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0.284654 2.301442 0.266482 -4.813031 0.815285 0.414783 1 21.033 0.02211 0.06545 0.02971 0.0313 0.02182 0.426 0.04374 0.01109 0.00554 0.0037 0.00007 0.00784 74.997 157.302 119.992
0.368674 2.486855 0.33559 -4.075192 0.819521 0.458359 1 19.085 0.01929 0.09403 0.04368 0.04518 0.03134 0.626 0.06134 0.01394 0.00696 0.00465 0.00008 0.00968 113.819 148.65 122.4
0.332634 2.342259 0.311173 -4.443179 0.825288 0.429895 1 20.651 0.01309 0.0827 0.0359 0.03858 0.02757 0.482 0.05233 0.01633 0.00781 0.00544 0.00009 0.0105 111.555 131.111 116.682
0.368975 2.405554 0.334147 -4.117501 0.819235 0.434969 1 20.644 0.01353 0.08771 0.03772 0.04005 0.02924 0.517 0.05492 0.01505 0.00698 0.00502 0.00009 0.00997 111.366 137.871 116.676
0.410335 2.33218 0.234513 -3.747787 0.823484 0.417356 1 19.649 0.01767 0.1047 0.04465 0.04825 0.0349 0.584 0.06425 0.01966 0.00908 0.00655 0.00011 0.01284 110.655 141.781 116.014
0.357775 2.18756 0.299111 -4.242867 0.825069 0.415564 1 21.378 0.01222 0.06985 0.03243 0.03526 0.02328 0.456 0.04701 0.01388 0.0075 0.00463 0.00008 0.00968 113.787 131.162 120.552
0.211756 1.854785 0.257682 -5.634322 0.764112 0.59604 1 24.886 0.00607 0.02337 0.01351 0.00937 0.00779 0.14 0.01608 0.00466 0.00202 0.00155 0.00003 0.00333 114.82 137.244 120.267
0.163755 2.064693 0.183721 -6.167603 0.763262 0.63742 1 26.892 0.00344 0.02487 0.01256 0.00946 0.00829 0.134 0.01567 0.00431 0.00182 0.00144 0.00003 0.0029 104.315 113.84 107.332
0.231571 2.322511 0.327769 -5.498678 0.773587 0.615551 1 21.812 0.0107 0.03218 0.01717 0.01277 0.01073 0.191 0.02093 0.0088 0.00332 0.00293 0.00006 0.00551 91.754 132.068 95.73
0.271362 2.432792 0.325996 -5.011879 0.798463 0.547037 1 21.862 0.01022 0.04324 0.02444 0.01725 0.01441 0.255 0.02838 0.00803 0.00332 0.00268 0.00006 0.00532 91.226 120.103 95.056
0.24974 2.407313 0.391002 -5.24977 0.776156 0.611137 1 21.118 0.01166 0.03237 0.01892 0.01342 0.01079 0.197 0.02143 0.00763 0.0033 0.00254 0.00006 0.00505 84.072 112.24 88.333
0.275931 2.642476 0.363566 -4.960234 0.79252 0.58339 1 21.414 0.01141 0.04272 0.02214 0.01641 0.01424 0.249 0.02752 0.00844 0.00336 0.00281 0.00006 0.0054 86.292 115.871 91.904
0.138512 2.041277 0.152813 -6.547148 0.646846 0.4606 1 25.703 0.00581 0.01968 0.0114 0.00717 0.00656 0.112 0.01259 0.00355 0.00153 0.00118 0.00002 0.00293 131.276 159.866 136.926
0.199889 2.519422 0.254989 -5.660217 0.665833 0.430166 1 24.889 0.01041 0.02184 0.01797 0.00932 0.00728 0.154 0.01642 0.00496 0.00208 0.00165 0.00003 0.0039 76.556 179.139 139.173
0.1701 2.125618 0.203653 -6.105098 0.654027 0.474791 1 24.922 0.00609 0.03191 0.01246 0.00972 0.01064 0.158 0.01828 0.00364 0.00149 0.00121 0.00002 0.00294 75.836 163.305 152.845
0.234589 2.205546 0.210185 -5.340115 0.658245 0.565924 1 25.175 0.00839 0.02316 0.01359 0.00888 0.00772 0.126 0.01503 0.00471 0.00203 0.00157 0.00003 0.00369 83.159 217.455 142.167
0.218164 2.264501 0.239764 -5.44004 0.644692 0.56738 1 22.333 0.01859 0.02908 0.02074 0.012 0.00969 0.192 0.02047 0.00632 0.00292 0.00211 0.00004 0.00544 82.764 349.259 144.188
0.430788 3.007463 0.434326 -2.93107 0.605417 0.631099 1 20.376 0.02919 0.04322 0.0343 0.01893 0.01441 0.348 0.03327 0.00853 0.00387 0.00284 0.00004 0.00718 75.603 232.181 168.778
0.377429 3.10901 0.35787 -3.949079 0.719467 0.665318 1 17.28 0.0316 0.07413 0.05767 0.03572 0.02471 0.542 0.05517 0.01092 0.00432 0.00364 0.00005 0.00742 68.623 175.829 153.046
0.322111 2.856676 0.340176 -4.554466 0.68608 0.649554 1 17.153 0.03365 0.05164 0.0431 0.02374 0.01721 0.348 0.03995 0.01116 0.00399 0.00372 0.00005 0.00768 142.822 189.398 156.405
0.365391 2.73971 0.262564 -4.095442 0.704087 0.660125 1 17.536 0.03871 0.05 0.04055 0.02383 0.01667 0.328 0.0381 0.01285 0.0045 0.00428 0.00005 0.0084 65.782 165.738 153.848
0.259765 2.557536 0.237622 -5.18696 0.698951 0.629017 1 19.493 0.01849 0.06062 0.04525 0.02591 0.02021 0.37 0.04137 0.00696 0.00267 0.00232 0.00003 0.0048 78.128 172.86 153.88
0.285695 2.916777 0.262384 -4.330956 0.679834 0.61906 1 22.468 0.0128 0.06685 0.04246 0.0254 0.02228 0.377 0.04351 0.00661 0.00247 0.0022 0.00003 0.00442 79.068 193.221 167.93
0.253556 2.547508 0.210279 -5.248776 0.686894 0.537264 1 20.422 0.0184 0.06562 0.03772 0.0247 0.02187 0.364 0.04192 0.00663 0.00258 0.00221 0.00003 0.00476 86.18 192.735 173.917
0.215961 2.692176 0.22089 -5.557447 0.732479 0.397937 1 23.831 0.01778 0.02214 0.01497 0.00948 0.00738 0.164 0.01659 0.0114 0.0039 0.0038 0.00005 0.00742 76.779 200.841 163.656
0.219514 2.846369 0.236853 -5.571843 0.737948 0.522746 1 22.066 0.02887 0.05197 0.0378 0.02245 0.01732 0.381 0.03767 0.00948 0.00375 0.00316 0.00006 0.00633 77.968 206.002 104.4
0.147403 2.589702 0.226278 -6.18359 0.720916 0.418622 1 25.908 0.01095 0.02666 0.01872 0.01169 0.00889 0.186 0.01966 0.0075 0.00234 0.0025 0.00003 0.00455 75.501 208.313 171.041
0.162999 2.314209 0.196102 -6.27169 0.726652 0.358773 1 25.119 0.01328 0.0265 0.01826 0.01144 0.00883 0.198 0.01919 0.00749 0.00275 0.0025 0.00003 0.00496 81.737 208.701 146.845
0.108514 2.241742 0.279789 -7.120925 0.676258 0.470478 1 25.97 0.00677 0.02307 0.01661 0.01012 0.00769 0.161 0.01718 0.00476 0.00176 0.00159 0.00002 0.0031 80.055 227.383 155.358
