammeo
## 80 16431 0.6704583 Cammeo
## 81 15976 0.6529301 Cammeo
## 82 14070 0.7612663 Cammeo
## 83 12428 0.6028056 Cammeo
## 84 14097 0.5614660 Cammeo
## 85 12778 0.6803261 Cammeo
## 86 13827 0.5953276 Cammeo
## 87 16736 0.6462762 Cammeo
## 88 14386 0.6022959 Cammeo
## 89 15245 0.5886881 Cammeo
## 90 14441 0.6419480 Cammeo
## 91 12813 0.6898870 Cammeo
## 92 13242 0.6432790 Cammeo
## 93 16009 0.7736453 Cammeo
## 94 14776 0.6472722 Cammeo
## 95 14388 0.6483795 Cammeo
## 96 13830 0.6379246 Cammeo
## 97 13936 0.5320961 Cammeo
## 98 13218 0.5469207 Cammeo
## 99 13528 0.7499151 Cammeo
## 100 14991 0.6685439 Cammeo
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## 3794 11819 0.7892920 Osmancik
## 3795 12314 0.6044384 Osmancik
## 3796 12471 0.6638674 Osmancik
## 3797 9594 0.6076366 Osmancik
## 3798 11816 0.7058572 Osmancik
## 3799 13745 0.7306239 Osmancik
## 3800 12016 0.7381101 Osmancik
## 3801 11775 0.6919135 Osmancik
## 3802 10755 0.5861802 Osmancik
## 3803 12526 0.6274899 Osmancik
## 3804 11741 0.7135436 Osmancik
## 3805 12687 0.7188201 Osmancik
## 3806 11628 0.6810119 Osmancik
## 3807 11904 0.6942785 Osmancik
## 3808 12645 0.6267385 Osmancik
## 3809 10097 0.6590636 Osmancik
## 3810 11591 0.8029494 Osmanciktable(data$Class)##
## Cammeo Osmancik
## 1630 2180library(psych)
describe(data)## vars n mean sd median trimmed mad min
## Area 1 3810 12667.73 1732.37 12421.50 12604.85 1835.46 7551.00
## Perimeter 2 3810 454.24 35.60 448.85 453.31 41.36 359.10
## Major_Axis_Length 3 3810 188.78 17.45 185.81 188.22 20.86 145.26
## Minor_Axis_Length 4 3810 86.31 5.73 86.43 86.39 5.49 59.53
## Eccentricity 5 3810 0.89 0.02 0.89 0.89 0.02 0.78
## Convex_Area 6 3810 12952.50 1776.97 12706.50 12888.30 1895.50 7723.00
## Extent 7 3810 0.66 0.08 0.65 0.66 0.09 0.50
## Class* 8 3810 1.57 0.49 2.00 1.59 0.00 1.00
## max range skew kurtosis se
## Area 18913.00 11362.00 0.32 -0.43 28.07
## Perimeter 548.45 189.35 0.22 -0.84 0.58
## Major_Axis_Length 239.01 93.75 0.26 -0.95 0.28
## Minor_Axis_Length 107.54 48.01 -0.13 0.56 0.09
## Eccentricity 0.95 0.17 -0.45 0.07 0.00
## Convex_Area 19099.00 11376.00 0.32 -0.47 28.79
## Extent 0.86 0.36 0.34 -1.03 0.00
## Class* 2.00 1.00 -0.29 -1.92 0.01summary(data)## Area Perimeter Major_Axis_Length Minor_Axis_Length
## Min. : 7551 Min. :359.1 Min. :145.3 Min. : 59.53
## 1st Qu.:11370 1st Qu.:426.1 1st Qu.:174.4 1st Qu.: 82.73
## Median :12422 Median :448.9 Median :185.8 Median : 86.43
## Mean :12668 Mean :454.2 Mean :188.8 Mean : 86.31
## 3rd Qu.:13950 3rd Qu.:483.7 3rd Qu.:203.6 3rd Qu.: 90.14
## Max. :18913 Max. :548.4 Max. :239.0 Max. :107.54
## Eccentricity Convex_Area Extent Class
## Min. :0.7772 Min. : 7723 Min. :0.4974 Length:3810
## 1st Qu.:0.8724 1st Qu.:11626 1st Qu.:0.5989 Class :character
## Median :0.8891 Median :12706 Median :0.6454 Mode :character
## Mean :0.8869 Mean :12952 Mean :0.6619
## 3rd Qu.:0.9026 3rd Qu.:14284 3rd Qu.:0.7266
## Max. :0.9480 Max. :19099 Max. :0.8610Dataset Rice terdiri dari 3810 observasi dengan 7 variabel numerik dan 1 variabel kategorik (Class). Variabel numerik merepresentasikan karakteristik morfologi butir beras, yaitu Area, Perimeter, Major Axis Length, Minor Axis Length, Eccentricity, Convex Area, dan Extent, sedangkan Class menunjukkan dua jenis beras, yaitu Cammeo dan Osmancik. Hasil statistik deskriptif menunjukkan bahwa variabel seperti Area (mean = 12667.73), Perimeter (mean = 454.24), dan Major Axis Length (mean = 188.78) memiliki variasi yang cukup untuk membedakan karakteristik butir beras, sementara Eccentricity (mean = 0.89; sd = 0.02) relatif stabil dan menunjukkan bentuk butir yang cenderung seragam. Secara umum, nilai mean yang dekat dengan median serta skewness yang mendekati nol menunjukkan distribusi data cenderung simetris tanpa penyimpangan ekstrem. Hal ini menunjukkan bahwa dataset memiliki kualitas yang baik untuk analisis clustering karena didominasi variabel numerik kontinu dengan variasi yang cukup untuk membentuk pola pengelompokan.
Meskipun dataset Rice (Cammeo and Osmancik) memiliki label kelas (Class) yang menunjukkan jenis beras, dataset ini tetap dapat digunakan untuk analisis clustering karena proses clustering dilakukan tanpa memanfaatkan label tersebut. Dalam penelitian ini, variabel Class tidak digunakan saat pembentukan cluster, melainkan hanya variabel numerik yang merepresentasikan karakteristik morfologi butir beras. Dengan demikian, proses pengelompokan tetap bersifat unsupervised karena algoritma membentuk cluster murni berdasarkan kemiripan pola data, tanpa mengetahui kategori asli sebelumnya. Label Class hanya digunakan setelah proses clustering selesai, yaitu sebagai pembanding untuk membantu mengevaluasi apakah cluster yang terbentuk memiliki kesesuaian dengan pengelompokan aktual.
Preprocessing Data
Cek Missing Value
colSums(is.na(data))## Area Perimeter Major_Axis_Length Minor_Axis_Length
## 0 0 0 0
## Eccentricity Convex_Area Extent Class
## 0 0 0 0Pemeriksaan missing value menunjukkan bahwa seluruh variabel pada dataset memiliki nilai kosong sebesar 0, sehingga dapat disimpulkan bahwa dataset tidak mengandung missing value.
