數據降維 實例


secom.data

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2988.72 2479.9 2199.0333 909.7926 1.3204 100 104.2367 0.1217 1.4882 -0.0124 -0.0033 0.9629 201.8482 0 9.6052 422.2894 9.6924 0.9687 192.1557 12.4782 1.4011 -5468.25 2648.25 -4515 -1657.25 1.3137 2.0038 7.3145 62.9333 2.6444 0.2071 3.3813 84.9105 8.6789 50.51 64.1125 49.49 65.1951 86.6867 117.0442 76.9 1.279 70 363.0273 9.9305 131.8027 733.8778 1.3027 142.5427 1 637.3727 189.9079 0 4.486 4.748 2936 0.9139 0.9447 4.5873 24.3791 361.4582 10.2112 116.1818 13.5597 15.6209 23.4736 710.4043 0.9761 147.6545 1 625.2945 70.2289 160.321 464.9735 0 -0.0555 -0.0461 -0.04 0.04 0.0676 -0.1051 0.0028 0.0277 7.5925 0.1302 NaN 2.4004 0.9904 1752.0968 0.1958 8205.7 0.0697 -0.0003 -0.0021 -0.0001 0.0002 0.0411 0 0.0177 -0.0195 -0.0002 0 -0.0699 -0.0059 0.0003 0.0003 0.0021 -0.0483 -0.118 NaN NaN NaN 0.4647 0.9564 0 709.0867 0.9906 58.6635 0.6016 0.9761 6.4935 15.55 3.132 15.61 15.59 1.366 2.48 0.5176 3.119 0.2838 0.7244 0.9961 2.3802 980.451 41.1025 127 118 123.7 47.8 162.432 0.1915 0 5.51 0.003 0.114 0.0393 0.0613 0.019 13.2651 0 9.073 15.241 1.3029 0.015 11.9738 0.35 0.0699 NaN NaN 859 355 3433 3004 0.068 0.108 0.1 1.7 0.9 0.086 0.241 0.9386 0.0356 0.2618 0.4391 0.2618 0.8567 0.2452 0.39 0 0 16.22 0.693 14.67 22.562 0.1786 5.69 0 18.2 52.571 0 0 0 0 0 0 0.139 5.92 23.6 1.264 10.63 13.56 5.92 11.382 24.32 0.3458 9.56 0 21.97 104.95 0 0.1248 0.0463 0.1223 0.0354 0.0708 0.0754 0.0643 0.0932 5.5398 0.0023 NaN 0.0764 0.0015 152.0885 0.0573 820.3999 0 0.0152 0.0149 0 0 0 0 0 0 0 0 0 0.0067 0.004 0 0 0 0 NaN NaN NaN 0.0191 0.0234 0 94.0954 0.001 3.2119 0.0406 0.0072 0.4212 0 0 0 0 0 0 0 0 0 0 0 0.0513 31.83 3.1959 33.896 37.8477 44.3906 16.9347 50.3631 0.0581 0 2.1775 0.0007 0.0417 0.0115 0.0172 0.0063 4.2154 0 2.896 4.0526 0.3882 0.0049 3.9403 0.0916 0.0245 NaN NaN 415.5048 157.0889 1572.6896 1377.4276 0.0285 0.0445 0.0465 0.6305 0.3046 0.0286 0.0824 0.3483 0.0128 0.1004 0.1701 0.1004 0.3465 0.0973 0.1675 0 0 0 5.444 0.2004 4.19 6.3329 0.0479 1.7339 0 4.966 15.7375 0 0 0 0 0 0 0.0243 1.7317 6.6262 0.3512 3.2699 9.402 1.7317 3.0672 6.6839 0.0928 3.0229 0 6.3292 29.0339 8.4026 4.8851 0 0.0407 0.0198 0.0531 0.0167 0.0224 0.0422 0.0273 0.0484 1.8222 0.0006 NaN 0.0252 0.0004 45.7058 0.0188 309.8492 0 0.0046 0.0049 0.0028 0.0034 0 0 0 0 0 0 0 0.0024 0.0014 0 0 0 0 NaN NaN NaN 0.0038 0.0068 0 32.4228 0.0003 1.1135 0.0132 0.0023 0.1348 0 0 0 0 0 0 0 0 0 0 0 0.0155 13.3972 1.1907 5.6363 3.9482 4.9881 2.1737 17.8537 14.5054 0 5.286 2.4643 7.6602 317.7362 0 1.9689 6.5718 0 94.4594 3.6091 13.442 1.5441 6.2313 2.8049 4.9898 15.7089 13.4051 76.0354 181.2641 5.176 5.3899 1.3671 2.7013 34.0336 41.5236 7.1274 1.1054 0.4097 0.5183 0.6849 0.529 1.3141 0.2829 0.3332 0 0 0 4.468 6.9785 11.1303 3.0744 13.7105 3.9918 0 2.8555 27.6824 0 0 0 0 0 0 3.0301 24.2831 6.5291 12.3786 9.1494 100.0021 37.8979 48.4887 3.4234 35.4323 6.4746 0 3.5135 149.4399 0 225.0169 100.4883 305.75 88.5553 104.666 71.7583 0 336.766 72.9635 1.767 NaN 3.1817 0.1488 8.6804 29.2542 9.9979 0 0 711.6418 0 0 0 0 0 0 0 0 0 113.5593 0 0 0 0 0 NaN NaN NaN 4.12 2.4416 0 13.2699 0.0977 5.4751 6.7553 0.7404 6.4865 0 0 0 0 0 0 0 0 0 0 0 2.1565 3.2465 7.7754 0.1096 0.0078 0.0026 7.116 1.165 372.822 72.442 1.8804 131.68 39.33 0.6812 56.9303 17.4781 161.4081 35.3198 54.2917 1.1613 0.7288 0.271 62.7572 268.228 0.6511 7.32 0.163 3.5611 0.067 2.729 25.0363 530.5682 2.0253 9.33 0.1738 2.8971 0.0525 1.7585 8.5831 0.0202 0.0149 0.0044 73.8432 0.499 0.0103 0.0025 2.0544 0.0202 0.0149 0.0044 73.8432
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2946.25 2432.84 2233.3667 1326.52 1.5334 100 100.3967 0.1235 1.5287 0.0167 0.0055 0.9699 200.472 0 8.6617 414.2426 9.2441 0.9747 191.228 12.4935 1.3836 -6058 2953.75 -3906.5 193.75 0.893 1.7775 3.0505 62.3778 1.6333 0.1394 3.52 85.4233 9.6484 50.5795 64.072 49.4205 66.2949 87.0273 117.4928 59.94 3.024 70 360.2873 9.7804 142.2591 746.8692 1.188 137.6473 1 640.1936 192.7702 0 4.636 4.915 2865 0.9316 0.9433 4.6275 28.2955 360.2409 9.8344 130.5545 7.618 11.7045 18.3685 728.5007 0.9227 144.6982 1 635.4936 70.3707 NaN NaN 0 0.0198 -0.055 -0.001 -0.0074 -0.0026 -0.0853 -0.0111 0.021 6.7509 0.1417 NaN 2.3745 0.9888 1832.6305 0.2099 7869.7 -0.113 0.0009 -0.0004 -0.0002 0.0001 0.1925 0 -0.224 -0.0419 -0.0002 -0.0001 0.0265 -0.0052 0.0006 -0.0008 0.0004 -0.2601 0.1324 NaN NaN NaN 0.4651 0.9427 0 748.0887 0.9907 58.656 0.6081 0.9632 6.3186 15.88 2.541 15.91 15.88 0.8703 2.771 0.4138 3.272 -0.0946 0.8122 0.9985 2.2932 998.1081 37.9213 123 159.8 119.3 48.8 296.303 0.3744 0 3.64 0.0041 0.0709 0.0581 0.0478 0.0141 12.3665 0 5.369 10.42 0.5564 0.0106 11.8948 0.45 0.0511 NaN NaN 2089 910 323 1157 0.065 0.036 0.045 1.7 0.9 0.106 0.123 0.6308 0.3176 0.3824 0.5646 0.3824 0.7408 0.2789 0.219 0 0 19.7 0.482 14.38 35.535 0.1552 7.92 0 21.62 82.556 0 0 0 0 0 0 0.244 6.61 24.22 1.003 11.8 21.78 6.61 9.679 34.8069 0.5217 12.32 0 34.99 111.952 0 0.0645 0.0391 0.0849 0.0614 0.0494 0.0668 0.0803 0.0575 2.8799 0.0117 NaN 0.0662 0.0028 129.1731 0.031 1132.2998 0 0.0362 0.019 0 0 0 0 0 0 0 0 0 0.0036 0.0035 0 0 0 0 NaN NaN NaN 0.0217 0.0198 0 158.2729 0.0007 2.6668 0.0268 0.028 0.4484 0 0 0 0 0 0 0 0 0 0 0 0.0411 29.743 3.6327 32.0878 52.6671 36.4696 17.4864 88.7672 0.1092 0 1.0929 0.0013 0.0226 0.0155 0.0155 0.0048 3.9449 0 1.4873 3.1727 0.1614 0.0034 3.8352 0.1275 0.0176 NaN NaN 982.8228 384.6101 152.4347 478.1502 0.0279 0.0158 0.0203 0.632 0.3162 0.0405 0.0439 0.2442 0.1379 0.1515 0.2379 0.1515 0.2839 0.101 0.0833 0 0 0 5.5901 0.1505 3.8197 10.178 0.0453 2.3901 0 5.9858 25.2892 0 0 0 0 0 0 0.0789 1.9589 6.9023 0.3364 3.3583 10.4221 1.9589 2.6806 9.6731 0.1582 3.7242 0 9.5854 33.4938 NaN NaN 0 0.0166 0.0181 0.041 0.0277 0.0148 0.0315 0.0442 0.0259 0.969 0.0036 NaN 0.0227 0.0012 42.1498 0.0092 335.5983 0 0.0095 0.0048 0.0033 0.0027 0 0 0 0 0 0 0 0.0013 0.0011 0 0 0 0 NaN NaN NaN 0.0058 0.0078 0 58.2605 0.0003 0.923 0.0077 0.0081 0.152 0 0 0 0 0 0 0 0 0 0 0 0.012 10.5837 1.0323 5.4262 5.4238 4.9037 2.185 22.3369 24.4142 0 3.6256 3.3208 4.638 347.774 865.1584 1.4577 6.1687 0 61.9853 2.5154 6.0186 1.0841 6.2202 3.6019 3.6904 34.4833 30.8083 8.2683 597.1613 7.2788 2.0253 1.4752 2.7253 55.102 76.0159 3.4943 0.7384 3.2918 0.756 0.8812 0.7738 1.1174 0.3205 0.1864 0 0 0 5.4679 4.9282 10.1083 4.7579 13.0665 5.7538 0 3.3771 42.8261 0 0 0 0 0 0 5.2729 23.3606 6.7233 10.1989 9.0384 285.9 56.4737 52.6935 4.7779 56.539 8.5143 0 5.506 159.0889 0 325.3468 71.0586 0 826.936 0 78.3348 723.4234 273.8095 42.6594 8.2199 NaN 2.7883 0.2873 7.0485 14.7656 14.3881 0 0 0 0 0 0 0 0 0 0 0 0 68.7351 622.2222 0 0 0 0 NaN NaN NaN 4.6687 2.1027 0 21.157 0.0706 4.5466 4.406 2.9077 7.097 0 0 0 0 0 0 0 0 0 0 0 1.791 2.9799 9.5796 0.1096 0.0078 0.0026 7.116 1.2708 412.222 80.326 1.105 16.06 1.65 0.5329 7.2448 0.6268 86.9463 3.896 2.0541 0.9469 0.29 0.0604 30.6277 254.006 0.8444 4.75 0.1905 1.8784 0.0743 1.87 22.5598 534.2091 2.3236 8.91 0.3201 2.2598 0.0899 1.6679 13.7755 0.0342 0.0151 0.0052 44.0077 0.4949 0.0189 0.0044 3.8276 0.0342 0.0151 0.0052 44.0077
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3058.88 2690.15 2248.9 1004.4692 0.7884 100 106.24 0.1185 1.5153 0.0157 0.0007 0.9481 202.417 0 13.6872 408.4017 9.6836 0.9687 192.7334 12.5263 1.4092 -5395.5 2551.75 -3819.75 -737 1.328 1.9893 7.3885 67.3 2.7889 0.2239 3.4588 83.8887 8.7289 50.4685 64.4021 49.5316 65.0665 86.7493 116.5628 78.09 2.671 70 358.67 9.9271 142.2945 745.6875 0.9025 136.6791 1 637.6436 133.6606 0 4.636 4.915 2865 0.9316 0.9433 4.6275 29.1309 360.1382 9.8389 131.4255 5.5936 10.8691 15.3094 730.3781 0.9965 144.3255 1 635.8891 57.0841 NaN NaN 0 -0.0187 -0.0594 0.0249 0.0041 0.0002 -0.0765 0.0004 0.0086 6.2166 0.137 NaN 2.3466 0.9902 1826.1111 0.2038 9117.3699 -0.0672 -0.0028 -0.0018 0 0.0002 -0.0456 0 -0.1188 -0.0102 0.0003 -0.0001 -0.0086 -0.0057 0.0001 0.0027 0.0017 0.1039 -0.0866 NaN NaN NaN 0.465 0.9464 0 778.3335 0.9902 59.0421 0.6039 0.9622 6.3241 15.78 2.27 15.86 15.8 0.7568 2.645 0.3273 3.442 0.7096 0.7863 0.9951 2.3437 992.8298 40.5458 91 175.4 201.1 55.5 249.9639 0.0577 0 7.56 0.0034 0.1027 0.0626 0.0463 0.0313 13.5649 0 19.388 14.952 1.3097 0.016 12.2552 0.48 0.0474 NaN NaN 233 346 1429 807 0.161 0.142 0.11 1.9 1.1 0.073 0.385 0.8182 0.098 0.4235 0.7064 0.4236 0.9357 0.3062 0.22 0 0 13.92 0.393 14.09 37.242 0.0826 7.61 0 21.7 11.961 0 0 0 0 0 0 0.244 4.72 24.7 1.026 12.72 12.63 4.72 4.496 35.803 0.7151 17.14 0 28.89 73.632 0 0.0701 0.0529 0.1203 0.0517 0.0541 0.0989 0.0807 0.0378 7.5616 0.0035 NaN 0.0915 0.0005 126.1031 0.0976 1222.1006 0 0.0317 0.0235 0 0 0 0 0 0 0 0 0 0.0045 0.0048 0 0 0 0 NaN NaN NaN 0.0643 0.0155 0 128.7632 0.0012 2.7835 0.0254 0.0259 0.442 0 0 0 0 0 0 0 0 0 0 0 0.0331 27.861 2.9057 29.3966 74.695 65.5784 19.9839 92.8285 0.0216 0 2.7959 0.0008 0.0377 0.0166 0.014 0.0106 4.3027 0 5.6741 3.7801 0.3878 0.0054 4.0139 0.1286 0.0183 NaN NaN 106.4973 151.6605 652.0774 366.1448 0.0663 0.0683 0.0513 0.5831 0.3444 0.0247 0.1352 0.3119 0.0433 0.1665 0.2588 0.1666 0.3539 0.1358 0.0937 0 0 0 4.8066 0.1337 3.83 10.9128 0.0247 2.7469 0 6.7634 3.3091 0 0 0 0 0 0 0.0789 1.4892 6.7078 0.3503 3.2599 11.2226 1.4892 1.6179 10.2964 0.1827 4.958 0 8.0261 22.1485 NaN NaN 0 0.0216 0.0221 0.0533 0.0211 0.0147 0.051 0.0345 0.0159 2.46 0.0011 NaN 0.0281 0.0002 39.4817 0.0302 376.4134 0 0.0089 0.007 0.0067 0.0064 0 0 0 0 0 0 0 0.0016 0.0017 0 0 0 0 NaN NaN NaN 0.009 0.0055 0 40.8608 0.0004 0.962 0.0078 0.0087 0.143 0 0 0 0 0 0 0 0 0 0 0 0.0102 10.8717 0.791 4.1681 5.7341 7.4754 2.4679 24.8852 7.321 0 7.116 2.8699 6.7774 399.362 0 3.306 6.7015 0 141.6508 3.6611 13.525 1.6483 6.3586 3.8319 3.3651 4.3184 13.5593 37.4108 109.498 12.1235 7.1384 1.4888 2.8232 39.4422 32.6055 11.1311 0.9753 1.1227 0.8391 1.0969 0.8552 1.4381 0.353 0.1887 0 0 0 3.881 3.9589 9.902 4.9943 9.147 5.5678 0 3.4032 8.9488 0 0 0 0 0 0 5.2729 16.2027 6.8585 10.428 9.6785 225.7941 43.4259 29.3676 4.902 71.7657 11.8759 0 4.5432 128.9887 0 374.6159 89.1323 484.1046 0 0 129.2388 0 440.8163 121.6359 2.5556 NaN 3.8989 0.0527 6.9056 47.8698 13.4041 0 0 0 0 0 0 0 0 0 0 0 0 79.1209 0 0 0 0 0 NaN NaN NaN 13.823 1.6426 0 16.5435 0.1232 4.7144 4.2075 2.6891 6.9889 0 0 0 0 0 0 0 0 0 0 0 1.4141 2.8062 7.1665 0.1096 0.0078 0.0026 7.116 0.6174 408.116 73.856 0.4455 15.97 0.76 0.1851 6.4786 0.3589 72.153 3.9131 1.029 0.9823 0.4232 0.0748 43.0771 265.09 0.5652 7.78 0.1334 3.2415 0.0486 2.9349 23.6052 493.0054 2.2008 278.19 0.354 92.5866 0.126 56.4274 16.0862 0.0204 0.0194 0.0063 95.031 0.4984 0.0106 0.0034 2.1261 0.0204 0.0194 0.0063 95.031
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2994.05 2548.21 2195.1222 1046.1468 1.3204 100 103.34 0.1223 1.5144 -0.019 0.0013 0.9433 201.7125 0 11.8566 411.9572 10.2918 0.9664 191.4207 12.4663 1.4195 -2727.5 1400 -1976 360.5 0.455 0.8847 1.532 68.7111 1.9444 0.1656 3.5029 84.7569 8.659 50.153 64.1114 49.847 65.8389 84.7327 118.6128 14.37 5.434 70 366.1545 10.325 120.2818 723.2513 0.9543 138.1345 1 624.5709 113.0565 0 4.647 4.931 2891 0.9241 0.9425 4.4828 27.8373 364.89 10.6091 108.1191 7.8579 12.1627 16.9061 706.3452 0.8692 144.5955 1 617.6045 112.0789 151.5228 466.0817 0 0.0035 -0.053 0.0003 -0.0411 -0.0002 -0.0996 0.0011 0.0356 7.4902 0.1355 NaN 2.4532 0.9883 1732.2002 0.1669 8476.17 0.042 -0.0028 -0.0021 0 0.0001 0.0176 0 -0.1401 0.0149 0.0002 -0.0001 -0.0108 -0.0056 -0.0002 0.0028 0.0021 -0.0082 -0.0517 NaN NaN NaN 0.4608 0.938 0 636.9547 0.9906 58.5394 0.6004 0.9799 6.2058 15.75 3.148 15.73 15.71 0.946 3.027 0.5328 3.299 -0.5677 0.778 1.001 2.3715 993.1274 38.1448 89 170.8 146.2 53.0999 380.5909 0.1151 0 5.82 0.0037 0.1327 0.0512 0.0517 0.0349 13.6246 0 9.66 10.227 0.4291 0.0183 13.3159 0.46 0.0624 NaN NaN 5655 2942 3967 776 0.921 1.779 3.077 2.2 1 0.116 0.107 1.0824 0.0369 0.3141 0.5753 0.3141 0.9677 0.2706 0.326 0 0 16.15 0.323 13.2 23.319 0.0963 3.04 0 18.95 34.253 0 0 0 0 0 0 4.617 4.07 20.07 0.477 10.22 17.24 4.07 6.706 25.579 0.2132 12.79 0 21.13 118.057 0 0.0644 0.0527 0.059 0.0667 0.0427 0.0969 0.0215 0.1047 2.3422 0.0035 NaN 0.0963 0.0087 68.026 0.0713 1104.5 0 0.0134 0.0128 0 0 0 0 0 0 0 0 0 0.0049 0.0039 0 0 0 0 NaN NaN NaN 0.058 0.0448 0 138.0032 0.0011 2.6472 0.0293 0.0037 0.382 0 0 0 0 0 0 0 0 0 0 0 0.0488 19.862 3.6163 23.551 58.9465 50.6152 18.0919 120.7408 0.0372 0 2.0875 0.0009 0.0519 0.0113 0.0147 0.0116 4.2787 0 3.3436 3.4306 0.1211 0.0061 4.2077 0.1243 0.0229 NaN NaN 3153.6764 1620.7332 2281.7211 418.6848 0.5255 1.0217 1.769 0.7623 0.2789 0.0375 0.0351 0.3846 0.0151 0.1288 0.2268 0.1288 0.3677 0.1175 0.1261 0 0 0 5.2778 0.1106 3.9047 6.2918 0.0242 0.8803 0 5.1803 9.4138 0 0 0 0 0 0 0.6542 1.0726 5.6835 0.1202 3.3098 8.9881 1.0726 2.0216 6.8075 0.0628 3.27 0 5.6977 36.4186 7.87 4.596 0 0.0167 0.0236 0.0262 0.0304 0.0124 0.0507 0.0093 0.0528 0.8216 0.001 NaN 0.0302 0.003 22.956 0.0235 414.2061 0 0.0038 0.0034 0.0026 0.0024 0 0 0 0 0 0 0 0.0017 0.0014 0 0 0 0 NaN NaN NaN 0.0092 0.0156 0 50.0169 0.0003 0.8859 0.0101 0.0011 0.1291 0 0 0 0 0 0 0 0 0 0 0 0.0165 7.1493 1.1704 4.0782 5.7046 5.7374 2.419 36.3803 8.7145 0 5.6319 3.0263 8.7623 269.3851 0 3.6955 6.7545 0 81.4734 2.4825 4.1698 1.8942 6.9564 3.6899 4.3945 207.3327 210.1429 200.7591 215.2566 202.4176 201.0737 200.8486 3.2018 51.4286 70.0671 3.0546 1.2771 0.4264 0.6263 0.8973 0.6301 1.4698 0.3194 0.2748 0 0 0 4.4107 3.1283 10.9742 3.2242 10.0934 2.2007 0 3.0341 30.2973 0 0 0 0 0 0 102.9947 14.6207 5.5003 4.4961 9.4525 219.3969 33.4629 39.6661 3.6213 24.5336 8.8454 0 3.4213 105.3338 0 0 99.4809 0 162.1884 0 97.2892 0 293.8947 31.2702 2.5832 NaN 3.9238 0.8832 3.9271 42.7355 13.0306 0 474.3363 615.015 0 0 0 0 0 0 0 0 0 87.1111 0 0 0 0 0 NaN NaN NaN 12.5838 4.7811 0 21.6661 0.114 4.5221 4.8734 0.3783 6.155 0 0 0 0 0 0 0 0 0 0 0 2.0579 1.9999 9.4805 0.1096 0.0078 0.0026 7.116 0.7517 411.648 74.512 0.2443 17.93 0.89 0.0929 7.8882 0.3612 32.4934 4.3557 1.1944 1.3569 0.7213 0.2722 53.157 265.922 0.7929 9.26 0.1224 3.3206 0.045 3.4822 15.4411 532.1764 1.8715 9.5699 0.2723 3.3618 0.0862 1.7983 14.5507 0.0355 0.0205 0.0071 57.8122 0.4925 0.0158 0.0041 3.2115 0.0355 0.0205 0.0071 57.8122
2928.84 2479.4 2196.2111 1605.7578 0.9959 100 97.9156 0.1257 1.469 0.017 -0.0154 0.9445 202.1264 0 9.1084 419.9018 10.113 0.9673 192.0134 12.5263 1.421 -6097.75 2808 -3869.75 752.5 0.9025 1.7695 3.0345 64.7667 2.0667 0.1603 3.5217 85.4274 9.6234 50.4893 63.9315 49.5107 66.3322 86.9476 117.419 61.1 3.217 70 360.7891 9.752 143.8782 749.2445 1.1927 136.8118 1 641.4791 213.618 0 4.636 4.915 2865 0.9316 0.9433 4.6275 25.0836 362.5064 9.7813 128.9618 9.4424 14.9164 21.6833 727.5613 0.9241 144.17 1 635.6382 63.7271 NaN NaN 0 -0.0223 -0.0947 0.0051 0.0083 0.0035 -0.0001 -0.0261 0.0223 6.6383 0.132 NaN 2.3588 0.9695 1632.312 0.1997 8789.5001 0 -0.0045 0.0014 0 0 0 0 0 0 0 0 0 -0.0059 0.0006 0 0 0 0 NaN NaN NaN 0.4727 0.9359 0 725.8145 0.9899 59.5776 0.5985 0.9638 6.304 15.88 2.661 15.89 15.86 0.9082 2.78 0.4467 3.267 -0.5677 0.8038 0.9992 2.2764 997.4308 45.1318 123 112.8 150.5 51.7 250.3359 0.2773 0 5.54 0.0049 0.1097 0.0966 0.0364 0.0327 12.733 0 4.678 11.597 0.4533 0.0167 12.3727 0.48 0.0378 NaN NaN 2352 597 295 143 0.072 0.047 0.103 2.3 0.9 0.056 0.08 0.5087 0.2885 0.4343 0.5245 0.4343 0.8582 0.247 0.226 0 0 15.08 0.407 13.48 36.218 0.1409 7.17 0 23.08 72.888 0 0 0 0 0 0 0.244 2.08 20.73 0.746 14.3 13.78 2.08 6.722 41.002 0.4785 12.1 0 27.28 73.696 0 0.137 0.0699 0.0775 0.0846 0.0908 0.0375 0.0369 0.0576 3.9528 0.001 NaN 0.0732 0.0042 104.4568 0.0535 740.5996 0 0.0417 0.0328 0 0 0 0 0 0 0 0 0 0.004 0.0072 0 0 0 0 NaN NaN NaN 0.0458 0.0435 0 53.6078 0.0006 3.064 0.0317 0.0177 0.4577 0 0 0 0 0 0 0 0 0 0 0 0.035 27.537 4.1301 30.9815 45.1359 50.3528 16.6372 87.4243 0.0856 0 2.4003 0.0013 0.037 0.0217 0.0103 0.0109 4.0129 0 1.4144 3.2929 0.1335 0.0055 3.9239 0.1286 0.0114 NaN NaN 1081.3385 255.566 128.014 68.7047 0.03 0.0195 0.043 0.728 0.2915 0.0218 0.0293 0.218 0.1153 0.1588 0.2266 0.1588 0.328 0.0908 0.1009 0 0 0 4.6853 0.1079 3.6111 10.6289 0.0431 1.7992 0 7.0204 23.0631 0 0 0 0 0 0 0.0789 0.6579 5.7487 0.2879 3.6622 10.5628 0.6579 1.814 11.2743 0.1467 3.9784 0 9.1103 24.8109 NaN NaN 0 0.037 0.0291 0.0328 0.0357 0.0262 0.0158 0.0155 0.0259 1.4606 0.0004 NaN 0.0215 0.0013 39.6184 0.0166 230.4763 0 0.0119 0.0098 0 0 0 0 0 0 0 0 0 0.0015 0.0024 0 0 0 0 NaN NaN NaN 0.0097 0.0125 0 13.9769 0.0002 0.9904 0.0091 0.0063 0.1455 0 0 0 0 0 0 0 0 0 0 0 0.0111 9.4089 1.6248 5.6188 3.8514 6.07 2.3541 15.5899 27.8475 0 5.6579 3.8989 7.4677 569.2818 236.8442 3.4671 6.2995 0 51.3594 2.7618 4.4827 1.725 6.4437 3.8319 2.6594 38.5716 21.2607 7.6232 19.0033 7.9778 2.6561 3.3943 3.5512 43.5484 34.9272 2.2717 0.5955 2.9979 0.8602 0.8204 0.8772 1.2938 0.2841 0.1925 0 0 0 4.1797 4.1735 9.369 4.8339 11.811 5.2408 0 3.5979 34.1207 0 0 0 0 0 0 5.2729 8.2922 5.7185 7.6268 11.0886 145.9369 13.9444 31.0008 5.6355 51.7796 8.3929 0 4.2917 115.6431 0 613.8337 73.812 0 0 0 0 141.3793 258.5859 59.5454 0.7578 NaN 3.1045 0.4323 6.3993 26.8017 8.426 0 935.7644 0 0 0 0 0 0 0 0 0 0 67.9406 0 0 0 0 0 NaN NaN NaN 9.6888 4.6512 0 7.3859 0.0625 5.1428 5.2886 1.8407 7.2606 0 0 0 0 0 0 0 0 0 0 0 1.5371 2.7608 9.1512 0.1096 0.0078 0.0026 7.116 1.299 399.092 75.82 0.8752 14.32 0.43 0.3457 7.1523 0.1713 67.3761 3.5881 0.5671 1.0344 0.4385 0.1039 42.3877 264.188 0.6575 3.32 0.0856 1.4571 0.0352 1.2567 13.0129 533.7464 2.1865 7.74 0.28 2.8659 0.0841 1.4501 12.8058 0.037 0.0279 0.0081 75.5077 0.4987 0.0427 0.0092 8.5646 0.037 0.0279 0.0081 75.5077