0.135242 1.957961 0.209866 -6.635729 0.723797 0.427785 1 25.678 0.0117 0.0238 0.01799 0.01057 0.00793 0.168 0.01791 0.00841 0.00253 0.0028 0.00003 0.00502 77.63 198.346 162.568
0.085569 1.743867 0.177551 -7.3483 0.741367 0.422229 0 26.775 0.00339 0.01689 0.00802 0.0068 0.00563 0.097 0.01098 0.00498 0.00168 0.00166 0.00001 0.00289 192.055 206.896 197.076
0.068501 2.103106 0.173319 -7.682587 0.742055 0.432439 0 30.94 0.00167 0.01513 0.00762 0.00641 0.00504 0.089 0.01015 0.00402 0.00138 0.00134 0.00001 0.00241 192.091 209.512 199.228
0.09632 1.512275 0.175181 -7.067931 0.738703 0.465946 0 30.775 0.00119 0.01919 0.00951 0.00825 0.0064 0.111 0.01263 0.00339 0.00135 0.00113 0.00001 0.00212 193.104 215.203 198.383
0.056141 1.544609 0.17854 -7.695734 0.742133 0.368535 0 32.684 0.00072 0.01407 0.00719 0.00606 0.00469 0.085 0.00954 0.00278 0.00107 0.00093 0.000009 0.0018 197.079 211.604 202.266
0.044539 1.423287 0.163519 -7.964984 0.741899 0.340068 0 33.047 0.00065 0.01403 0.00726 0.0061 0.00468 0.085 0.00958 0.00283 0.00106 0.00094 0.000009 0.00178 196.16 211.526 203.184
0.05761 2.447064 0.170183 -7.777685 0.742737 0.344252 0 31.732 0.00135 0.01758 0.00957 0.0076 0.00586 0.107 0.01194 0.00314 0.00115 0.00105 0.00001 0.00198 195.708 210.565 201.464
0.165827 2.477082 0.218037 -6.149653 0.778834 0.360148 1 23.216 0.00586 0.03463 0.01612 0.01347 0.01154 0.189 0.02126 0.007 0.00241 0.00233 0.00002 0.00411 168.013 192.921 177.876
0.173218 2.536527 0.196371 -6.006414 0.783626 0.341435 1 24.951 0.0034 0.02814 0.01491 0.0116 0.00938 0.168 0.01851 0.00616 0.00218 0.00205 0.00002 0.00369 163.564 185.604 176.17
0.141929 2.269398 0.212294 -6.452058 0.766209 0.403884 1 26.738 0.00231 0.02177 0.0119 0.00885 0.00726 0.131 0.01444 0.00459 0.00166 0.00153 0.00002 0.00284 175.456 201.249 180.198
0.160691 2.382544 0.266892 -6.006647 0.758324 0.396793 1 26.31 0.00265 0.02488 0.01366 0.01003 0.00829 0.151 0.01663 0.00504 0.00182 0.00168 0.00002 0.00316 173.015 202.324 187.733
0.130554 2.374073 0.201095 -6.647379 0.765623 0.32648 1 26.822 0.00231 0.02321 0.01233 0.00941 0.00774 0.135 0.01495 0.00496 0.00175 0.00165 0.00002 0.00298 177.584 197.724 186.163
0.11573 2.361532 0.063412 -7.044105 0.759203 0.306443 1 26.453 0.00257 0.02226 0.01234 0.00901 0.00742 0.132 0.01463 0.00403 0.00147 0.00134 0.00001 0.00258 166.977 196.537 184.055
0.095032 2.416838 0.098648 -7.31055 0.654172 0.305062 0 22.736 0.0074 0.03104 0.01133 0.01024 0.01035 0.164 0.01752 0.00507 0.00182 0.00169 0.00001 0.00298 225.227 247.326 237.226
0.117399 2.256699 0.158266 -6.793547 0.634267 0.457702 0 23.145 0.00675 0.03017 0.01251 0.01038 0.01006 0.154 0.0176 0.0047 0.00173 0.00157 0.00001 0.00281 232.483 248.834 241.404
0.09147 2.330716 0.091608 -7.057869 0.635285 0.438296 0 25.368 0.00454 0.0233 0.01033 0.00898 0.00777 0.126 0.01419 0.00327 0.00137 0.00109 0.000009 0.0021 232.435 250.912 243.439
0.102706 2.3658 0.102083 -6.99582 0.638928 0.431285 0 25.032 0.00476 0.02542 0.01014 0.00879 0.00847 0.134 0.01494 0.0035 0.00139 0.00117 0.000009 0.00225 227.911 255.034 242.852
0.097336 2.392122 0.127642 -7.156076 0.631653 0.467489 0 24.602 0.00476 0.02719 0.01149 0.00977 0.00906 0.141 0.01608 0.0038 0.00148 0.00127 0.00001 0.00235 231.848 262.09 245.51
0.086398 2.028612 0.200873 -7.31951 0.635204 0.610367 0 26.805 0.00432 0.01841 0.0086 0.0073 0.00614 0.103 0.01152 0.00276 0.00113 0.00092 0.000007 0.00185 182.786 261.487 252.455
0.133867 2.079922 0.266392 -6.439398 0.733659 0.579597 0 23.162 0.00839 0.02566 0.01433 0.00776 0.00855 0.143 0.01613 0.00507 0.00203 0.00169 0.00004 0.00524 115.765 128.611 122.188
0.128872 2.054419 0.264967 -6.482096 0.754073 0.538688 0 24.971 0.00462 0.02789 0.014 0.00802 0.0093 0.154 0.01681 0.00373 0.00155 0.00124 0.00003 0.00428 114.676 130.049 122.964
0.103561 1.840198 0.254498 -6.650471 0.775933 0.553134 0 25.135 0.00479 0.03724 0.01685 0.01024 0.01241 0.197 0.02184 0.00422 0.00167 0.00141 0.00003 0.00431 117.495 135.069 124.445
0.105993 2.431854 0.291954 -6.689151 0.760361 0.507504 0 25.03 0.00474 0.03429 0.01614 0.00959 0.01143 0.185 0.02033 0.00393 0.00169 0.00131 0.00004 0.00448 112.773 134.231 126.344
0.119308 1.972297 0.220434 -7.072419 0.766204 0.459766 0 24.692 0.00481 0.03969 0.01677 0.01072 0.01323 0.21 0.02297 0.00411 0.00166 0.00137 0.00003 0.00436 122.08 138.052 128.001
0.147491 2.223719 0.269866 -6.836811 0.785714 0.420383 0 25.429 0.00484 0.04188 0.01947 0.01219 0.01396 0.228 0.02498 0.00495 0.00183 0.00165 0.00004 0.0049 118.604 139.867 129.336
0.3167 1.986899 0.205558 -4.649573 0.819032 0.536009 1 21.028 0.01036 0.0445 0.02067 0.01609 0.01483 0.255 0.02719 0.01046 0.00486 0.00349 0.00007 0.00761 102.874 134.656 108.807
0.344834 2.014606 0.221727 -4.333543 0.811843 0.558586 1 20.767 0.0118 0.05368 0.02454 0.01992 0.01789 0.307 0.03209 0.01193 0.00539 0.00398 0.00008 0.00874 104.437 126.358 109.86
0.335041 1.92294 0.238298 -4.438453 0.821364 0.541781 1 21.422 0.00969 0.06097 0.02802 0.02302 0.02032 0.334 0.03715 0.01056 0.00514 0.00352 0.00007 0.00784 103.37 131.067 110.417