Cek Data Duplikat
sum(duplicated(data))## [1] 0Pemeriksaan duplikasi data menunjukkan bahwa tidak terdapat data yang terduplikasi dalam dataset (jumlah duplikat = 0). Hal ini berarti setiap observasi bersifat unik, sehingga tidak diperlukan proses penghapusan data duplikat sebelum dilakukan analisis lebih lanjut.
Scaling Data
# Ambil fitur (tanpa kolom label)
data_num <- data[, -ncol(data)]
# Standardisasi - Z-Score
data_scaled <- scale(data_num)
# Lihat hasil
head(data_scaled)## Area Perimeter Major_Axis_Length Minor_Axis_Length Eccentricity
## [1,] 1.4796353 2.0040912 2.3482383 -0.21291468 2.0180726
## [2,] 1.1477196 1.1257053 0.9882607 0.94544409 0.4099643
## [3,] 1.1350203 1.3170414 1.4517179 0.25385404 1.2127973
## [4,] 0.2933976 0.1152849 0.2614046 0.19802453 0.2397196
## [5,] 1.1661915 1.4868582 1.3162691 0.52335069 0.9520961
## [6,] 0.4683027 0.6398505 0.6462858 0.05873504 0.6944986
## Convex_Area Extent
## [1,] 1.4994626 -1.15276961
## [2,] 1.1927611 -0.60199975
## [3,] 1.1263560 0.40555776
## [4,] 0.2338265 -0.27531496
## [5,] 1.2996846 -0.20598604
## [6,] 0.4690581 -0.05226318# Mean harus ~0
colMeans(data_scaled)## Area Perimeter Major_Axis_Length Minor_Axis_Length
## 4.302661e-17 5.627370e-16 6.691625e-16 -2.357425e-16
## Eccentricity Convex_Area Extent
## -2.092311e-15 -4.608432e-16 2.394287e-16# SD harus ~1
apply(data_scaled, 2, sd)## Area Perimeter Major_Axis_Length Minor_Axis_Length
## 1 1 1 1
## Eccentricity Convex_Area Extent
## 1 1 1Dataset kemudian melalui tahap standarisasi menggunakan metode Z-score dengan menghilangkan kolom label (Class) dan hanya menggunakan variabel numerik. Hasil standarisasi menunjukkan bahwa seluruh variabel memiliki nilai rata-rata yang mendekati 0 dan standar deviasi sebesar 1. Hal ini menandakan bahwa proses standarisasi telah berhasil dilakukan, sehingga setiap variabel berada pada skala yang sama dan siap digunakan dalam analisis clustering tanpa adanya dominasi dari variabel tertentu.
Cek Outlier
boxplot(data_scaled,
main = "Boxplot untuk Deteksi Outlier",
col = "lightblue",
las = 2)
Berdasarkan boxplot hasil standarisasi data, terlihat bahwa sebagian
besar variabel memiliki beberapa titik yang berada di luar batas
whisker, yang mengindikasikan adanya outlier. Outlier cukup terlihat
pada variabel seperti Minor Axis Length, Eccentricity, dan Convex Area,
baik pada sisi nilai tinggi maupun rendah. Meskipun demikian, keberadaan
outlier ini masih dalam jumlah yang relatif kecil dibandingkan
keseluruhan data. Karena metode clustering seperti K-Means dan
Hierarchical cukup sensitif terhadap outlier, keberadaan nilai ekstrem
ini perlu diperhatikan, namun tidak dilakukan penghapusan karena outlier
tersebut masih merepresentasikan variasi alami dari data.
Visualisasi Awal
# hitung warna berdasarkan density
dens_col <- densCols(data_scaled[, "Area"], data_scaled[, "Perimeter"])
plot(data_scaled[, "Area"], data_scaled[, "Perimeter"],
col = dens_col,
pch = 19,
xlab = "Area (scaled)",
ylab = "Perimeter (scaled)",
main = "Density-Based Scatter Plot (Gradient)")
pairs(data_scaled,
col = rgb(0.4, 0.6, 0.9, 0.5),
pch = 19,
main = "Scatter Plot Matrix")
#install.packages("GGally")
library(GGally)## Loading required package: ggplot2##
## Attaching package: 'ggplot2'## The following objects are masked from 'package:psych':
##
## %+%, alphadf_plot <- data.frame(data_scaled)
ggpairs(df_plot,
lower = list(continuous = wrap("points", alpha = 0.4, color = "skyblue")),
upper = list(continuous = wrap("cor", size = 3)),
diag = list(continuous = "densityDiag"))
Visualisasi awal menggunakan scatter plot matrix menunjukkan hubungan
antar variabel numerik dalam dataset. Terlihat bahwa sebagian besar
variabel seperti Area, Perimeter, Major Axis Length, dan Convex Area
memiliki korelasi yang sangat kuat dan positif, yang ditunjukkan oleh
pola titik yang membentuk garis linier. Sebaliknya, variabel Extent
menunjukkan korelasi yang sangat lemah terhadap variabel lainnya,
sehingga kontribusinya dalam pembentukan cluster cenderung kecil. Selain
itu, pola sebaran data menunjukkan kecenderungan hubungan linier pada
banyak pasangan variabel, yang mengindikasikan adanya redundansi
informasi antar fitur. Secara umum, visualisasi ini memberikan gambaran
bahwa data memiliki struktur yang cukup jelas untuk dilakukan analisis
clustering.
Metode K-Means
Menentukan Center dengan Elbow Method
wss <- vector()
for (i in 1:10) {
wss[i] <- kmeans(data_scaled, centers = i, nstart = 10)$tot.withinss
}## Warning: did not converge in 10 iterationsplot(1:10, wss, type = "b",
xlab = "Jumlah Cluster (K)",
ylab = "WSS",
main = "Elbow Method")
Berdasarkan visualisasi Elbow Method, jumlah cluster optimal yang
dipilih adalah K = 3. Hal ini ditunjukkan oleh pola penurunan nilai WSS
(Within-Cluster Sum of Squares) yang sangat drastis dari K = 1 hingga K
= 3, kemudian mulai melandai secara signifikan pada K = 4 dan
seterusnya. Titik perubahan dari penurunan curam menuju landai inilah
yang disebut sebagai titik elbow, dan pada grafik ini titik tersebut
paling jelas terlihat di K = 3. Penambahan cluster setelah titik ini
tidak lagi memberikan peningkatan kualitas clustering yang berarti.