2920.07 2507.4 2195.1222 1046.1468 1.3204 100 103.34 0.1223 1.531 -0.0259 0.0216 0.9595 202.1269 0 8.4828 415.5185 9.5007 0.9666 192.6261 12.4186 1.3848 -5521.25 2592.75 -3982.25 -1933.25 1.3045 2.0107 7.4027 63.3778 2.8222 0.2383 3.5298 84.9105 8.6789 50.51 64.1125 49.49 65.1951 86.6867 117.0442 76.9 1.279 70 363.0364 9.7235 137.3564 740.1569 1.227 138.1709 1 638.5636 228.0825 0 4.486 4.748 2936 0.9139 0.9447 4.5873 22.6227 365.0464 9.8142 119.9791 11.0227 17.3773 25.5177 714.6392 0.9556 142.5155 1 627.5409 80.1463 158.0006 469.5404 0 -0.0151 -0.0728 -0.065 -0.0381 0.004 -0.0815 -0.0119 0.0258 7.5539 0.1323 NaN 2.3652 0.9642 1891.4401 0.1697 7889.72 -0.1376 -0.0001 -0.0004 -0.0001 0.0002 0.0639 0 0.1172 -0.0167 -0.0004 0.0001 0.068 -0.0075 0.0002 0.0002 0.0004 -0.2241 0.183 NaN NaN NaN 0.4615 0.9587 0 670.3646 0.9908 58.72 0.6065 0.9799 6.2999 15.83 2.575 15.89 15.84 0.8089 2.854 0.4162 3.383 -0.4731 0.7589 0.9966 2.3216 995.1991 36.9578 127 64.1 71.9 53.0999 380.5909 0.1151 0 5.82 0.0037 0.1334 0.0748 0.0561 0.0236 13.6615 0 7.549 9.642 0.5815 0.0186 13.0898 0.4 0.0209 NaN NaN 971 302 1437 3851 0.082 0.071 0.055 1.7 0.9 0.119 0.514 0.9386 0.0356 0.2618 0.4391 0.2618 0.8567 0.2452 0.39 0 0 16.06 0.63 14.72 25.722 0.1584 8.33 0 13.64 70.642 0 0 0 0 0 0 0.139 7.11 21.95 0.747 9.34 17.96 7.11 11.537 25.566 0.2307 6.45 0 17.96 114.368 0 0.0613 0.0341 0.0375 0.0999 0.0915 0.0622 0.0799 0.1177 3.3281 0.0054 NaN 0.0912 0.0066 71.3541 0.0962 1541.7002 0 0.0403 0.0227 0 0 0 0 0 0 0 0 0 0.0071 0.0058 0 0 0 0 NaN NaN NaN 0.0317 0.0136 0 159.7564 0.0007 3.4391 0.0381 0.0055 0.43 0 0 0 0 0 0 0 0 0 0 0 0.0333 29.099 2.8 33.896 19.9822 24.8685 18.0919 120.7408 0.0372 0 2.0875 0.0009 0.0405 0.0211 0.0164 0.008 4.2827 0 2.4108 2.982 0.1709 0.0061 4.1529 0.1046 0.0075 NaN NaN 444.4295 133.5649 651.5322 1792.1565 0.0371 0.0296 0.024 0.6797 0.2949 0.0427 0.173 0.3483 0.0128 0.1004 0.1701 0.1004 0.3465 0.0973 0.1675 0 0 0 5.2108 0.198 4.2689 6.8271 0.0445 2.3822 0 3.8989 23.084 0 0 0 0 0 0 0.0243 1.9911 5.9035 0.2175 2.5147 7.7587 1.9911 3.0383 6.9396 0.0698 1.955 0 5.4477 35.1524 13.23 10.4069 0 0.0156 0.0144 0.0175 0.0418 0.0273 0.0316 0.0423 0.0576 1.1158 0.0017 NaN 0.028 0.0021 25.0943 0.0315 528.8403 0 0.0091 0.0061 0.0029 0.0042 0 0 0 0 0 0 0 0.0022 0.0022 0 0 0 0 NaN NaN NaN 0.0059 0.005 0 57.1274 0.0002 1.1623 0.0115 0.0015 0.1486 0 0 0 0 0 0 0 0 0 0 0 0.0113 9.5342 0.8583 5.6363 2.1952 2.8675 2.419 36.3803 8.7145 0 5.6319 3.0263 8.7131 288.9425 259.572 2.4636 6.7589 0 88.9917 2.3205 6.1204 1.9245 6.7954 3.221 1.51 17.5866 11.6479 36.0851 199.1982 6.2859 3.531 0.743 2.6823 31.8898 49.9301 14.5618 1.1054 0.4097 0.5183 0.6849 0.529 1.3141 0.2829 0.3332 0 0 0 4.4238 6.4792 10.7167 3.4752 12.9053 6.0288 0 2.136 30.9721 0 0 0 0 0 0 3.0301 31.4286 6.0129 7.6114 7.7847 162.9366 40.9155 45.2117 3.5775 24.1399 4.5258 0 2.862 142.6991 0 406.6335 46.8246 57.648 262.5493 0 76.2956 672.8421 455.7599 44.0586 4.0806 NaN 3.8574 0.6807 3.7725 56.6776 19.5406 0 0 0 0 0 0 0 0 0 0 0 0 94.8247 0 0 0 0 0 NaN NaN NaN 6.8582 1.4222 0 23.8313 0.0713 5.8568 6.2801 0.5659 6.826 0 0 0 0 0 0 0 0 0 0 0 1.4336 2.9239 7.5762 0.1096 0.0078 0.0026 7.116 1.8373 408.824 81.582 0.8276 17.48 1.61 0.3472 8.5332 0.5961 45.0415 4.2757 1.9735 1.1613 0.7288 0.271 62.7572 NaN NaN NaN NaN NaN NaN NaN NaN 530.18 1.969 9.95 0.1291 2.6544 0.0469 1.8767 6.5577 0.0188 0.0098 0.0034 52.2039 0.495 0.0153 0.0041 3.0926 0.0188 0.0098 0.0034 52.2039
3051.44 2529.27 2184.4333 877.6266 1.4668 100 107.8711 0.124 1.5236 -0.0209 -0.0031 0.9441 226.0086 0 9.7686 409.8885 10.4109 0.9516 215.5977 10.7029 1.4191 -6069.75 2858.25 -3883.5 833.75 0.898 1.7822 3.1158 67.9889 2.3 0.1894 3.5296 83.7998 8.7977 50.4285 64.202 49.5715 65.1111 86.6693 116.536 78.11 3.872 70 350.1745 10.1878 133.2682 723.0309 0.9578 137.9873 1 621.43 112.7524 0 4.553 4.821 2872 0.9251 0.9442 4.6164 -1.1927 351.4309 10.5484 112.0755 12.64 21.1927 24.2607 698.7702 0.9458 145.2836 1 608.79 104.6736 NaN NaN 0 -0.0201 -0.0377 0.0125 -0.0498 0.0298 0.0087 -0.0646 -0.0093 7.8046 0.132 NaN 2.3588 0.989 1706.2759 0.1935 8889.3 -0.0946 -0.0052 -0.0016 -0.0001 0.0002 0.0528 0 0.0387 0.0046 -0.0002 0 0.1638 -0.0047 -0.0001 0.0052 0.0015 0.0323 -0.1979 NaN NaN NaN NaN 0.9378 0 756.9414 0.9908 59.5615 0.5832 0.9607 6.3399 15.77 3.038 15.81 15.8 0.8467 2.572 0.511 3.171 0 0.7661 0.9971 2.3262 998.4607 38.6257 90 102.5 80.2 52.8 203.071 0.1355 0 8.4 0.0028 0.132 0.0631 0.0611 0.0345 10.6832 0 4.392 6.621 0.3514 0.0341 10.431 12.71 0.0583 NaN NaN 2413 648 692 216 0.078 0.051 0.071 3.5 1 0.118 0.068 0.7531 0.093 0.4211 0.6434 0.4211 1.0026 0.3256 0.272 0 0 21.3 0.253 12.06 20.512 0.0673 5.02 0 14.76 38.776 0 0 0 0 0 0 0.231 3.57 19.56 0.279 10.75 12.63 3.57 3.394 18.604 0.0626 6.34 0 12.63 36.619 0 0.1587 0.0189 0.0651 0.0851 0.0659 0.0406 0.0903 0.0601 5.115 0.001 NaN 0.0732 0.0018 129.62 0.04 846.5996 0 0.0375 0.0453 0 0 0 0 0 0 0 0 0 0.0026 0.0062 0 0 0 0 NaN NaN NaN NaN 0.0107 0 77.8939 0.0009 3.179 0.023 0.0301 0.398 0 0 0 0 0 0 0 0 0 0 0 0.0263 38.321 4.23 26.6977 34.17 24.3169 17.5461 67.7218 0.0482 0 3.0528 0.0007 0.0424 0.0205 0.0164 0.0109 3.841 0 1.4082 2.2231 0.1035 0.0109 3.7793 4.4163 0.0184 NaN NaN 1073.8102 266.8562 314.8931 105.3482 0.0319 0.0212 0.0303 1.0879 0.3873 0.0396 0.0213 0.2757 0.0368 0.1684 0.2416 0.1684 0.378 0.1319 0.107 0 0 0 6.4674 0.0852 3.674 6.2531 0.0206 1.309 0 4.66 10.9588 0 0 0 0 0 0 0.0741 1.1474 6.3649 0.0816 3.0448 8.6726 1.1474 1.1813 6.1663 0.0209 1.9278 0 3.6761 11.0018 NaN NaN 0 0.0473 0.0081 0.0295 0.0357 0.021 0.0191 0.0451 0.0281 1.5788 0.0004 NaN 0.0215 0.0006 40.6735 0.0118 250.6435 0 0.0091 0.012 0.0071 0.0088 0 0 0 0 0 0 0 0.0008 0.0022 0 0 0 0 NaN NaN NaN NaN 0.0032 0 22.5931 0.0003 0.9906 0.009 0.0092 0.1335 0 0 0 0 0 0 0 0 0 0 0 0.0087 14.2037 1.2284 4.0767 3.3591 3.1709 2.4171 23.1387 9.2374 0 7.7871 2.2581 8.6638 301.7214 0 3.6515 4.7269 0 44.9602 1.6153 3.3751 3.5863 4.8382 118.7533 4.1112 39.7545 22.6712 17.819 25.907 8.686 2.8616 2.2787 5.1479 43.4783 62.2874 1.9266 0.8987 1.0565 0.835 1.0021 0.8495 1.5398 0.3757 0.2334 0 0 0 6.0827 2.4834 9.0494 2.8369 7.0225 3.638 0 2.3752 34.3904 0 0 0 0 0 0 5.0039 299.314 5.5658 2.645 9.5918 99.9209 16.8454 13.9898 2.6624 6.6225 4.3639 0 2.0746 34.984 0 791.028 50.0994 521.8437 170.8835 221.0019 466.6667 139.8916 644.504 65.5385 0.7578 NaN 3.1045 0.1816 7.5967 20.6583 9.5238 0 719.4245 0 0 0 0 0 0 0 0 0 0 55.0265 0 0 0 0 0 NaN NaN NaN NaN 1.1444 0 10.2906 0.0882 5.3373 3.9474 3.1311 6.2772 0 0 0 0 0 0 0 0 0 0 0 1.1299 3.838 10.9513 0.1096 0.0078 0.0026 7.116 0.8668 400.008 73.326 0.1103 14.44 1.13 0.0435 7.1552 0.4541 12.7287 3.6099 1.5411 0.9651 0.1343 0.0391 13.9158 258.406 0.8138 4.52 0.1938 1.9501 0.0775 1.7492 23.8168 533.2464 2.2354 9.93 0.2785 3.441 0.0948 1.8622 12.4598 NaN NaN NaN NaN 0.5034 0.0151 0.0038 3.0063 0.0188 0.0098 0.0034 52.2039
2963.97 2629.48 2224.6222 947.7739 1.2924 100 104.8489 0.1197 1.4474 0.0144 -0.0119 0.9582 195.3787 0 9.7561 422.3675 9.7825 0.9692 185.5963 12.4582 1.4029 -1431.5 619.5 -1025.25 131.75 0.2328 0.439 0.7672 62.5 2.4222 0.1992 3.4603 85.0922 9.2007 50.1899 64.2199 49.8101 66.505 88.3312 118.2566 74.57 1.946 70 354.2945 9.8685 138.28 732.4237 0.8974 137.0027 1 629.5773 133.2749 0 4.558 4.755 2887 0.9323 0.9586 4.5924 17.6382 353.3127 10.4491 115.9182 10.2273 22.3618 28.1392 704.2846 1.0144 150.1191 1 619.35 78.7486 151.6967 467.6533 0 -0.0151 -0.0617 0.004 -0.0549 0.0573 0.0629 -0.016 0.027 7.3445 0.134 NaN 2.4704 0.9827 1839.845 1.3861 8651.3099 -0.01 0.0039 -0.0018 -0.0001 0 0.1439 0 -0.4609 -0.0419 0.0003 -0.0002 -0.032 -0.0041 0.0006 -0.0039 0.0018 -0.0362 0.0172 NaN NaN NaN 0.4564 0.9228 0 736.1852 0.9692 56.5635 0.5961 0.9638 6.4127 15.77 3.038 15.81 15.8 0.8467 2.572 0.511 3.171 0 0.7661 0.9971 2.3262 998.4607 38.6257 70 209.2 197.9 64.0999 295.563 0.1782 0 7.99 0.0042 0.0731 0.0999 0.0457 0.0214 5.7405 0 7.568 10.272 0.8038 0.014 5.2769 0.48 0.0493 NaN NaN 5726 2478 4101 527 0.931 1.756 3.069 2.2 1 0.108 0.127 0.5969 0.1513 0.3714 0.5896 0.3715 0.8207 0.1958 0.798 0 0 18.54 0.722 7.73 22.958 0.0992 9.59 0 19.25 32.266 0 0 0 0 0 0 0.355 3.91 15.22 0.491 7.08 17.34 3.91 6.281 21.191 0.1599 7.65 0 17.34 66.817 0 0.1363 0.061 0.1075 0.0894 0.0873 0.0515 0.0637 0.0864 3.3189 0.0025 NaN 0.0884 0.0509 157.0715 0.9851 959.7998 0 0.0135 0.0123 0 0 0 0 0 0 0 0 0 0.0051 0.0041 0 0 0 0 NaN NaN NaN 0.1785 0.1131 0 148.298 0.0202 3.8517 0.0304 0.0181 0.3141 0 0 0 0 0 0 0 0 0 0 0 0.0263 38.321 4.23 19.0952 78.3785 65.5491 22.6271 92.9482 0.061 0 2.5782 0.001 0.0233 0.0244 0.012 0.0071 1.8277 0 2.3209 3.4534 0.2881 0.0045 1.6841 0.1291 0.0181 NaN NaN 2863 1239 2050.5 263.5 0.4655 0.878 1.5345 0.8617 0.3308 0.0332 0.0398 0.2118 0.058 0.1459 0.2441 0.1459 0.3119 0.0694 0.3307 0 0 0 4.9515 0.2701 2.3778 6.6228 0.0308 2.8768 0 5.1568 10.4504 0 0 0 0 0 0 0.0859 1.2491 5.123 0.1525 2.0763 7.9391 1.2491 1.9153 6.5641 0.0557 2.4251 0 4.6812 18.924 4.6047 4.7148 0 0.0428 0.0252 0.0515 0.0386 0.0254 0.0276 0.0279 0.0401 1.2958 0.0008 NaN 0.0299 0.0159 44.0573 0.3087 324.5754 0 0.0038 0.0032 0.0033 0.0017 0 0 0 0 0 0 0 0.0016 0.0012 0 0 0 0 NaN NaN NaN 0.0336 0.0338 0 48.2171 0.0061 1.0806 0.0114 0.0066 0.1162 0 0 0 0 0 0 0 0 0 0 0 0.0087 14.2037 1.2284 3.1272 7.0581 7.5262 2.8814 31.185 13.7861 0 7.6205 3.5078 5.0503 692.5477 385.4507 2.2359 2.9381 0 77.572 2.432 8.2173 1.4406 2.8432 3.8529 3.5155 400 400 400 400 400 400 400 3.52 41.2844 54.2108 3.6702 0.7015 1.6445 0.74 0.9181 0.7458 1.234 0.2217 0.6748 0 0 0 5.2329 7.3162 5.5901 3.1345 11.058 6.9999 0 3.0576 24.2101 0 0 0 0 0 0 7.7302 22.1678 4.3078 4.699 6.1078 169.5462 17.4852 22.3212 3.0089 15.768 5.096 0 2.7997 84.8485 0 901.9024 98.8254 0 162.99 152.356 81.9411 398.125 320.2966 45.1884 1.8655 NaN 3.5795 5.18 8.5372 71.0696 11.0943 0 344.4976 697.8723 0 0 0 0 0 0 0 0 0 125.5385 728.8889 0 0 0 0 NaN NaN NaN 39.1058 12.256 0 20.1441 2.0882 6.8096 5.1066 1.8764 4.8988 0 0 0 0 0 0 0 0 0 0 0 1.1299 3.838 10.9513 0.1096 0.0078 0.0026 7.116 1.062 399.004 81.434 0.7283 14.17 1.06 0.3222 6.3017 0.5242 68.5814 3.5513 1.3017 0.9139 0.1233 0.0267 13.4909 NaN NaN NaN NaN NaN NaN NaN NaN 532.6446 2.2808 11.42 0.3692 3.7724 0.1163 2.144 16.1875 0.0202 0.0289 0.0084 142.908 0.5077 0.0094 0.0026 1.8483 0.0202 0.0289 0.0084 142.908
2988.31 2546.26 2224.6222 947.7739 1.2924 100 104.8489 0.1197 1.5465 0.025 -0.0024 0.9616 192.9787 0 12.4364 424.7536 9.5917 0.9706 183.3869 12.4622 1.4088 -2694.75 1476.25 -2053 81.25 0.4495 0.8882 1.4915 61.2333 2.2444 0.2033 3.4814 85.0922 9.2007 50.1899 64.2199 49.8101 66.505 88.3312 118.2566 74.57 1.946 70 352.6455 9.8222 141.3 734.8382 0.9033 136.0836 1 630.0291 141.8843 0 4.581 4.812 2875 0.9324 0.952 4.6135 20.4209 352.0236 10.1562 121.7209 5.9718 19.5791 24.8005 710.0377 0.9025 150.3127 1 624.0573 112.0904 159.7713 464.286 0 -0.0106 -0.056 -0.0021 -0.0538 0.0643 0.0819 -0.0144 0.0347 7.5348 0.1253 NaN 2.4704 0.9906 1777.4358 1.4727 8907.68 0.0372 0.0052 -0.0007 -0.0001 0 0.1245 0 -0.7773 0.0223 0.0008 -0.0004 0.0048 -0.0031 -0.0003 -0.0052 0.0007 -0.0153 -0.0364 NaN NaN NaN 0.4691 0.9386 0 762.8943 0.9716 57.1724 0.6006 0.9625 6.3944 15.85 3.263 15.85 15.82 0.8987 2.77 0.5158 3.207 -0.0473 0.7446 1 2.3243 1004.8054 39.4139 95 144.2 126 64.0999 295.563 0.1782 0 7.99 0.0042 0.092 0.109 0.0366 0.0182 5.9665 0 7.134 13.663 0.6427 0.0105 5.3403 0.37 0.038 NaN NaN 5803 3530 4483 265 0.942 1.801 3.042 2.9 0.9 0.124 0.096 0.5969 0.1513 0.3714 0.5896 0.3715 0.8207 0.1958 0.798 0 0 14.57 0.372 7.34 24.174 0.091 5.36 0 18.32 30.085 0 0 0 0 0 0 0.252 3.1 14.27 0.613 7.47 10.4 3.1 5.77 23.147 0.1899 12.13 0 10.4 63.971 0 0.1572 0.1127 0.095 0.0601 0.0823 0.0338 0.0806 0.0706 2.7716 0.003 NaN 0.0884 0.0009 139.502 1.4361 1388.2002 0 0.0175 0.0158 0 0 0 0 0 0 0 0 0 0.0082 0.0033 0 0 0 0 NaN NaN NaN 0.0706 0.0316 0 143.3508 0.0025 4.8847 0.0328 0.022 0.2881 0 0 0 0 0 0 0 0 0 0 0 0.0351 32.201 2.2894 28.7735 53.2982 50.9188 22.6271 92.9482 0.061 0 2.5782 0.001 0.0287 0.0282 0.0097 0.0059 1.9151 0 2.0507 3.912 0.2181 0.0035 1.6989 0.1111 0.0104 NaN NaN 3129.8922 1768.6406 2390.5016 125.7229 0.5202 1.0259 1.7229 1.0392 0.3468 0.0378 0.0254 0.2118 0.058 0.1459 0.2441 0.1459 0.3119 0.0694 0.3307 0 0 0 4.9296 0.1283 2.3544 6.8385 0.0257 2.0794 0 5.413 8.9755 0 0 0 0 0 0 0.0792 1.0242 4.8336 0.1685 2.1554 8.3916 1.0242 1.8075 6.2619 0.0472 3.6206 0 3.3325 22.4095 4.5432 5.3114 0 0.0449 0.0477 0.042 0.0311 0.0251 0.0146 0.0409 0.0339 0.9867 0.0009 NaN 0.0299 0.0003 42.9984 0.4163 510.9829 0 0.0048 0.0042 0.0032 0.0026 0 0 0 0 0 0 0 0.003 0.0014 0 0 0 0 NaN NaN NaN 0.0153 0.0119 0 52.0855 0.0007 1.4037 0.0102 0.0081 0.1072 0 0 0 0 0 0 0 0 0 0 0 0.0124 12.5668 0.8041 4.3127 4.8255 4.9484 2.8814 31.185 13.7861 0 7.6205 3.5078 5.949 436 0 1.889 3.0918 0 57.364 3.2167 6.7005 1.0833 2.9121 2.969 2.7009 215.3447 239.1194 218.3634 326.1538 209.5662 202.7582 203.9557 4.736 40.099 60.9836 2.7575 0.7015 1.6445 0.74 0.9181 0.7458 1.234 0.2217 0.6748 0 0 0 4.1316 3.7873 5.1946 3.2897 10.0768 3.9388 0 2.9078 21.2039 0 0 0 0 0 0 5.4623 15.1805 4.0537 6.0357 6.137 174.151 15.8332 23.2655 3.26 21.0437 8.0698 0 1.6665 57.0709 0 0 201.3399 0 111.6582 128.0311 41.2447 560.6957 203.1655 36.7844 2.3552 NaN 3.5795 0.0922 7.8485 97.5149 15.5843 0 336.5385 0 0 0 0 0 0 0 0 0 0 263.4538 0 0 0 0 0 NaN NaN NaN 15.0519 3.3623 0 18.7904 0.2576 8.5439 5.4568 2.2892 4.5062 0 0 0 0 0 0 0 0 0 0 0 1.5106 3.2047 5.8086 0.1096 0.0078 0.0026 7.116 0.7514 401.488 73.854 0.1654 17.42 0.85 0.0657 7.8265 0.3892 22.0178 4.3389 1.1509 0.9168 0.1139 0.0294 12.4295 NaN NaN NaN NaN NaN NaN NaN NaN 536.1118 2.312 8.53 0.3049 2.8829 0.0954 1.5911 13.1895 0.0174 0.0174 0.0045 100.2745 0.5058 0.0078 0.0021 1.5352 0.0174 0.0174 0.0045 100.2745
