From f247f597baa4bf6ca2cd7371de73bb14e130d74e Mon Sep 17 00:00:00 2001 From: MathieuCarriere Date: Wed, 19 Jun 2019 12:29:04 -0400 Subject: removed clustering files --- data/points/human | 4706 ----------------------------------- src/cython/example/ex_clustering.py | 64 - src/cython/sktda/clustering.py | 269 -- 3 files changed, 5039 deletions(-) delete mode 100644 data/points/human delete mode 100644 src/cython/example/ex_clustering.py delete mode 100644 src/cython/sktda/clustering.py diff --git a/data/points/human b/data/points/human deleted file mode 100644 index feaa0dd1..00000000 --- a/data/points/human +++ /dev/null @@ -1,4706 +0,0 @@ -0.144529 -0.014328 0.381773 --0.15378 -0.045707 0.361045 --0.153917 -0.057275 0.371308 --0.172725 0.007 0.492798 --0.119664 0.061296 0.365349 -0.128166 -0.068572 0.432762 -0.089198 0.014048 -0.447694 -0.075569 0.021145 -0.417112 - 0.098403 0.03188 -0.416332 --0.135518 -0.031058 -0.793657 --0.155207 -0.043962 -0.867084 --0.155561 -0.039537 -0.782486 -0.047747 0.043681 0.604458 -0.01706 0.058681 0.583267 -0.153119 -0.065476 -0.465974 -0.134237 -0.06509 -0.429525 -0.138009 -0.083138 -0.463111 -0.061936 0.021354 -0.365004 --0.327282 0.105737 -0.088733 --0.333168 0.111481 -0.099092 -0.02915 0.038215 0.809093 -0.000855 0.039818 0.813241 -0.188052 0.020848 -0.942916 -0.200327 0.058375 -0.947736 -0.170213 0.052306 -0.931828 --0.051119 -0.110776 0.111316 --0.024531 -0.111686 0.078082 --0.021008 -0.089762 0.10657 -0.158999 0.015347 -0.916402 -0.127084 0.053037 -0.930089 -0.110535 0.0176 -0.450151 -0.12031 0.025078 -0.419837 -0.125486 0.007107 -0.444987 -0.087186 -0.068787 -0.428022 -0.068096 -0.048487 -0.423994 -0.074575 -0.071291 -0.460151 --0.129151 -0.031845 0.547791 --0.092828 -0.001702 0.544926 --0.146897 -0.021057 0.536567 --0.040908 -0.080471 0.144988 --0.070348 -0.092228 0.142231 -0.135184 -0.05792 -0.366185 -0.150502 -0.030301 -0.366514 -0.154969 -0.053619 -0.297939 --0.046419 0.016608 0.551426 --0.140395 -0.04129 0.102368 --0.15361 -0.023507 0.066896 --0.143445 -0.07334 0.071094 --0.150698 -0.083179 0.012934 --0.164552 -0.040183 0.016637 --0.172922 -0.056311 -0.054118 -0.142078 0.114992 0.400106 -0.136581 0.121451 0.422073 -0.118363 -0.052599 -0.969187 -0.110299 -0.090045 -0.973743 -0.106227 -0.067834 -0.951593 --0.075572 -0.055159 0.227875 --0.048656 -0.08199 0.316154 --0.088566 -0.065864 0.297905 --0.175443 0.052256 -0.931828 --0.142719 0.087605 -0.938697 --0.186188 0.080344 -0.942939 --0.281944 -0.02183 0.181925 --0.282953 -0.017408 0.129994 --0.25389 -0.034093 0.168434 --0.092047 -0.041549 0.557254 --0.085291 -0.062035 0.558917 --0.302715 0.009876 0.086968 --0.282908 -0.00097 0.077127 --0.117228 0.023298 0.342619 --0.177404 -0.012747 -0.051392 --0.272247 -0.020141 0.233158 --0.254475 -0.039985 0.216094 --0.017864 0.070352 0.178973 --0.003695 0.067376 0.163481 -0.030308 0.031315 0.603728 -0.02661 0.115199 0.744608 -0.033244 0.11394 0.710348 -0.012279 0.123046 0.708533 --0.05487 -0.030769 0.660855 --0.04444 -0.039595 0.603866 -0.027038 -0.082087 0.737178 -0.023403 -0.083864 0.708068 -0.044858 -0.07186 0.710449 --0.141696 0.005473 0.082272 --0.322537 0.044383 -0.093982 -0.137584 0.087655 -0.938697 -0.110404 0.089056 -0.947375 -0.201593 0.059307 -0.975093 -0.19232 0.094332 -0.975768 -0.209811 0.077354 -0.962319 -0.008617 -0.099163 0.047708 -0.005395 -0.079622 0.076357 -0.106371 0.041851 -0.959546 -0.116565 0.024136 -0.939902 -0.10789 0.05867 -0.947567 -0.117802 0.064238 0.011831 -0.099654 0.053985 0.060307 -0.12682 0.046382 0.064253 -0.14171 0.005468 0.082276 -0.162647 0.005991 0.019937 -0.146819 0.043902 0.018713 --0.086735 -0.081196 0.550877 --0.142522 -0.064292 0.541934 --0.101551 -0.092019 0.536874 --0.147816 -0.090727 -0.053942 -0.089669 -0.075237 -0.296805 -0.110958 -0.094262 -0.219465 -0.067718 -0.086145 -0.213647 -0.035525 -0.10073 0.457763 -0.000152 -0.097146 0.473706 -0.000252 -0.080555 0.318839 -0.16693 0.014297 -0.292232 -0.165909 0.033768 -0.213443 -0.177974 -0.006912 -0.216479 -0.122756 0.049674 -0.332788 -0.11496 0.064838 -0.287502 -0.148695 0.045817 -0.290571 -0.055746 -0.030683 0.660961 -0.033546 -0.066936 0.676952 -0.017439 -0.069226 0.625575 -0.039048 0.038642 -0.121677 -0.035134 0.012056 -0.055409 -0.054628 0.051615 -0.046746 --0.219382 0.038108 0.176265 --0.218586 0.03396 0.225697 --0.200001 0.012939 0.213512 -0.134152 -0.008037 -0.466849 --0.111507 0.041802 -0.959546 --0.105326 0.074882 -0.964246 --0.113025 0.05862 -0.947567 --0.054482 -0.034932 0.574847 --0.090128 -0.021415 0.553574 --0.116313 -0.048454 0.13681 --0.09038 -0.053234 0.172229 --0.105186 -0.014928 0.166671 --0.126942 0.046414 0.064231 --0.116088 0.034063 0.10285 -0.078883 0.038902 -0.375952 -0.08771 0.046925 -0.353531 -0.166615 -0.02867 -0.506862 -0.15046 -0.019487 -0.47215 -0.156742 -0.040331 -0.46813 -0.049615 0.064657 0.606895 --0.093081 0.017267 0.197077 --0.107564 -0.001066 0.279921 --0.087365 0.043211 0.25934 --0.229315 0.033998 0.125778 --0.248089 0.054546 0.138866 -0.106254 -0.066109 -0.3667 -0.125371 -0.075616 -0.30084 --0.035641 -0.100747 0.457937 --0.095086 -0.103368 0.460305 -0.018598 0.108161 0.632002 -0.008009 0.110019 0.630723 --0.145172 -0.126207 -0.962029 --0.147995 -0.115103 -0.901861 --0.165635 -0.112794 -0.963402 -0.181052 0.080394 -0.942939 --0.037409 0.016634 -0.022456 --0.054935 0.051562 -0.047076 --0.051074 0.0426 0.012895 -0.024454 -0.043608 -0.124411 -0.030596 -0.06583 -0.057455 -0.026133 -0.020196 -0.061267 -0.004091 -0.07642 0.016114 --0.143275 0.11508 -0.950869 --0.10902 0.06955 0.488685 --0.119427 0.028724 0.512181 --0.077684 0.050975 0.507111 -0.03316 -0.09173 0.54611 --0.126953 0.020019 -0.968705 --0.153991 -0.027525 -0.970453 --0.162328 0.037423 -0.975575 -0.019284 0.112865 0.690206 --0.017888 0.004075 0.813135 --0.036857 0.015351 0.806263 --0.019684 -0.022438 0.806286 --0.118067 0.060321 -0.975334 --0.11084 -0.089559 0.388201 --0.136103 -0.098275 0.477748 --0.068592 0.049409 0.668449 --0.354522 0.111955 -0.119529 -0.133555 0.0107 -0.91375 -0.152919 -0.021289 -0.903386 --0.047277 0.088388 0.477505 -0.028943 0.100045 0.614915 --0.178297 -0.027228 -0.973164 --0.195107 0.015542 -0.975093 --0.009711 -0.053847 -0.021292 --0.020989 -0.095217 -0.015669 --0.206728 0.059258 -0.975093 --0.160538 0.080674 -0.978019 --0.028046 0.017736 0.594311 --0.099769 0.054021 0.060283 -0.292938 0.024667 0.005698 -0.281872 0.042386 0.010061 -0.293815 0.043479 -0.024205 -0.253755 -0.042591 0.24146 -0.236374 -0.050375 0.26034 -0.2334 -0.049604 0.232122 --0.041908 -0.013527 0.798038 --0.169026 -0.017468 -0.554275 --0.180719 -0.036864 -0.610601 --0.177641 -0.046876 -0.552508 -0.142302 -0.064331 0.542099 -0.091978 -0.041556 0.557259 -0.085357 -0.061971 0.558866 -0.163846 -0.07001 -0.134881 -0.147918 -0.090765 -0.053915 -0.128677 -0.096438 -0.134035 -0.033866 0.08705 0.595856 --0.061852 0.08285 0.67803 --0.064405 0.0745 0.705228 --0.057315 0.087943 0.688282 -0.026825 0.058063 0.011471 -0.00959 0.046503 -0.022489 -7.5e-05 0.067016 0.012148 -0.037289 0.016594 -0.022429 -0.027248 0.032898 -0.019611 -0.051064 0.042566 0.012814 -0.172917 -0.056346 -0.054093 -0.177533 -0.01278 -0.051369 -0.165297 -0.040174 0.016676 --0.049827 -0.001275 0.628239 --0.046082 -0.007732 0.588234 -0.027282 0.017653 0.594293 -0.218467 0.03392 0.225725 -0.218303 0.022488 0.260748 -0.246836 0.034226 0.236039 -0.180761 -0.032705 -0.133588 --0.061259 -0.067857 -0.496632 --0.054909 -0.056275 -0.544951 --0.05886 -0.036687 -0.498712 --0.096128 0.07647 0.350771 --0.125425 -0.075572 -0.300885 --0.089749 -0.075321 -0.29683 --0.111609 -0.094226 -0.21961 --0.059916 -0.025146 -0.5475 --0.070274 -0.011925 -0.501404 --0.014861 0.085999 0.475193 -0.011944 0.087545 0.471872 --0.013265 0.101124 0.440331 --0.111865 -0.105085 -0.952919 --0.111362 -0.067884 -0.951593 --0.108817 -0.085906 -0.928478 -0.129068 -0.032432 0.547796 -0.092747 -0.004496 0.54493 --0.154642 0.003294 -0.352704 --0.142743 0.028986 -0.337671 --0.069935 -0.024902 -0.463284 --0.315481 0.074492 -0.075996 --0.325874 0.058528 -0.097514 --0.332121 0.079166 -0.097184 -0.065756 0.113544 0.355893 -0.099174 0.128438 0.362935 -0.091993 0.102855 0.353431 -0.150875 -0.083168 0.013016 --0.108399 -0.048104 0.306063 --0.047271 0.099741 0.356288 --0.066219 0.088165 0.321493 --0.035225 -0.092767 0.543027 --0.009859 0.104972 