Model K-Means C = 3
set.seed(123)
kmeans_model <- kmeans(data_scaled, centers = 3, nstart = 25)
kmeans_cluster <- kmeans_model$cluster
table(kmeans_cluster)## kmeans_cluster
## 1 2 3
## 1509 1249 1052Metode K-Means diterapkan dengan jumlah cluster sebanyak 3 dan nilai nstart sebesar 25 untuk meningkatkan kestabilan hasil. Hasil clustering menunjukkan bahwa data terbagi menjadi tiga kelompok dengan jumlah anggota masing-masing sebesar 1509, 1249, dan 1052 observasi. Hal ini menunjukkan bahwa distribusi data cukup seimbang antar cluster, meskipun terdapat sedikit perbedaan jumlah anggota pada setiap kelompok.
kmeans_model$centers## Area Perimeter Major_Axis_Length Minor_Axis_Length Eccentricity
## 1 1.0105420 1.0523632 1.0485411 0.5963944 0.6519534
## 2 -0.4282604 -0.6012691 -0.7604932 0.2418964 -1.0374223
## 3 -0.9410747 -0.7956569 -0.6011335 -1.1426689 0.2965235
## Convex_Area Extent
## 1 1.0139851 -0.1572478
## 2 -0.4305007 0.3526664
## 3 -0.9433538 -0.1931496Hasil clustering menggunakan K-Means dengan K = 3 menghasilkan tiga kelompok utama. Cluster pertama merepresentasikan beras dengan ukuran besar dan bentuk lonjong. Cluster kedua menunjukkan beras dengan ukuran sedang dan bentuk yang lebih kompak. Sementara itu, cluster ketiga terdiri dari beras dengan ukuran kecil. Perbedaan utama antar cluster dipengaruhi oleh variabel Area, Perimeter, dan Major Axis Length yang menunjukkan ukuran fisik beras.
Visualisasi Hasil Clustering K-Means C = 3
#install.packages("factoextra")
library(factoextra)## Welcome to factoextra!## Want to learn more? See two factoextra-related books at https://www.datanovia.com/en/product/practical-guide-to-principal-component-methods-in-r/fviz_cluster(kmeans_model,
data = data_scaled,
geom = "point",
ellipse.type = "convex",
main = "Visualisasi Hasil Clustering K-Means K=3",
ggtheme = theme_minimal())
Visualisasi hasil K-Means dengan jumlah cluster sebanyak 3 menunjukkan
bahwa data terbagi menjadi tiga kelompok utama yang relatif terpisah
dalam ruang dua dimensi. Meskipun demikian, masih terdapat beberapa area
overlap antar cluster, terutama pada bagian tengah distribusi data. Hal
ini mengindikasikan bahwa pemisahan antar cluster belum optimal. Jika
dibandingkan dengan hasil K-Means dengan 2 cluster, penggunaan 3 cluster
cenderung menghasilkan fragmentasi data, di mana satu cluster berisi
campuran dari karakteristik yang tidak homogen. Temuan ini juga
konsisten dengan nilai Silhouette Score yang lebih rendah.
Evaluasi K-Means C = 3
#Evaluasi Internal (Silhouette Score)
library(cluster)
# hitung silhouette
sil_kmeans <- mean(silhouette(kmeans_cluster, dist(data_scaled))[,3])
sil_kmeans## [1] 0.3086824Evaluasi menggunakan Silhouette Score menghasilkan nilai sebesar 0.3087, yang menunjukkan bahwa kualitas cluster berada pada kategori sedang. Hal ini mengindikasikan bahwa pemisahan antar cluster sudah terbentuk, namun masih terdapat kemungkinan overlap antar kelompok sehingga struktur cluster belum sepenuhnya optimal.
#Evaluasi Eksternal (Perbandingan cluster vs label asli)
table(kmeans_cluster, data$Class)##
## kmeans_cluster Cammeo Osmancik
## 1 1407 102
## 2 62 1187
## 3 161 891Pada dataset asli, terdapat 1630 data Cammeo dan 2180 data Osmancik. Namun, Cluster 3 masih berisi campuran kedua kelas (161 Cammeo dan 891 Osmancik), sehingga tidak merepresentasikan satu kelas tertentu secara jelas. Hal ini menunjukkan bahwa 3 cluster menyebabkan fragmentasi pada data, terutama pada kelas Osmancik yang terpecah ke dalam dua cluster. penggunaan 3 cluster menghasilkan pemisahan yang kurang optimal karena adanya overlap dan pembagian kelas yang tidak tegas.
Model K-Means C = 2
kmeans_2model <- kmeans(data_scaled, centers = 2, nstart = 25)
kmeans_2 <- kmeans_2model$cluster
table(kmeans_2)## kmeans_2
## 1 2
## 1576 2234Hasil penerapan K-Means dengan jumlah cluster sebanyak 2 menunjukkan bahwa data terbagi menjadi dua kelompok dengan jumlah anggota masing-masing sebesar 1576 dan 2234 observasi. Distribusi ini menunjukkan bahwa salah satu cluster memiliki jumlah data yang lebih dominan.
kmeans_2model$centers## Area Perimeter Major_Axis_Length Minor_Axis_Length Eccentricity
## 1 0.9768680 1.0194551 1.0156056 0.5776949 0.6296956
## 2 -0.6891424 -0.7191859 -0.7164702 -0.4075413 -0.4442257
## Convex_Area Extent
## 1 0.9803614 -0.1508651
## 2 -0.6916068 0.1064294Cluster 1 memiliki nilai positif pada sebagian besar variabel seperti Area, Perimeter, dan Major Axis Length, yang mengindikasikan ukuran butir beras cenderung lebih besar dari rata-rata. Sebaliknya, cluster 2 memiliki nilai negatif pada sebagian besar variabel tersebut, yang menunjukkan ukuran butir beras relatif lebih kecil dari rata-rata. Perbedaan ini mengindikasikan bahwa K-Means dengan 2 cluster mampu memisahkan data berdasarkan ukuran dan bentuk morfologi beras secara cukup jelas.
Visualisasi Hasil Clustering K-Means C = 2
fviz_cluster(kmeans_2model,
data = data_scaled,
geom = "point",
ellipse.type = "convex",
main = "Visualisasi Hasil Clustering K-Means K=2",
ggtheme = theme_minimal())
Visualisasi hasil K-Means dengan 2 cluster menunjukkan bahwa data
terbagi secara jelas menjadi dua kelompok utama, terutama sepanjang
Dimensi 1 yang menjelaskan sebagian besar variasi data. Cluster pertama
terdistribusi pada sisi kiri, sedangkan cluster kedua berada pada sisi
kanan, dengan batas pemisahan yang relatif tegas dan hanya sedikit
overlap di area tengah. Pola ini menunjukkan bahwa struktur alami data
memang terdiri dari dua kelompok yang berbeda, sehingga K-Means dengan
dua cluster mampu merepresentasikan data secara optimal.
Evaluasi K-Means C = 2
#Evaluasi Internal (Silhouette Score)
k_means_sil_2 <- mean(silhouette(kmeans_2, dist(data_scaled))[,3])
k_means_sil_2## [1] 0.4099614Evaluasi menggunakan Silhouette Score pada K-Means dengan 2 cluster menghasilkan nilai sebesar 0.4100, yang menunjukkan kualitas cluster yang lebih baik dibandingkan dengan penggunaan 3 cluster sebelumnya. Nilai ini mengindikasikan bahwa pemisahan antar cluster sudah cukup jelas dengan tingkat overlap yang lebih rendah, sehingga K-Means dengan 2 cluster dapat dianggap lebih optimal dalam merepresentasikan struktur data.