3028.02 2560.87 2270.2556 1258.4558 1.395 100 104.8078 0.1207 1.4368 0.015 -0.0037 0.9623 195.1742 0 12.1805 428.9826 9.1999 0.9673 185.9743 12.4761 1.3969 -5757.25 2675.75 -3654.5 -2445 1.2745 2.0055 7.2435 63.3556 2.9667 0.2137 3.4262 86.3472 9.1283 50.1869 64.0917 49.8131 66.0625 86.2537 122.0886 73.95 3.86 70 362.1782 9.9088 146.8118 755.3431 1.2215 139.66 1 648.65 253.1952 0 4.632 4.908 2845 0.9231 0.9438 4.5554 -8.1182 363.0873 10.242 118.6936 16.6636 28.1182 37.6915 717.6516 0.8885 150.2055 1 631.9864 92.166 163.5055 468.4808 0 0.0045 -0.025 0.0094 -0.0073 -0.0353 -0.0574 -0.0394 0.0299 6.4414 0.1371 NaN 2.3997 0.9688 1717.1081 0.1692 8581.6799 -0.0362 0.0029 -0.001 -0.0002 0.0001 0.1863 0 -0.0954 0.067 -0.0004 0 -0.0285 -0.0071 -0.0009 -0.0029 0.001 -0.1203 -0.1893 NaN NaN NaN NaN 0.9144 0 729.7498 0.9905 59.1715 0.5954 0.9675 6.337 15.85 3.263 15.85 15.82 0.8987 2.77 0.5158 3.207 -0.0473 0.7446 1 2.3243 1004.8054 39.4139 85 189.6 102.3 48 180.004 0.6265 0 4.94 0.0031 0.0893 0.0662 0.049 0.0184 5.6111 0 6.331 16.249 0.3917 0.0137 5.3695 0.49 0.0307 NaN NaN 601 199 643 1748 0.125 0.043 0.281 3.1 1.1 0.104 0.538 0.5857 0.0385 0.4228 0.6871 0.4228 0.8611 0.1368 0.897 0 0 20.32 0.367 10.02 20.532 0.0664 6.87 0 17.15 49.321 0 0 0 0 0 0 0.27 2.59 12.56 1.183 8.91 15.7 2.59 4.938 22.038 0.186 6.23 0 15.7 113.118 0 0.0443 0.0571 0.0925 0.0733 0.0701 0.1599 0.083 0.0669 3.2411 0.0023 NaN 0.0857 0.006 181.5117 0.0941 606.2998 0 0.0213 0.0217 0 0 0 0 0 0 0 0 0 0.0049 0.004 0 0 0 0 NaN NaN NaN NaN 0.0235 0 55.5248 0.001 2.7255 0.0368 0.0153 0.3761 0 0 0 0 0 0 0 0 0 0 0 0.0351 32.201 2.2894 24.4622 52.9682 35.7726 17.4686 56.3947 0.1896 0 1.5837 0.0009 0.0251 0.0173 0.0131 0.0059 1.795 0 1.9157 4.1853 0.1247 0.0045 1.7074 0.1326 0.0091 NaN NaN 301.6514 96.8035 303.3815 933.2947 0.0584 0.0206 0.1296 0.9735 0.3279 0.0415 0.1655 0.2156 0.0176 0.1707 0.2531 0.1707 0.3223 0.0585 0.3459 0 0 0 6.5511 0.111 2.7094 7.0729 0.0252 1.7471 0 5.8406 15.6771 0 0 0 0 0 0 0.0914 0.6749 4.46 0.356 2.4676 8.0182 0.6749 1.4294 7.1772 0.055 2.049 0 4.8309 30.8301 6.4935 4.3268 0 0.0113 0.029 0.0431 0.0362 0.0192 0.0739 0.0389 0.0286 1.0631 0.0008 NaN 0.0272 0.0019 55.8926 0.0314 216.2981 0 0.0063 0.0065 0.0039 0.0028 0 0 0 0 0 0 0 0.0016 0.0014 0 0 0 0 NaN NaN NaN NaN 0.009 0 19.6903 0.0003 0.8207 0.0134 0.0059 0.132 0 0 0 0 0 0 0 0 0 0 0 0.0124 12.5668 0.8041 3.8975 6.2615 3.9947 2.1143 14.3036 44.9094 0 4.7134 2.5691 6.215 440.599 0 1.9115 2.8749 0 51.9767 3.7878 4.2581 1.4197 2.8872 3.9275 2.1985 10.439 7.4372 17.5947 71.4928 9.8078 2.1441 3.8793 4.893 37.0787 48.6739 15.7024 0.6783 0.4215 0.8425 1.0721 0.8488 1.3035 0.1586 0.7347 0 0 0 5.6105 3.7038 6.8251 2.7182 5.433 4.9191 0 2.644 19.4794 0 0 0 0 0 0 5.927 31.9037 3.4592 11.5505 7.5067 94.2171 9.2111 13.101 3.0708 20.9306 4.1477 0 2.4842 122.7329 0 994.1094 228.6286 981.4324 0 198.3728 278.5714 210.3929 224.1206 50.3171 1.678 NaN 3.5696 0.6162 10.5708 55.6 7.065 0 725.1064 0 0 0 0 0 0 0 0 0 0 68.5315 444.4444 0 0 0 0 NaN NaN NaN NaN 2.5685 0 7.6087 0.1001 4.6061 6.1799 1.5859 5.9353 0 0 0 0 0 0 0 0 0 0 0 1.5106 3.2047 5.8086 0.1096 0.0078 0.0026 7.116 1.2108 409.186 76.022 0.8809 17.03 0.97 0.3501 7.0198 0.4229 72.7591 4.1619 1.2759 1.3569 0.7213 0.2722 53.157 263.276 0.5828 5.13 0.1165 2.3009 0.0519 1.9485 19.9909 537.8145 2.1113 8.43 0.2364 2.766 0.0766 1.5675 11.1971 0.0184 0.0151 0.0042 82.0989 0.5005 0.0108 0.0034 2.1574 0.0184 0.0151 0.0042 82.0989
3032.73 2517.79 2270.2556 1258.4558 1.395 100 104.8078 0.1207 1.5537 0.022 -0.0027 0.9613 195.3425 0 10.0002 420.4726 9.4147 0.9692 185.9278 12.4761 1.403 -5612.5 3417.75 -3617.5 514.75 0.9333 1.7835 3.3272 60.2444 2.2667 0.1976 3.6651 85.0465 8.5762 50.0595 63.8294 49.9405 66.4424 87.4811 117.7632 74.04 4.768 70 361.4573 9.9373 147.8655 756.6351 1.2281 140.1191 1 649.4418 255.631 0 4.632 4.908 2845 0.9231 0.9438 4.5554 -5.5327 363.8591 10.0247 122.3327 9.6391 25.5327 34.0855 722.5495 0.9808 153.6109 1 639.8027 110.5151 170.5815 469.2213 0 -0.0079 -0.0176 -0.0592 -0.3482 -0.0423 -0.0012 -0.0291 -0.1003 8.0131 0.1362 NaN 2.4053 0.9885 1777.3281 0.1825 9100.62 -0.0838 -0.0022 0.0018 0.0002 0.0002 -0.3062 0 0.6241 0.0065 0 0.0003 0.0572 -0.0066 -0.0001 0.0022 -0.0019 0.0399 -0.0372 NaN NaN NaN NaN 0.9356 0 769.1809 0.9911 58.6493 0.5985 0.97 6.2676 15.85 3.263 15.85 15.82 0.8987 2.77 0.5158 3.207 -0.0473 0.7446 1 2.3243 1004.8054 39.4139 99 188.2 158.7 48 180.004 0.6265 0 4.94 0.0031 0.1023 0.0634 0.051 0.0194 5.6486 0 5.949 15.49 0.455 0.0126 5.4413 0.49 0.0725 NaN NaN 1653 346 1216 1895 0.032 0.028 0.076 2.5 1 0.106 0.18 0.6997 0.1451 0.2364 0.6485 0.2364 1.172 0.2528 0.443 0 0 19.18 0.212 7.42 20.421 0.1344 3.21 0 15.2 53.933 0 0 0 0 0 0 0.27 4.9 16.67 1.148 7.66 11.45 4.9 5.041 21.303 0.1002 6.54 0 11.45 68.416 0 0.0545 0.0817 0.0395 1.2837 0.0283 0.0535 0.0959 0.5522 2.9399 0.0016 NaN 0.0423 0.0015 120.1371 0.0516 1253.3994 0 0.0176 0.0171 0 0 0 0 0 0 0 0 0 0.0059 0.0035 0 0 0 0 NaN NaN NaN NaN 0.0211 0 123.2961 0.0007 2.9492 0.04 0.0125 0.3633 0 0 0 0 0 0 0 0 0 0 0 0.0351 32.201 2.2894 24.6061 62.7876 55.7701 17.4686 56.3947 0.1896 0 1.5837 0.0009 0.0413 0.0167 0.0138 0.0064 1.8246 0 1.9409 4.5209 0.1376 0.0042 1.7271 0.1326 0.0219 NaN NaN 733.2587 145.962 515.9667 874.9561 0.0148 0.0116 0.0383 0.8833 0.3571 0.0359 0.059 0.283 0.0587 0.0994 0.2394 0.0994 0.4438 0.0927 0.1863 0 0 0 5.8924 0.0653 2.2509 7.2303 0.0331 1.0938 0 5.079 15.2805 0 0 0 0 0 0 0.0914 1.4931 6.0208 0.3114 2.1629 8.4414 1.4931 1.4465 7.4928 0.0391 2.1292 0 4.1877 20.1499 3.637 3.5645 0 0.0225 0.0337 0.0168 0.6188 0.0128 0.0267 0.0513 0.2548 1.1421 0.0005 NaN 0.0113 0.0006 44.674 0.0189 428.9316 0 0.0056 0.0049 0.0055 0.0041 0 0 0 0 0 0 0 0.002 0.0014 0 0 0 0 NaN NaN NaN NaN 0.0067 0 38.8554 0.0002 0.8995 0.0132 0.0043 0.1301 0 0 0 0 0 0 0 0 0 0 0 0.0124 12.5668 0.8041 4.5185 6.2056 6.3031 2.1143 14.3036 44.9094 0 4.7134 2.5691 6.5844 288.6739 0 2.0135 2.8917 0 59.4889 3.684 4.8332 1.3003 2.9266 3.9275 5.1695 29.4521 10.1236 33.6144 368.1399 3.4289 1.5699 2.2842 4.1498 44.1176 53.6558 4.9112 0.8227 1.6919 0.4722 1.016 0.4734 1.7639 0.289 0.3762 0 0 0 5.3063 2.1334 5.0181 2.6989 10.9411 2.2909 0 2.3405 21.098 0 0 0 0 0 0 5.927 88.5639 4.5814 11.4517 6.2616 118.7873 19.1911 14.7892 2.9483 10.2185 4.2575 0 1.7896 61.9065 0 692.0635 464.8649 66.6667 368.641 66.9031 0 329.5533 550.4112 36.6885 1.1747 NaN 1.7598 0.154 6.7594 28.2881 13.7727 0 813.8728 927.4576 0 0 0 0 0 0 0 0 0 89.7338 0 0 0 0 0 NaN NaN NaN NaN 2.2532 0 16.0295 0.0672 5.0285 6.6861 1.2866 5.797 0 0 0 0 0 0 0 0 0 0 0 1.5106 3.2047 5.8086 0.1096 0.0078 0.0026 7.116 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.9208 0.1456 0.0334 15.8112 263.682 0.5825 2.11 0.1089 0.8406 0.0486 0.8002 18.6964 531.8418 2.1849 10.26 0.4839 3.5183 0.1343 1.9291 22.148 NaN NaN NaN NaN 0.5015 0.0105 0.0027 2.0979 0.0184 0.0151 0.0042 82.0989
3040.34 2501.16 2207.3889 962.5317 1.2043 100 104.0311 0.121 1.5481 -0.0367 0.0014 0.9634 196.2746 0 8.4061 409.1399 9.847 0.9701 186.4275 12.5222 1.4208 -5575.25 2755.5 -4149.25 -1533.5 1.333 1.9803 7.4065 66.2 2.9556 0.2366 3.3769 85.3498 8.6397 50.6324 64.1999 49.3676 65.349 86.7217 117.674 4.138 0.2003 70 361.8609 9.9501 143.0718 749.7516 1.2123 141.7482 1 646.6809 257.9247 0 4.632 4.908 2845 0.9231 0.9438 4.5554 0.4836 361.5118 10.2084 123.5555 11.7073 19.5164 26.2174 723.5343 0.9488 149.9064 1 634.9736 111.8165 166.6571 468.3165 0 0.0204 -0.0132 0.0251 0.0022 -0.0156 -0.0011 -0.0344 -0.0095 6.8241 0.1284 NaN 2.432 0.968 1773.5327 0.214 9242.01 -0.0142 0.0011 -0.0002 0.0001 0.0002 -0.1808 0 0.1452 0.0372 0.0003 0.0001 0.0373 -0.0052 -0.0005 -0.0011 0.0002 0.1023 0.0718 NaN NaN NaN NaN 0.9397 0 790.0665 0.9904 59.4838 0.6005 0.9672 6.306 15.87 3.15 15.87 15.84 1.045 2.582 0.5323 3.555 -0.4258 0.7785 0.9997 2.3122 1006.4594 38.0592 92 63.7 28.9 74.7 416.4299 0.3067 0 6.11 0.0053 0.085 0.0518 0.0612 0.0212 13.7967 0 5.292 19.587 0.4062 0.0142 13.4348 0.45 0.0776 NaN NaN 1036 644 3818 5475 0.109 0.066 0.065 2.6 1.2 0.147 0.325 0.8505 0.1437 0.3962 0.6196 0.3962 0.9807 0.1998 0.196 0 0 22.15 0.426 9.67 20.564 0.1215 4.14 0 16.88 52.72 0 0 0 0 0 0 0.27 5.3 20.21 0.44 8.92 17.69 5.3 6.797 21.532 0.1299 5.95 0 17.69 82.523 0 0.0622 0.0479 0.0772 0.1055 0.0474 0.0886 0.0494 0.0384 5.9548 0.0018 NaN 0.0945 0.0097 200.167 0.0523 765.2998 0 0.0196 0.0158 0 0 0 0 0 0 0 0 0 0.0053 0.0052 0 0 0 0 NaN NaN NaN NaN 0.0179 0 74.1862 0.0013 2.793 0.0273 0.0173 0.3696 0 0 0 0 0 0 0 0 0 0 0 0.0322 36.442 2.3222 27.5221 24.8245 9.3474 29.3685 124.707 0.0892 0 2.0954 0.0014 0.0242 0.0151 0.0162 0.0069 4.1478 0 1.8374 5.7352 0.1433 0.0047 4.0538 0.1246 0.0251 NaN NaN 441.7317 279.3486 1740.3043 2552.7019 0.0467 0.0307 0.0296 0.9083 0.4475 0.0445 0.1218 0.3077 0.0618 0.1634 0.2386 0.1634 0.3554 0.0891 0.0803 0 0 0 6.8608 0.1351 2.832 6.9173 0.0356 1.4088 0 5.9203 13.5137 0 0 0 0 0 0 0.0914 1.7522 6.7673 0.1316 2.666 9.5519 1.7522 1.8354 7.8185 0.042 1.8126 0 6.1389 23.8837 5.4768 3.2206 0 0.0185 0.0225 0.0339 0.0481 0.0116 0.0492 0.026 0.021 2.0058 0.0006 NaN 0.0279 0.0027 61.6056 0.0183 267.8151 0 0.0061 0.004 0.0043 0.0035 0 0 0 0 0 0 0 0.002 0.0019 0 0 0 0 NaN NaN NaN NaN 0.0067 0 26.4901 0.0004 0.9709 0.0084 0.0064 0.1288 0 0 0 0 0 0 0 0 0 0 0 0.0108 13.0773 0.7969 4.1847 2.0952 1.1555 3.3841 43.264 25.4663 0 5.8732 4.3793 5.4906 141.1685 0 2.2048 7.0293 0 62.9543 4.7874 4.1254 1.4616 7.2064 3.5936 5.4616 18.5821 23.3714 92.0166 357.0264 8.177 3.3329 0.8776 3.9275 40.6015 62.1419 9.6242 0.9965 1.6636 0.7825 0.9651 0.8026 1.5007 0.2304 0.1666 0 0 0 6.1211 4.2814 6.7588 2.7428 10.0204 2.9207 0 2.6103 20.4401 0 0 0 0 0 0 5.927 0 5.5904 4.3102 7.2194 151.1028 27.1567 25.9254 2.9759 13.6881 3.9691 0 2.7859 73.8022 0 304.7152 362.1928 307.5697 0 303.9679 0 143.5004 404.2105 87.2611 1.4014 NaN 3.8875 1.0065 11.2863 24.4635 8.2807 0 0 0 0 0 0 0 0 0 0 0 0 102.9126 0 0 0 0 0 NaN NaN NaN NaN 1.9093 0 9.3899 0.1273 4.6954 4.5438 1.7884 5.8612 0 0 0 0 0 0 0 0 0 0 0 1.393 3.6208 6.1015 0.1096 0.0078 0.0026 7.116 1.7396 407.208 74.534 0.3801 14.63 1.48 0.1624 6.18 0.6754 21.8473 3.5928 1.9857 0.9553 0.6392 0.1103 66.9167 263.066 0.5564 3.47 0.091 1.5261 0.036 1.3191 16.3603 532.2673 2.282 6 0.3148 2.3022 0.0921 1.1273 13.7941 NaN NaN NaN NaN 0.4948 0.0117 0.0034 2.3737 0.0184 0.0151 0.0042 82.0989
2988.3 2519.05 2208.8556 1157.7224 1.5509 100 107.8022 0.1233 1.5362 -0.0259 -0.0179 0.9614 197.1793 0 13.3419 404.5667 10.1924 0.9697 186.9869 12.5635 1.4075 -5469.25 2685.5 -4006.5 -1275.5 1.318 2.0157 7.4305 65.0778 2.4556 0.2184 3.4522 84.9105 8.6789 50.51 64.1125 49.49 65.1951 86.6867 117.0442 76.9 1.279 70 364.49 9.7316 133.5982 734.4697 0.8523 134.74 1 632.8282 125.4382 0 4.486 4.748 2936 0.9139 0.9447 4.5873 22.4736 361.6618 10.3268 116.0718 9.9538 17.5264 22.8371 711.6326 1.1173 147.6491 1 625.3827 112.5148 160.6463 464.7365 0 -0.0139 -0.0727 -0.0145 0.0025 0.0673 -0.1092 -0.0111 -0.0019 7.5953 0.1392 NaN 2.4324 0.991 1822.7262 0.1969 8769.58 0.0507 0.0043 -0.0011 -0.0001 0 0.1309 0 -0.6422 0.1246 0.0006 -0.0003 -0.0232 -0.0016 -0.0017 -0.0043 0.0011 -0.0351 -0.0382 NaN NaN NaN 0.4675 0.9449 0 768.1313 0.9904 59.1313 0.6047 0.9755 6.3534 15.87 3.15 15.87 15.84 1.045 2.582 0.5323 3.555 -0.4258 0.7785 0.9997 2.3122 1006.4594 38.0592 85 199.8 100.1 47.2 219.162 0.4712 0 5.57 0.004 0.0592 0.0357 0.039 0.0221 12.173 0 10.423 6.511 0.3257 0.0146 11.8742 0.35 0.0414 NaN NaN 906 380 3296 1672 0.165 0.071 0.259 1.8 1.4 0.132 0.554 0.9386 0.0356 0.2618 0.4391 0.2618 0.8567 0.2452 0.39 0 0 16.24 0.664 15.13 23.898 0.1186 6.66 0 13.16 29.118 0 0 0 0 0 0 0.139 6.25 24.72 0.89 9.23 10.43 6.25 7.851 22.36 0.3593 27.08 0 18.35 172.349 0 0.156 0.0488 0.0767 0.0165 0.0811 0.0809 0.0777 0.0855 2.8763 0.0047 NaN 0.0811 0.0009 81.2722 0.0388 1386.9004 0 0.0166 0.0171 0 0 0 0 0 0 0 0 0 0.0055 0.0042 0 0 0 0 NaN NaN NaN 0.0283 0.0136 0 139.957 0.0015 2.3663 0.035 0.0042 0.32 0 0 0 0 0 0 0 0 0 0 0 0.0322 36.442 2.3222 26.5934 60.3324 39.0394 18.0418 67.57 0.1648 0 1.5865 0.0012 0.0224 0.0115 0.0109 0.0074 3.8704 0 3.1301 2.1017 0.0976 0.0047 3.7988 0.1048 0.0115 NaN NaN 432.2865 171.1695 1552.4676 757.98 0.076 0.0341 0.1167 0.5848 0.4746 0.0519 0.187 0.3483 0.0128 0.1004 0.1701 0.1004 0.3465 0.0973 0.1675 0 0 0 5.2005 0.232 4.4277 6.7628 0.0394 1.8735 0 3.9371 10.9416 0 0 0 0 0 0 0.0243 1.7887 7.2048 0.2498 2.9144 11.5546 1.7887 2.2174 6.4949 0.1037 7.5898 0 6.2452 55.7952 8.0945 4.3485 0 0.0429 0.0207 0.0395 0.0087 0.0258 0.0369 0.0406 0.0352 1.0112 0.0014 NaN 0.026 0.0003 25.7636 0.0142 515.5785 0 0.0045 0.0049 0.0034 0.0028 0 0 0 0 0 0 0 0.002 0.0015 0 0 0 0 NaN NaN NaN 0.0057 0.0052 0 53.7607 0.0005 0.7871 0.0111 0.0015 0.1033 0 0 0 0 0 0 0 0 0 0 0 0.0108 13.0773 0.7969 3.8068 6.6861 3.9737 2.1369 18.9304 30.3788 0 5.1669 3.2434 3.8536 137.971 218.1056 2.2986 6.1736 0 78.1223 1.6094 3.1952 1.5012 6.3503 2.7859 2.9399 16.5653 14.1501 82.2663 131.0858 12.519 3.5223 3.4856 2.7659 57.0136 60.4273 16.0476 1.1054 0.4097 0.5183 0.6849 0.529 1.3141 0.2829 0.3332 0 0 0 4.4555 6.8231 11.325 3.2538 13.9114 4.9429 0 2.0796 23.213 0 0 0 0 0 0 3.0301 27.8104 6.8351 8.6183 7.952 104.7844 35.6606 34.3784 3.1421 32.1569 18.3408 0 2.9342 153.1789 0 0 67.1483 528.9655 666.6667 120.5836 74.1012 701.5801 0 37.8695 3.3756 NaN 3.3332 0.0881 4.4588 19.6865 15.8149 0 388.8726 0 0 0 0 0 0 0 0 0 0 349.2063 250.7463 0 0 0 0 NaN NaN NaN 6.0454 1.439 0 18.2205 0.1475 4.0018 5.7825 0.4328 5.0364 0 0 0 0 0 0 0 0 0 0 0 1.393 3.6208 6.1015 0.1096 0.0078 0.0026 7.116 1.4598 406.394 74.542 0.9795 19.83 1.33 0.4849 8.1693 0.6061 67.1028 4.8795 1.7842 0.9546 0.7055 0.1416 73.9007 NaN NaN NaN NaN NaN NaN NaN NaN 534.6455 2.0642 7.81 0.2811 2.2358 0.0783 1.4608 13.6183 0.0229 0.0108 0.0032 47.1586 0.5036 0.0169 0.0039 3.3514 0.0229 0.0108 0.0032 47.1586
2987.32 2528.81 NaN NaN NaN NaN NaN 0.1195 1.6343 -0.0263 0.0116 0.9587 200.8256 0 11.9224 414.306 9.7659 0.9661 191.0598 12.4761 1.4014 -5441 2547 -5585 -4198 1.304 1.97 7.2402 67.2 2.3889 0.1798 3.3374 85.7939 8.6572 50.2073 63.9008 49.7927 65.0894 86.6078 117.2894 1.434 1.772 70 363.3318 9.8752 145.1145 753.9565 1.2563 136.1173 1 644.5636 234.3188 0 4.668 4.94 2839 0.9267 0.9449 4.4913 3.97 365.7073 9.9405 129.0845 9.8192 16.03 22.4489 731.5075 0.8482 142.5227 1 637.3145 114.1296 169.1827 468.1318 0 0.0092 -0.008 0.0258 0.0028 0.0308 -0.0141 -0.0458 0.052 7.4077 0.133 NaN 2.3997 0.9907 1769.7554 0.1768 9605.01 0.039 -0.0014 -0.0002 -0.0002 0.0001 0.2732 0 -0.4266 0.0084 -0.0002 -0.0002 -0.0123 -0.0051 -0.0001 0.0014 0.0002 -0.0631 -0.1001 NaN NaN NaN NaN 0.9322 0 852.5298 0.9904 58.8213 0.6063 0.9785 6.3013 15.87 3.15 15.87 15.84 1.045 2.582 0.5323 3.555 -0.4258 0.7785 0.9997 2.3122 1006.4594 38.0592 73 81 84.7 NaN NaN NaN NaN NaN 0.0048 0.1115 0.0466 0.04 0.023 5.3652 0 5.516 9.234 0.4476 0.017 5.166 0.49 0.0712 NaN NaN 227 339 3142 7289 0.08 0.082 0.221 1.5 1.1 0.138 0.428 0.9784 0.0695 0.3454 0.497 0.3455 0.8885 0.2894 0.314 0 0 22.23 0.388 9.45 20.285 0.0931 6.88 0 16.41 53.586 0 0 0 0 0 0 0.264 4.46 24.76 0.9 8.04 11.21 4.46 5.174 20.259 0.2116 9.29 0 21.76 57.947 0 0.0955 0.0393 0.0925 0.0807 0.0655 0.0888 0.0839 0.0423 4.1294 0.0032 NaN 0.0857 0.0006 161.8708 0.1585 453.9004 0 0.0144 0.0161 0 0 0 0 0 0 0 0 0 0.0045 0.006 0 0 0 0 NaN NaN NaN NaN 0.014 0 40.675 0.001 3.36 0.0275 0.0035 0.3759 0 0 0 0 0 0 0 0 0 0 0 0.0322 36.442 2.3222 19.3185 25.0412 28.1733 NaN NaN NaN NaN NaN 0.0013 0.0331 0.0136 0.0124 0.0074 1.5933 0 1.7591 3.2173 0.1466 0.0055 1.5839 0.1326 0.0253 NaN NaN 103.8813 181.3781 1407.5641 3645.352 0.034 0.039 0.1039 0.522 0.4045 0.0505 0.1756 0.3497 0.0266 0.1351 0.2039 0.1351 0.3251 0.1056 0.1156 0 0 0 7.2532 0.1283 2.4076 6.6868 0.029 2.5039 0 5.6009 15.1459 0 0 0 0 0 0 0.0883 1.5802 8.0033 0.2957 2.4487 10.5334 1.5802 1.6383 6.9721 0.061 3.0877 0 7.074 17.7174 6.5317 3.5315 0 0.0268 0.0163 0.0449 0.0342 0.0218 0.0472 0.0407 0.0192 1.4688 0.001 NaN 0.0272 0.0002 51.8144 0.0523 159.5537 0 0.0043 0.0045 0.0042 0.0031 0 0 0 0 0 0 0 0.0015 0.002 0 0 0 0 NaN NaN NaN NaN 0.0046 0 13.882 0.0003 1.1235 0.0085 0.0012 0.1284 0 0 0 0 0 0 0 0 0 0 0 0.0108 13.0773 0.7969 3.3297 2.7115 3.3494 NaN NaN NaN NaN NaN 4.0184 6.8224 177.4393 343.9011 2.3943 2.6716 0 46.266 2.2288 4.583 1.7554 2.7039 3.9275 5.0812 4.172 13.3098 56.2578 173.6303 6.135 4.1624 3.0524 2.2321 46.0465 76.7614 12.8242 1.1404 0.8029 0.6879 0.7778 0.6939 1.365 0.3341 0.2677 0 0 0 6.1184 3.929 6.5121 2.6905 7.4142 5.0545 0 2.5459 22.8688 0 0 0 0 0 0 5.878 112.3426 6.7704 9.0538 6.2285 114.1647 27.8228 23.0478 2.7695 24.9484 6.5183 0 3.4143 50.773 0 0 488.1988 358.1801 0 212.3607 630.9059 183.0878 81.268 55.7439 2.4056 NaN 3.5696 0.0563 9.1465 89.642 4.7257 0 0 0 0 0 0 0 0 0 0 0 0 87.8049 0 0 0 0 0 NaN NaN NaN NaN 1.4982 0 4.7711 0.1006 5.7122 4.5416 0.3554 5.9647 0 0 0 0 0 0 0 0 0 0 0 1.393 3.6208 6.1015 0.1096 0.0078 0.0026 7.116 0.7558 406.358 79.676 0.2509 12.44 0.63 0.116 6.109 0.2694 33.2024 3.0613 0.7907 0.9592 0.8523 0.129 88.8535 266.526 0.5826 3.62 0.0606 1.4077 0.0283 1.3582 10.397 531.2491 2.2134 6.86 0.3007 2.4529 0.0945 1.2913 13.5856 NaN NaN NaN NaN 0.5011 0.0117 0.0033 2.3308 0.0229 0.0108 0.0032 47.1586