0.314464 2.021591 0.290024 -4.60826 0.817756 0.530529 1 22.817 0.00681 0.03568 0.01948 0.01459 0.01189 0.221 0.02293 0.00898 0.00469 0.00299 0.00006 0.00752 110.402 129.916 117.274
0.326197 1.827012 0.262633 -4.476755 0.813432 0.540049 1 22.603 0.00786 0.04183 0.02137 0.01625 0.01394 0.265 0.02645 0.01003 0.00493 0.00334 0.00007 0.00788 108.153 131.897 116.879
0.316395 1.831691 0.221711 -4.609161 0.817396 0.547975 1 21.66 0.01143 0.05414 0.02519 0.01974 0.01805 0.35 0.03225 0.0112 0.0052 0.00373 0.00008 0.00867 104.68 271.314 114.847
0.101516 2.460791 0.066994 -7.040508 0.678874 0.341788 0 25.554 0.00871 0.02925 0.01382 0.01258 0.00975 0.17 0.01861 0.00442 0.00152 0.00147 0.00001 0.00282 109.379 237.494 209.144
0.098555 2.32156 0.086372 -7.293801 0.686264 0.447979 0 26.138 0.00301 0.03039 0.0134 0.01296 0.01013 0.165 0.01906 0.00461 0.00151 0.00154 0.00001 0.00264 98.664 238.987 223.365
0.103224 2.278687 0.095882 -6.966321 0.694399 0.364867 0 25.856 0.0034 0.02602 0.012 0.01108 0.00867 0.145 0.01643 0.00457 0.00144 0.00152 0.00001 0.00266 205.495 231.345 222.236
0.093534 2.498224 0.018689 -7.24562 0.683296 0.25657 0 25.964 0.00351 0.02647 0.01179 0.01075 0.00882 0.145 0.01644 0.00526 0.00155 0.00175 0.00001 0.00296 223.634 234.619 228.832
0.073581 2.003032 0.056844 -7.496264 0.673636 0.27685 0 26.415 0.003 0.02308 0.01016 0.00957 0.00769 0.129 0.01457 0.00342 0.00113 0.00114 0.000009 0.00205 221.156 252.221 229.401
0.091546 2.118596 0.006274 -7.314237 0.681811 0.305429 0 24.547 0.0042 0.02827 0.01234 0.0116 0.00942 0.154 0.01745 0.00408 0.0014 0.00136 0.00001 0.00238 113.201 239.541 228.969
0.226156 2.359973 0.22685 -5.409423 0.720908 0.460139 1 19.56 0.02183 0.0549 0.02428 0.0181 0.0183 0.313 0.03198 0.01289 0.0044 0.0043 0.00006 0.00817 67.021 159.774 140.341
0.226247 2.291558 0.20566 -5.324574 0.729067 0.498133 1 19.979 0.02659 0.04914 0.02603 0.01759 0.01638 0.308 0.03111 0.0152 0.00463 0.00507 0.00007 0.00923 66.004 166.607 136.969
0.18558 2.118496 0.151814 -5.86975 0.731444 0.513237 1 20.338 0.04882 0.09455 0.03392 0.02422 0.03152 0.478 0.05384 0.01941 0.00467 0.00647 0.00008 0.01101 65.809 162.215 143.533
0.141958 2.137075 0.120956 -6.261141 0.727313 0.487407 1 21.718 0.02431 0.1007 0.03635 0.02494 0.03357 0.497 0.05428 0.014 0.00354 0.00467 0.00005 0.00762 67.343 162.824 148.09
0.180828 2.277927 0.15883 -5.720868 0.730387 0.489345 1 20.264 0.02599 0.05605 0.02949 0.01906 0.01868 0.365 0.03485 0.01407 0.00419 0.00469 0.00006 0.00831 65.476 162.408 142.729
0.242981 2.642276 0.224852 -5.207985 0.733232 0.543299 1 18.57 0.03361 0.08247 0.03736 0.02466 0.02749 0.483 0.04978 0.01601 0.00478 0.00534 0.00007 0.00971 65.75 176.595 136.358
0.18818 2.205024 0.329066 -5.79182 0.762959 0.495954 1 25.742 0.00442 0.02921 0.01345 0.00925 0.00974 0.152 0.01706 0.0054 0.0022 0.0018 0.00003 0.00405 111.208 139.71 120.08
0.225461 1.928708 0.306636 -5.389129 0.789532 0.509127 1 24.178 0.00623 0.0412 0.01956 0.01375 0.01373 0.226 0.02448 0.00805 0.00329 0.00268 0.00005 0.00533 107.024 588.518 112.014
0.244512 2.225815 0.201861 -5.31336 0.815908 0.437031 1 25.438 0.00479 0.04295 0.01831 0.01325 0.01432 0.216 0.02442 0.0078 0.00283 0.0026 0.00004 0.00494 107.316 128.101 110.793
0.228624 1.862092 0.315074 -5.477592 0.807217 0.463514 1 25.197 0.00472 0.03851 0.01715 0.01219 0.01284 0.206 0.02215 0.00831 0.00289 0.00277 0.00005 0.00516 105.007 122.611 110.707
0.193918 2.007923 0.341169 -5.775966 0.789977 0.489538 1 23.37 0.00905 0.07238 0.02704 0.02231 0.02413 0.35 0.03999 0.0081 0.00289 0.0027 0.00004 0.005 106.981 148.826 112.876
0.232744 1.777901 0.250572 -5.391029 0.81634 0.429484 1 25.82 0.0042 0.03852 0.01636 0.01199 0.01284 0.197 0.02199 0.00677 0.0028 0.00226 0.00004 0.00462 106.821 125.394 110.568
0.260015 2.017753 0.249494 -5.115212 0.779612 0.644954 1 21.875 0.01062 0.05408 0.02455 0.01886 0.01803 0.263 0.03202 0.00994 0.00332 0.00331 0.00006 0.00608 90.264 102.145 95.385
0.277948 2.398422 0.265699 -4.913885 0.790117 0.594387 1 19.2 0.0222 0.0532 0.02139 0.01783 0.01773 0.361 0.03121 0.01865 0.00576 0.00622 0.0001 0.01038 85.545 115.697 100.77
0.327978 2.645959 0.155097 -4.441519 0.770466 0.544805 1 19.055 0.01823 0.06799 0.02876 0.02451 0.02266 0.364 0.04024 0.01168 0.00415 0.00389 0.00007 0.00694 84.51 108.664 96.106
0.260633 2.232576 0.210458 -5.132032 0.778747 0.576084 1 19.659 0.01825 0.05377 0.0219 0.01841 0.01792 0.296 0.03156 0.01283 0.00371 0.00428 0.00007 0.00702 87.549 107.715 95.605
0.264666 2.428306 0.146948 -5.022288 0.787896 0.55461 1 20.536 0.01237 0.04114 0.01751 0.01421 0.01371 0.216 0.02427 0.01053 0.00348 0.00351 0.00006 0.00606 95.628 110.019 100.96
0.177275 2.053601 0.078202 -6.025367 0.772416 0.576644 1 22.244 0.00882 0.03831 0.01552 0.01343 0.01277 0.202 0.02223 0.00742 0.00258 0.00247 0.00004 0.00432 87.804 102.305 98.804
0.242119 3.099301 0.343073 -5.288912 0.729586 0.556494 1 13.893 0.0547 0.08037 0.0351 0.03022 0.02679 0.435 0.04795 0.01254 0.0042 0.00418 0.00004 0.00747 75.344 205.56 176.858
0.200423 3.098256 0.315903 -5.657899 0.727747 0.583574 1 16.176 0.02782 0.06321 0.02877 0.02493 0.02107 0.331 0.03852 0.00659 0.00244 0.0022 0.00002 0.00406 155.495 200.125 180.978