#Evaluasi Eksternal (Perbandingan cluster vs label asli)
table(kmeans_2, data$Class)##
## kmeans_2 Cammeo Osmancik
## 1 1437 139
## 2 193 2041Hasil evaluasi eksternal menunjukkan bahwa K-Means dengan 2 cluster mampu memisahkan data dengan cukup baik dan sejalan dengan distribusi kelas asli. Pada dataset asli, jumlah kelas Cammeo sebanyak 1630 observasi dan Osmancik sebanyak 2180 observasi. Hasil clustering menunjukkan bahwa Cluster 1 didominasi oleh Cammeo (1437 data dari total 1630), sedangkan Cluster 2 didominasi oleh Osmancik (2041 data dari total 2180). Hal ini berarti sebagian besar data berhasil dikelompokkan sesuai dengan label aslinya, dengan tingkat kesesuaian yang cukup tinggi. Meskipun masih terdapat sejumlah kecil data yang tertukar antar cluster, secara keseluruhan hasil ini menunjukkan bahwa K-Means dengan 2 cluster mampu merepresentasikan struktur asli data dengan baik dan konsisten terhadap distribusi kelas yang ada.
Metode Hierarchical Clustering
Hitung jarak antar data
dist_matrix <- dist(data_scaled, method = "euclidean")
dist_matrix## 1 2 3 4 5 6
## 2 2.65640536
## 3 2.19738026 1.54725003
## 4 3.87721499 1.97307709 2.40407712
## 5 2.01132804 0.93738536 0.76992072 2.34731736
## 6 3.14310013 1.58359660 1.58119138 0.88611844 1.62761899
## 7 3.58848738 1.70845728 2.93423544 3.42222646 2.30543600 3.23261558
## 8 2.69264372 2.11595284 2.25073415 3.98073942 1.89611183 3.40885016
## 9 3.98712636 1.35722522 2.50713456 2.08020563 2.11841072 2.13731052
## 10 3.20670019 1.55994240 2.32763434 1.06479359 2.00772977 1.15979748
## 11 2.00791339 0.72798462 1.05660567 2.31620865 0.39777525 1.69023372
## 12 2.86767168 0.67259595 2.17769463 2.22470479 1.49435530 2.02382671
## 13 3.00707090 2.88331877 1.86989640 4.09040618 2.21353778 3.35161936
## 14 4.14345488 2.28935393 1.96955977 2.17989922 2.26920651 1.89030469
## 15 3.31528535 2.12254262 1.44505860 1.50948656 1.86370927 0.85751395
## 16 2.00185451 1.59525761 0.52983966 2.21778789 0.87944749 1.36628122
## 17 1.96770559 0.96811267 1.78850801 2.62397615 1.13254919 2.16599773
## 18 3.41762388 1.62167630 1.59396265 2.72386979 1.59145007 2.26939850
## 19 2.45415034 1.97305207 1.85603590 1.71990452 1.80887317 1.19661928
## 20 3.47145575 1.26453639 1.71239137 1.05968224 1.60614227 0.84243263
## 21 2.65083824 1.23449570 2.04880009 1.56897019 1.60772638 1.34490573
## 22 3.62709035 1.95477116 1.45785412 2.25960866 1.78713670 1.77629862
## 23 4.18818438 2.80745323 2.08928454 2.13471951 2.59515149 1.77844350
## 24 3.03614556 0.80391353 2.25487593 2.53512248 1.58904684 2.32281239
## 25 1.82773195 1.07641698 1.60334829 2.27282965 1.04848618 1.74567967
## 26 3.28251475 1.90598924 2.30390002 0.89899290 2.15780826 0.95542681
## 27 2.98844175 1.93025984 2.38928964 3.81808400 1.93662684 3.33595757
## 7 8 9 10 11 12
## 2
## 3
## 4
## 5
## 6
## 7
## 8 1.84217918
## 9 1.68690339 2.74392750
## 10 3.01044158 3.63444865 2.15259534
## 11 2.10221108 1.86794175 2.01795024 1.86836702
## 12 1.46152977 2.35271664 1.43984434 1.59575739 1.23083102
## 13 3.42354272 1.91090559 3.48073402 4.10332587 2.43647407 3.44248398
## 14 3.30616018 3.23940881 2.04855239 2.82866457 2.44254956 2.85610988
## 15 3.71458379 3.54385252 2.60504289 2.00505970 2.04529456 2.69016142
## 16 3.14328848 2.60407198 2.67894568 2.03508878 1.08918868 2.16335236
## 17 1.91526588 1.99605668 2.22424179 1.91468769 0.76886504 1.01773855
## 18 2.18112242 1.86501946 1.66501112 2.88181144 1.69153157 2.16142904
## 19 3.62752939 3.63665957 2.98242743 1.24460322 1.79428196 2.25361946
## 20 2.66553772 3.07170034 1.35951625 1.42962181 1.64717470 1.70156775
## 21 2.69786507 3.18127860 2.18134502 0.61725490 1.41645081 1.24922771
## 22 3.01616112 2.73655391 2.00594519 2.71087723 1.98684040 2.57447595
## 23 4.14954794 3.93044461 2.87304632 2.89675428 2.81134743 3.39859366
## 24 0.98206187 2.01605725 1.28059561 2.04689822 1.33695998 0.51702018
## 25 2.44047443 2.47402976 2.39468638 1.50805781 0.80124147 1.23208294
## 26 3.47547538 3.91850858 2.50381884 0.55823408 2.08479047 2.07685855
## 27 1.35725123 0.52713509 2.37072808 3.48021745 1.87023180 2.08231550
## 13 14 15 16 17 18
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14 2.69753358
## 15 3.00778198 1.55150164
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## 2
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## 2
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## 1669 1670 1671 1672 1673 1674
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## 1675 1676 1677 1678 1679 1680
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## 1681 1682 1683 1684 1685 1686
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## 1687 1688 1689 1690 1691 1692
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## 1693 1694 1695 1696 1697 1698
## 2
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## 1699 1700 1701 1702 1703 1704
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## 1705 1706 1707 1708 1709 1710
## 2
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## 1711 1712 1713 1714 1715 1716
## 2
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## 1717 1718 1719 1720 1721 1722
## 2
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## 1723 1724 1725 1726 1727 1728
## 2
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## 1729 1730 1731 1732 1733 1734
## 2
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## 1735 1736 1737 1738 1739 1740
## 2
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## 1741 1742 1743 1744 1745 1746
## 2
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## 1747 1748 1749 1750 1751 1752
## 2
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## 1753 1754 1755 1756 1757 1758
## 2
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## 1759 1760 1761 1762 1763 1764
## 2
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## 1765 1766 1767 1768 1769 1770
## 2
## 3
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## 27
## 1771 1772 1773 1774 1775 1776
## 2
## 3
## 4
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## 8
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## 14
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## 1777 1778 1779 1780 1781 1782
## 2
## 3
## 4
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## 8
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## 14
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## 27
## 1783 1784 1785 1786 1787 1788
## 2
## 3
## 4
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## 7
## 8
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## 13
## 14
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## 17
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## 27
## 1789 1790 1791 1792 1793 1794
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
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## 13
## 14
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## 16
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## 24
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## 27
## 1795 1796 1797 1798 1799 1800
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
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## 13
## 14
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## 16
## 17
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## 1801 1802 1803 1804 1805 1806
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
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## 13
## 14
## 15
## 16
## 17
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## 20
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## 27
## 1807 1808 1809 1810 1811 1812
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
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## 13
## 14
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## 1813 1814 1815 1816 1817 1818
## 2
## 3
## 4
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## 14
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## 27
## 1819 1820 1821 1822 1823 1824
## 2
## 3
## 4
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## 7
## 8
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## 13
## 14
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## 16
## 17
## 18
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## 20
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## 24
## 25
## 26
## 27
## 1825 1826 1827 1828 1829 1830
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
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## 12
## 13
## 14
## 15
## 16
## 17
## 18
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## 23
## 24
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## 27
## 1831 1832 1833 1834 1835 1836
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1837 1838 1839 1840 1841 1842
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1843 1844 1845 1846 1847 1848
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1849 1850 1851 1852 1853 1854
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1855 1856 1857 1858 1859 1860
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1861 1862 1863 1864 1865 1866
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1867 1868 1869 1870 1871 1872
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1873 1874 1875 1876 1877 1878
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1879 1880 1881 1882 1883 1884
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1885 1886 1887 1888 1889 1890
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1891 1892 1893 1894 1895 1896
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1897 1898 1899 1900 1901 1902