NaN 2481.85 2207.3889 962.5317 1.2043 100 104.0311 0.121 1.5559 0.0002 -0.0044 0.9617 196.6315 0 13.6262 410.695 10.3503 0.9684 186.2811 12.4761 1.4061 -5434 2617.5 -3876.75 -309.75 1.31 2.0095 7.3445 65.1667 2.7222 0.2469 3.4194 85.3498 8.6397 50.6324 64.1999 49.3676 65.349 86.7217 117.674 4.198 0.9003 70 362.3936 9.9044 146.5309 755.3269 1.238 136.5327 1 645.4573 226.1465 0 4.668 4.94 2839 0.9267 0.9449 4.4913 0.12 364.0564 10.06 126.6509 11.5491 19.88 27.2876 728.0393 0.8824 143.2009 1 633.9082 99.9672 166.6559 467.2523 0 0.0157 0.0054 -0.0638 -0.0275 0.0042 -0.0378 -0.0309 0.0455 6.8927 0.1323 NaN 2.3914 0.9903 1859.4925 0.1937 9233.7999 -0.1293 -0.0023 -0.0004 0 0 -0.0293 0 0.2443 -0.0372 -0.0003 0.0009 0.0776 -0.0092 0.0005 0.002 -0.0001 -0.3074 0.2088 NaN NaN NaN NaN 0.9476 0 804.2368 0.9906 58.6908 0.6039 0.9791 6.3145 15.87 3.15 15.87 15.84 1.045 2.582 0.5323 3.555 -0.4258 0.7785 0.9997 2.3122 1006.4594 38.0592 152 NaN 73.9 74.7 416.4299 0.3067 0 6.11 0.0053 0.0617 0.0299 0.0583 0.0223 12.1976 0 10.104 3.524 0.3507 0.0167 11.8589 0.49 0.0421 NaN NaN 1001 429 4335 900 0.13 0.011 0.197 2.2 0.9 0.139 0.317 0.8505 0.1437 0.3962 0.6196 0.3962 0.9807 0.1998 0.196 0 0 21.52 0.401 8.5 20.909 0.1097 6.16 0 15.4 71.007 0 0 0 0 0 0 0.264 5.9 19.95 0.863 7.58 17.51 5.9 6.534 23.169 0.1493 8.33 0 17.51 72.576 0 0.0954 0.0658 0.043 0.0766 0.0873 0.118 0.1087 0.0579 7.3083 0.0028 NaN 0.0448 0.0017 122.2117 0.0894 629.9004 0 0.038 0.0217 0 0 0 0 0 0 0 0 0 0.0059 0.0042 0 0 0 0 NaN NaN NaN NaN 0.0116 0 62.2225 0.0008 3.447 0.0263 0.0055 0.411 0 0 0 0 0 0 0 0 0 0 0 0.0322 36.442 2.3222 44.2333 NaN 28.9209 29.3685 124.707 0.0892 0 2.0954 0.0014 0.0215 0.0102 0.0168 0.0075 3.8731 0 3.2733 1.271 0.1078 0.0056 3.7856 0.1326 0.0134 NaN NaN 430.2875 175.7811 1904.3997 433.9934 0.0601 0.0052 0.0817 0.7874 0.3153 0.0431 0.1066 0.3077 0.0618 0.1634 0.2386 0.1634 0.3554 0.0891 0.0803 0 0 0 6.7289 0.1448 2.6279 7.1292 0.0317 2.0232 0 5.47 23.6387 0 0 0 0 0 0 0.0883 1.8395 6.3283 0.2963 2.2322 9.1303 1.8395 2.2857 8.3686 0.043 2.9003 0 6.4946 23.1475 4.6444 3.8373 0 0.0241 0.0334 0.0221 0.0376 0.0237 0.0506 0.0517 0.0273 2.4148 0.0009 NaN 0.0149 0.0005 38.874 0.0243 174.3243 0 0.0108 0.007 0.0019 0.0028 0 0 0 0 0 0 0 0.002 0.0014 0 0 0 0 NaN NaN NaN NaN 0.0031 0 17.255 0.0003 1.1569 0.0104 0.0017 0.1328 0 0 0 0 0 0 0 0 0 0 0 0.0108 13.0773 0.7969 6.6231 NaN 2.9776 3.3841 43.264 25.4663 0 5.8732 4.3793 3.9655 0 0 2.3232 6.2033 0 74.1514 0.8581 3.3881 1.7251 6.3661 3.9275 2.9942 18.4211 16.3897 111.8205 290.5569 9.9237 0.5474 2.6823 3.376 33.0612 56.3006 9.2705 0.9965 1.6636 0.7825 0.9651 0.8026 1.5007 0.2304 0.1666 0 0 0 5.9383 4.0487 5.8008 2.7682 8.8646 4.5117 0 2.3859 31.3987 0 0 0 0 0 0 5.878 0 5.4799 8.5785 5.985 151.6133 29.6781 23.945 3.1824 16.926 5.817 0 2.7622 72.5998 0 607.6433 0 67.4245 279.0528 0 312.1693 351.4956 127.3227 106.0296 2.1164 NaN 1.875 0.1697 6.5723 46.1713 6.8217 0 0 0 0 0 0 0 0 0 0 0 0 64.3929 840 0 0 0 0 NaN NaN NaN NaN 1.219 0 7.7368 0.0828 5.8732 4.3493 0.5621 6.5092 0 0 0 0 0 0 0 0 0 0 0 1.393 3.6208 6.1015 0.1096 0.0078 0.0026 7.116 1.5062 410.246 80.44 0.6246 23.06 1.71 0.277 10.8976 0.7116 41.4697 5.621 2.1258 0.9128 0.4697 0.0905 51.4535 263.02 0.5702 3.75 0.1376 1.3936 0.056 1.4257 24.1277 530.1291 2.0645 8.1 0.206 2.8482 0.0644 1.5279 9.9804 0.0175 0.006 0.0023 34.4153 0.4947 0.0137 0.0041 2.7729 0.0175 0.006 0.0023 34.4153
3002.27 2497.45 2207.3889 962.5317 1.2043 100 104.0311 0.121 1.5465 0.0195 -0.0114 0.9491 199.6394 0 15.4346 418.2477 10.3647 0.9706 189.2748 12.4761 1.406 -5310.25 2717.5 -3641.5 65.25 1.3122 1.9715 7.2113 66.3556 2.9222 0.2556 3.3751 85.3498 8.6397 50.6324 64.1999 49.3676 65.349 86.7217 117.674 5.988 0.0259 70 361.0045 9.9768 145.8655 754.3495 1.2077 144.0927 1 650.9627 258.5432 0 4.632 4.908 2845 0.9231 0.9438 4.5554 -3.6564 363.3227 10.0374 122.2091 10.1218 23.6564 31.9128 722.4367 0.9885 155.3091 1 640.8409 102.0085 175.3178 465.5231 0 -0.0336 -0.0442 0.0089 -0.0256 0.0498 -0.0477 -0.039 0.0217 7.242 0.1401 NaN 2.4382 0.9912 1765.2057 0.1606 8189.1601 0.0591 0.0017 -0.0007 -0.0002 0.0001 0.281 0 -0.4718 -0.04 -0.0001 -0.0002 -0.018 -0.0072 0.0005 -0.0017 0.0006 -0.0385 -0.0243 NaN NaN NaN NaN 0.936 0 700.0255 0.9903 58.9384 0.5931 0.9686 6.2861 15.86 3.361 15.91 15.88 1.087 2.631 0.4999 2.996 0.0473 0.7777 0.9967 2.3124 1006.8463 39.9863 92 55.5 58.7 74.7 416.4299 0.3067 0 6.11 0.0053 0.1005 0.0504 0.0579 0.0282 9.3605 0 14.962 6.432 0.2777 0.0142 9.0966 0.49 0.0776 NaN NaN 668 385 2354 1144 0.087 0.091 0.175 2.6 0.9 0.213 0.485 0.8505 0.1437 0.3962 0.6196 0.3962 0.9807 0.1998 0.196 0 0 21.56 0.241 9.32 20.101 0.1032 6.37 0 17.45 100.216 0 0 0 0 0 0 0.27 5.81 16.48 1.069 6.18 16.13 5.81 8.242 23.748 0.2555 6.93 0 16.13 88.174 0 0.1077 0.0536 0.1043 0.0936 0.0776 0.0296 0.0737 0.0892 4.2643 0.0046 NaN 0.0804 0.0012 121.6108 0.0665 361.5996 0 0.0155 0.0139 0 0 0 0 0 0 0 0 0 0.0031 0.0042 0 0 0 0 NaN NaN NaN NaN 0.0224 0 49.4254 0.001 3.2127 0.0198 0.0156 0.3661 0 0 0 0 0 0 0 0 0 0 0 0.0326 33.259 3.1248 27.5221 21.222 17.1354 29.3685 124.707 0.0892 0 2.0954 0.0014 0.0365 0.0138 0.0139 0.0091 2.8747 0 4.7194 1.9488 0.0829 0.0045 2.8086 0.1326 0.0236 NaN NaN 286.4628 185.2647 1132.135 530.0424 0.0393 0.0451 0.0851 0.7248 0.3701 0.0657 0.1585 0.3077 0.0618 0.1634 0.2386 0.1634 0.3554 0.0891 0.0803 0 0 0 6.6914 0.0913 2.6625 6.8796 0.0301 1.7676 0 5.7504 26.3726 0 0 0 0 0 0 0.0914 1.8127 5.931 0.2906 1.8917 8.7742 1.8127 2.4036 8.1658 0.0748 2.2724 0 5.5407 27.4602 4.9853 1.9425 0 0.0315 0.0228 0.0463 0.0411 0.0262 0.0136 0.0382 0.0394 1.416 0.0014 NaN 0.0311 0.0003 39.0707 0.0204 118.6846 0 0.0041 0.004 0.0042 0.003 0 0 0 0 0 0 0 0.0012 0.0015 0 0 0 0 NaN NaN NaN NaN 0.0081 0 18.3722 0.0003 1.101 0.0071 0.0053 0.1296 0 0 0 0 0 0 0 0 0 0 0 0.0106 10.9354 1.1525 4.1847 1.8486 2.3504 3.3841 43.264 25.4663 0 5.8732 4.3793 6.4987 259.0427 509.011 2.9693 4.6887 0 96.9378 1.5378 2.6793 1.4638 4.806 3.9275 5.5221 12.5794 14.1674 64.6437 0 6.6298 4.6158 2.4268 3.9183 30.7985 83.3478 14.3699 0.9965 1.6636 0.7825 0.9651 0.8026 1.5007 0.2304 0.1666 0 0 0 5.9722 2.4156 6.3895 2.6647 8.5423 4.4208 0 2.6806 38.7618 0 0 0 0 0 0 5.927 158.901 4.5359 10.6502 5.0569 159.359 24.56 25.8266 3.2872 25.8499 4.4621 0 2.517 86.4379 0 320.5953 121.3356 0 365.2683 155.706 62.087 188.9744 410.5869 58.8831 3.2496 NaN 3.2988 0.1229 6.8893 41.381 4.4156 0 925.3731 0 0 0 0 0 0 0 0 0 0 42.9066 781.3953 0 0 0 0 NaN NaN NaN NaN 2.3973 0 7.0605 0.0972 5.451 3.3379 1.608 5.8237 0 0 0 0 0 0 0 0 0 0 0 1.4119 3.3033 7.8147 0.1096 0.0078 0.0026 7.116 1.7985 406.784 74.928 0.356 14.97 1.33 0.1288 6.9097 0.5707 19.7939 3.6801 1.775 0.9553 0.6392 0.1103 66.9167 265.688 0.5963 6.67 0.108 2.4858 0.043 2.5105 18.1074 528.1864 2.3338 7.49 0.2964 2.6843 0.0863 1.4181 12.6981 0.025 0.0286 0.0075 114.5979 0.4977 0.0114 0.0037 2.2849 0.025 0.0286 0.0075 114.5979
2884.74 2514.54 2160.3667 899.9488 1.4022 100 105.4978 0.124 1.5585 -0.0317 -0.0138 0.9638 196.1842 0 11.6229 434.7942 8.8407 0.9696 187.3435 12.4761 1.429 -2664.25 1542 -2069 -112.25 0.4425 0.8915 1.4838 62.5 2.0667 0.1874 3.4744 85.0922 9.2007 50.1899 64.2199 49.8101 66.505 88.3312 118.2566 74.57 1.946 70 356.2155 9.7725 140.5218 737.734 1.2401 137.3727 1 634.11 207.6625 0 4.558 4.755 2887 0.9323 0.9586 4.5924 18.3936 355.0636 10.167 118.9155 13.1691 21.6064 29.3176 708.4164 0.9004 146.9618 1 620.9409 80.3773 153.3345 467.6064 0 -0.0665 -0.0748 -0.0026 -0.0613 0.0405 -0.0906 -0.0162 0.0225 6.8634 0.135 NaN 2.4107 0.9663 1843.7237 0.1624 8621.49 0 -0.0018 0.0029 0 0 0 0 0 0 0 0 0 -0.0108 0.0002 0 0 0 0 NaN NaN NaN 0.4689 0.9496 0 762.9077 0.9643 56.8545 0.5865 0.9702 6.2733 15.96 3.034 16.04 16.03 0.9838 2.671 0.5088 3.192 -0.4731 0.8093 0.9949 2.2936 1010.834 38.9435 100 133.7 136.5 77.9001 205.346 0.1604 0 10.2 0.0049 0.1067 0.0421 0.0598 0.0203 13.1305 0 6.161 16.081 2.0334 0.0149 11.0972 0.49 0.033 NaN NaN 5665 3623 4429 1045 0.915 1.802 3.043 3.4 1.4 0.117 0.107 0.5969 0.1513 0.3714 0.5896 0.3715 0.8207 0.1958 0.798 0 0 19.27 0.568 5.63 23.538 0.117 4.54 0 16 53.795 0 0 0 0 0 0 0.355 3.34 16.58 0.893 6.93 16.72 3.34 5.553 25.702 0.3277 6.28 0 16.72 109.351 0 0.1312 0.0373 0.0732 0.0593 0.0738 0.1285 0.0859 0.082 5.3001 0.0022 NaN 0.0936 0.0064 87.8372 0.0354 854.9004 0 0.0229 0.0258 0 0 0 0 0 0 0 0 0 0.0065 0.0044 0 0 0 0 NaN NaN NaN 0.2587 0.0152 0 102.3936 0.0205 3.8766 0.0431 0.0195 0.2749 0 0 0 0 0 0 0 0 0 0 0 0.0395 30.671 3.591 29.7595 49.1815 47.7554 25.2088 63.001 0.0568 0 2.7759 0.0013 0.0385 0.0143 0.0134 0.0066 4.1163 0 1.9332 4.4475 0.5969 0.0048 3.6478 0.1326 0.0115 NaN NaN 3088.6554 1834.1299 2400.8614 445.8747 0.5115 1.0295 1.7144 1.021 0.4359 0.0344 0.0351 0.2118 0.058 0.1459 0.2441 0.1459 0.3119 0.0694 0.3307 0 0 0 5.1588 0.1677 1.9108 6.9612 0.03 1.5733 0 4.6015 18.595 0 0 0 0 0 0 0.0859 0.9001 5.1394 0.244 2.1861 7.4833 0.9001 1.3682 7.264 0.0972 1.9061 0 5.0807 34.706 5.6482 5.4043 0 0.0386 0.0162 0.0361 0.0327 0.0239 0.0632 0.043 0.0373 2.1044 0.0007 NaN 0.0282 0.0023 27.2835 0.0115 262.7605 0 0.0064 0.0062 0 0 0 0 0 0 0 0 0 0.0022 0.0018 0 0 0 0 NaN NaN NaN 0.0344 0.0058 0 33.175 0.006 1.1806 0.0123 0.0059 0.1005 0 0 0 0 0 0 0 0 0 0 0 0.0134 11.3622 1.3173 4.5968 4.6347 5.4284 3.6059 22.8175 11.4366 0 9.6685 3.9505 6.8462 132.8862 433.3333 2.1094 6.693 0 53.0074 3.6985 23.0001 1.5379 5.9235 3.9275 2.3113 212.6302 234.9546 214.0648 930.9577 206.7797 202.1312 205.0885 5.44 67.7419 62.4185 3.0796 0.7015 1.6445 0.74 0.9181 0.7458 1.234 0.2217 0.6748 0 0 0 5.4097 5.8123 4.0065 3.1906 9.4325 3.3049 0 2.5232 25.905 0 0 0 0 0 0 7.7302 18.1585 4.6696 8.7833 5.8277 126.964 15.4584 18.9409 3.6281 36.3944 4.2732 0 2.6927 136.0472 0 197.3489 49.8663 0 96.6979 182.2785 141.7931 531.0665 364.04 77.2227 1.6302 NaN 3.8838 0.6654 4.7641 21.7883 9.9159 0 0 893.5065 0 0 0 0 0 0 0 0 0 60.1156 0 0 0 0 0 NaN NaN NaN 55.1651 1.5959 0 13.4215 2.1311 6.8185 7.3469 2.0097 4.3821 0 0 0 0 0 0 0 0 0 0 0 1.7238 3.0342 9.2211 0.1096 0.0078 0.0026 7.116 0.7404 400.572 74.558 0.4691 15.91 0.91 0.1884 7.7465 0.4079 63.3533 3.9718 1.2205 0.9643 0.1567 0.0348 16.2531 NaN NaN NaN NaN NaN NaN NaN NaN 536.0054 1.9902 8.76 0.1682 3.1106 0.0503 1.6343 8.4505 0.0098 0.0213 0.0077 216.8869 0.4982 0.0099 0.0027 1.9771 0.0098 0.0213 0.0077 216.8869
3010.41 2632.8 2203.9 1116.4129 1.2639 100 102.2733 0.1199 1.4227 0.0194 0.0073 0.9765 199.0177 0 4.704 406.7425 9.5066 0.9802 189.5111 12.5784 1.4085 -2681.75 1496.25 -1949.5 379.25 0.443 0.8862 1.4365 64.6778 2.4889 0.1939 3.4542 84.0432 8.7487 50.2849 64.3732 49.7151 66.6566 88.2425 118.7784 14.41 5.143 70 353.2882 9.9057 141.6082 736.8018 1.278 139.4736 1 634.37 203.335 0 4.559 4.792 2848 0.9296 0.9512 4.5715 15.3536 351.2736 10.4565 116.9618 15.3809 24.6464 33.5962 703.2056 0.9295 150.7536 1 618.9891 110.0722 152.8594 466.1297 0 -0.0261 -0.0467 -0.0182 -0.0811 0.0602 -0.0795 -0.0101 -0.0164 7.5351 0.135 NaN 2.3986 0.9706 1710.6147 0.1981 8592.1301 0 0.0019 -0.0015 0 0 0 0 0 0 0 0 0 -0.0076 0.0001 0 0 0 0 NaN NaN NaN 0.4681 0.9339 0 653.0773 0.9906 58.968 0.5954 0.9627 6.5034 15.73 1.877 15.73 15.7 0.7285 2.955 0.3395 3.765 0.0946 0.8743 0.9998 2.3326 996.2552 36.9453 151 135.4 136.6 67.4001 326.247 0.1161 0 6.6 0.0057 0.0495 0.086 0.0552 0.0058 7.816 0 5.503 16.678 0.5142 0.0037 7.3018 0.35 0.0686 NaN NaN 5366 3130 3988 895 0.89 1.776 2.904 1.4 0.9 0.09 0.094 0.879 0.1015 0.3244 0.6257 0.3244 0.6083 0.0868 1.011 0 0 18.48 0.348 10.12 18.486 0.1008 6.21 0 15.55 67.43 0 0 0 0 0 0 0.275 3.32 20.36 0.238 12.12 11.37 3.32 5.42 19.653 0.1066 6.14 0 11.37 73.169 0 0.1883 0.0542 0.0896 0.0576 0.0772 0.0863 0.0606 0.0277 3.6087 0.0044 NaN 0.0597 0.0079 107.2256 0.0966 1342.7002 0 0.031 0.0267 0 0 0 0 0 0 0 0 0 0.0046 0.0059 0 0 0 0 NaN NaN NaN 0.0225 0.0364 0 117.9089 0.0009 3.2675 0.0473 0.02 0.1875 0 0 0 0 0 0 0 0 0 0 0 0.0745 18.401 4.1499 39.7604 53.3329 46.0845 25.652 123.5735 0.0356 0 2.3733 0.0015 0.0161 0.0262 0.017 0.0019 2.6939 0 1.6586 4.8449 0.1881 0.0013 2.5422 0.0974 0.0209 NaN NaN 3096.6188 1731.3645 2252.2613 451.8801 0.5115 1.0234 1.6589 0.4816 0.379 0.031 0.0381 0.3131 0.0388 0.1316 0.235 0.1316 0.236 0.0328 0.4262 0 0 0 5.7899 0.106 2.7669 6.1235 0.0274 1.614 0 5.2174 21.404 0 0 0 0 0 0 0.0869 1.2514 6.3794 0.0642 3.2146 9.0664 1.2514 1.4693 6.989 0.0361 1.987 0 4.0401 25.9075 2.8688 2.3971 0 0.0502 0.0235 0.04 0.0248 0.0261 0.0455 0.0318 0.0129 1.3111 0.0013 NaN 0.0206 0.0023 35.2281 0.03 456.4732 0 0.0081 0.0075 0 0 0 0 0 0 0 0 0 0.0016 0.0022 0 0 0 0 NaN NaN NaN 0.0044 0.0129 0 38.7773 0.0003 1.0785 0.0133 0.0075 0.0712 0 0 0 0 0 0 0 0 0 0 0 0.0225 6.0139 1.3121 6.8086 4.4977 5.1884 3.0582 29.2228 9.1854 0 6.4533 4.7527 3.4792 443.1562 752.9412 0.5889 3.9273 0 116.9855 4.1004 5.4093 0.3813 3.8529 2.7826 4.8734 200.0932 209.1896 204.5653 235.9921 200.9029 200.3949 202.158 2.1646 36.1607 46.4183 2.7213 1.0459 1.1601 0.6451 0.972 0.6525 0.9126 0.0984 0.8512 0 0 0 5.2309 3.5131 7.1465 2.509 7.8852 4.4525 0 2.4512 33.162 0 0 0 0 0 0 6.0155 21.6235 5.796 2.2761 10.3624 73.9229 13.4705 16.1328 2.7948 11.4665 4.0729 0 1.8369 66.4736 0 721.8016 115.9979 491.6324 70.9797 128.2525 108.5193 598.5185 169.1603 47.892 3.2587 NaN 2.4906 0.8118 6.2682 48.7564 15.6271 0 0 0 0 0 0 0 0 0 0 0 0 60.3279 0 0 0 0 0 NaN NaN NaN 4.8108 3.8955 0 18.0544 0.0864 5.5411 7.948 2.0764 2.8835 0 0 0 0 0 0 0 0 0 0 0 3.1938 1.847 11.2326 0.1096 0.0078 0.0026 7.116 0.6467 410.48 80.348 0.5502 20.53 1.66 0.2263 8.9829 0.7528 85.0749 5.0015 2.066 0.9531 0.1407 0.0344 14.764 NaN NaN NaN NaN NaN NaN NaN NaN 535.7491 2.2233 7.17 0.4183 2.6206 0.1133 1.3383 18.8142 0.0288 0.0361 0.0101 125.06 0.5032 0.0159 0.0039 3.1576 0.0288 0.0361 0.0101 125.06
2979.74 2446.56 2257.1667 1437.9565 1.4918 100 106.34 0.1203 1.5136 0.0018 0.0058 0.958 205.9919 0 10.6611 413.1526 9.747 0.9559 196.2449 12.4222 1.4095 -2706 1445.75 -1975.75 533.75 0.4515 0.8895 1.5685 67.0333 2.4333 0.2022 3.5182 85.0716 8.6942 50.5287 64.3976 49.4713 65.9335 86.8448 118.0626 76.33 2.325 70 361.2073 10.0267 126.8355 726.0669 1.3413 145.3945 1 633.4373 203.7696 0 4.641 4.88 2864 0.9326 0.9509 4.6879 2.9964 358.7745 10.572 109.8318 16.7209 17.0036 24.7224 701.3445 1.0265 148.11 1 616.7164 99.9869 148.5884 468.128 0 -0.038 -0.0188 -0.0449 -0.0338 0.0064 0.0137 -0.0219 -0.0038 7.1955 0.1396 NaN 2.3986 0.97 1859.2332 0.1502 8753.19 0.1484 0 -0.0003 -0.0001 0.0001 0.0723 0 -0.0184 -0.0632 -0.0002 0 -0.0457 -0.0071 0.0008 0 0.0003 0.0912 0.0466 NaN NaN NaN NaN 0.9466 0 771.7826 0.9906 59.1446 0.6096 0.9674 6.2968 15.98 3.421 16.04 16.01 0.9365 2.685 0.5212 2.945 -0.615 0.7839 0.9963 2.2931 1013.0161 36.1585 95 158.2 148.8 55.1001 339.527 0.6241 0 8.54 0.0032 0.0992 0.0932 0.0815 0.0231 7.8744 0 9.437 5.94 0.3428 0.0214 7.5591 0.55 0.0664 NaN NaN 5913 3301 4229 1180 0.95 1.804 3.217 1.5 0.8 0.078 0.136 0.9265 0.1267 0.3082 0.4491 0.3082 0.9837 0.1432 0.353 0 0 14.56 0.634 5.36 21.843 0.1081 6.39 0 12.16 36.998 0 0 0 0 0 0 0.238 4.84 16.42 0.385 5.32 11.35 4.84 4.859 19.516 0.1168 10.08 0 11.35 59.658 0 0.0403 0.0417 0.041 0.0213 0.0372 0.0902 0.0849 0.095 1.9161 0.003 NaN 0.129 0.008 144.4434 0.0231 739.1006 0 0.0189 0.013 0 0 0 0 0 0 0 0 0 0.0047 0.0014 0 0 0 0 NaN NaN NaN NaN 0.0271 0 65.6326 0.0005 2.6365 0.0208 0.0192 0.3481 0 0 0 0 0 0 0 0 0 0 0 0.0236 32.355 2.9999 25.2271 58.0782 54.2649 17.2584 108.9468 0.1912 0 2.7219 0.0009 0.0316 0.0246 0.0199 0.0077 2.477 0 2.7044 1.5178 0.1019 0.0072 2.405 0.1468 0.0191 NaN NaN 3151.2826 1702.5621 2292.6233 623.1289 0.5228 1.0273 1.8123 0.522 0.2739 0.025 0.0467 0.3341 0.0542 0.128 0.1825 0.128 0.3588 0.0568 0.1346 0 0 0 5.196 0.176 1.9597 6.4657 0.0332 1.9739 0 4.0818 13.3601 0 0 0 0 0 0 0.077 1.4067 4.6076 0.1225 1.4932 6.9253 1.4067 1.6331 6.0941 0.0359 2.7998 0 3.5449 19.4626 4.4406 3.4861 0 0.0125 0.0189 0.0168 0.0093 0.0113 0.0424 0.0451 0.0448 0.7292 0.001 NaN 0.0456 0.0026 42.2656 0.0077 205.6237 0 0.0057 0.0032 0.0024 0.0023 0 0 0 0 0 0 0 0.0015 0.0004 0 0 0 0 NaN NaN NaN NaN 0.008 0 20.1218 0.0002 0.8916 0.0074 0.0061 0.1266 0 0 0 0 0 0 0 0 0 0 0 0.0085 12.8061 0.9718 4.1453 5.3092 6.082 2.4411 23.6118 41.8356 0 8.0308 2.6601 6.5537 0 0 2.4075 3.8227 0 88.5181 1.4377 3.5169 2.24 3.8519 4.4275 4.7094 218.5144 228.3244 214.0453 221.0773 210.4097 202.8106 205.1004 2.2377 32.8767 38.5714 3.8656 1.0891 1.4577 0.61 0.6974 0.623 1.492 0.1649 0.299 0 0 0 4.0309 6.3231 4.226 3.0084 8.0599 4.3949 0 1.9197 18.1568 0 0 0 0 0 0 5.0769 161.5291 4.5767 3.6417 4.8438 67.879 28.4645 19.6543 2.7827 11.383 6.8058 0 1.8404 59.6658 0 106.1399 221.2202 91.3649 62.9247 583.5294 657.1949 387.2292 0 26.6291 2.1485 NaN 5.3773 0.8246 7.769 15.3589 8.4438 0 0 0 0 0 0 0 0 0 0 0 0 65.8494 164.7059 0 0 0 0 NaN NaN NaN NaN 2.8668 0 8.504 0.0546 4.4577 3.4051 1.9873 5.5279 0 0 0 0 0 0 0 0 0 0 0 1.0297 3.1939 8.2965 0.1096 0.0078 0.0026 7.116 0.6373 411.606 73.706 0.6357 20.63 0.56 0.275 8.7911 0.2431 99.7429 5.0121 0.7598 0.9707 0.4962 0.0792 51.1223 259.544 0.7376 4.87 0.1832 1.8536 0.0806 1.8764 24.8352 532.6318 2.253 9.25 0.2794 2.9887 0.0953 1.7367 12.4036 NaN NaN NaN NaN 0.5012 0.0336 0.0072 6.7053 0.0288 0.0361 0.0101 125.06