0.60128 --0.043422 -0.067033 0.234382 --0.197455 0.094282 -0.975768 --0.104462 -0.111554 -0.498426 --0.078262 -0.094503 -0.497102 --0.092157 -0.088636 -0.463068 --0.146801 -0.077454 -0.220163 -0.086804 -0.081061 0.550911 -0.134521 0.11988 0.378405 -0.118328 0.120392 0.364735 -0.115393 0.14537 0.390518 --0.054843 -0.015197 0.563407 --0.05504 0.025 0.792306 --0.070388 0.032156 0.769815 --0.063682 -0.006236 0.777538 --0.000626 0.114562 0.672841 -0.253835 -0.01734 0.119652 -0.223827 -0.021655 0.161215 -0.231867 0.004314 0.117834 --0.114756 0.089415 -0.973165 --0.127269 0.107695 -0.974322 -0.096751 0.074035 -0.05055 -0.078066 0.059374 0.009685 -0.000726 0.11622 0.656618 -0.165173 0.032563 -0.050176 -0.000689 -0.080625 0.101576 --0.005268 -0.079602 0.076344 -0.183917 -0.053008 0.530657 -0.17545 -0.080203 0.523558 -0.141167 -0.093629 0.517571 --0.051253 0.096483 0.711906 --0.022715 -0.04717 0.792329 --0.047913 -0.041404 0.777538 -0.052291 0.096624 0.712047 --0.026424 -0.020287 -0.061717 --0.035397 0.011988 -0.055788 --0.024475 -0.015906 -0.03417 --0.062564 0.085644 0.653961 -0.006432 -0.067984 0.669362 --0.091524 -0.120719 -0.548864 --0.352035 0.051345 -0.126219 --0.078178 0.050942 0.154885 --0.07227 0.047244 0.203935 --0.048281 0.062448 0.195881 -0.155341 0.052205 -0.127805 -0.177243 0.012794 -0.130554 -0.072937 0.07156 -0.124618 -0.118217 0.146923 0.421907 -0.020198 0.076819 0.079276 -0.139978 0.062527 -0.211926 --0.089177 -0.111241 0.111846 --0.09518 -0.081905 0.14393 --0.074495 -0.071296 -0.460179 --0.042869 0.071572 0.14139 -0.00073 -0.05162 -0.010499 --0.004172 -0.07642 0.016012 --0.131034 -0.082145 0.442399 --0.100523 -0.027685 0.22648 --0.015731 -0.07176 0.615875 -0.119466 0.075689 -0.126799 --0.132503 -0.106466 -0.501087 --0.122962 -0.130064 -0.552684 --0.074738 0.044114 0.706666 --0.066077 0.071903 0.732644 --0.062916 0.068521 0.757684 --0.048496 0.098136 0.740433 --0.033166 0.000252 -0.280952 --0.048184 0.017041 -0.328096 --0.048173 0.0348 -0.27966 --0.025707 -0.068824 0.768329 --0.166577 0.1103 -0.974177 --0.124674 -0.051241 -0.914051 --0.112361 -0.082599 -0.886027 --0.08053 -0.007338 -0.458902 --0.068099 -0.00941 -0.416012 --0.214946 0.077303 -0.962319 --0.205462 0.058324 -0.947736 -0.138907 0.065218 -0.050517 -0.199882 0.012901 0.213538 -0.200105 0.01313 0.252288 -0.055229 0.054786 -0.204024 --0.024533 0.091239 0.330841 --0.172277 -0.081982 -0.551109 --0.167673 -0.057628 -0.50493 --0.058987 -0.06452 -0.289445 --0.068156 -0.086411 -0.213966 -0.254357 -0.040025 0.216122 --0.067674 0.042176 -0.330429 --0.076952 0.060866 -0.28229 -0.013977 0.113422 0.640177 --6.9e-05 0.086527 0.3376 -0.019179 0.079744 0.281051 --0.015722 0.079249 0.274606 -0.115072 -0.070048 -0.42498 -0.077551 -0.065157 -0.362486 -0.033381 0.053515 