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1903 1904 1905 1906 1907 1908
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1909 1910 1911 1912 1913 1914
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1915 1916 1917 1918 1919 1920
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1921 1922 1923 1924 1925 1926
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1927 1928 1929 1930 1931 1932
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1933 1934 1935 1936 1937 1938
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1939 1940 1941 1942 1943 1944
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1945 1946 1947 1948 1949 1950
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1951 1952 1953 1954 1955 1956
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1957 1958 1959 1960 1961 1962
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1963 1964 1965 1966 1967 1968
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1969 1970 1971 1972 1973 1974
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1975 1976 1977 1978 1979 1980
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1981 1982 1983 1984 1985 1986
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1987 1988 1989 1990 1991 1992
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1993 1994 1995 1996 1997 1998
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 1999 2000 2001 2002 2003 2004
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2005 2006 2007 2008 2009 2010
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2011 2012 2013 2014 2015 2016
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2017 2018 2019 2020 2021 2022
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2023 2024 2025 2026 2027 2028
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2029 2030 2031 2032 2033 2034
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2035 2036 2037 2038 2039 2040
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2041 2042 2043 2044 2045 2046
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2047 2048 2049 2050 2051 2052
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2053 2054 2055 2056 2057 2058
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2059 2060 2061 2062 2063 2064
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2065 2066 2067 2068 2069 2070
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2071 2072 2073 2074 2075 2076
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2077 2078 2079 2080 2081 2082
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 2083 2084 2085 2086 2087 2088
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
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## 2
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## 2
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## 2
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## 2
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## 2
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## 2
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## 2179 2180 2181 2182 2183 2184
## 2
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## 2185 2186 2187 2188 2189 2190
## 2
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## 2191 2192 2193 2194 2195 2196
## 2
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## 2197 2198 2199 2200 2201 2202
## 2
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## 2203 2204 2205 2206 2207 2208
## 2
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## 2209 2210 2211 2212 2213 2214
## 2
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## 2215 2216 2217 2218 2219 2220
## 2
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## 2221 2222 2223 2224 2225 2226
## 2
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## 2227 2228 2229 2230 2231 2232
## 2
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## 2233 2234 2235 2236 2237 2238
## 2
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## 2239 2240 2241 2242 2243 2244
## 2
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## 2245 2246 2247 2248 2249 2250
## 2
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## 2251 2252 2253 2254 2255 2256
## 2
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## 2257 2258 2259 2260 2261 2262
## 2
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## 2263 2264 2265 2266 2267 2268
## 2
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## 2269 2270 2271 2272 2273 2274
## 2
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## 2275 2276 2277 2278 2279 2280
## 2
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## 2281 2282 2283 2284 2285 2286
## 2
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## 2287 2288 2289 2290 2291 2292
## 2
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## 2293 2294 2295 2296 2297 2298
## 2
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## 2299 2300 2301 2302 2303 2304
## 2
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## 2305 2306 2307 2308 2309 2310
## 2
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## 2311 2312 2313 2314 2315 2316
## 2
## 3
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## 2317 2318 2319 2320 2321 2322
## 2
## 3
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## 2323 2324 2325 2326 2327 2328
## 2
## 3
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## 2329 2330 2331 2332 2333 2334
## 2
## 3
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## 2335 2336 2337 2338 2339 2340
## 2
## 3
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## 2341 2342 2343 2344 2345 2346
## 2
## 3
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## 2347 2348 2349 2350 2351 2352
## 2
## 3
## 4
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## 27
## 2353 2354 2355 2356 2357 2358
## 2
## 3
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## 2
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## 2365 2366 2367 2368 2369 2370
## 2
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## 2
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## 2377 2378 2379 2380 2381 2382
## 2
## 3
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## 27
## 2383 2384 2385 2386 2387 2388
## 2
## 3
## 4
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## 27
## 2389 2390 2391 2392 2393 2394
## 2
## 3
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## 2395 2396 2397 2398 2399 2400
## 2
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## 2401 2402 2403 2404 2405 2406
## 2
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## 2407 2408 2409 2410 2411 2412
## 2
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## 2413 2414 2415 2416 2417 2418
## 2
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## 2419 2420 2421 2422 2423 2424
## 2
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## 2425 2426 2427 2428 2429 2430
## 2
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## 2431 2432 2433 2434 2435 2436
## 2
## 3
## 4
## 5
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## 13
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## 16
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## 21
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## 23
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## 27
## 2437 2438 2439 2440 2441 2442
## 2
## 3
## 4
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## 6
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## 27
## 2443 2444 2445 2446 2447 2448
## 2
## 3
## 4
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## 2449 2450 2451 2452 2453 2454
## 2
## 3
## 4
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## 27
## 2455 2456 2457 2458 2459 2460
## 2
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## 2461 2462 2463 2464 2465 2466
## 2
## 3
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## 27
## 2467 2468 2469 2470 2471 2472
## 2
## 3
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## 2473 2474 2475 2476 2477 2478
## 2
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## 27
## 2479 2480 2481 2482 2483 2484
## 2
## 3
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## 13
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## 27
## 2485 2486 2487 2488 2489 2490
## 2
## 3
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## 13
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## 2491 2492 2493 2494 2495 2496
## 2
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## 2497 2498 2499 2500 2501 2502
## 2
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## 2875 2876 2877 2878 2879 2880
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## 2881 2882 2883 2884 2885 2886
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## 2899 2900 2901 2902 2903 2904
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## 2911 2912 2913 2914 2915 2916
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## 2929 2930 2931 2932 2933 2934
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## 2
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## 2
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## 2
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## 2
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## 3013 3014 3015 3016 3017 3018
## 2
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## 3019 3020 3021 3022 3023 3024
## 2
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## 2
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## 2
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## 3037 3038 3039 3040 3041 3042
## 2
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## 3043 3044 3045 3046 3047 3048