3067.35 2456.33 2257.1667 1437.9565 1.4918 100 106.34 0.1203 1.486 -0.0019 -0.0056 0.9587 206.4033 0 14.8136 419.0913 9.8198 0.9567 196.5835 12.4222 1.4051 -5611.75 2736.25 -4712.25 -1822.5 1.2977 2.0137 7.4067 68.0333 2.3111 0.1942 3.3839 84.9052 9.7997 50.6596 64.2828 49.3404 64.9193 87.5241 118.1188 78.25 2.773 70 350.2682 10.2083 129.7482 720.3336 1.3832 143.4855 1 623.5018 229.5932 0 4.567 4.824 2856 0.9324 0.9465 4.5894 -6.9155 348.6018 10.8767 102.8327 19.5391 26.9155 34.5361 685.7975 0.9592 152.5282 1 603.9627 110.3976 140.894 463.0687 0 -0.0227 -0.0702 0.0002 -0.0241 0.0055 -0.0023 -0.0387 0.0377 7.4259 NaN NaN 2.4324 0.9578 1879.3624 0.1732 9381.19 0.0829 0.0023 0 -0.0002 0.0001 0.2437 0 -0.3757 -0.0521 -0.0002 -0.0002 -0.0047 -0.0062 0.0007 -0.0024 0 0.0898 0.0923 NaN NaN NaN NaN 0.9351 0 748.729 0.9907 58.7381 0.5981 0.9759 6.391 15.98 3.421 16.04 16.01 0.9365 2.685 0.5212 2.945 -0.615 0.7839 0.9963 2.2931 1013.0161 36.1585 70 197.4 179.4 55.1001 339.527 0.6241 0 8.54 0.0032 0.0623 0.0901 0.0448 0.0227 7.2378 0 12.656 5.072 0.388 0.0213 6.8521 0.55 0.0273 NaN NaN 542 647 2982 1748 0.148 0.115 0.207 2.7 1.2 0.133 0.301 1.0498 0.1917 0.4115 0.6582 0.4115 1.0181 0.2315 0.325 0 0 17.88 0.286 9.52 34.018 0.1131 3.7 0 25.5 35.488 0 0 0 0 0 0 0.238 5.3 18.15 0.216 7.4 19.84 5.3 8.0851 28.83 0.1461 3.24 0 19.84 80.679 0 0.0488 0.1774 0.0963 0.071 0.076 0.0942 0.0445 0.0796 3.5852 NaN NaN 0.0811 0.0211 111.3529 0.1243 1129.2002 0 0.0155 0.0113 0 0 0 0 0 0 0 0 0 0.003 0.0034 0 0 0 0 NaN NaN NaN NaN 0.0215 0 115.4689 0.0009 2.3593 0.0295 0.0102 0.2346 0 0 0 0 0 0 0 0 0 0 0 0.0236 32.355 2.9999 18.7521 75.3153 62.5772 17.2584 108.9468 0.1912 0 2.7219 0.0009 0.0209 0.0251 0.013 0.0075 2.3241 0 4.016 1.4455 0.1158 0.007 2.2369 0.1468 0.0083 NaN NaN 243.4904 307.8943 1347.0816 747.5638 0.0629 0.0531 0.0931 0.9233 0.4076 0.0432 0.1074 0.3814 0.0715 0.1667 0.263 0.1667 0.3752 0.0856 0.1214 0 0 0 5.45 0.0801 2.516 10.1805 0.0314 1.1113 0 7.198 12.3181 0 0 0 0 0 0 0.0768 1.6294 5.6116 0.0696 2.2131 9.4479 1.6294 2.2553 9.2493 0.0442 1.0309 0 6.1718 25.5542 5.7269 3.2711 0 0.0131 0.0733 0.0431 0.0339 0.0192 0.0408 0.0243 0.0412 1.2011 NaN NaN 0.026 0.0064 39.9012 0.0417 360.415 0 0.0054 0.0038 0.004 0.003 0 0 0 0 0 0 0 0.0011 0.0011 0 0 0 0 NaN NaN NaN NaN 0.0064 0 38.2373 0.0003 0.6982 0.011 0.003 0.0893 0 0 0 0 0 0 0 0 0 0 0 0.0085 12.8061 0.9718 3.1908 6.4355 7.3036 2.4411 23.6118 41.8356 0 8.0308 2.6601 4.1923 0 793.7984 2.3727 3.5066 0 85.4348 1.2102 3.9517 2.2223 3.4856 4.4275 1.9415 9.6583 23.6455 63.2819 95.9122 11.4044 5.7107 2.7947 3.9686 51.9231 68.4783 8.8951 1.2364 1.9562 0.8123 1.0239 0.834 1.5683 0.2645 0.2751 0 0 0 5.1047 2.8017 7.3373 4.7225 8.1765 2.5787 0 4.0898 15.4569 0 0 0 0 0 0 5.1858 76.6399 5.2065 1.9859 7.1962 101.5401 19.6913 23.4105 4.2039 15.2357 2.1242 0 3.285 73.0804 0 214.9188 252.7066 0 294.6058 0 0 115.0614 211.0007 48.2793 NaN NaN 3.3332 2.1981 5.925 71.7855 12.0369 0 664.8794 0 0 0 0 0 0 0 0 0 0 48.0962 485.7143 0 0 0 0 NaN NaN NaN NaN 2.294 0 15.422 0.0909 4.0167 4.9268 1.0402 3.671 0 0 0 0 0 0 0 0 0 0 0 1.0297 3.1939 8.2965 0.1096 0.0078 0.0026 7.116 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.9208 0.1456 0.0334 15.8112 259.91 0.7323 7.12 0.2233 2.7185 0.0959 2.7394 30.4914 530.4545 2.3075 5.4 0.4222 1.7463 0.1408 1.018 18.2982 NaN NaN NaN NaN 0.5006 0.0083 0.0022 1.6593 0.0288 0.0361 0.0101 125.06
2988.99 2607.63 2223.0333 1533.9934 1.3548 100 109.7067 0.1211 1.5582 -0.0101 0.0204 0.9572 199.6076 0 5.7692 405.8875 10.215 0.9715 189.3926 12.4231 1.3967 -5369 2732 -4466.5 -117.25 1.3125 2.0017 7.3487 62.8889 2.8778 0.247 3.4687 84.3324 8.9336 50.5527 64.2529 49.4474 65.1893 86.8595 116.7828 76.69 2.678 70 355.63 9.776 150.7873 751.0793 1.0783 133.0773 1 639.4945 206.0549 0 4.585 4.832 2890 0.933 0.9488 4.6476 17.3873 359.7527 9.6798 128.1745 9.3895 22.6127 27.4102 723.6691 1.2603 143.3318 1 631.2591 204.8898 163.9744 467.2847 0 -0.0369 -0.0415 0.0012 -0.0809 0.0615 0.0968 -0.0076 0.0153 7.4824 0.1417 NaN 2.3745 0.9891 1920.2216 0.1695 8608.34 -0.1689 0.0022 0.0005 -0.0002 0 0.3035 0 -0.3055 -0.0205 -0.0005 -0.0001 0.0385 -0.0078 0.0003 -0.0021 -0.0005 -0.1774 0.278 NaN NaN NaN 0.476 0.9372 0 735.4067 0.9906 58.6421 0.5633 0.9687 6.242 15.98 3.759 15.99 16.05 0.9554 3.002 0.5765 3.356 -0.0473 0.6287 0.9992 2.2887 1009.9942 37.9782 159 141.1 117 66.8 339.561 0.7873 0 9.03 0.0031 0.0758 0.0464 0.0591 0.0194 6.5852 0 5.248 13.245 3.4114 0.0123 9.6856 0.35 0.0567 NaN NaN 455 420 2311 977 0.088 0.112 0.225 3.8 1.1 0.086 0.365 0.8976 0.0835 0.3702 0.5916 0.3702 0.8671 0.2658 0.263 0 0 14.36 0.562 10.2 20.946 0.1515 5.92 0 16.31 62.714 0 0 0 0 0 0 0.128 6.52 21.45 0.726 8.27 13.36 6.52 9.782 23.448 0.197 8.26 0 17.9 32.267 0 0.1627 0.1215 0.06 0.0626 0.0847 0.0493 0.0616 0.0394 2.6622 0.0117 NaN 0.0662 0.002 202.5439 0.0438 1493.2002 0 0.0289 0.03 0 0 0 0 0 0 0 0 0 0.0054 0.0034 0 0 0 0 NaN NaN NaN 0.0332 0.0301 0 151.4158 0.0013 4.9397 0.4472 0.0158 0.1608 0 0 0 0 0 0 0 0 0 0 0 0.0381 27.752 4.2709 28.6566 46.6935 44.5725 20.7635 106.5255 0.2666 0 3.0417 0.0009 0.0242 0.0152 0.0161 0.0063 1.9779 0 1.5872 3.893 1.2112 0.004 3.0101 0.0969 0.0194 NaN NaN 190.1736 177.2362 1026.9549 439.7964 0.0384 0.049 0.0958 1.2554 0.327 0.0304 0.1121 0.3181 0.0383 0.1592 0.2212 0.1592 0.3248 0.0971 0.1066 0 0 0 4.4239 0.1726 3.094 5.722 0.0419 1.9211 0 4.2766 18.5638 0 0 0 0 0 0 0.0247 2.0018 6.454 0.2409 2.7403 8.585 2.0018 2.8963 7.2913 0.0704 2.4997 0 5.5175 9.6176 4.191 3.452 0 0.0461 0.0497 0.0267 0.0293 0.0249 0.0204 0.0316 0.0202 0.8788 0.0036 NaN 0.0227 0.0006 59.6299 0.0123 595.9511 0 0.0078 0.0089 0.0046 0.0028 0 0 0 0 0 0 0 0.0019 0.0011 0 0 0 0 NaN NaN NaN 0.0077 0.0103 0 56.2493 0.0004 1.57 0.1375 0.0056 0.0618 0 0 0 0 0 0 0 0 0 0 0 0.0125 9.2223 1.5844 7.1384 4.7207 4.4868 3.0049 22.1358 58.1134 0 8.231 2.56 4.8644 459.4059 290.1504 2.0262 3.2991 0 90.9661 3.2632 33.3963 1.2655 5.114 2.8173 4.0595 8.4746 15.3734 51.7407 833.2623 6.7048 5.5951 3.0617 6.0424 38.2239 34.8178 10.5228 1.0644 0.9342 0.7323 0.9207 0.7487 1.3301 0.306 0.2252 0 0 0 4.0379 5.7488 6.7645 2.7888 14.0516 4.4485 0 2.5505 30.4356 0 0 0 0 0 0 2.7541 37.4986 5.9624 7.5001 6.4521 142.2862 28.8333 35.6874 3.2402 15.6314 5.7628 0 2.8356 15.7485 0 441.2203 293.1242 0 77.4273 137.7096 50.9561 815.894 257.0962 35.5788 8.2199 NaN 2.7883 0.1988 10.5479 25.8214 17.346 0 0 0 0 0 0 0 0 0 0 0 0 69.6774 0 0 0 0 0 NaN NaN NaN 6.9757 3.2067 0 20.5894 0.1349 8.4235 79.3919 1.6307 2.5756 0 0 0 0 0 0 0 0 0 0 0 1.6664 2.7477 11.2457 0.1096 0.0078 0.0026 7.116 0.8452 396.202 73.3 0.2901 12.25 0.37 0.1215 5.289 0.1609 34.3286 3.0919 0.5048 0.9556 0.2005 0.0456 20.9776 265.49 0.8536 10.42 0.2008 3.8702 0.0961 3.9248 23.5268 528.41 2.3265 9.37 0.238 3.3671 0.0753 1.7732 10.2289 0.0183 0.0397 0.0116 216.9552 0.5069 0.0158 0.004 3.1232 0.0183 0.0397 0.0116 216.9552
2972.78 2431.57 2190.4889 1059.439 0.8614 100 102.1178 0.1216 1.5438 0.0065 0.0032 0.9589 206.4436 0 11.3083 403.4278 9.7745 0.9574 196.6691 12.5473 1.409 -5217.5 3015.25 -4005 678.5 0.8902 1.802 3.2887 66.1667 2.2 0.1818 3.632 84.7166 8.8388 50.3916 64.1968 49.6084 65.9055 85.1414 111.7128 76.67 4.07 70 354.9573 9.8574 154.66 755.6347 1.068 133.6536 1 643.2709 202.0517 0 4.585 4.832 2890 0.933 0.9488 4.6476 13.1136 359.5655 9.6082 127.7736 13.3609 26.8864 37.2145 718.4202 0.8801 142.5709 1 629.91 97.2744 170.53 459.38 0 -0.0241 -0.0633 -0.0053 -0.063 0.0775 -0.0902 0.0061 0.0195 7.0038 0.137 NaN 2.3916 0.989 1795.493 0.2003 8883.0601 -0.0353 0.0033 0.0012 0.0001 0 -0.0955 0 0.2571 -0.0586 -0.0001 0.0001 0.1019 -0.0087 0.0008 -0.0033 -0.0013 -0.0402 -0.1844 NaN NaN NaN 0.4737 0.9413 0 761.5706 0.9904 58.0546 0.5999 0.9683 6.2931 15.98 3.421 16.04 16.01 0.9365 2.685 0.5212 2.945 -0.615 0.7839 0.9963 2.2931 1013.0161 36.1585 123 132.2 211.9 60.8 725.25 0.28 0 11.9 0.0044 0.1335 0.0498 0.0362 0.0238 7.7283 0 11.764 5.785 0.4089 0.0214 7.3411 0.41 0.0529 NaN NaN 724 812 375 307 0.084 0.062 0.092 1.6 0.6 0.065 0.112 0.8333 0.0324 0.3804 0.585 0.3804 1.013 0.2622 0.387 0 0 13.94 0.452 9.87 20.283 0.1841 6.21 0 13.77 31.462 0 0 0 0 0 0 0.128 6.34 16.6 0.866 9.31 14.76 6.34 10.078 22.531 0.2242 8.32 0 14.76 89.484 0 0.1782 0.0582 0.0765 0.0698 0.078 0.0753 0.0832 0.0424 6.467 0.0035 NaN 0.0935 0.0021 128.9514 0.0956 953.7998 0 0.0304 0.036 0 0 0 0 0 0 0 0 0 0.0053 0.0041 0 0 0 0 NaN NaN NaN 0.0597 0.018 0 93.2422 0.0008 2.381 0.0354 0.0139 0.1858 0 0 0 0 0 0 0 0 0 0 0 0.0236 32.355 2.9999 30.9815 57.3113 68.2654 21.5914 248.1543 0.0796 0 3.6861 0.0011 0.05 0.0132 0.0116 0.0077 2.4148 0 3.625 1.919 0.1208 0.0071 2.3245 0.1209 0.0201 NaN NaN 305.296 334.9113 179.4937 150.1655 0.0349 0.0255 0.0388 0.6042 0.2398 0.0222 0.0358 0.3058 0.0156 0.1392 0.2229 0.1392 0.3808 0.0962 0.139 0 0 0 4.1865 0.1285 2.9023 5.6101 0.0504 1.5014 0 3.9067 11.696 0 0 0 0 0 0 0.0247 2.1842 4.9932 0.2944 2.9103 7.3626 2.1842 2.9076 7.1446 0.0596 2.3546 0 4.6246 28.2314 4.4327 2.4451 0 0.0539 0.0274 0.0367 0.0311 0.0244 0.0369 0.0373 0.0177 2.2857 0.0011 NaN 0.0299 0.0006 39.3259 0.0273 319.2339 0 0.0075 0.0088 0.0068 0.0051 0 0 0 0 0 0 0 0.0017 0.0013 0 0 0 0 NaN NaN NaN 0.0151 0.0058 0 34.3875 0.0003 0.6951 0.0106 0.0048 0.0675 0 0 0 0 0 0 0 0 0 0 0 0.0085 12.8061 0.9718 5.6188 4.447 8.7145 2.7756 68.456 32.5015 0 11.6532 3.6191 8.6474 766.8912 0 2.4863 3.7435 0 104.03 1.434 4.1837 2.2383 3.7327 3.2676 3.7544 13.8764 26.9298 9.3633 45.2469 9.4356 3.4406 2.7974 2.4181 27.2727 35.7579 3.0837 0.9836 0.3666 0.7549 0.9113 0.7668 1.537 0.308 0.3464 0 0 0 3.9272 4.5854 6.3817 2.6842 17.2364 4.6463 0 2.1406 15.5713 0 0 0 0 0 0 2.7541 48.3466 4.6167 9.0132 7.2863 110.4715 23.5807 27.0808 3.1362 25.4735 5.8357 0 2.3432 91.9914 0 740.3791 91.9431 0 110.8817 100.6858 83.458 0 217.4359 92.3354 2.5556 NaN 3.9106 0.212 7.182 47.7237 10.7373 0 910.8614 0 0 0 0 0 0 0 0 0 0 60.6581 520.6349 0 0 0 0 NaN NaN NaN 12.6112 1.9147 0 12.2434 0.0824 4.1013 5.8989 1.4349 2.9519 0 0 0 0 0 0 0 0 0 0 0 1.0297 3.1939 8.2965 0.1096 0.0078 0.0026 7.116 0.8451 396.504 75.182 0.4309 13.05 1.32 0.175 6.0228 0.5415 50.9956 3.2913 1.7557 0.9651 0.1343 0.0391 13.9158 261.806 0.5897 6.67 0.0972 3.0674 0.0392 2.5477 16.4792 521.2055 2.275 7.41 0.4414 2.5665 0.145 1.4217 19.4047 0.013 0.0165 0.0053 127.5067 0.5036 0.0137 0.0036 2.7205 0.013 0.0165 0.0053 127.5067
2981.85 2529.11 2180.3778 1208.7411 1.2998 100 100.2789 0.1209 1.42 -0.0016 0.0138 0.962 198.7199 0 6.8715 414.1525 8.6625 0.9629 190.0574 12.5473 1.3978 -5416 2588 -3793.25 -788.5 1.2905 1.9817 7.1133 65.6333 2.6444 0.234 3.2431 85.6039 8.7588 50.179 64.1668 49.821 66.6948 88.3548 118.6704 14.14 5.103 70 350.5355 10.063 145.3182 739.2852 0.894 133.3964 1 629.25 143.6748 0 4.566 4.823 2849 0.9287 0.9467 4.5459 14.7073 353.3918 10.2591 120.0255 8.2273 25.2927 31.4769 707.8083 0.9518 147.6055 1 621.0227 108.7713 155.0459 465.9768 0 -0.0392 -0.058 0.0029 -0.0198 0.0602 0.0897 -0.0399 0.0472 6.9338 0.1323 NaN 2.3382 0.9905 1805.2925 0.1543 8563.6299 0.1361 0.002 0.0008 -0.0001 -0.0001 0.1212 0 -0.11 0.0177 -0.0002 -0.0001 -0.0849 -0.0112 -0.0002 -0.002 -0.0007 0.0661 -0.0382 NaN NaN NaN 0.4722 0.9409 0 746.772 0.9694 56.6047 0.6029 0.9597 6.5223 15.93 2.647 15.96 15.93 0.6055 3.124 0.4429 3.491 -0.0473 0.8139 0.9982 2.3397 1011.7456 43.008 92 166.7 141.5 67 419.2061 0.2041 0 5.84 0.0058 0.1302 0.0348 0.0354 0.0179 7.216 0 5.679 12.134 0.9961 0.017 6.9371 0.41 0.0534 NaN NaN 252 603 698 1623 0.16 0.084 0.181 4.9 1.2 0.127 0.32 0.4277 0.1036 0.2468 0.4883 0.2468 0.6791 0.2985 1.081 0 0 20.91 0.45 9.84 17.937 0.0844 7.22 0 17.27 35.425 0 0 0 0 0 0 0.267 6.59 16.61 1.007 13.75 9.73 6.59 7.434 20.321 0.1486 9.1 0 9.73 59.388 0 0.1696 0.0797 0.0575 0.0807 0.0918 0.0789 0.0408 0.0359 3.3551 0.0031 NaN 0.0496 0.001 106.5371 0.024 1280.6997 0 0.0148 0.0142 0 0 0 0 0 0 0 0 0 0.0058 0.0043 0 0 0 0 NaN NaN NaN 0.0635 0.0206 0 138.6187 0.0017 2.6898 0.0422 0.0211 0.1722 0 0 0 0 0 0 0 0 0 0 0 0.0545 18.14 2.9624 24.2871 60.6468 55.1959 24.2952 120.5494 0.0672 0 2.0078 0.0015 0.0439 0.0099 0.0106 0.0057 2.5904 0 1.7575 3.8719 0.3014 0.0056 2.5152 0.1209 0.0186 NaN NaN 117.6124 259.6344 300.5466 749.2069 0.0743 0.0387 0.0841 1.4195 0.3321 0.0386 0.1047 0.1537 0.0449 0.0993 0.1867 0.0993 0.261 0.1125 0.4542 0 0 0 6.2102 0.1148 2.8035 6.1586 0.0249 2.3151 0 5.7843 11.0798 0 0 0 0 0 0 0.0915 1.6941 5.9092 0.2772 3.9069 9.6041 1.6941 1.9385 6.5253 0.0501 2.9321 0 3.7447 20.6955 4.0324 3.0108 0 0.0487 0.0327 0.0289 0.04 0.0236 0.0389 0.0191 0.0179 1.0749 0.0011 NaN 0.0145 0.0003 32.0989 0.0073 538.0542 0 0.004 0.0046 0.0032 0.0025 0 0 0 0 0 0 0 0.0018 0.0016 0 0 0 0 NaN NaN NaN 0.013 0.0076 0 57.3702 0.0005 0.9245 0.0127 0.0066 0.065 0 0 0 0 0 0 0 0 0 0 0 0.0179 6.2984 1.131 4.1167 5.5905 5.5949 3.0729 34.6812 15.6991 0 5.8238 4.7991 9.1688 0 256.2896 1.8647 3.6312 0 82.6463 2.9298 11.4986 1.7651 3.65 3.2676 3.8196 4.6529 23.2998 18.4011 205.8339 12.3983 4.2387 2.5445 7.4657 45.3782 54.2735 9.8671 0.4996 1.1828 0.4918 0.761 0.4954 1.0182 0.3378 0.9109 0 0 0 5.9652 4.4718 6.7713 2.4263 9.4364 5.4124 0 2.7445 24.6564 0 0 0 0 0 0 5.8734 44.8078 4.7002 9.8157 11.4559 118.2654 26.0549 23.6173 2.871 15.6131 6.1651 0 1.5668 54.599 0 432.4462 137.4138 0 407.0618 152.4759 87.9354 102.1277 76.0593 48.3877 2.3438 NaN 2.122 0.1019 5.9014 15.5818 14.9551 0 749.3671 0 0 0 0 0 0 0 0 0 0 51.8436 0 0 0 0 0 NaN NaN NaN 13.4497 2.1945 0 18.5624 0.1786 4.752 6.9965 2.1992 2.6399 0 0 0 0 0 0 0 0 0 0 0 2.3284 1.7929 6.888 0.1096 0.0078 0.0026 7.116 1.397 402.692 73.65 0.8274 20.75 0.22 0.3527 9.239 0.0908 59.2285 5.1528 0.2987 1.5024 0.3638 0.1162 24.2141 260.644 0.5978 3.74 0.0937 1.8111 0.0354 1.4349 15.6756 534.3927 2.2461 8.78 0.4072 3.1722 0.1311 1.643 18.1292 0.0121 0.0178 0.0062 146.8715 0.5019 0.0139 0.0034 2.7747 0.0121 0.0178 0.0062 146.8715
2975.88 2489.7 2191.6667 1153.9011 1.2569 100 100.6767 0.121 1.4481 -0.0134 0.0177 0.9515 199.6605 0 7.3997 422.9413 9.8631 0.9596 189.7974 12.4222 1.4007 -5500.5 2739.5 -3717 -947 1.292 1.9888 7.308 68.6444 2.1667 0.1576 3.4577 101.9072 23.3453 57.6663 74.7081 42.3337 66.8426 86.9275 126.5662 65.83 5.171 70 362.2282 9.9946 125.2091 723.714 1.3525 141.4136 1 628.8509 199.7561 0 4.641 4.88 2864 0.9326 0.9509 4.6879 29.5109 358.5782 10.3622 114.72 11.3609 10.4891 16.8198 706.8942 0.9794 145.3855 1 618.6836 103.847 153.5801 465.1035 0 -0.0327 -0.067 -0.0491 -0.0406 0.0729 0.1009 -0.0203 0.0415 7.0303 0.1305 NaN 2.4392 0.9909 1794.4718 0.2707 8176.35 -0.0125 0.0015 0.0018 0 0 -0.0475 0 0.1041 -0.0391 0 0 0.0336 -0.0098 0.0005 -0.0016 -0.0018 0.1884 0.0368 NaN NaN NaN 0.4614 0.9658 0 814.7503 0.9909 58.7904 0.5973 0.9764 6.3368 15.98 3.759 15.99 16.05 0.9554 3.002 0.5765 3.356 -0.0473 0.6287 0.9992 2.2887 1009.9942 37.9782 143 231 186.2 63.7002 360.905 0.1292 0 8.54 0.0053 0.1002 0.0401 0.0518 0.0246 7.5676 0 7.88 11.359 0.3989 0.019 7.1724 0.55 0.0243 NaN NaN 535 406 232 429 0.089 0.091 0.122 1.8 1.6 0.181 0.516 0.538 0.1308 0.2099 0.5536 0.2099 0.8605 0.2363 0.227 0 0 15.28 0.653 4.33 21.759 0.1093 5.18 0 16.59 49.935 0 0 0 0 0 0 0.238 8.94 18.69 0.361 7.76 18.72 8.94 13.78 32.298 0.1982 5.88 0 23.6 102.361 0 0.1818 0.083 0.0434 0.0663 0.069 0.0633 0.0754 0.0755 3.9924 0.0027 NaN 0.0491 0.0009 58.3622 0.0625 1566.8999 0 0.0237 0.0137 0 0 0 0 0 0 0 0 0 0.0048 0.0029 0 0 0 0 NaN NaN NaN 0.0292 0.0126 0 137.8887 0.001 2.9025 0.0335 0.0069 0.1836 0 0 0 0 0 0 0 0 0 0 0 0.0381 27.752 4.2709 27.7474 79.739 70.0541 22.8867 137.011 0.0434 0 2.6928 0.0013 0.0383 0.0116 0.0134 0.0084 2.6536 0 2.5371 3.783 0.1221 0.0063 2.5568 0.1468 0.0086 NaN NaN 243.9242 172.3359 116.1163 208.6544 0.0375 0.0374 0.0584 0.5855 0.5852 0.0581 0.1917 0.2099 0.0541 0.0758 0.2105 0.0758 0.3387 0.0928 0.0877 0 0 0 4.6253 0.2412 1.789 6.4394 0.0335 1.6487 0 5.2244 16.1124 0 0 0 0 0 0 0.077 2.5845 5.3846 0.1288 1.9994 7.9439 2.5845 3.6584 9.0098 0.0531 1.6795 0 6.6869 32.0764 6.1833 1.7557 0 0.056 0.0356 0.0192 0.0323 0.024 0.0269 0.0401 0.0357 1.3308 0.001 NaN 0.0176 0.0003 17.9759 0.0203 630.4621 0 0.0068 0.0037 0.0021 0.0021 0 0 0 0 0 0 0 0.0016 0.0011 0 0 0 0 NaN NaN NaN 0.0058 0.0042 0 37.915 0.0003 0.9439 0.012 0.0024 0.0649 0 0 0 0 0 0 0 0 0 0 0 0.0125 9.2223 1.5844 6.48 7.7624 7.4788 2.9065 31.2769 10.2758 0 8.4826 4.3815 6.9192 298.2799 293.173 2.5905 3.7902 0 106.4904 2.6857 4.0441 1.9758 3.779 4.4275 1.7355 9.7264 14.8202 6.2416 45.301 6.8885 4.5757 1.6694 2.6222 73.8462 114.8801 14.9234 0.5279 0.5603 0.364 0.741 0.4958 1.2874 0.2718 0.1794 0 0 0 4.2183 6.5335 3.4582 3.0066 8.0822 3.663 0 2.6381 24.998 0 0 0 0 0 0 5.0769 30.2939 5.2123 3.4838 6.7643 164.7756 85.2314 81.9273 4.569 20.2372 4.0444 0 3.8146 98.569 0 556.7081 123.9731 88.391 163.4011 94.6015 62.7043 370.9717 181.9277 56.7886 2.0695 NaN 2.0142 0.0862 3.2523 23.0797 19.1638 0 0 780.0712 0 0 0 0 0 0 0 0 0 49.1677 552.381 0 0 0 0 NaN NaN NaN 6.3198 1.3011 0 16.924 0.0978 4.937 5.6058 0.7075 2.8974 0 0 0 0 0 0 0 0 0 0 0 1.6664 2.7477 11.2457 0.1096 0.0078 0.0026 7.116 0.5565 399.938 72.664 0.3304 15.94 0.74 0.1369 7.6655 0.3153 59.3795 3.9856 1.0184 0.9494 0.3106 0.0578 32.7151 NaN NaN NaN NaN NaN NaN NaN NaN 530.4073 2.1823 7.73 0.2625 2.6984 0.0736 1.4574 12.0275 0.0209 0.0171 0.0063 81.5459 0.4981 0.018 0.0038 3.6056 0.0209 0.0171 0.0063 81.5459