0.144614 2.654271 0.335753 -6.366916 0.712199 0.598714 1 15.924 0.03151 0.06219 0.02784 0.02415 0.02073 0.327 0.03759 0.00488 0.00194 0.00163 0.00002 0.00321 141.047 202.45 178.222
0.220968 3.13655 0.299549 -5.515071 0.740837 0.602874 1 13.922 0.04824 0.11012 0.04683 0.04159 0.03671 0.58 0.06511 0.00862 0.00312 0.00287 0.00003 0.0052 125.61 227.381 176.281
0.194052 3.007096 0.299793 -5.783272 0.743937 0.599371 1 14.739 0.04214 0.11363 0.04802 0.04254 0.03788 0.65 0.06727 0.0071 0.00254 0.00237 0.00003 0.00448 74.677 211.35 173.898
0.332086 3.671155 0.375531 -4.379411 0.745526 0.590951 1 11.866 0.07223 0.06892 0.03455 0.02768 0.02297 0.442 0.04313 0.01172 0.00419 0.00391 0.00004 0.00709 144.878 225.93 179.711
0.301952 3.317586 0.389232 -4.508984 0.733165 0.65341 1 11.744 0.08725 0.10949 0.05114 0.04282 0.0365 0.634 0.0664 0.01161 0.00453 0.00387 0.00004 0.00742 78.032 206.008 166.605
0.13412 2.344876 0.207156 -6.411497 0.71436 0.501037 1 19.664 0.01658 0.13262 0.0569 0.04962 0.04421 0.772 0.07959 0.00672 0.00227 0.00224 0.00003 0.00419 147.226 163.335 151.955
0.186489 2.344336 0.08784 -5.952058 0.734504 0.454444 1 18.78 0.01914 0.0715 0.03051 0.02521 0.02383 0.383 0.0419 0.0075 0.00256 0.0025 0.00003 0.00459 142.299 164.989 148.272
0.160809 2.080121 0.17352 -6.152551 0.69779 0.447456 1 20.969 0.01211 0.10024 0.04398 0.03794 0.03341 0.637 0.05925 0.00574 0.00226 0.00191 0.00003 0.00382 76.596 161.469 152.125
0.160812 2.143851 0.188056 -6.251425 0.71217 0.50238 1 22.219 0.0085 0.06185 0.02764 0.02321 0.02062 0.307 0.03716 0.00587 0.00196 0.00196 0.00002 0.00358 68.401 172.975 157.821
0.164916 2.344348 0.180528 -6.247076 0.705658 0.447285 1 21.693 0.01018 0.05439 0.02571 0.01909 0.01813 0.283 0.03272 0.00602 0.00197 0.00201 0.00002 0.00369 149.605 163.267 157.447
0.151709 2.473239 0.194627 -6.41744 0.693429 0.366329 1 22.663 0.00852 0.05417 0.02809 0.02024 0.01806 0.307 0.03381 0.00535 0.00184 0.00178 0.00002 0.00342 144.811 168.913 159.116
0.340623 2.671825 0.265315 -4.020042 0.714485 0.629574 1 15.338 0.08151 0.06406 0.03088 0.02174 0.02135 0.342 0.03886 0.02228 0.00623 0.00743 0.0001 0.0128 116.187 143.946 125.036
0.260375 2.441612 0.202146 -5.159169 0.690892 0.57101 1 15.433 0.10323 0.07625 0.03908 0.0263 0.02542 0.422 0.04689 0.02478 0.00655 0.00826 0.00011 0.01378 96.206 140.557 125.791
0.378483 2.634633 0.242861 -3.760348 0.674953 0.638545 1 12.435 0.16744 0.10833 0.05783 0.03963 0.03611 0.659 0.06734 0.03476 0.0099 0.01159 0.00015 0.01936 99.77 141.756 126.512
0.370961 2.991063 0.260481 -3.700544 0.656846 0.671299 1 8.867 0.31482 0.16074 0.06196 0.04791 0.05358 0.891 0.09178 0.06433 0.01522 0.02144 0.00026 0.03316 116.346 141.068 125.641
0.356881 2.638279 0.310163 -4.20273 0.643327 0.639808 1 15.06 0.11843 0.09669 0.05174 0.03672 0.03223 0.584 0.0617 0.02716 0.00909 0.00905 0.00012 0.01551 75.632 150.449 128.451
0.444774 2.690917 0.270641 -3.269487 0.641418 0.596362 1 10.489 0.2593 0.16654 0.06023 0.05005 0.05551 0.93 0.09419 0.05563 0.01628 0.01854 0.00022 0.03011 66.157 586.567 139.224
0.113942 2.004055 0.089267 -6.878393 0.722356 0.296888 1 26.759 0.00495 0.01567 0.01009 0.00659 0.00522 0.107 0.01131 0.00315 0.00136 0.00105 0.00002 0.00248 75.349 154.609 150.258
0.093193 2.065477 0.14478 -7.111576 0.691483 0.263654 1 28.409 0.00243 0.01406 0.00871 0.00582 0.00469 0.094 0.0103 0.00229 0.001 0.00076 0.00001 0.00183 128.621 160.267 154.003
0.112878 1.994387 0.210279 -6.997403 0.719974 0.365488 1 27.421 0.00578 0.01979 0.01059 0.00818 0.0066 0.126 0.01346 0.00349 0.00134 0.00116 0.00002 0.00257 133.608 160.368 149.689
0.106802 2.129924 0.18455 -6.981201 0.67793 0.334171 1 29.746 0.00233 0.01567 0.00928 0.00632 0.00522 0.097 0.01064 0.00204 0.00092 0.00068 0.00001 0.00168 144.148 163.736 155.078
0.105306 2.499148 0.249172 -6.600023 0.700246 0.393563 1 26.833 0.00659 0.01898 0.01267 0.00788 0.00633 0.137 0.0145 0.00346 0.00122 0.00115 0.00002 0.00258 133.751 157.765 151.884
0.11513 2.296873 0.160686 -6.739151 0.676066 0.311369 1 29.928 0.00238 0.01364 0.00993 0.00576 0.00455 0.093 0.01024 0.00225 0.00096 0.00075 0.00001 0.00174 132.857 157.339 151.989
0.185668 2.608749 0.278679 -5.845099 0.740539 0.497554 1 21.934 0.00947 0.05312 0.02084 0.01815 0.01771 0.275 0.03044 0.01351 0.00389 0.0045 0.00004 0.00766 80.297 208.9 193.03
0.23252 2.550961 0.256454 -5.25832 0.727863 0.436084 1 23.239 0.00704 0.03576 0.01852 0.01439 0.01192 0.207 0.02286 0.01112 0.00337 0.00371 0.00003 0.00621 89.686 223.982 200.714
0.13639 2.502336 0.184378 -6.471427 0.712466 0.338097 1 22.407 0.0083 0.02855 0.01307 0.01058 0.00952 0.155 0.01761 0.01105 0.00339 0.00368 0.00003 0.00609 199.02 220.315 208.519
0.268144 2.376749 0.212054 -4.876336 0.722085 0.498877 1 21.305 0.01316 0.03831 0.01767 0.01483 0.01277 0.21 0.02378 0.01506 0.00485 0.00502 0.00004 0.00841 189.621 221.3 204.664
0.177807 2.489191 0.250283 -5.96304 0.722254 0.441097 1 23.671 0.0062 0.02583 0.01301 0.01017 0.00861 0.149 0.0168 0.00964 0.0028 0.00321 0.00003 0.00534 185.258 232.706 210.141
0.115515 2.938114 0.181701 -6.729713 0.715121 0.331508 1 21.864 0.01048 0.0332 0.01604 0.01284 0.01107 0.209 0.02105 0.00905 0.00246 0.00302 0.00002 0.00495 92.02 226.355 206.327