## 2
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## 3049 3050 3051 3052 3053 3054
## 2
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## 3055 3056 3057 3058 3059 3060
## 2
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## 3061 3062 3063 3064 3065 3066
## 2
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## 2
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## 3073 3074 3075 3076 3077 3078
## 2
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## 3079 3080 3081 3082 3083 3084
## 2
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## 3085 3086 3087 3088 3089 3090
## 2
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## 3091 3092 3093 3094 3095 3096
## 2
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## 3097 3098 3099 3100 3101 3102
## 2
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## 3103 3104 3105 3106 3107 3108
## 2
## 3
## 4
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## 3109 3110 3111 3112 3113 3114
## 2
## 3
## 4
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## 3115 3116 3117 3118 3119 3120
## 2
## 3
## 4
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## 3121 3122 3123 3124 3125 3126
## 2
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## 3127 3128 3129 3130 3131 3132
## 2
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## 3133 3134 3135 3136 3137 3138
## 2
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## 3139 3140 3141 3142 3143 3144
## 2
## 3
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## 3145 3146 3147 3148 3149 3150
## 2
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## 3151 3152 3153 3154 3155 3156
## 2
## 3
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## 3157 3158 3159 3160 3161 3162
## 2
## 3
## 4
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## 3163 3164 3165 3166 3167 3168
## 2
## 3
## 4
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## 3169 3170 3171 3172 3173 3174
## 2
## 3
## 4
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## 6
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## 3175 3176 3177 3178 3179 3180
## 2
## 3
## 4
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## 6
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## 27
## 3181 3182 3183 3184 3185 3186
## 2
## 3
## 4
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## 6
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## 27
## 3187 3188 3189 3190 3191 3192
## 2
## 3
## 4
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## 6
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## 13
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## 27
## 3193 3194 3195 3196 3197 3198
## 2
## 3
## 4
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## 6
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## 10
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## 13
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## 3199 3200 3201 3202 3203 3204
## 2
## 3
## 4
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## 6
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## 13
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## 27
## 3205 3206 3207 3208 3209 3210
## 2
## 3
## 4
## 5
## 6
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## 13
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## 26
## 27
## 3211 3212 3213 3214 3215 3216
## 2
## 3
## 4
## 5
## 6
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## 13
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## 19
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## 21
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## 23
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## 26
## 27
## 3217 3218 3219 3220 3221 3222
## 2
## 3
## 4
## 5
## 6
## 7
## 8
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## 10
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## 13
## 14
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## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3223 3224 3225 3226 3227 3228
## 2
## 3
## 4
## 5
## 6
## 7
## 8
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## 10
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## 13
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## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3229 3230 3231 3232 3233 3234
## 2
## 3
## 4
## 5
## 6
## 7
## 8
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## 10
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## 13
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## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3235 3236 3237 3238 3239 3240
## 2
## 3
## 4
## 5
## 6
## 7
## 8
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## 10
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## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3241 3242 3243 3244 3245 3246
## 2
## 3
## 4
## 5
## 6
## 7
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## 10
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## 13
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## 16
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## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3247 3248 3249 3250 3251 3252
## 2
## 3
## 4
## 5
## 6
## 7
## 8
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## 10
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## 13
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## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3253 3254 3255 3256 3257 3258
## 2
## 3
## 4
## 5
## 6
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## 13
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## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3259 3260 3261 3262 3263 3264
## 2
## 3
## 4
## 5
## 6
## 7
## 8
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## 10
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## 13
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## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3265 3266 3267 3268 3269 3270
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3271 3272 3273 3274 3275 3276
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3277 3278 3279 3280 3281 3282
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3283 3284 3285 3286 3287 3288
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3289 3290 3291 3292 3293 3294
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3295 3296 3297 3298 3299 3300
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3301 3302 3303 3304 3305 3306
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3307 3308 3309 3310 3311 3312
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3313 3314 3315 3316 3317 3318
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 3319 3320 3321 3322 3323 3324
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
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## 23
## 24
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## 26
## 27
## 3325 3326 3327 3328 3329 3330
## 2
## 3
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## [ reached 'max' / getOption("max.print") -- omitted 3783 rows ]hc <- hclust(dist_matrix, method = "ward.D2")
plot(hc, main = "Dendrogram Hierarchical Clustering")
rect.hclust(hc, k = 2, border = "red")
hc_cluster2 <- cutree(hc, k = 2)
table(hc_cluster2)## hc_cluster2
## 1 2
## 1483 2327Dendrogram hasil Hierarchical Clustering dengan metode Ward menunjukkan bahwa data dapat dipotong menjadi 2 cluster utama pada ketinggian tertentu (ditandai dengan garis kotak merah). Terlihat adanya pemisahan yang cukup jelas antara dua kelompok besar sebelum seluruh data bergabung pada level yang lebih tinggi, sehingga mengindikasikan bahwa struktur alami data cenderung membentuk dua cluster utama. Hasil pemotongan dendrogram menghasilkan dua cluster dengan jumlah anggota masing-masing sebesar 1483 dan 2327 observasi. Perbedaan jumlah ini sesuai dengan distribusi data asli yang tidak seimbang, sehingga pemilihan jumlah cluster sebanyak 2 dapat dianggap sesuai dan representatif terhadap struktur data.
Visualisasi Hasil Hierarchical Clustering
fviz_cluster(list(data = data_scaled, cluster = hc_cluster2),
geom = "point",
ellipse.type = "convex",
main = "Visualisasi Hierarchical Clustering (K = 2)",
ggtheme = theme_minimal())
Visualisasi hasil Hierarchical Clustering dengan dua cluster menunjukkan
bahwa data terbagi menjadi dua kelompok utama yang relatif sesuai dengan
struktur alami data. Namun, dibandingkan dengan metode K-Means, batas
antar cluster pada metode ini terlihat kurang tegas dan terdapat overlap
yang lebih besar di area tengah. Hal ini menunjukkan bahwa meskipun
Hierarchical Clustering mampu mengidentifikasi pola umum dalam data,
tingkat pemisahan antar cluster tidak seoptimal K-Means.
Evaluasi Hierarchical Clustering
#Evaluasi Eksternal (Perbandingan cluster vs label asli)
table(hc_cluster2, data$Class)##
## hc_cluster2 Cammeo Osmancik
## 1 1356 127
## 2 274 2053Hasil evaluasi eksternal pada Hierarchical Clustering dengan 2 cluster menunjukkan bahwa pemisahan data cukup baik dan sejalan dengan label asli. Cluster 1 didominasi oleh kelas Cammeo (1356 data), sedangkan Cluster 2 didominasi oleh kelas Osmancik (2053 data). Jika dibandingkan dengan distribusi data asli (1630 Cammeo dan 2180 Osmancik), sebagian besar data telah berhasil dikelompokkan dengan benar, meskipun masih terdapat sejumlah kecil data yang tertukar antar cluster. Secara keseluruhan, hasil ini menunjukkan bahwa Hierarchical Clustering mampu merepresentasikan struktur data dengan baik dan menghasilkan pemisahan yang cukup jelas antara kedua kelas.