3058.61 2492.36 2180.3778 1208.7411 1.2998 100 100.2789 0.1209 1.5602 0.0041 -0.0056 0.9595 206.5154 0 11.3994 417.3887 9.75 0.9582 196.7655 12.5473 1.4049 -5497.75 2535.75 -4835.25 -372.75 1.2717 1.9773 7.1333 65.3667 2.9 0.2279 3.3036 83.9737 8.8033 50.3329 64.485 49.6671 66.6916 88.2847 118.6328 14.26 5.34 70 350.2691 10.1024 145.1727 739.5598 0.9038 135.12 1 630.5618 138.6036 0 4.566 4.823 2849 0.9287 0.9467 4.5459 13.1482 354.3409 10.2921 118.3209 10.3808 26.8518 33.6192 705.9406 0.9459 148.6245 1 621.2864 101.8189 155.4569 465.8295 0 -0.0404 -0.0724 -0.0587 -0.0204 0.079 -0.0805 -0.0106 0.0372 7.1925 0.1394 NaN 2.3952 0.9649 1841.8205 0.1549 7397.31 0.1572 0.0022 0.0004 -0.0001 0 0.1675 0 -0.1123 0.0167 -0.0003 -0.0001 -0.0799 -0.0093 -0.0002 -0.0022 -0.0004 0.0214 -0.1231 NaN NaN NaN 0.4713 0.9424 0 627.1345 0.9644 55.9596 0.5993 0.9639 6.4628 15.98 3.421 16.04 16.01 0.9365 2.685 0.5212 2.945 -0.615 0.7839 0.9963 2.2931 1013.0161 36.1585 91 233.1 202.2 67 419.2061 0.2041 0 5.84 0.0058 0.0991 0.0552 0.0404 0.0229 7.8236 0 9.283 5.807 0.446 0.0213 7.3776 0.41 0.044 NaN NaN 310 261 2984 1321 0.159 0.079 0.197 4.1 0.4 0.074 0.286 0.5559 0.1067 0.3185 0.4797 0.3185 0.6817 0.219 0.889 0 0 18.81 0.414 9.85 20.074 0.036 7.96 0 15.68 25.914 0 0 0 0 0 0 0.267 5.43 21.88 0.937 13.71 12.78 5.43 4.385 21.086 0.1131 6.98 0 16.81 57.982 0 0.1694 0.0366 0.0257 0.1455 0.0894 0.0599 0.0972 0.0198 3.4124 0.0039 NaN 0.0592 0.0212 104.542 0.0329 1698.7998 0 0.0159 0.0175 0 0 0 0 0 0 0 0 0 0.0055 0.0051 0 0 0 0 NaN NaN NaN 0.1551 0.0303 0 167.3485 0.0053 2.1927 0.0655 0.0166 0.2111 0 0 0 0 0 0 0 0 0 0 0 0.0236 32.355 2.9999 28.1707 75.6871 64.7419 24.2952 120.5494 0.0672 0 2.0078 0.0015 0.0354 0.0164 0.0109 0.0077 2.434 0 2.9552 2.1481 0.1336 0.007 2.329 0.1209 0.0134 NaN NaN 131.5862 116.7144 1252.0715 597.6701 0.0662 0.0346 0.092 1.261 0.1118 0.0232 0.095 0.1997 0.0495 0.1245 0.2006 0.1245 0.2663 0.0789 0.3733 0 0 0 5.8491 0.115 2.7382 6.6218 0.0139 2.4309 0 5.6754 8.386 0 0 0 0 0 0 0.0915 1.5435 6.5439 0.2914 3.7595 9.6877 1.5435 1.4448 6.9476 0.0311 2.1644 0 5.278 18.8512 4.3608 2.9044 0 0.0463 0.0162 0.0114 0.0652 0.0265 0.0279 0.0485 0.0083 1.3493 0.0012 NaN 0.0197 0.0068 33.4483 0.0096 564.5177 0 0.004 0.0055 0.0035 0.0029 0 0 0 0 0 0 0 0.0018 0.0018 0 0 0 0 NaN NaN NaN 0.0244 0.0116 0 56.4297 0.0019 0.7156 0.0224 0.0065 0.0745 0 0 0 0 0 0 0 0 0 0 0 0.0085 12.8061 0.9718 4.0381 7.6211 8.1128 3.0729 34.6812 15.6991 0 5.8238 4.7991 6.3515 0 715.8361 2.3871 3.7884 0 81.4344 1.3913 4.5748 2.2207 3.7494 3.2676 3.1341 5.6387 10.2928 61.7135 354.393 12.5025 3.9954 2.7617 6.2723 13.7931 32.472 8.6573 0.662 1.2123 0.6328 0.7439 0.6413 1.0222 0.2481 0.7494 0 0 0 5.3702 4.098 6.785 2.7143 3.9827 5.8911 0 2.4867 18.6965 0 0 0 0 0 0 5.8734 41.2985 6.1748 9.1041 11.5871 123.1117 20.2221 13.0432 2.9869 11.957 4.6964 0 2.7057 56.9462 0 419.1772 50.5699 43.7819 714.1104 113.2273 74.4331 912.6761 53.2258 47.4431 2.7982 NaN 2.4732 2.1938 5.676 21.2418 22.9651 0 726.8571 0 0 0 0 0 0 0 0 0 0 59.4595 0 0 0 0 0 NaN NaN NaN 32.9064 3.2148 0 26.6846 0.551 3.9184 10.9319 1.7173 3.2662 0 0 0 0 0 0 0 0 0 0 0 1.0297 3.1939 8.2965 0.1096 0.0078 0.0026 7.116 1.5401 401.51 74.77 1.62 19.71 1.59 0.6903 9.5441 0.5881 105.1825 4.909 2.1265 0.9885 0.7074 0.1702 71.5633 261.972 0.6004 7.92 0.1393 2.9097 0.0518 3.0232 23.2076 533.2154 2.2671 7.95 0.219 2.9829 0.0781 1.4909 9.6586 0.0082 0.0162 0.0054 197.9951 0.5033 0.0115 0.003 2.2929 0.0082 0.0162 0.0054 197.9951
3047.19 2524.18 2197.3111 969.891 1.3015 100 105.3911 0.1201 1.5837 -0.0266 -0.0029 0.9581 199.4722 0 11.6646 414.2214 9.7447 0.972 189.7275 12.4222 1.3892 -5507.75 2637.25 114 -2021 1.2803 1.9745 7.0992 62.6667 3.0889 0.251 3.2979 86.3472 9.1283 50.1869 64.0917 49.8131 66.0625 86.2537 122.0886 73.95 3.86 70 360.3745 10.061 127.17 726.2285 1.3497 144.2318 1 631.7764 186.7525 0 4.537 4.758 2910 0.9238 0.9536 4.6188 -3.3864 357.9 10.7977 103.7836 18.9564 23.3864 30.6289 695.5995 0.9684 151.1364 1 612.82 100.6814 143.3614 469.4586 0 -0.0109 0.0041 -0.0422 -0.0037 0.032 0.0022 -0.0199 0.0264 7.5067 0.127 NaN 2.3999 0.9714 1878.6376 0.1675 8524.3801 0.0723 0.0033 0.0018 0 0.0002 -0.025 0 0.1917 0.0102 -0.0002 0.0001 -0.0648 -0.0087 -0.0001 -0.0034 -0.0017 0.0985 0.0185 NaN NaN NaN NaN 0.9437 0 750.5962 0.991 58.4779 0.5964 0.9661 6.3528 15.89 2.322 15.85 15.87 0.3122 2.947 0.3924 3.569 0.0946 0.8884 1.002 2.3416 1010.4833 39.8902 69 84 52.1 73.5 225.7469 0.0896 0 6.8 0.006 0.1214 0.0651 0.055 0.0192 7.5901 0 12.521 7.744 1.4992 0.0117 7.6012 0.55 0.0229 NaN NaN 671 396 19038 1010 0.036 0.124 0.15 3.4 1.4 0.118 0.465 0.5857 0.0385 0.4228 0.6871 0.4228 0.8611 0.1368 0.897 0 0 15.54 0.346 4.87 22.694 0.159 6.49 0 15.65 30.369 0 0 0 0 0 0 0.225 8.69 18.46 0.236 5.42 20.02 8.69 10.232 28.98 0.1188 8.04 0 20.02 81.602 0 0.1038 0.0438 0.0351 0.1115 0.0597 0.0855 0.1093 0.0561 2.0708 0.0016 NaN 0.0726 0.008 99.238 0.0986 1157.1001 0 0.0183 0.0126 0 0 0 0 0 0 0 0 0 0.0059 0.005 0 0 0 0 NaN NaN NaN NaN 0.0136 0 134.6982 0.0006 4.2653 0.0233 0.0179 0.3587 0 0 0 0 0 0 0 0 0 0 0 0.075 19.37 2.8073 18.3083 32.224 17.066 27.2402 77.7768 0.0298 0 2.6789 0.0014 0.0388 0.0197 0.0138 0.0065 2.6747 0 3.5696 2.3628 0.4608 0.004 2.589 0.1468 0.0081 NaN NaN 274.026 172.5097 9195.3919 576.0425 0.0152 0.0595 0.0613 1.0404 0.4457 0.0433 0.1729 0.2156 0.0176 0.1707 0.2531 0.1707 0.3223 0.0585 0.3459 0 0 0 5.3701 0.1165 1.837 6.6352 0.0443 1.7739 0 4.6472 10.0431 0 0 0 0 0 0 0.0759 2.1732 5.324 0.0766 1.5935 7.7306 2.1732 2.8319 8.2589 0.0358 2.6986 0 5.2296 27.3291 4.3059 2.9027 0 0.0311 0.0195 0.0149 0.0497 0.0202 0.0464 0.0598 0.0273 0.6989 0.0005 NaN 0.0229 0.0025 30.524 0.0336 469.3385 0 0.0055 0.0037 0.0024 0.0036 0 0 0 0 0 0 0 0.0019 0.0016 0 0 0 0 NaN NaN NaN NaN 0.0049 0 53.442 0.0002 1.4086 0.0099 0.0059 0.1235 0 0 0 0 0 0 0 0 0 0 0 0.0219 6.2886 1.0398 3.2016 2.7566 2.064 3.345 23.2755 6.881 0 6.4522 4.9939 7.6654 245.0824 0 1.9996 3.8051 0 107.3415 1.8695 15.3844 1.205 4.0064 4.4275 1.6491 12.1828 15.0156 0 49.9753 2.812 6.2801 2.1129 5.4255 45.3237 47.012 14.0999 0.6783 0.4215 0.8425 1.0721 0.8488 1.3035 0.1586 0.7347 0 0 0 4.3122 3.439 3.8295 3.1249 11.7781 4.4997 0 2.4771 16.2616 0 0 0 0 0 0 4.8714 256.6174 5.1579 2.1856 5.2224 105.6107 37.1584 33.4064 4.1662 12.268 5.3197 0 3.2669 81.0498 0 956.682 0 83.2247 0 186.4533 0 549.9371 212.299 27.5853 1.2598 NaN 3.0264 0.8204 5.2824 58.8431 13.574 0 550.3759 709.8592 0 0 0 0 0 0 0 0 0 67.6218 0 0 0 0 0 NaN NaN NaN NaN 1.4416 0 17.9455 0.0608 7.2939 3.9022 1.8564 5.6461 0 0 0 0 0 0 0 0 0 0 0 3.2023 1.9169 7.0376 0.1096 0.0078 0.0026 7.116 1.7009 405.456 80.208 1.419 16.39 1.72 0.5551 8.2534 0.6713 83.4301 4.0424 2.1444 0.9634 0.1745 0.0375 18.1087 259.792 0.7412 1.12 0.1701 0.4785 0.0673 0.4311 22.9553 536.5709 2.1983 10.86 0.2539 3.5623 0.0773 2.024 11.551 NaN NaN NaN NaN 0.4967 0.0113 0.0034 2.2808 0.0082 0.0162 0.0054 197.9951
2981.31 2566.35 2197.3111 969.891 1.3015 100 105.3911 0.1201 1.5047 -0.0216 0.0064 0.9721 199.2977 0 9.5945 417.114 9.672 0.9726 189.6257 12.4278 1.4432 -2622.5 1550 -1993.75 226.5 0.446 0.8912 1.5313 65.4556 2.0333 0.184 3.4811 85.6591 8.8249 50.3878 64.1536 49.6122 65.8859 86.8889 118.3554 NaN NaN 70 359.6154 10.1217 124.0418 720.9909 1.3803 146.7145 1 630.3718 212.4821 0 4.641 4.88 2864 0.9326 0.9509 4.6879 4.4036 355.8718 10.6904 108.4455 18.5418 15.5964 21.199 699.7919 0.9985 147.5127 1 611.83 115.8314 143.6134 468.2166 0 -0.0156 -0.0192 0.0147 -0.0135 0.0567 -0.0003 -0.0403 0.0481 7.6194 0.1394 NaN 2.42 0.9649 1841.8205 0.1576 8955.3 0.0726 -0.0001 0.0017 0 0.0003 -0.0854 0 0.4111 -0.0344 -0.0004 0.0002 -0.0408 -0.0084 0.0005 0 -0.0017 0.0771 0.0296 NaN NaN NaN NaN 0.9427 0 782.6006 0.9908 58.4853 0.5992 0.9643 6.3039 15.89 2.322 15.85 15.87 0.3122 2.947 0.3924 3.569 0.0946 0.8884 1.002 2.3416 1010.4833 39.8902 95 218.8 167.8 73.5 225.7469 0.0896 0 6.8 0.006 0.086 0.0597 0.0496 0.0054 7.2458 0 5.79 5.511 2.8455 0.0124 8.2704 0.39 0.0439 NaN NaN 5575 3511 4126 590 0.918 1.799 3.098 2.2 0.6 0.076 0.096 0.5398 0.0739 0.2794 0.5831 0.2794 0.9636 0.3091 0.254 NaN 0 14.57 0.724 6.43 23.223 0.1764 7.55 0 16.98 53.64 0 0 0 0 0 0 0.238 2.4 16.45 0.251 5.45 13.99 2.4 5.825 21.18 0.1146 6.8 0 13.99 17.048 0 0.0851 0.0453 0.0762 0.0889 0.062 0.0642 0.0996 0.0566 2.9655 0.0039 NaN 0.112 0.0212 104.542 0.0393 894.9004 0 0.021 0.0121 0 0 0 0 0 0 0 0 0 0.0032 0.0032 0 0 0 0 NaN NaN NaN NaN 0.0378 0 88.2712 0.0005 4.441 0.0289 0.0202 0.3668 0 0 0 0 0 0 0 0 0 0 0 0.075 19.37 2.8073 28.7735 75.5862 68.2815 27.2402 77.7768 0.0298 0 2.6789 0.0014 0.0275 0.0177 0.0124 0.0019 2.605 0 2.1933 1.7379 0.9118 0.0041 2.8197 0.1166 0.0153 NaN NaN 3040.1658 1820.9743 2304.9599 284.4568 0.5154 1.0292 1.7684 0.7618 0.2062 0.0234 0.0307 0.2005 0.0277 0.1147 0.2282 0.1147 0.3642 0.1273 0.1032 NaN NaN 0 4.6444 0.2012 2.1341 6.8639 0.0525 2.1524 0 4.9542 17.0852 0 0 0 0 0 0 0.077 0.7509 5.1045 0.0838 1.874 7.6506 0.7509 1.5724 6.44 0.0345 2.1024 0 4.0086 4.5223 4.5489 2.8927 0 0.027 0.0189 0.0339 0.0388 0.017 0.0344 0.0465 0.0269 1.0953 0.0012 NaN 0.0347 0.0068 33.4483 0.0143 328.4574 0 0.0059 0.0032 0.0032 0.0049 0 0 0 0 0 0 0 0.0011 0.001 0 0 0 0 NaN NaN NaN NaN 0.0122 0 32.571 0.0002 1.4712 0.0124 0.0067 0.1245 0 0 0 0 0 0 0 0 0 0 0 0.0219 6.2886 1.0398 4.3127 7.3391 6.5385 3.345 23.2755 6.881 0 6.4522 4.9939 5.7154 275.8302 778.0392 0.5602 3.6357 0 60.3474 1.3212 29.4205 1.2699 4.3614 3.1381 3.0411 212.5834 226.5161 206.9467 260.4857 205.8296 201.8513 202.3184 3.3611 29.5082 41.3043 2.7577 0.6302 0.8374 0.5545 0.9089 0.5632 1.4625 0.3557 0.2146 NaN NaN 0 4.0516 7.1529 5.1837 3.221 12.7826 5.146 0 2.6937 25.2445 0 0 0 0 0 0 5.0769 54.5004 4.6224 2.3479 5.0256 75.4511 15.3882 27.4778 3.0266 11.4741 4.6098 0 2.2866 14.7179 0 546.1693 235.3247 518.3673 657.3013 109.3957 0 247.4534 117.6104 38.9201 2.7982 NaN 4.6272 2.1938 5.676 24.9166 9.993 0 0 725.0936 0 0 0 0 0 0 0 0 0 37.9822 691.8919 0 0 0 0 NaN NaN NaN NaN 4.006 0 11.2792 0.0507 7.5934 4.827 2.0999 5.8189 0 0 0 0 0 0 0 0 0 0 0 3.2023 1.9169 7.0376 0.1096 0.0078 0.0026 7.116 0.69 400.446 73.914 0.391 19.63 1.23 0.1869 7.637 0.5563 56.6656 4.902 1.6641 0.9168 0.1139 0.0294 12.4295 260.822 0.7116 9.21 0.2365 3.3341 0.0936 3.5311 33.2372 529.3927 2.1345 11.79 0.2879 4.1245 0.0949 2.2271 13.4859 NaN NaN NaN NaN 0.4992 0.0158 0.0043 3.1653 0.0082 0.0162 0.0054 197.9951
2963.83 2457.64 2225.1777 1457.7934 1.2414 100 110.2789 0.1211 1.5374 -0.0177 0.017 0.9757 199.5802 0 7.203 419.3116 9.6398 0.9651 189.9403 12.5473 1.3765 -6010.25 2805.75 -3892.75 893 0.904 1.7778 3.1147 66.8889 2.2667 0.1948 3.5241 84.3324 8.9336 50.5527 64.2529 49.4474 65.1893 86.8595 116.7828 76.69 2.678 70 361.7127 9.7558 151.4218 760.2925 1.1158 136.0109 1 649.1455 236.4763 0 4.665 4.907 2876 0.9334 0.9505 4.6097 17.5473 365.8855 9.5543 128.9691 10.2673 22.4527 32.0705 728.222 0.8726 144.0236 1 638.8782 118.2011 174.6316 464.2465 0 -0.0382 -0.0692 0.0052 -0.0429 0.0543 0.1186 -0.01 0.0431 6.4802 0.1417 NaN 2.3745 0.9896 1840.4916 0.2047 8892.11 0.0103 0.0052 -0.0026 -0.0003 -0.0001 0.405 0 -0.4728 -0.0186 -0.0005 -0.0002 -0.052 -0.0093 0.0002 -0.0051 0.0026 -0.1328 0.3659 NaN NaN NaN 0.4658 0.9493 0 757.7612 0.9668 56.4963 0.6022 0.9762 6.4252 15.93 2.647 15.96 15.93 0.6055 3.124 0.4429 3.491 -0.0473 0.8139 0.9982 2.3397 1011.7456 43.008 90 165.6 121.6 69.8999 470.032 0.2772 0 6.58 0.0031 0.0751 0.0723 0.0454 0.0064 7.5517 0 6.971 9.687 1.2511 0.0161 6.8808 0.41 0.0913 NaN NaN 2058 560 214 225 0.06 0.036 0.097 2.5 0.5 0.069 0.091 0.8976 0.0835 0.3702 0.5916 0.3702 0.8671 0.2658 0.263 0 0 14.83 0.567 11.75 21.017 0.1228 5.61 0 10.35 79.525 0 0 0 0 0 0 0.097 7.17 17.81 0.938 11.13 17.57 7.17 9.418 23.936 0.1277 6.38 0 17.57 87.513 0 0.1412 0.0888 0.0745 0.0821 0.0845 0.0477 0.056 0.0446 2.6359 0.0117 NaN 0.0662 0.0035 125.0173 0.094 1045.3008 0 0.0334 0.0401 0 0 0 0 0 0 0 0 0 0.0073 0.0053 0 0 0 0 NaN NaN NaN 0.0974 0.0109 0 113.2955 0.0033 2.4406 0.0321 0.0065 0.4068 0 0 0 0 0 0 0 0 0 0 0 0.0545 18.14 2.9624 23.8239 50.9636 41.549 22.4075 133.1732 0.0793 0 1.7894 0.0009 0.0257 0.0184 0.0149 0.0022 2.607 0 1.9361 2.981 0.4032 0.0054 2.5228 0.1209 0.0305 NaN NaN 993.652 240.0783 110.8283 101.3279 0.0248 0.0153 0.0437 0.7865 0.1803 0.0237 0.025 0.3181 0.0383 0.1592 0.2212 0.1592 0.3248 0.0971 0.1066 0 0 0 4.6263 0.1636 3.3509 5.8721 0.0412 1.8478 0 2.925 22.1939 0 0 0 0 0 0 0.0241 2.3754 5.6724 0.3381 3.4593 7.5177 2.3754 2.9302 7.6302 0.0441 1.9537 0 5.5386 24.3312 5.3322 3.1539 0 0.0433 0.0364 0.0356 0.0359 0.0259 0.0237 0.0288 0.0207 0.8576 0.0036 NaN 0.0227 0.0012 41.2161 0.0303 323.9011 0 0.0095 0.0115 0.0093 0.0046 0 0 0 0 0 0 0 0.0026 0.0019 0 0 0 0 NaN NaN NaN 0.012 0.0036 0 34.1994 0.0011 0.8453 0.0106 0.002 0.1296 0 0 0 0 0 0 0 0 0 0 0 0.0179 6.2984 1.131 4.2156 5.5874 4.9478 3.1413 32.2427 22.3298 0 5.9667 2.5598 4.885 409.4867 266.3733 0.6586 3.7838 0 96.7791 2.3102 12.9785 1.668 3.6226 3.2676 6.6357 34.2415 19.959 5.4974 25.196 6.6372 2.025 3.1142 3.7375 22.0588 35.425 2.5822 1.0644 0.9342 0.7323 0.9207 0.7487 1.3301 0.306 0.2252 0 0 0 4.0999 5.8119 7.7598 2.7643 11.0027 4.1247 0 1.5944 33.6292 0 0 0 0 0 0 2.1042 40.8611 4.8676 9.8176 8.63 171.1253 31.9338 29.3666 3.2869 14.6363 4.4298 0 2.7501 74.0374 0 369.2107 128.3237 0 191.3753 155.5632 40.2192 557.2139 103.5403 40.6754 8.2199 NaN 2.7883 0.3537 6.7926 45.9148 11.7554 0 642.3077 0 0 0 0 0 0 0 0 0 0 78.7062 0 0 0 0 0 NaN NaN NaN 20.9069 1.1482 0 14.9513 0.3453 4.3199 5.3308 0.6675 6.3308 0 0 0 0 0 0 0 0 0 0 0 2.3284 1.7929 6.888 0.1096 0.0078 0.0026 7.116 0.5927 408.962 72.972 0.3372 16.79 0.69 0.1375 7.0158 0.2824 56.8893 4.1055 0.9456 0.9591 0.2605 0.0557 27.1584 260.862 0.6178 8.07 0.1071 3.0597 0.0468 3.0936 17.3403 529.5609 2.2805 8.09 0.3806 2.5269 0.1213 1.5277 16.6904 0.0268 0.0199 0.007 74.1555 0.5037 0.0175 0.0044 3.4811 0.0268 0.0199 0.007 74.1555