0.274407 2.702355 0.261549 -4.673241 0.662668 0.407701 1 23.693 0.06051 0.02389 0.01271 0.00832 0.00796 0.235 0.01843 0.01211 0.00385 0.00404 0.00006 0.00856 69.085 492.892 151.872
0.170106 2.640798 0.27328 -6.051233 0.653823 0.450798 1 26.356 0.01554 0.01818 0.01312 0.00747 0.00606 0.148 0.01458 0.00642 0.00207 0.00214 0.00003 0.00476 71.948 442.557 158.219
0.28278 2.975889 0.372114 -4.597834 0.676023 0.486738 1 25.69 0.01802 0.0227 0.01652 0.00971 0.00757 0.175 0.01725 0.00731 0.00261 0.00244 0.00003 0.00555 79.032 450.247 170.756
0.251972 2.816781 0.393056 -4.913137 0.655239 0.470422 1 25.02 0.00856 0.01851 0.01151 0.00744 0.00617 0.129 0.01279 0.00472 0.00194 0.00157 0.00003 0.00462 82.063 442.824 178.285
0.220657 2.925862 0.389295 -5.517173 0.58271 0.462516 1 24.581 0.00681 0.02038 0.01075 0.00631 0.00679 0.124 0.01299 0.00381 0.00128 0.00127 0.00002 0.00404 93.978 233.481 217.116
0.152428 2.68624 0.279933 -6.186128 0.68413 0.487756 1 24.743 0.0235 0.02548 0.01734 0.01117 0.00849 0.221 0.02008 0.00723 0.00314 0.00241 0.00005 0.00581 88.251 479.697 128.94
0.234809 2.655744 0.281618 -4.711007 0.656182 0.400088 1 27.166 0.01161 0.01603 0.01104 0.0063 0.00534 0.117 0.01169 0.00628 0.00221 0.00209 0.00003 0.0046 83.961 215.293 176.824
0.229892 2.090438 0.160267 -5.418787 0.74148 0.538016 1 18.305 0.01968 0.07761 0.0322 0.02567 0.02587 0.441 0.04479 0.01218 0.00398 0.00406 0.00005 0.00704 83.34 203.522 138.19
0.215558 2.174306 0.142466 -5.44514 0.732903 0.589956 1 18.784 0.01813 0.04115 0.01931 0.0158 0.01372 0.231 0.02503 0.01517 0.00449 0.00506 0.00005 0.00842 79.187 197.173 182.018
0.181988 1.929715 0.143359 -5.944191 0.728421 0.618663 1 19.196 0.0202 0.03867 0.0172 0.0142 0.01289 0.224 0.02343 0.01209 0.00395 0.00403 0.00004 0.00694 79.82 195.107 156.239
0.222716 1.765957 0.12795 -5.594275 0.735546 0.637518 1 18.857 0.01874 0.03706 0.01944 0.01495 0.01235 0.233 0.02362 0.01242 0.00422 0.00414 0.00005 0.00733 80.637 198.109 145.174
0.214075 1.821297 0.087165 -5.540351 0.738245 0.623209 1 18.178 0.01794 0.04451 0.02259 0.01805 0.01484 0.246 0.02791 0.00883 0.00327 0.00294 0.00004 0.00544 81.114 197.238 138.145
0.196535 1.996146 0.115697 -5.825257 0.736964 0.585169 1 18.33 0.01796 0.04641 0.02301 0.01859 0.01547 0.257 0.02857 0.01104 0.00351 0.00368 0.00004 0.00638 79.512 198.966 166.888
0.112856 2.328513 0.152941 -6.890021 0.699787 0.457541 1 26.842 0.01724 0.01614 0.00811 0.0057 0.00538 0.098 0.01033 0.00641 0.00192 0.00214 0.00004 0.0044 109.216 127.533 119.031
0.183572 2.108873 0.195976 -5.892061 0.718839 0.491345 1 26.369 0.00487 0.01428 0.00903 0.00588 0.00476 0.09 0.01022 0.00349 0.00135 0.00116 0.00002 0.0027 105.667 126.632 120.078
0.169923 2.539724 0.20363 -6.135296 0.724045 0.46716 1 23.949 0.0161 0.0211 0.01194 0.0082 0.00703 0.125 0.01412 0.00808 0.00238 0.00269 0.00004 0.00492 100.209 128.143 120.289
0.170633 2.527742 0.217013 -6.112667 0.735136 0.468621 1 26.017 0.01015 0.02164 0.0131 0.00815 0.00721 0.138 0.01516 0.00671 0.00205 0.00224 0.00003 0.00407 104.773 125.306 120.256
0.232209 2.51632 0.254909 -5.436135 0.721308 0.470972 1 23.389 0.00903 0.01898 0.00915 0.00701 0.00633 0.106 0.01201 0.00508 0.0017 0.00169 0.00003 0.00346 86.795 125.213 119.056
0.141422 2.034827 0.178713 -6.448134 0.723096 0.482296 1 25.619 0.00504 0.01471 0.00903 0.00621 0.0049 0.099 0.01043 0.00504 0.00171 0.00168 0.00003 0.00331 109.836 123.723 118.747
0.24308 2.375138 0.320385 -5.301321 0.744064 0.637814 1 17.06 0.03031 0.0805 0.03651 0.03112 0.02683 0.441 0.04932 0.00873 0.00319 0.00291 0.00006 0.00589 93.105 112.777 106.516
0.228319 2.631793 0.322044 -5.333619 0.706687 0.653427 1 17.707 0.02529 0.06688 0.03316 0.02592 0.02229 0.379 0.04128 0.00731 0.00315 0.00244 0.00004 0.00494 105.554 127.611 110.453
0.259451 2.445502 0.300067 -4.378916 0.708144 0.6479 1 19.013 0.02278 0.07154 0.0437 0.02973 0.02385 0.431 0.04879 0.00658 0.00283 0.00219 0.00004 0.00451 107.816 133.344 113.4
0.274387 2.672362 0.304107 -4.654894 0.708617 0.625362 1 16.747 0.0369 0.08689 0.04134 0.03347 0.02896 0.476 0.05279 0.00772 0.00312 0.00257 0.00004 0.00502 100.673 130.27 113.166
0.209191 2.419253 0.306014 -5.634576 0.701404 0.640945 1 17.366 0.02629 0.09211 0.04451 0.0353 0.0307 0.517 0.05643 0.00715 0.0029 0.00238 0.00004 0.00472 104.095 126.609 112.239
0.184985 2.445646 0.23307 -5.866357 0.696049 0.624811 1 18.801 0.01827 0.04543 0.0277 0.01812 0.01514 0.267 0.03026 0.00542 0.00232 0.00181 0.00003 0.00381 109.815 131.731 116.15
0.277227 2.963799 0.397749 -4.796845 0.685057 0.677131 1 18.54 0.02485 0.05139 0.02824 0.01964 0.01713 0.281 0.03273 0.00696 0.00269 0.00232 0.00003 0.00571 79.543 268.796 170.368
0.231723 2.665133 0.288917 -5.410336 0.665945 0.606344 1 15.648 0.04238 0.12047 0.04464 0.04003 0.04016 0.571 0.06725 0.01285 0.00428 0.00428 0.00004 0.00757 91.802 253.792 208.083
0.209863 2.465528 0.310746 -5.585259 0.661735 0.606273 1 18.702 0.01728 0.06165 0.0253 0.02076 0.02055 0.297 0.03527 0.00546 0.00215 0.00182 0.00002 0.00376 148.691 219.29 198.458