#Evaluasi Internal (Silhouette Score)
sil_hc2 <- mean(silhouette(hc_cluster2, dist_matrix)[,3])
sil_hc2## [1] 0.3954606Evaluasi menggunakan Silhouette Score pada Hierarchical Clustering dengan 2 cluster menghasilkan nilai sebesar 0.3955, yang menunjukkan kualitas cluster yang cukup baik. Nilai ini mengindikasikan bahwa pemisahan antar cluster sudah cukup jelas dengan tingkat overlap yang relatif rendah. Jika dibandingkan dengan K-Means, nilai ini sedikit lebih rendah dari K-Means dengan 2 cluster, namun masih menunjukkan bahwa metode Hierarchical Clustering mampu menghasilkan struktur cluster yang cukup representatif terhadap data.
Metode DBSCAN
Tentukan epsilon (ε) dengan kNN distance
library(dbscan)##
## Attaching package: 'dbscan'## The following object is masked from 'package:stats':
##
## as.dendrogramminPts <- 8
kNNdistplot(data_scaled, k = minPts)
abline(h = 0.5, col = "red", lty = 2)
Nilai parameter epsilon (ε) ditentukan menggunakan grafik k-distance
dengan melihat titik, yaitu titik di mana terjadi perubahan kenaikan
jarak secara signifikan. Berdasarkan visualisasi, titik berada pada
kisaran nilai 0.7 hingga 0.8. Oleh karena itu, nilai ε yang digunakan
dalam model DBSCAN ditetapkan sebesar 0.8 karena mampu menangkap
struktur kepadatan data secara optimal tanpa menghasilkan terlalu banyak
noise.
Tentukan parameter MinPts
db_model <- dbscan(data_scaled, eps = 0.8, minPts = 8)
db_cluster <- db_model$cluster
table(db_cluster)## db_cluster
## 0 1
## 56 3754Hasil DBSCAN dengan parameter ε = 0.7-0.8 dan MinPts = 8 menunjukkan bahwa sebagian besar data (3754 observasi) tergabung dalam satu cluster besar, sementara hanya 56 observasi yang teridentifikasi sebagai noise. Sehingga, DBSCAN tidak mampu memisahkan data menjadi beberapa cluster yang bermakna. Dibandingkan dengan metode K-Means dan Hierarchical Clustering, performa DBSCAN pada parameter ini kurang optimal dalam menangkap struktur alami data.
Visualisasi Hasil DBSCAN
fviz_cluster(db_model,
data = data_scaled,
stand = FALSE,
geom = "point",
main = "Visualisasi Hasil Clustering DBSCAN",
ggtheme = theme_minimal())
Visualisasi hasil DBSCAN menunjukkan bahwa metode ini tidak mampu
memisahkan data ke dalam beberapa cluster yang jelas. Hampir seluruh
observasi tergabung dalam satu cluster utama, sementara hanya sebagian
kecil titik teridentifikasi sebagai noise. Hal ini mengindikasikan bahwa
struktur data memiliki kepadatan yang relatif homogen, sehingga DBSCAN
kesulitan menemukan batas kepadatan yang cukup kuat untuk membentuk
cluster terpisah. Dengan demikian, DBSCAN dinilai kurang sesuai untuk
dataset ini dibandingkan metode clustering lain seperti K-Means.
Evaluasi DBSCAN
if(length(unique(db_cluster[db_cluster != 0])) > 1){
data_no_noise <- data_scaled[db_cluster != 0, ]
cluster_no_noise <- db_cluster[db_cluster != 0]
sil_db <- mean(silhouette(cluster_no_noise, dist(data_no_noise))[,3])
} else {
sil_db <- NA
}
sil_db## [1] NAEvaluasi menggunakan Silhouette Score tidak dapat dilakukan pada hasil DBSCAN karena model hanya menghasilkan satu cluster setelah mengabaikan data noise. Silhouette Score memerlukan minimal dua cluster untuk mengukur kualitas pemisahan antar kelompok. Hal ini menunjukkan bahwa parameter yang digunakan pada DBSCAN belum mampu menghasilkan struktur cluster yang optimal
Metode Fuzzy C-Means
Jalankan Fuzzy C-Means
library(e1071)##
## Attaching package: 'e1071'## The following object is masked from 'package:ggplot2':
##
## elementfcm_model <- cmeans(data_scaled, centers = 2, m = 2)
# hasil cluster (hard assignment)
fcm_cluster <- fcm_model$cluster
table(fcm_cluster)## fcm_cluster
## 1 2
## 1611 2199Hasil clustering menggunakan metode Fuzzy C-Means dengan jumlah cluster sebanyak 2 menunjukkan bahwa data terbagi menjadi dua kelompok dengan jumlah masing-masing 2199 dan 1611 observasi. Distribusi ini relatif sejalan dengan distribusi kelas asli, sehingga menunjukkan bahwa metode ini mampu menangkap struktur data dengan baik. Berbeda dengan K-Means, Fuzzy C-Means menggunakan pendekatan soft clustering, di mana setiap data memiliki derajat keanggotaan pada masing-masing cluster. Hal ini memungkinkan model untuk lebih fleksibel dalam menangani data yang berada pada batas antar cluster, sehingga memberikan representasi yang lebih realistis terhadap struktur data yang memiliki overlap.
Visualisasi Hasil Fuzzy C-Means
fviz_cluster(list(data = data_scaled, cluster = fcm_cluster),
main = "Fuzzy C-Means Clustering",
geom = "point",
ellipse.type = "convex")
Visualisasi hasil Fuzzy C-Means menunjukkan bahwa data terbagi menjadi
dua cluster utama yang terpisah cukup jelas, terutama sepanjang Dimensi
1 yang menjelaskan sebagian besar variasi data. Meskipun demikian,
terdapat area overlap di bagian tengah, yang mengindikasikan adanya data
yang berada pada batas antar cluster. Hal ini sejalan dengan konsep soft
clustering pada Fuzzy C-Means, di mana setiap data tidak hanya menjadi
anggota satu cluster secara mutlak, tetapi memiliki derajat keanggotaan
pada masing-masing cluster. Dengan demikian, metode ini mampu memberikan
representasi yang lebih fleksibel dan realistis terhadap struktur data
dibandingkan metode clustering berbasis hard assignment.