3040.72 2477.35 2191.6667 1153.9011 1.2569 100 100.6767 0.121 1.3475 -0.0152 0.0115 0.9517 200.1074 0 4.5248 400.7535 10.4472 0.9715 189.6602 12.2749 1.4033 -5548 2637 -3683 244.75 1.3195 2.0092 7.457 66.4778 2.7778 0.2291 3.4393 85.2487 10.0686 50.6755 64.3085 49.3245 65.1902 87.3997 117.7568 76.73 3.761 70 363.0873 9.8513 136.3836 742.0584 1.2283 142.8627 1 642.3336 244.3178 0 4.68 4.944 2854 0.9313 0.9465 4.5873 -10.1245 360.7418 10.7329 106.2591 24.2354 30.1245 39.5532 702.5052 0.9618 151.0973 1 618.0982 122.8589 155.4515 462.6466 0 -0.0038 0.0196 0.0113 -0.0169 0.0122 -0.0173 -0.0446 0.0324 7.4605 0.133 NaN 2.4364 0.9905 1773.4197 0.1987 8344.05 0.103 0.0022 0.0007 -0.0002 0.0001 0.2396 0 -0.4345 -0.0307 -0.0001 -0.0002 -0.0706 -0.006 0.0004 -0.0022 -0.0006 0.0168 0.03 NaN NaN NaN NaN 0.9558 0 662.9427 0.9907 59.183 0.5954 0.969 6.282 15.89 2.322 15.85 15.87 0.3122 2.947 0.3924 3.569 0.0946 0.8884 1.002 2.3416 1010.4833 39.8902 88 118.8 137.6 63.7002 360.905 0.1292 0 8.54 0.0053 0.0816 0.0566 0.0868 0.0255 7.6016 0 3.829 22.785 0.2675 0.0126 7.3341 0.5 0.0436 NaN NaN 531 118 692 384 0.081 0.101 0.126 2 1.4 0.083 0.281 0.8007 0.2042 0.3486 0.5715 0.3486 0.9168 0.1908 0.34 0 0 15.31 0.396 6.86 23.6541 0.1177 4.66 0 16.98 38.185 0 0 0 0 0 0 0.239 6.02 18.28 0.313 8.31 11.75 6.02 6.098 21.914 0.1102 6.59 0 11.75 65.13 0 0.1033 0.0369 0.0836 0.068 0.0832 0.1494 0.0515 0.1176 3.5732 0.0032 NaN 0.0954 0.0007 113.071 0.0663 1349.9995 0 0.0143 0.0144 0 0 0 0 0 0 0 0 0 0.0057 0.0024 0 0 0 0 NaN NaN NaN NaN 0.0281 0 137.9867 0.0004 2.8954 0.041 0.0186 0.36 0 0 0 0 0 0 0 0 0 0 0 0.075 19.37 2.8073 24.2333 45.0735 46.4432 22.8867 137.011 0.0434 0 2.6928 0.0013 0.0246 0.0162 0.0241 0.0088 2.6754 0 1.2189 6.9561 0.0826 0.0043 2.6072 0.1354 0.0142 NaN NaN 242.4967 51.9102 301.4874 179.4053 0.0409 0.0434 0.0534 0.6241 0.4842 0.0322 0.0812 0.3217 0.078 0.1366 0.2093 0.1366 0.362 0.073 0.1385 0 0 0 4.5125 0.1482 2.0755 7.133 0.0351 1.6215 0 5.0498 13.0561 0 0 0 0 0 0 0.0788 1.8141 5.4498 0.0874 2.2817 8.114 1.8141 2.0133 7.0916 0.0319 2.3304 0 3.6869 18.7285 2.3012 2.6767 0 0.0337 0.0155 0.0408 0.0322 0.0255 0.0697 0.0278 0.0539 1.1269 0.001 NaN 0.0341 0.0003 39.7601 0.02 519.5578 0 0.0046 0.0041 0.0045 0.0034 0 0 0 0 0 0 0 0.0018 0.0008 0 0 0 0 NaN NaN NaN NaN 0.0093 0 50.9473 0.0002 0.9273 0.0133 0.0062 0.1267 0 0 0 0 0 0 0 0 0 0 0 0.0219 6.2886 1.0398 4.0101 3.907 5.5543 2.9065 31.2769 10.2758 0 8.4826 4.3815 6.0558 373.5974 756.8392 2.6753 3.7988 0 84.6222 5.6855 2.5606 1.3012 3.867 4.0734 3.1098 9.571 4.4748 18.789 156.8948 6.1387 5.0268 1.6897 3.0085 50.4 36.227 8.1702 0.9393 2.0281 0.6879 0.8887 0.7067 1.4063 0.2183 0.2887 0 0 0 4.2166 4.0198 5.0299 3.1876 9.5857 3.2619 0 2.6435 15.6292 0 0 0 0 0 0 5.21 59.4595 5.0673 2.9163 7.8205 48.4828 19.9837 15.4172 3.1194 11.4604 4.3614 0 1.901 53.012 0 0 188.2653 741.4634 402.3669 680.5726 861.0951 115.5356 363.2432 47.8948 2.4056 NaN 3.9138 0.0747 6.3759 33.3523 16.1792 0 646.3277 0 0 0 0 0 0 0 0 0 0 95 581.8182 0 0 0 0 NaN NaN NaN NaN 2.938 0 20.8143 0.0429 4.8923 6.879 1.9198 5.7302 0 0 0 0 0 0 0 0 0 0 0 3.2023 1.9169 7.0376 0.1096 0.0078 0.0026 7.116 0.5871 402.298 73.292 0.4344 15.61 0.66 0.1796 6.368 0.2877 73.9798 3.8802 0.9005 1.3569 0.7213 0.2722 53.157 266.01 0.6684 10.95 0.2515 4.3665 0.1025 4.1164 37.6321 531.5427 2.258 5.2 0.3427 1.8732 0.0965 0.9783 15.1794 NaN NaN NaN NaN 0.5013 0.0138 0.0035 2.7468 0.0268 0.0199 0.007 74.1555
2989.47 2445.44 2223.1667 1522.5535 1.1981 100 110.6333 0.121 1.5316 -0.0194 0.0088 0.9614 199.2808 0 7.4758 422.0675 10.499 0.9758 188.7817 12.4231 1.4011 -1362 710.25 -1016.25 260.5 0.224 0.4407 0.7198 65.2667 2.6889 0.2093 3.3877 85.6039 8.7588 50.179 64.1668 49.821 66.6948 88.3548 118.6704 14.14 5.103 70 355.1036 9.8121 153.4509 754.1593 1.086 133.8818 1 642.4364 202.4835 0 4.585 4.832 2890 0.933 0.9488 4.6476 13.9782 359.39 9.7344 127.4291 11.68 26.0218 31.3313 722.828 1.2754 143.9373 1 630.7564 200.0261 162.1137 468.6426 0 -0.0607 -0.0636 -0.0227 -0.0389 0.0688 0.0869 -0.0336 -0.0108 7.5625 0.1336 NaN 2.2944 0.9715 1804.703 0.2245 9364.7399 -0.0774 0.0011 0.0025 0 0.0001 0.0095 0 -0.0103 -0.0046 0 0 0.0146 -0.0091 0.0001 -0.0011 -0.0025 -0.0007 0.0145 NaN NaN NaN 0.4693 0.9355 0 716.5576 0.9652 57.3981 0.5991 0.9686 6.2857 15.93 2.647 15.96 15.93 0.6055 3.124 0.4429 3.491 -0.0473 0.8139 0.9982 2.3397 1011.7456 43.008 123 142.2 116.4 67 257.7269 0.7017 0 7.98 0.003 0.087 0.0349 0.0448 0.0179 5.7832 0 6.429 18.907 4.0045 0.0086 9.7005 0.35 0.0725 NaN NaN 5448 2841 4065 1042 0.896 1.763 2.879 3 0.9 0.082 0.086 0.4277 0.1036 0.2468 0.4883 0.2468 0.6791 0.2985 1.081 0 0 15.56 0.443 14.01 21.112 0.1579 3.17 0 13.55 43.141 0 0 0 0 0 0 0.128 6.62 19.66 0.746 9.45 16.75 6.62 10.45 22.315 0.2012 8.67 0 16.75 42.735 0 0.1515 0.0629 0.0463 0.1698 0.0977 0.0685 0.1513 0.0079 4.8555 0.0053 NaN 0.0401 0.0042 131.5576 0.2743 1027.5996 0 0.0273 0.0294 0 0 0 0 0 0 0 0 0 0.0069 0.0073 0 0 0 0 NaN NaN NaN 0.0231 0.0208 0 85.2706 0.0046 3.6863 0.0229 0.0134 0.1877 0 0 0 0 0 0 0 0 0 0 0 0.0545 18.14 2.9624 32.0878 40.4306 41.2456 20.2382 87.2474 0.2123 0 2.4256 0.0009 0.0274 0.009 0.013 0.0058 1.7859 0 1.8923 5.0163 1.2261 0.0027 2.9895 0.0969 0.0261 NaN NaN 2724 1420.5 2032.5 521 0.448 0.8815 1.4395 0.9695 0.2804 0.028 0.0305 0.1537 0.0449 0.0993 0.1867 0.0993 0.261 0.1125 0.4542 0 0 0 4.5344 0.1229 3.9127 5.7967 0.0504 0.9763 0 3.9049 12.4223 0 0 0 0 0 0 0.0247 2.003 6.3331 0.2558 3.2316 8.5601 2.003 2.9185 6.7077 0.0598 2.7344 0 4.8917 12.8283 3.9771 2.7038 0 0.0466 0.0264 0.0241 0.0849 0.0277 0.0339 0.0709 0.004 1.5662 0.0015 NaN 0.0134 0.0011 39.5207 0.0841 342.8938 0 0.0069 0.0085 0.0061 0.0075 0 0 0 0 0 0 0 0.0024 0.0023 0 0 0 0 NaN NaN NaN 0.0049 0.008 0 28.057 0.0015 1.2726 0.0087 0.005 0.0695 0 0 0 0 0 0 0 0 0 0 0 0.0179 6.2984 1.131 5.4262 4.7567 4.7599 3.0137 16.9273 58.5671 0 7.213 2.4787 5.6805 180.3035 510.9052 1.8612 2.902 0 85.9973 4.4796 38.142 0.8767 5.1385 2.8173 5.1746 400 400 400 400 400 400 400 4.5965 33.4711 39.172 2.5386 0.4996 1.1828 0.4918 0.761 0.4954 1.0182 0.3378 0.9109 0 0 0 4.3818 4.5148 9.13 2.7994 14.5368 2.3678 0 2.1092 21.3059 0 0 0 0 0 0 2.7541 47.3595 5.4704 7.6636 7.4159 143.4071 25.4402 33.3534 3.0872 15.7751 6.0235 0 2.6555 21.3647 0 249.5624 98.8217 204.415 436.5039 142.0187 78.7809 450.9687 73.1481 64.2054 3.9494 NaN 1.7466 0.4272 7.2897 122.1544 10.9731 0 0 0 0 0 0 0 0 0 0 0 0 75.513 0 0 0 0 0 NaN NaN NaN 4.9154 2.2258 0 11.9 0.4806 6.4223 3.8254 1.3853 2.9867 0 0 0 0 0 0 0 0 0 0 0 2.3284 1.7929 6.888 0.1096 0.0078 0.0026 7.116 1.2718 411.738 80.322 1.1639 16.4 1.67 0.4528 8.1327 0.6443 91.5108 3.9831 2.0791 0.9684 0.2035 0.0402 21.0162 NaN NaN NaN NaN NaN NaN NaN NaN 532.7664 2.4052 10.9 0.2799 3.6701 0.0804 2.0459 11.6384 0.029 0.0165 0.0047 56.8221 0.5032 0.0127 0.0031 2.5322 0.029 0.0165 0.0047 56.8221
2981.54 2302.46 2221.8445 1416.8211 1.1758 100 111.6278 0.121 1.44 -0.0163 0.0211 0.9651 199.6613 0 5.804 410.4105 9.4864 0.9629 190.1748 12.4231 1.4002 -5452.75 2574.25 -3352.75 -962.75 1.284 1.9728 7.1523 65.2222 2.7222 0.2151 3.3276 85.6039 8.7588 50.179 64.1668 49.821 66.6948 88.3548 118.6704 14.14 5.103 70 350.14 10.0816 145.1155 738.7487 0.898 135.4791 1 630.7345 138.9857 0 4.566 4.823 2849 0.9287 0.9467 4.5459 13.4891 353.2773 10.3055 118.6045 9.9827 26.5109 32.8848 705.8639 0.9285 148.87 1 620.7518 122.8506 153.1673 467.5845 0 -0.04 -0.0585 -0.0065 -0.0745 0.0536 0.0919 -0.0384 0.0012 7.6973 0.1345 NaN 2.3382 0.9905 1805.2925 0.1524 8832.0102 -0.0231 0.0008 0.0005 -0.0002 0 0.237 0 -0.2902 -0.0074 -0.0003 -0.0001 -0.0505 -0.0087 0.0001 -0.0007 -0.0005 -0.0191 -0.0152 NaN NaN NaN 0.4733 0.95 0 767.7303 0.9908 58.3924 0.6018 0.9636 6.4674 15.93 2.647 15.96 15.93 0.6055 3.124 0.4429 3.491 -0.0473 0.8139 0.9982 2.3397 1011.7456 43.008 83 247.3 229.6 67.3999 438.926 0.2834 0 10.37 0.0031 0.0712 0.0261 0.0517 0.0191 9.7626 0 5.828 19.266 4.2234 0.0154 7.3928 0.35 0.0666 NaN NaN 617 244 279 651 0.067 0.089 0.063 4.8 0.8 0.104 0.202 0.4277 0.1036 0.2468 0.4883 0.2468 0.6791 0.2985 1.081 0 0 19.74 0.488 9.9 17.11 0.1089 8.17 0 16.57 26.187 0 0 0 0 0 0 0.267 6.9 16.18 1.249 13.52 17.24 6.9 6.403 20.964 0.1826 10.38 0 17.24 86.881 0 0.1618 0.0846 0.0864 0.0667 0.0822 0.0677 0.0572 0.0515 3.2012 0.0036 NaN 0.0496 0.001 106.5371 0.0192 646.2998 0 0.015 0.0159 0 0 0 0 0 0 0 0 0 0.005 0.0048 0 0 0 0 NaN NaN NaN 0.0306 0.0137 0 68.7184 0.0012 4.9502 0.0272 0.0145 0.1998 0 0 0 0 0 0 0 0 0 0 0 0.0545 18.14 2.9624 18.5523 75.2621 77.8077 20.1876 126.3473 0.0764 0 2.9319 0.0009 0.0231 0.008 0.0133 0.0064 3.0259 0 1.7633 5.3668 1.1949 0.0051 2.5718 0.0969 0.0185 NaN NaN 253.4106 118.9856 120.2508 271.7687 0.0314 0.0367 0.0264 1.4412 0.2438 0.0333 0.0704 0.1537 0.0449 0.0993 0.1867 0.0993 0.261 0.1125 0.4542 0 0 0 5.9735 0.1426 2.8683 5.8909 0.0293 2.4952 0 5.5379 7.8931 0 0 0 0 0 0 0.0915 1.9675 5.4884 0.3536 3.9447 9.231 1.9675 1.9207 6.6679 0.0498 2.9765 0 5.251 31.9427 4.9936 4.1882 0 0.0438 0.0356 0.0417 0.0321 0.0241 0.032 0.0243 0.0236 1.2437 0.001 NaN 0.0145 0.0003 32.0989 0.0058 209.2082 0 0.0039 0.004 0.004 0.0026 0 0 0 0 0 0 0 0.0017 0.0019 0 0 0 0 NaN NaN NaN 0.007 0.0049 0 22.986 0.0004 1.5746 0.0097 0.0057 0.0691 0 0 0 0 0 0 0 0 0 0 0 0.0179 6.2984 1.131 3.8379 8.2944 9.9719 3.0335 30.9796 24.1036 0 9.2898 2.5614 4.9445 160.4303 244.7337 1.984 4.8896 0 100.4135 4.6943 44.5204 1.6027 3.8873 2.8173 4.7542 11.3154 9.4785 8.3215 67.6188 5.2181 4.5115 0.8808 7.3595 29.3878 48.3471 6.0705 0.4996 1.1828 0.4918 0.761 0.4954 1.0182 0.3378 0.9109 0 0 0 5.6377 4.8405 6.8221 2.3161 12.121 6.0304 0 2.6271 18.8415 0 0 0 0 0 0 5.8734 51.1524 4.58 12.1198 11.3992 172.699 26.027 19.4709 2.97 19.67 6.9725 0 2.7773 70.7208 0 404.6897 144.7391 0 89.5302 153.394 73.6871 148.7646 0 41.5886 2.6764 NaN 2.122 0.1019 5.9014 12.6266 7.3177 0 0 0 0 0 0 0 0 0 0 0 0 57.2246 0 0 0 0 0 NaN NaN NaN 6.4745 1.4445 0 8.9508 0.1186 8.4774 4.5281 1.5039 3.0894 0 0 0 0 0 0 0 0 0 0 0 2.3284 1.7929 6.888 0.1096 0.0078 0.0026 7.116 0.6509 404.43 80.122 0.5157 20.8 1.63 0.2278 9.0645 0.6418 79.2278 5.143 2.0344 0.9736 0.3408 0.0725 34.9979 267.024 0.8401 6.71 0.1167 2.5923 0.0456 2.5129 13.8959 533.77 2.2632 10.35 0.2681 3.3656 0.0875 1.939 11.8467 0.0104 0.0159 0.0044 152.6823 0.5073 0.0181 0.0043 3.5636 0.0104 0.0159 0.0044 152.6823
2958.09 2542.24 2222.6778 1547.6125 1.4431 100 110.5644 0.1211 1.478 -0.0131 0.0079 0.9665 199.6664 0 5.4971 409.9835 9.7739 0.9731 189.8925 12.5724 1.4081 -5493.75 2550.5 -4939.75 -1403.75 1.338 2.0135 7.5423 68.3222 2.1889 0.1827 3.6042 84.7569 8.659 50.153 64.1114 49.847 65.8389 84.7327 118.6128 14.37 5.434 70 362.8327 9.7189 137.6736 740.5161 1.2288 137.6055 1 638.1118 218.5681 0 4.486 4.748 2936 0.9139 0.9447 4.5873 24.9027 361.2645 9.9598 122.5764 10.8518 15.0973 22.6227 717.8934 0.9017 143.4191 1 627.26 96.0843 158.7036 468.5564 0 -0.0459 -0.0608 0.0047 -0.0813 0.0549 0.0841 -0.0079 0.0313 7.033 0.1392 NaN 2.4364 0.966 1831.8286 0.1963 8660.4701 0.0015 -0.0005 -0.0005 -0.0001 0.0001 0.0693 0 -0.4622 0.0679 0.0005 -0.0002 0.0446 -0.0033 -0.0009 0.0005 0.0005 0.1063 0.1242 NaN NaN NaN 0.4643 0.9461 0 656.7414 0.9903 59.4302 0.608 0.9763 6.2346 15.93 2.647 15.96 15.93 0.6055 3.124 0.4429 3.491 -0.0473 0.8139 0.9982 2.3397 1011.7456 43.008 89 133.6 98.3 67.7998 277.494 0.6531 0 8.01 0.0031 0.127 0.0469 0.0565 0.017 7.2769 0 5.662 12.671 1.0515 0.0063 7.1483 0.38 0.0334 NaN NaN 73 259 4672 2073 0.095 0.124 0.232 2.2 1.2 0.133 0.347 1.0824 0.0369 0.3141 0.5753 0.3141 0.9677 0.2706 0.326 0 0 14.17 0.345 11.34 23.743 0.1305 4.36 0 13.74 56.979 0 0 0 0 0 0 0.139 3.35 26.15 0.912 9.96 19.62 3.35 8.536 24.65 0.2918 9.93 0 19.62 76.057 0 0.1423 0.0916 0.1076 0.1415 0.0872 0.0598 0.0791 0.1442 3.6584 0.0047 NaN 0.0954 0.0244 99.7323 0.0722 1793.6997 0 0.0243 0.0156 0 0 0 0 0 0 0 0 0 0.0057 0.0059 0 0 0 0 NaN NaN NaN 0.0267 0.036 0 198.888 0.0008 2.6639 0.0393 0.0082 0.3502 0 0 0 0 0 0 0 0 0 0 0 0.0545 18.14 2.9624 23.551 47.1241 37.4513 20.7992 80.0216 0.2386 0 2.2619 0.0009 0.0432 0.0142 0.0161 0.0059 2.612 0 1.9785 3.5423 0.3218 0.0022 2.5159 0.1157 0.0112 NaN NaN 34.0722 116.2999 2230.3298 956.8286 0.0428 0.0658 0.1222 0.7396 0.3333 0.0486 0.1014 0.3846 0.0151 0.1288 0.2268 0.1288 0.3677 0.1175 0.1261 0 0 0 4.0902 0.1237 3.3696 6.4567 0.0418 1.4851 0 3.7176 20.1427 0 0 0 0 0 0 0.0243 1.2445 9.3583 0.3398 3.2206 11.0328 1.2445 2.5708 7.2276 0.0861 3.1546 0 6.3873 27.2031 5.2866 2.9883 0 0.0433 0.0378 0.0499 0.0598 0.0272 0.0245 0.0332 0.0727 1.1657 0.0014 NaN 0.0341 0.0073 31.9075 0.0219 693.1412 0 0.0067 0.0049 0.0046 0.0029 0 0 0 0 0 0 0 0.0016 0.0017 0 0 0 0 NaN NaN NaN 0.0046 0.0138 0 80.2111 0.0003 0.9237 0.0111 0.0031 0.1113 0 0 0 0 0 0 0 0 0 0 0 0.0179 6.2984 1.131 4.0782 4.5164 3.8667 3.0504 17.9305 45.2554 0 7.2446 2.5597 8.5927 357.8445 719.7452 1.7573 3.6445 0 102.9999 3.0906 10.758 0.6467 3.7644 3.0225 2.3706 1.3288 10.1549 94.5797 147.6759 7.1001 6.1584 3.076 3.22 54.8223 72.8102 9.6276 1.2771 0.4264 0.6263 0.8973 0.6301 1.4698 0.3194 0.2748 0 0 0 3.9054 3.5498 8.2369 3.2063 10.6163 3.1685 0 2.1532 26.0692 0 0 0 0 0 0 3.0301 13.4523 7.2385 9.1568 8.1255 180.7996 22.1894 37.7319 3.4337 32.3644 6.9238 0 3.1279 79.1566 0 309.6844 150.6579 0 173.9932 158.8885 71.127 0 461.0711 52.0175 3.3756 NaN 3.9138 2.5301 5.4444 36.7703 20.7113 0 0 0 0 0 0 0 0 0 0 0 0 172.0755 646.5753 0 0 0 0 NaN NaN NaN 5.7587 3.8094 0 30.2841 0.0773 4.4824 6.4687 0.8396 5.6169 0 0 0 0 0 0 0 0 0 0 0 2.3284 1.7929 6.888 0.1096 0.0078 0.0026 7.116 1.0451 394.004 71.584 1.4268 90.7 25.47 0.5428 38.4212 11.16 136.5152 23.0201 35.5806 1.5021 0.3718 0.1233 24.7524 NaN NaN NaN NaN NaN NaN NaN NaN 533.9509 1.8946 7.03 0.2962 2.2791 0.0865 1.3166 15.6351 0.015 0.0151 0.0047 100.7279 0.5022 0.0105 0.0028 2.0882 0.015 0.0151 0.0047 100.7279
3017.21 2530.67 2169.4667 1185.4449 1.2412 100 100.8444 0.1221 1.5335 0.0098 -0.0013 0.9605 200.1657 0 5.2868 420.1729 9.8035 0.9696 190.3622 12.4622 1.4146 -5525.5 2684.25 -5267 -2171.5 1.2905 2.0092 7.3923 70.5111 2.0444 0.1472 3.4036 101.9072 23.3453 57.6663 74.7081 42.3337 66.8426 86.9275 126.5662 65.83 5.171 70 359.2336 10.0714 127.7318 726.7451 1.3343 144.8391 1 631.8045 209.3162 0 4.641 4.88 2864 0.9326 0.9509 4.6879 23.4736 358.4618 10.5254 111.2055 16.3172 16.5264 24.3206 702.4245 0.9273 145.82 1 615.4873 107.5062 149.1874 466.2998 0 -0.0415 -0.0692 0.0036 0.0084 0.0024 -0.0723 -0.068 -0.0029 7.7532 0.1309 NaN 2.3377 0.9872 1792.1586 0.1954 9144.7999 0.0562 0.0012 0.0021 -0.0001 0 0.0895 0 -0.0678 0.0065 -0.0002 0 0.0398 -0.0093 -0.0001 -0.0013 -0.0021 0.0782 0.0531 NaN NaN NaN 0.4595 0.9478 0 785.4558 0.9908 58.3703 0.5931 0.9756 6.1781 15.98 3.207 16.01 15.96 1.483 3.148 0.545 3.335 -1.108 0.8142 0.998 2.3326 1013.5244 43.4014 144 154.5 128.7 60.7 307.865 0.1184 0 6.06 0.0047 0.0757 0.0552 0.0838 0.0224 10.6697 0 5.02 10.816 0.6573 0.0149 10.0718 0.38 0.0472 NaN NaN 168 484 2904 720 0.151 0.132 0.058 3.2 1 0.092 0.259 0.538 0.1308 0.2099 0.5536 0.2099 0.8605 0.2363 0.227 0 0 13.98 0.527 5.37 21.151 0.1267 5.5 0 14.45 56.345 0 0 0 0 0 0 0.238 9.39 17.99 0.284 6.64 25.1 9.39 12.68 29.938 0.1283 3.92 0 25.1 67.906 0 0.0938 0.0724 0.048 0.0275 0.0527 0.0695 0.0843 0.0925 3.7487 0.0023 NaN 0.0593 0.0027 220.7158 0.03 1439.9004 0 0.0132 0.011 0 0 0 0 0 0 0 0 0 0.0038 0.0052 0 0 0 0 NaN NaN NaN 0.0268 0.0201 0 141.8004 0.0009 4.2471 0.0371 0.0057 0.3491 0 0 0 0 0 0 0 0 0 0 0 0.0588 18.48 2.3121 35.0243 59.1111 48.1604 20.8461 97.8339 0.0333 0 2.1868 0.0012 0.0258 0.0176 0.0187 0.0076 3.3591 0 1.744 2.922 0.2061 0.0049 3.2193 0.1232 0.0144 NaN NaN 77.9081 260.8184 1349.1061 296.2448 0.0692 0.0561 0.0281 0.9636 0.3712 0.0318 0.0951 0.2099 0.0541 0.0758 0.2105 0.0758 0.3387 0.0928 0.0877 0 0 0 5.4109 0.1469 1.8487 6.1395 0.0402 1.705 0 4.4216 17.8858 0 0 0 0 0 0 0.077 2.708 5.7302 0.0736 1.6943 7.5323 2.708 3.3664 8.5441 0.0348 1.2161 0 6.865 19.722 3.4345 4.1516 0 0.0309 0.0307 0.0206 0.0127 0.015 0.0344 0.0353 0.0462 1.1242 0.0008 NaN 0.0202 0.0008 67.7268 0.0104 410.7833 0 0.0051 0.0034 0.0032 0.0019 0 0 0 0 0 0 0 0.0016 0.0018 0 0 0 0 NaN NaN NaN 0.0051 0.0061 0 38.5508 0.0003 1.4139 0.0117 0.0019 0.1156 0 0 0 0 0 0 0 0 0 0 0 0.0179 5.839 0.8497 6.7646 5.1206 5.0856 2.7979 25.9704 9.5426 0 6.0093 3.8485 4.9365 560.4061 0 2.3358 5.3304 0 94.9532 2.5742 6.7043 1.5383 5.2909 3.0492 3.3367 3.0404 18.0311 55.1358 33.1568 11.7009 6.5696 0.7846 4.5383 48.913 62.4906 7.6097 0.5279 0.5603 0.364 0.741 0.4958 1.2874 0.2718 0.1794 0 0 0 3.8916 5.2327 4.2041 2.9104 9.4952 3.7973 0 2.2871 26.9186 0 0 0 0 0 0 5.0769 40.0023 5.0187 2.6982 5.9709 153.8251 56.8183 52.1369 4.2621 13.8372 2.6882 0 4.0781 63.1647 0 225.7861 104.6621 0 326.4095 0 96.1272 123.9706 0 48.3498 1.7568 NaN 2.5372 0.2698 12.3156 15.3489 15.7456 0 0 531.7221 0 0 0 0 0 0 0 0 0 40.7507 0 0 0 0 0 NaN NaN NaN 5.8423 2.1161 0 18.0533 0.0958 7.2761 6.253 0.5805 5.6507 0 0 0 0 0 0 0 0 0 0 0 2.5188 1.8233 5.3272 0.1096 0.0078 0.0026 7.116 0.7803 403.05 81.45 0.3772 21.98 1.55 0.139 10.4138 0.6997 48.3429 5.4534 1.903 0.9365 0.0996 0.0211 10.6336 NaN NaN NaN NaN NaN NaN NaN NaN 532.1118 2.2194 6.23 0.2696 2.3065 0.0848 1.1708 12.147 NaN NaN NaN NaN 0.5012 0.0099 0.0029 1.9728 0.015 0.0151 0.0047 100.7279