0.189032 2.470746 0.213353 -5.898673 0.632631 0.536102 1 18.687 0.0201 0.0335 0.01506 0.01177 0.01117 0.18 0.01997 0.00568 0.00211 0.00189 0.00002 0.0037 86.232 231.508 202.805
0.159777 2.576563 0.220617 -6.132663 0.630409 0.49748 1 20.68 0.01049 0.04426 0.02006 0.01558 0.01475 0.228 0.02662 0.00301 0.00133 0.001 0.00001 0.00254 164.168 241.35 202.544
0.232861 2.840556 0.345238 -5.456811 0.574282 0.566849 1 20.366 0.01493 0.04137 0.01909 0.01478 0.01379 0.225 0.02536 0.00506 0.00188 0.00169 0.00002 0.00352 87.638 263.872 223.361
0.457533 3.413649 0.414758 -3.297668 0.793509 0.56161 1 12.359 0.0753 0.11411 0.08808 0.05426 0.03804 0.821 0.08143 0.02589 0.00946 0.00863 0.00009 0.01568 151.451 191.759 169.774
0.336085 3.142364 0.355736 -4.276605 0.768974 0.478024 1 14.367 0.06057 0.08595 0.06359 0.04101 0.02865 0.618 0.0605 0.02546 0.00819 0.00849 0.00008 0.01466 161.34 216.814 183.52
0.418646 3.274865 0.335357 -3.377325 0.764036 0.55287 1 12.298 0.08069 0.10422 0.06824 0.0458 0.03474 0.722 0.07118 0.02987 0.01027 0.00996 0.00009 0.01719 165.982 216.302 188.62
0.270173 2.910213 0.262281 -4.892495 0.775708 0.427627 1 14.989 0.07889 0.10546 0.0646 0.04265 0.03515 0.833 0.0717 0.02756 0.00963 0.00919 0.00008 0.01627 177.258 565.74 202.632
0.301487 2.958815 0.340256 -4.484303 0.762726 0.507826 1 12.529 0.10952 0.08096 0.06259 0.03714 0.02699 0.784 0.0583 0.03225 0.01154 0.01075 0.0001 0.01872 149.442 211.961 186.695
0.527367 3.079221 0.450493 -2.434031 0.76832 0.625866 1 8.441 0.21713 0.16942 0.13778 0.0794 0.05647 1.302 0.11908 0.05401 0.01958 0.018 0.00016 0.03107 168.793 224.429 192.818
0.454721 3.184027 0.356224 -2.839756 0.754449 0.584164 1 9.449 0.16265 0.12851 0.08318 0.05556 0.04284 1.018 0.08684 0.04705 0.01699 0.01568 0.00014 0.02714 174.478 233.099 198.116
0.168581 2.01353 0.246404 -4.865194 0.670475 0.566867 1 21.52 0.04179 0.04019 0.02056 0.01399 0.0134 0.241 0.02534 0.01164 0.00332 0.00388 0.00006 0.00684 98.25 139.644 121.345
0.247455 2.45113 0.175691 -4.239028 0.659333 0.65168 1 21.824 0.04611 0.04451 0.02018 0.01405 0.01484 0.236 0.02682 0.01179 0.003 0.00393 0.00006 0.00692 88.833 128.442 119.1
0.206256 2.439597 0.207914 -3.583722 0.652025 0.6283 1 22.431 0.02631 0.04977 0.02402 0.01804 0.01659 0.276 0.03087 0.01067 0.003 0.00356 0.00005 0.00647 95.654 127.349 117.87
0.220546 2.699645 0.230532 -5.4351 0.623731 0.611679 1 22.953 0.03191 0.03615 0.01771 0.01289 0.01205 0.223 0.02293 0.01246 0.00339 0.00415 0.00006 0.00727 94.794 142.369 122.336
0.261305 2.964568 0.303214 -3.444478 0.646786 0.630547 1 19.075 0.10748 0.0783 0.02916 0.02161 0.0261 0.438 0.04912 0.03351 0.00718 0.01117 0.00015 0.01813 100.757 134.209 117.963
0.249703 2.8923 0.280091 -5.070096 0.627337 0.635015 1 21.534 0.03828 0.04499 0.02157 0.01581 0.015 0.266 0.02852 0.01778 0.00454 0.00593 0.00008 0.00975 97.543 154.284 126.144
0.216638 2.103014 0.234196 -5.498456 0.675865 0.654945 1 19.651 0.02663 0.04079 0.03105 0.0165 0.0136 0.339 0.03235 0.00962 0.00318 0.00321 0.00005 0.00605 112.173 138.752 127.93
0.244948 2.151121 0.259229 -5.185987 0.694571 0.653139 1 20.437 0.02073 0.04736 0.04114 0.01994 0.01579 0.406 0.04009 0.00896 0.00316 0.00299 0.00005 0.00581 77.022 124.393 114.238
0.238281 2.442906 0.226528 -5.283009 0.684373 0.577802 1 19.388 0.0281 0.04933 0.02931 0.01722 0.01644 0.325 0.03273 0.01057 0.00329 0.00352 0.00005 0.00619 107.802 135.738 115.322
0.22052 2.408689 0.24275 -5.529833 0.719576 0.685151 1 18.954 0.02707 0.05592 0.03091 0.0194 0.01864 0.369 0.03658 0.01097 0.0034 0.00366 0.00006 0.00651 91.121 126.778 114.554
0.212386 1.871871 0.184896 -5.617124 0.673086 0.557045 1 21.219 0.01435 0.02902 0.01363 0.01033 0.00967 0.155 0.01756 0.00873 0.00284 0.00291 0.00005 0.00519 97.527 131.669 112.15
0.367233 2.560422 0.396746 -2.929379 0.674562 0.671378 1 18.447 0.03882 0.04736 0.02073 0.01553 0.01579 0.272 0.02814 0.0148 0.00461 0.00493 0.00009 0.00907 85.902 142.83 102.273
0.119652 2.235197 0.17227 -6.816086 0.628232 0.469928 0 24.078 0.0062 0.04231 0.01621 0.01426 0.0141 0.217 0.02448 0.00462 0.00153 0.00154 0.00001 0.00277 102.137 244.663 236.2
0.091604 1.852402 0.176316 -7.018057 0.62671 0.384868 0 24.679 0.00533 0.02089 0.00882 0.00747 0.00696 0.116 0.01242 0.00519 0.00159 0.00173 0.00001 0.00303 229.256 243.709 237.323
0.075587 1.881767 0.160414 -7.517934 0.628058 0.440988 0 21.083 0.0091 0.03557 0.01367 0.0123 0.01186 0.197 0.0203 0.00616 0.00186 0.00205 0.00001 0.00339 237.303 264.919 260.105
0.202879 2.88245 0.164529 -5.736781 0.725216 0.372222 0 19.269 0.01337 0.03836 0.01439 0.01272 0.01279 0.189 0.02177 0.0147 0.00448 0.0049 0.00004 0.00803 90.794 217.627 197.569
0.100881 2.266432 0.073298 -7.169701 0.646167 0.371837 0 21.02 0.00965 0.03529 0.01344 0.01191 0.01176 0.212 0.02018 0.00949 0.00283 0.00316 0.00002 0.00517 219.783 245.135 240.301
0.09622 2.095237 0.171088 -7.3045 0.646818 0.522812 0 21.528 0.01049 0.03253 0.01255 0.01121 0.01084 0.181 0.01897 0.00837 0.00237 0.00279 0.00002 0.00451 239.17 272.21 244.99
0.160376 2.193412 0.218885 -6.323531 0.7567 0.413295 0 26.436 0.00435 0.01992 0.0114 0.00786 0.00664 0.129 0.01358 0.00499 0.0019 0.00166 0.00003 0.00355 105.715 133.374 112.547