Lihat Derajat Keanggotaan
head(fcm_model$membership)## 1 2
## [1,] 0.8228187 0.17718127
## [2,] 0.9688128 0.03118722
## [3,] 0.9352592 0.06474082
## [4,] 0.6729038 0.32709624
## [5,] 0.9612713 0.03872866
## [6,] 0.9057701 0.09422989Matriks membership pada Fuzzy C-Means menunjukkan derajat keanggotaan setiap data terhadap masing-masing cluster. Nilai keanggotaan berada pada rentang 0 hingga 1, di mana semakin mendekati 1 menunjukkan tingkat keanggotaan yang semakin kuat pada suatu cluster. Sebagian besar data memiliki nilai membership yang tinggi pada salah satu cluster, yang menunjukkan pemisahan yang cukup jelas. Namun, terdapat beberapa data dengan nilai membership yang lebih seimbang antara dua cluster, yang mengindikasikan bahwa data tersebut berada pada batas antar cluster. Hal ini menunjukkan bahwa Fuzzy C-Means mampu menangkap ketidakpastian dan overlap dalam data yang tidak dapat diakomodasi oleh metode clustering berbasis hard assignment seperti K-Means.
Evaluasi Fuzzy C-Means
#Evaluasi Internal (Silhouette Score)
sil_fcm <- mean(silhouette(fcm_cluster, dist(data_scaled))[,3])
sil_fcm## [1] 0.4087643Evaluasi menggunakan Silhouette Score pada metode Fuzzy C-Means menghasilkan nilai sebesar 0.4088, yang menunjukkan kualitas clustering yang cukup baik. Nilai ini hampir setara dengan hasil K-Means dengan 2 cluster, sehingga menunjukkan bahwa Fuzzy C-Means mampu merepresentasikan struktur data dengan baik. Keunggulan utama metode ini terletak pada pendekatan soft clustering, di mana setiap data memiliki derajat keanggotaan pada masing-masing cluster. Hal ini memungkinkan model untuk menangkap adanya overlap antar cluster, sehingga memberikan representasi yang lebih fleksibel dan realistis dibandingkan metode K-Means yang bersifat hard clustering.
#Evaluasi Eksternal (Perbandingan cluster vs label asli)
table(fcm_cluster, data$Class)##
## fcm_cluster Cammeo Osmancik
## 1 1455 156
## 2 175 2024Hasil evaluasi eksternal pada metode Fuzzy C-Means menunjukkan bahwa cluster yang terbentuk memiliki kesesuaian yang tinggi dengan label asli data. Cluster 1 didominasi oleh kelas Osmancik (2024 data), sedangkan Cluster 2 didominasi oleh kelas Cammeo (1455 data). Jika dibandingkan dengan distribusi data asli, sebagian besar observasi telah berhasil dikelompokkan dengan benar, dengan tingkat kesesuaian yang tinggi pada kedua kelas. Meskipun terdapat sejumlah kecil data yang tertukar antar cluster, hal ini dapat dijelaskan oleh adanya overlap karakteristik antar kelas. Pendekatan soft clustering pada Fuzzy C-Means memungkinkan model untuk menangkap ketidakpastian tersebut dengan lebih baik dibandingkan metode hard clustering seperti K-Means.
Hasil Evaluasi Semua Metode
sil_results <- data.frame(
Method = c("K-Means 3", "K-Means 2", "Hierarchical", "DBSCAN", "Fuzzy C-Means"),
Silhouette = c(sil_kmeans, k_means_sil_2, sil_hc2, sil_db, sil_fcm)
)
print(sil_results)## Method Silhouette
## 1 K-Means 3 0.3086824
## 2 K-Means 2 0.4099614
## 3 Hierarchical 0.3954606
## 4 DBSCAN NA
## 5 Fuzzy C-Means 0.4087643barplot(sil_results$Silhouette,
names.arg = sil_results$Method,
main = "Perbandingan Silhouette Score Antar Metode",
ylab = "Silhouette Score",
las = 1 )
Hasil evaluasi menggunakan Silhouette Score menunjukkan bahwa metode
K-Means dengan 2 cluster memiliki nilai tertinggi sebesar 0.4099,
diikuti sangat dekat oleh Fuzzy C-Means dengan nilai 0.4088. Hal ini
menunjukkan bahwa kedua metode mampu menghasilkan struktur cluster yang
baik dan representatif terhadap data. Metode Hierarchical Clustering
juga memberikan hasil yang cukup baik dengan nilai 0.3955, namun masih
berada di bawah K-Means dan Fuzzy C-Means. Sementara itu, K-Means dengan
3 cluster menghasilkan nilai yang lebih rendah, yang mengindikasikan
bahwa penggunaan jumlah cluster yang lebih banyak tidak sesuai dengan
struktur alami data. Metode DBSCAN tidak dapat dievaluasi menggunakan
Silhouette Score karena hanya menghasilkan satu cluster. Secara
keseluruhan, hasil ini menunjukkan bahwa jumlah cluster optimal pada
dataset adalah dua, dengan K-Means dan Fuzzy C-Means sebagai metode yang
memberikan performa terbaik.
Metode Terbaik
best_method <- sil_results[which.max(sil_results$Silhouette), ]
cat("\nMetode terbaik berdasarkan Silhouette Score adalah:\n")##
## Metode terbaik berdasarkan Silhouette Score adalah:print(best_method)## Method Silhouette
## 2 K-Means 2 0.4099614Berdasarkan hasil evaluasi menggunakan Silhouette Score, metode K-Means dengan 2 cluster teridentifikasi sebagai metode terbaik dengan nilai sebesar 0.4099. Nilai ini merupakan yang tertinggi dibandingkan metode clustering lainnya, sehingga menunjukkan bahwa K-Means mampu menghasilkan pemisahan cluster yang paling optimal pada dataset. Hasil ini juga konsisten dengan berbagai analisis sebelumnya, termasuk metode Elbow dan Hierarchical Clustering, yang sama-sama mengindikasikan bahwa jumlah cluster optimal adalah dua. Meskipun demikian, metode Fuzzy C-Means menunjukkan performa yang sangat mendekati, sehingga dapat dipertimbangkan sebagai alternatif yang lebih fleksibel dalam menangani data dengan karakteristik overlap.
fviz_cluster(kmeans_2model,
data = data_scaled,
geom = "point",
ellipse.type = "convex",
main = "Visualisasi Hasil Clustering K-Means K=2",
ggtheme = theme_minimal())
Visualisasi hasil K-Means dengan 2 cluster menunjukkan bahwa data
terbagi secara jelas menjadi dua kelompok utama, terutama sepanjang
Dimensi 1 yang menjelaskan sebagian besar variasi data. Cluster pertama
terdistribusi pada sisi kiri, sedangkan cluster kedua berada pada sisi
kanan, dengan batas pemisahan yang relatif tegas dan hanya sedikit
overlap di area tengah. Pola ini menunjukkan bahwa struktur alami data
memang terdiri dari dua kelompok yang berbeda, sehingga K-Means dengan
dua cluster mampu merepresentasikan data secara optimal.
Dengan demikian, K-Means dipilih sebagai metode terbaik dalam penelitian ini karena kesederhanaan dan performanya yang optimal, sementara Fuzzy C-Means direkomendasikan sebagai pendekatan alternatif untuk analisis yang membutuhkan interpretasi lebih mendalam terhadap data yang memiliki ketidakpastian.