testSet.txt

10.016059 9.689934
8.817833 9.734086
10.808335 10.488610
7.390200 7.815414
9.476955 8.809780
8.834345 8.373717
8.603074 8.636200
8.416595 9.970498
6.426002 8.071475
9.701329 11.173306
8.947161 8.852000
9.241805 9.066903
10.427227 9.051961
8.632124 10.705401
8.544571 10.293383
7.845345 8.600821
10.451215 9.227729
9.411670 8.189071
8.242653 8.442114
8.062063 9.199627
8.842168 10.449350
8.489156 6.747169
8.483588 7.435718
9.411338 9.263370
10.081489 8.600258
11.248180 13.140024
9.429267 10.719928
10.349191 12.206074
9.421413 10.662631
8.647194 6.641842
7.961929 8.011494
9.867628 8.588306
8.362054 8.771583
10.205957 11.217457
8.480312 9.653830
8.830008 8.833399
9.645063 8.066765
7.941936 7.581350
7.823439 6.614858
8.359680 9.156009


#-*- coding: utf-8 -*-

'''
Created on Jun 1, 2011

@author: Peter Harrington
'''

from numpy import *
import matplotlib
import matplotlib.pyplot as plt


#讀數據,默認tab分隔符
def loadDataSet(fileName, delim='\t'):
#打開文件
fr = open(fileName)
#按行讀取
stringArr = [line.strip().split(delim) for line in fr.readlines()]
#轉成float
datArr = [map(float,line) for line in stringArr]
return mat(datArr)

#*****PCA
#dataMat:樣本數據
#topNfeat:最大特征值所取的個數
def pca(dataMat, topNfeat=9999999):
#求每個特征的均值(按列)
meanVals = mean(dataMat, axis=0)
#去均值
meanRemoved = dataMat - meanVals
#協方差矩陣
covMat = cov(meanRemoved, rowvar=0)
#求特征值和特征向量
eigVals,eigVects = linalg.eig(mat(covMat))
#特征值從小到大排序,返回位置索引index
eigValInd = argsort(eigVals) #升序
#取最大的topNfeat個特征值的位置index
eigValInd = eigValInd[:-(topNfeat+1):-1]
#取特征值對應的特征向量
redEigVects = eigVects[:,eigValInd]
#去均值數據 轉化到新的低維空間
lowDDataMat = meanRemoved * redEigVects
#為了使降維數據與原始數據在同一空間對比,需重構回原空間
reconMat = (lowDDataMat * redEigVects.T) + meanVals
return lowDDataMat, reconMat

def replaceNanWithMean():
#讀數據
datMat = loadDataSet('secom.data', ' ')
#特征數
numFeat = shape(datMat)[1]
#遍歷每個特征值
for i in range(numFeat):
#每列求非NaN的均值
meanVal = mean(datMat[nonzero(~isnan(datMat[:,i].A))[0],i])
#每列中值NaN替換為該列的均值
datMat[nonzero(isnan(datMat[:,i].A))[0],i] = meanVal
return datMat

if __name__=="__main__":
####=================簡單二維數據降維
#
# topNfeat=1 #取特征值個數
# #讀取數據
# dataMat=loadDataSet('testSet.txt')
# #PCA降維
# lowDMat,reconMat=pca(dataMat,topNfeat)
#
# #原始空間中繪圖
# fig = plt.figure()
# ax = fig.add_subplot(111)
# #顯示原始數據
# ax.scatter(dataMat[:,0], dataMat[:,1], marker='^', s=90)
# #顯示降維后數據
# ax.scatter(reconMat[:,0], reconMat[:,1], marker='o', s=10, c='red')
# plt.show()



# #==================半導體數據的特征值與特征向量
dataMat=replaceNanWithMean()
meanVals=mean(dataMat,axis=0)
meanRemoved=dataMat-meanVals
covMat=cov(meanRemoved,rowvar=0)
eigVals,eigVects=linalg.eig(mat(covMat))

#***選取的最大的幾個特征值能量占總能量的比例
eigValInd = argsort(eigVals) #sort, sort goes smallest to largest
eigValInd = eigValInd[::-1] #特征值從大到小排序
sortedEigVals = eigVals[eigValInd]
total = sum(sortedEigVals) #所有特征值求和,即總方差
varPercentage = sortedEigVals/total*100 #各個方差百分比

fig = plt.figure()
ax = fig.add_subplot(111)
#顯示前20個特征值各自占的比重
ax.plot(range(1, 21), varPercentage[:20], marker='^')
plt.xlabel('Principal Component Number')
plt.ylabel('Percentage of Variance')
plt.show()
#-*- coding: utf-8 -*-

from numpy import*

from numpy import *
import matplotlib
import matplotlib.pyplot as plt
import pca

###=================簡單二維數據降維
##
##topNfeat=2 #取特征值個數
###讀取數據
##dataMat=pca.loadDataSet('testSet.txt')
###PCA降維
##lowDMat,reconMat=pca.pca(dataMat,topNfeat)
##
###原始空間中繪圖
##fig = plt.figure()
##ax = fig.add_subplot(111)
###顯示原始數據
##ax.scatter(dataMat[:,0], dataMat[:,1], marker='^', s=90)
###顯示降維后數據
##ax.scatter(reconMat[:,0], reconMat[:,1], marker='o', s=10, c='red')
##plt.show()



#==================半導體數據的特征值與特征向量
dataMat=pca.replaceNanWithMean()
meanVals=mean(dataMat,axis=0)
meanRemoved=dataMat-meanVals
covMat=cov(meanRemoved,rowvar=0)
eigVals,eigVects=linalg.eig(mat(covMat))

#***選取的最大的幾個特征值能量占總能量的比例
eigValInd = argsort(eigVals) #sort, sort goes smallest to largest
eigValInd = eigValInd[::-1] #特征值從大到小排序
sortedEigVals = eigVals[eigValInd]
total = sum(sortedEigVals) #所有特征值求和,即總方差
varPercentage = sortedEigVals/total*100 #各個方差百分比

fig = plt.figure()
ax = fig.add_subplot(111)
#顯示前20個特征值各自占的比重
ax.plot(range(1, 21), varPercentage[:20], marker='^')
plt.xlabel('Principal Component Number')
plt.ylabel('Percentage of Variance')
plt.show()

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PCA降維實例分析 特征降維 實例 數據降維和參數降維的簡單理解 數據挖掘之降維 數據降維之MDS算法 數據降維 理論 數據挖掘:降維 數據降維方法總結 數據降維方法分類 初識PCA數據降維
 
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