0.174152 1.889002 0.192375 -6.085567 0.776158 0.36909 0 26.55 0.0043 0.02261 0.01285 0.0095 0.00754 0.133 0.01484 0.0051 0.002 0.0017 0.00003 0.00356 100.139 113.597 110.739
0.179677 1.852542 0.19215 -5.943501 0.7667 0.380253 0 26.547 0.00478 0.02245 0.01148 0.00905 0.00748 0.133 0.01472 0.00514 0.00203 0.00171 0.00003 0.00349 96.913 116.443 113.715
0.163118 1.872946 0.229298 -6.012559 0.756482 0.387482 0 25.445 0.0059 0.02643 0.01318 0.01062 0.00881 0.145 0.01657 0.00528 0.00218 0.00176 0.00003 0.00353 99.923 144.466 117.004
0.184067 1.974857 0.197938 -5.966779 0.761255 0.405991 0 26.005 0.00401 0.02436 0.01133 0.00933 0.00812 0.137 0.01503 0.0048 0.00199 0.0016 0.00003 0.00332 108.634 123.109 115.38
0.174429 2.004719 0.109256 -6.016891 0.763242 0.361232 0 26.143 0.00415 0.02623 0.01331 0.01021 0.00874 0.155 0.01725 0.00507 0.00213 0.00169 0.00003 0.00346 108.97 129.038 116.388
0.132703 2.449763 0.197919 -6.486822 0.745957 0.39661 1 24.151 0.0057 0.02184 0.0123 0.00886 0.00728 0.132 0.01469 0.00406 0.00162 0.00135 0.00002 0.00314 129.859 190.204 151.737
0.160306 2.251553 0.182459 -6.311987 0.762508 0.402591 1 24.412 0.00488 0.02518 0.01309 0.00956 0.00839 0.142 0.01574 0.00456 0.00186 0.00152 0.00002 0.00309 138.99 158.359 148.79
0.19273 2.845109 0.240875 -5.711205 0.778349 0.398499 1 23.683 0.0054 0.02175 0.01263 0.00876 0.00725 0.131 0.0145 0.00612 0.00231 0.00204 0.00003 0.00392 135.041 155.982 148.143
0.144105 2.264226 0.183218 -6.261446 0.75932 0.352396 1 23.133 0.00611 0.03964 0.02148 0.01574 0.01321 0.237 0.02551 0.00619 0.00233 0.00206 0.00003 0.00396 144.736 163.441 150.44
0.19771 2.679185 0.216204 -5.704053 0.768845 0.408598 1 22.866 0.00639 0.02849 0.01559 0.01103 0.0095 0.163 0.01831 0.00605 0.00235 0.00202 0.00003 0.00397 141.998 161.078 148.462
0.156368 2.209021 0.109397 -6.27717 0.75718 0.329577 1 23.008 0.00595 0.03464 0.01666 0.01341 0.01155 0.198 0.02145 0.00521 0.00198 0.00174 0.00002 0.00336 144.786 163.417 149.818
0.215724 2.027228 0.191576 -5.61907 0.669565 0.603515 0 23.079 0.00955 0.02592 0.01949 0.01223 0.00864 0.171 0.01909 0.00558 0.0027 0.00186 0.00004 0.00417 106.656 123.925 117.226
0.252404 2.120412 0.206768 -5.198864 0.656516 0.663842 0 22.085 0.01179 0.02429 0.01756 0.01144 0.0081 0.163 0.01795 0.0078 0.00346 0.0026 0.00005 0.00531 99.503 217.552 116.848
0.214346 2.058658 0.133917 -5.592584 0.654331 0.598515 0 24.199 0.00737 0.02001 0.01691 0.0099 0.00667 0.136 0.01564 0.00403 0.00192 0.00134 0.00003 0.00314 96.983 177.291 116.286
0.120605 2.161936 0.15331 -6.431119 0.667654 0.566424 0 23.958 0.01397 0.0246 0.01491 0.00972 0.0082 0.154 0.0166 0.00762 0.00263 0.00254 0.00004 0.00496 86.228 592.03 116.556
0.138868 2.152083 0.116636 -6.359018 0.663884 0.528485 0 25.023 0.0068 0.01892 0.01144 0.00789 0.00631 0.117 0.013 0.00345 0.00148 0.00115 0.00002 0.00267 94.246 581.289 116.342
0.121777 1.91399 0.149694 -6.710219 0.659132 0.555303 0 24.775 0.00703 0.01672 0.01095 0.00721 0.00557 0.106 0.01185 0.00439 0.00184 0.00146 0.00003 0.00327 86.647 119.167 114.563
0.112838 2.316346 0.15989 -6.934474 0.683761 0.508479 0 19.368 0.04441 0.04363 0.01758 0.01582 0.01454 0.255 0.02574 0.01235 0.00396 0.00412 0.00003 0.00694 78.228 262.707 201.774
0.13305 2.657476 0.121952 -6.538586 0.657899 0.448439 0 19.517 0.02764 0.07008 0.02745 0.02498 0.02336 0.405 0.04087 0.0079 0.00259 0.00263 0.00003 0.00459 94.261 230.978 174.188
0.168895 2.784312 0.129303 -6.195325 0.683244 0.431674 0 19.147 0.0181 0.04812 0.01879 0.01657 0.01604 0.263 0.02751 0.00994 0.00292 0.00331 0.00003 0.00564 89.488 253.017 209.516
0.131728 2.679772 0.158453 -6.787197 0.655683 0.407567 0 17.883 0.10715 0.03804 0.01667 0.01365 0.01268 0.256 0.02308 0.01873 0.00564 0.00624 0.00008 0.0136 74.287 240.005 174.688
0.123306 2.138608 0.207454 -6.744577 0.643956 0.451221 0 19.02 0.07223 0.03794 0.01588 0.01321 0.01265 0.241 0.02296 0.01109 0.0039 0.0037 0.00004 0.0074 74.904 396.961 198.764
0.148569 2.555477 0.190667 -5.724056 0.664357 0.462803 0 21.209 0.04398 0.03078 0.01373 0.01161 0.01026 0.19 0.01884 0.00885 0.00317 0.00295 0.00003 0.00567 77.973 260.277 214.289

library(party)
library(Hmisc)
par1 <- as.numeric(par1)
par3 <- as.numeric(par3)
x <- data.frame(t(y))
is.data.frame(x)
x <- x[!is.na(x[,par1]),]
k <- length(x[1,])
n <- length(x[,1])
colnames(x)[par1]
x[,par1]
if (par2 == 'kmeans') {
cl <- kmeans(x[,par1], par3)
print(cl)
clm <- matrix(cbind(cl$centers,1:par3),ncol=2)
clm <- clm[sort.list(clm[,1]),]
for (i in 1:par3) {
cl$cluster[cl$cluster==clm[i,2]] <- paste('C',i,sep='')
}
cl$cluster <- as.factor(cl$cluster)
print(cl$cluster)
x[,par1] <- cl$cluster
}
if (par2 == 'quantiles') {
x[,par1] <- cut2(x[,par1],g=par3)
}
if (par2 == 'hclust') {
hc <- hclust(dist(x[,par1])^2, 'cen')
print(hc)
memb <- cutree(hc, k = par3)
dum <- c(mean(x[memb==1,par1]))
for (i in 2:par3) {
dum <- c(dum, mean(x[memb==i,par1]))
}
hcm <- matrix(cbind(dum,1:par3),ncol=2)
hcm <- hcm[sort.list(hcm[,1]),]
for (i in 1:par3) {
memb[memb==hcm[i,2]] <- paste('C',i,sep='')
}
memb <- as.factor(memb)
print(memb)
x[,par1] <- memb
}
if (par2=='equal') {
ed <- cut(as.numeric(x[,par1]),par3,labels=paste('C',1:par3,sep=''))
x[,par1] <- as.factor(ed)
}
table(x[,par1])
colnames(x)
colnames(x)[par1]
x[,par1]
if (par2 == 'none') {
m <- ctree(as.formula(paste(colnames(x)[par1],' ~ .',sep='')),data = x)
}
load(file='createtable')
if (par2 != 'none') {
m <- ctree(as.formula(paste('as.factor(',colnames(x)[par1],') ~ .',sep='')),data = x)
if (par4=='yes') {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'10-Fold Cross Validation',3+2*par3,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'',1,TRUE)
a<-table.element(a,'Prediction (training)',par3+1,TRUE)
a<-table.element(a,'Prediction (testing)',par3+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Actual',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,paste('C',jjj,sep=''),1,TRUE)
a<-table.element(a,'CV',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,paste('C',jjj,sep=''),1,TRUE)
a<-table.element(a,'CV',1,TRUE)
a<-table.row.end(a)
for (i in 1:10) {
ind <- sample(2, nrow(x), replace=T, prob=c(0.9,0.1))
m.ct <- ctree(as.formula(paste('as.factor(',colnames(x)[par1],') ~ .',sep='')),data =x[ind==1,])
if (i==1) {
m.ct.i.pred <- predict(m.ct, newdata=x[ind==1,])
m.ct.i.actu <- x[ind==1,par1]
m.ct.x.pred <- predict(m.ct, newdata=x[ind==2,])
m.ct.x.actu <- x[ind==2,par1]
} else {
m.ct.i.pred <- c(m.ct.i.pred,predict(m.ct, newdata=x[ind==1,]))
m.ct.i.actu <- c(m.ct.i.actu,x[ind==1,par1])
m.ct.x.pred <- c(m.ct.x.pred,predict(m.ct, newdata=x[ind==2,]))
m.ct.x.actu <- c(m.ct.x.actu,x[ind==2,par1])
}
}
print(m.ct.i.tab <- table(m.ct.i.actu,m.ct.i.pred))
numer <- 0
for (i in 1:par3) {
print(m.ct.i.tab[i,i] / sum(m.ct.i.tab[i,]))
numer <- numer + m.ct.i.tab[i,i]
}
print(m.ct.i.cp <- numer / sum(m.ct.i.tab))
print(m.ct.x.tab <- table(m.ct.x.actu,m.ct.x.pred))
numer <- 0
for (i in 1:par3) {
print(m.ct.x.tab[i,i] / sum(m.ct.x.tab[i,]))
numer <- numer + m.ct.x.tab[i,i]
}
print(m.ct.x.cp <- numer / sum(m.ct.x.tab))
for (i in 1:par3) {
a<-table.row.start(a)
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
for (jjj in 1:par3) a<-table.element(a,m.ct.i.tab[i,jjj])
a<-table.element(a,round(m.ct.i.tab[i,i]/sum(m.ct.i.tab[i,]),4))
for (jjj in 1:par3) a<-table.element(a,m.ct.x.tab[i,jjj])
a<-table.element(a,round(m.ct.x.tab[i,i]/sum(m.ct.x.tab[i,]),4))
a<-table.row.end(a)
}
a<-table.row.start(a)
a<-table.element(a,'Overall',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,'-')
a<-table.element(a,round(m.ct.i.cp,4))
for (jjj in 1:par3) a<-table.element(a,'-')
a<-table.element(a,round(m.ct.x.cp,4))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable3.tab')
}
}
m
bitmap(file='test1.png')
plot(m)
dev.off()
bitmap(file='test1a.png')
plot(x[,par1] ~ as.factor(where(m)),main='Response by Terminal Node',xlab='Terminal Node',ylab='Response')
dev.off()
if (par2 == 'none') {
forec <- predict(m)
result <- as.data.frame(cbind(x[,par1],forec,x[,par1]-forec))
colnames(result) <- c('Actuals','Forecasts','Residuals')
print(result)
}
if (par2 != 'none') {
print(cbind(as.factor(x[,par1]),predict(m)))
myt <- table(as.factor(x[,par1]),predict(m))
print(myt)
}
bitmap(file='test2.png')
if(par2=='none') {
op <- par(mfrow=c(2,2))
plot(density(result$Actuals),main='Kernel Density Plot of Actuals')
plot(density(result$Residuals),main='Kernel Density Plot of Residuals')
plot(result$Forecasts,result$Actuals,main='Actuals versus Predictions',xlab='Predictions',ylab='Actuals')
plot(density(result$Forecasts),main='Kernel Density Plot of Predictions')
par(op)
}
if(par2!='none') {
plot(myt,main='Confusion Matrix',xlab='Actual',ylab='Predicted')
}
dev.off()
if (par2 == 'none') {
detcoef <- cor(result$Forecasts,result$Actuals)
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Goodness of Fit',2,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Correlation',1,TRUE)
a<-table.element(a,round(detcoef,4))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'R-squared',1,TRUE)
a<-table.element(a,round(detcoef*detcoef,4))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'RMSE',1,TRUE)
a<-table.element(a,round(sqrt(mean((result$Residuals)^2)),4))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable1.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Actuals, Predictions, and Residuals',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'#',header=TRUE)
a<-table.element(a,'Actuals',header=TRUE)
a<-table.element(a,'Forecasts',header=TRUE)
a<-table.element(a,'Residuals',header=TRUE)
a<-table.row.end(a)
for (i in 1:length(result$Actuals)) {
a<-table.row.start(a)
a<-table.element(a,i,header=TRUE)
a<-table.element(a,result$Actuals[i])
a<-table.element(a,result$Forecasts[i])
a<-table.element(a,result$Residuals[i])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable.tab')
}
if (par2 != 'none') {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Confusion Matrix (predicted in columns / actuals in rows)',par3+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'',1,TRUE)
for (i in 1:par3) {
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
}
a<-table.row.end(a)
for (i in 1:par3) {
a<-table.row.start(a)
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
for (j in 1:par3) {
a<-table.element(a,myt[i,j])
}
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable2.tab')
}