0.505504 -0.054667 0.033265 0.526511 -0.077572 0.050943 0.507134 -0.086553 0.046191 0.265442 -0.059227 0.073277 0.277063 -0.088572 0.057052 0.304907 -0.057158 -0.046385 -0.353944 --0.056639 0.061106 0.779722 --0.043816 0.051377 0.797042 --0.031526 0.076752 0.792306 -0.171482 -0.044588 -0.21885 --0.143382 0.00154 -0.554016 --0.164175 -0.011574 -0.613396 -0.045344 -0.080279 -0.128946 --0.043257 0.090499 0.76982 --0.078577 0.001976 0.744204 --0.07502 -0.017208 0.703979 --0.068733 -0.033112 0.745947 --0.009464 0.029546 0.541617 --0.050437 -0.062276 0.744451 --0.078293 0.038525 0.740162 -0.024463 0.091212 0.330858 --0.112377 0.005125 -0.552117 --0.131688 -0.001292 -0.614531 --0.183022 -0.043595 -0.957618 --0.196997 -0.004429 -0.960993 -0.240756 0.018538 0.268716 -0.095305 0.074055 -0.207363 -0.056798 0.020951 0.627455 -0.062692 0.009616 0.652266 -0.049787 -0.001444 0.628412 -0.146665 -0.077493 -0.22013 --0.037163 -0.033757 -0.284242 --0.038849 -0.058215 -0.209167 --0.065469 -0.047111 -0.461306 -0.047178 0.099707 0.356312 -0.308841 0.028975 0.094589 -0.301247 0.005445 0.09387 -0.30888 0.029103 0.019447 -0.017844 0.071064 0.186113 --0.155734 -0.088774 -0.50245 --0.152652 -0.115873 -0.552632 -0.011229 0.02562 -0.035193 --5.3e-05 0.023896 -0.036713 --0.088766 0.057083 0.305007 --0.120964 0.004341 -0.951472 --0.115539 0.089006 -0.947375 -0.292644 0.072606 -0.014141 --0.123809 0.004777 -0.499938 -0.000277 -0.080877 0.691549 --0.034692 0.087566 0.596768 -0.103311 0.149984 0.391528 -0.078795 0.134336 0.365284 -0.135882 -0.098348 0.47797 -0.094456 -0.103522 0.46077 --0.134073 -0.008009 -0.466876 --0.142742 -0.028419 -0.439643 --0.106323 -0.066074 -0.366736 --0.080573 -0.002643 -0.550185 --0.099477 -0.002733 -0.614967 --0.329349 0.034688 -0.054928 --0.342692 0.069348 -0.059398 --0.347817 0.042787 -0.102173 -0.000763 0.044977 0.590746 -1.7e-05 0.025278 0.592935 --0.029687 0.031244 0.60365 --0.053206 0.088406 0.622436 -0.059948 -0.063445 -0.289438 --0.127417 -0.115851 -0.974611 --0.121738 -0.118767 -0.954292 --0.151626 -0.006646 -0.507398 --0.154614 -0.053562 -0.298047 --0.141938 -0.093481 0.516984 --0.165744 -0.028673 -0.506889 --0.133184 0.029585 -0.373943 --0.146871 0.043935 0.01869 --0.161897 0.006001 0.019931 -0.039669 -0.057032 -0.208807 --0.028046 0.038112 0.808937 --4.6e-05 -0.020914 -0.03562 --0.071917 0.145224 0.383713 --0.078914 0.134376 0.365257 --0.103429 0.150023 0.391501 --0.016033 0.0586 0.583186 --0.150342 -0.019487 -0.472176 --0.058188 -0.098083 -0.059091 --0.030917 -0.065889 -0.057781 --0.0438 -0.102119 -0.030128 --0.099293 0.128477 0.362907 --0.092113 0.102894 0.353403 --0.118447 0.120432 0.364707 --0.0642 0.142063 0.402239 -0.044609 -0.039585 0.604051 --0.168519 -0.098024 -0.977937 --0.179056 -0.08227 -0.963161 --0.122882 -0.110201 -0.896682 --0.156663 -0.040336 -0.468156 -0.107748 -0.105176 -0.056081 -0.1285 -0.039664 0.355589 --0.158194 -0.021338 -0.903386 --0.164797 0.015297 -0.916402 --0.176744 -0.016583 -0.931828 -0.033356 0.125884 0.406133 -0.010034 0.099979 0.392826 -0.01712 0.102705 0.44066 -0.024443 -0.015939 -0.034147 -0.009626 -0.053851 -0.021289 -0.042447 0.121595 0.37503 --0.347781 0.05466 -0.105101 --0.115513 0.145409 0.39049 -0.111316 -0.089478 0.388386 --0.128517 -0.00972 0.345704 -0.080848 0.011758 0.692945 --0.067863 -0.031032 -0.431189 --0.118337 0.146961 0.421881 -0.045869 -0.069312 0.571091 --0.126084 0.090514 0.363964 --0.356352 0.06532 -0.102173 --0.281744 0.042127 0.010238 --0.292665 0.041989 -0.023182 --0.2916 0.071244 -0.013206 --0.016178 0.060644 0.806268 --0.34744 0.048022 -0.151125 --0.114149 0.105438 -0.967742 --0.162121 -0.095588 0.45288 --0.114846 -0.090481 -0.461001 --0.087198 -0.068891 -0.428048 -0.042983 -0.102146 -0.030109 -0.023895 -0.066464 -0.037126 -0.045982 -0.007651 0.589677 --0.13249 -0.021343 -0.963114 --0.12112 -0.031941 -0.947976 --0.123497 -0.052648 -0.969187 --0.173337 -0.062024 -0.975816 --0.212735 0.034612 -0.964126 --0.13793 -0.083142 -0.463138 --0.032206 0.113799 0.710208 --0.018056 0.112723 0.690066 --0.153041 -0.06548 -0.466002 --0.084204 -0.118301 -0.016723 --0.107774 -0.105145 -0.056224 --0.357731 0.118728 -0.141076 --0.012173 0.100156 0.388899 --0.042563 0.12163 0.375005 --0.033484 0.125919 0.406108 -0.00895 0.029531 0.541612 -0.034096 0.103917 0.67485 -0.316842 0.076237 -0.077194 -0.323899 0.046128 -0.095179 -0.025035 -0.017397 -0.204731 -0.022904 -0.002982 -0.119922 --0.017702 0.108056 0.631897 --0.090769 0.050144 0.086125 --0.071768 0.049796 0.05205 -0.058343 0.098285 0.662255 -0.062548 0.085885 0.653903 -0.047412 0.103597 0.643011 --0.356011 0.072244 -0.110379 --0.094694 0.016232 0.53498 -0.031138 0.0202 -0.202722 -0.023257 0.108698 0.644556 -0.298563 0.049907 0.106045 -0.309127 0.055705 0.032301 --0.127245 0.125928 0.44046 --0.107979 0.133071 0.444265 -0.002793 0.120311 0.643807 --0.139345 0.01065 -0.91375 -0.191354 -0.010656 0.245307 -0.000195 -0.089014 0.717793 --0.022347 -0.083906 0.707302 --0.033776 0.053541 0.505486 -0.0076 0.108722 0.620553 -0.009016 0.106372 0.608066 -0.05338 0.099889 0.672242 -0.247319 0.050332 0.189783 -0.277263 0.037855 0.19703 -0.066826 0.030362 0.643759 -0.068832 0.018953 0.660837 --0.05508 0.054469 -0.2044 --0.095081 0.07404 -0.207566 --0.121146 -0.113881 0.007467 --0.007983 -0.067736 0.665032 --0.139878 0.062566 -0.211961 --0.148273 0.045873 -0.29067 --0.165897 0.033789 -0.213473 --0.041772 0.121934 0.43798 -0.109205 -0.048064 0.306801 --0.094235 0.003354 -0.498127 -0.277358 0.054616 0.14883 -0.247971 0.054507 0.138894 -0.15507 0.003229 -0.352581 -0.143146 0.028923 -0.337551 -0.349178 0.044531 -0.10337 --0.134886 -0.057869 -0.366286 -0.301726 0.003593 0.142683 -0.299445 0.033456 0.150221 -0.291556 0.007949 0.193786 --0.36146 0.095938 -0.122006 --0.292738 0.024324 0.005932 -0.215633 0.016904 0.307366 -0.333478 0.080898 -0.098369 --0.354136 0.088244 -0.126082 --0.024054 -0.018703 -0.205089 --0.030282 0.019018 -0.203081 --0.023349 -0.003622 -0.121357 --0.009637 0.122749 0.70621 -0.162028 -0.090011 -0.885108 -0.165776 -0.102924 -0.790685 -0.143895 -0.115061 -0.901856 -0.051724 0.088579 0.622321 -0.061724 0.063033 0.633357 -0.06924 0.049621 0.668534 -0.35772 0.067034 -0.103388 -0.214633 -0.048801 0.252022 -0.135277 -0.031016 -0.794097 -0.151255 -0.043483 -0.866807 -0.130025 -0.042014 -0.864241 --0.027974 0.006868 -0.029505 --0.024899 -0.044248 -0.125845 -0.142675 -0.028427 -0.439606 -0.146143 -0.047721 -0.430244 --0.344331 0.038782 -0.132348 --0.033038 0.103786 0.67472 --0.125521 0.007147 -0.445015 --0.110456 0.017639 -0.450178 --0.177355 0.012827 -0.130577 --0.177958 -0.006894 -0.216507 -0.020331 -0.09522 -0.015547 --0.047532 0.103303 0.641395 --0.028376 0.100234 0.614667 --0.134303 -0.065085 -0.42956 --0.354421 0.12716 -0.151317 --0.348795 0.121213 -0.142322 -0.092382 0.046406 0.119475 -0.116004 0.034072 0.102858 -0.090667 0.050145 0.086144 --0.13464 0.11992 0.378378 --0.145812 0.082925 0.387467 --0.142197 0.115031 0.400078 --0.073683 0.142378 0.425002 --0.11906 0.10213 0.463337 --0.137325 0.059317 0.473022 --0.216529 -0.057972 0.41774 --0.196262 -0.081978 0.459561 --0.211776 -0.046564 0.468374 -0.179611 -0.005892 0.290372 -0.072121 0.033447 0.670515 --0.114173 0.06488 -0.287538 -0.086455 -0.101061 0.513489 --0.148602 0.042639 0.439711 --0.122607 0.04972 -0.332836 --0.13875 0.086783 0.448968 --0.166519 0.014354 -0.292347 -0.089044 -0.065899 0.298075 -0.100498 -0.027722 0.226627 -0.048519 -0.014071 -0.352485 -0.038536 -0.03231 -0.284242 -0.000144 -0.076816 0.142161 --0.067966 -0.048732 -0.424016 -0.046995 0.088353 0.477529 -0.088208 0.107273 0.467101 -0.061381 0.118752 0.456477 -0.193747 0.011959 0.298081 -0.034539 0.001698 -0.280952 -0.048886 0.018356 -0.328229 --0.000763 0.058573 0.503145 --0.064384 0.02103 -0.364348 --0.079524 0.038923 -0.375843 --0.088095 0.046844 -0.35346 -0.279857 0.058875 0.019882 -0.256561 0.051897 0.087347 -0.293923 0.07157 0.020631 --0.025409 0.115069 0.74448 -0.001008 0.120894 0.74601 -0.024428 -0.118227 0.018318 -0.045667 -0.121959 -0.007542 -0.252255 0.033409 0.076695 --0.158045 -0.017034 0.358421 --0.15663 -0.037984 0.35548 --0.148633 0.077503 0.419924 --0.180872 -0.032671 -0.13361 --0.17169 -0.094525 0.495191 --0.196785 -0.069355 0.503 --0.136701 0.121491 0.422046 --0.088328 0.107312 0.467073 --0.356358 0.050663 -0.148806 --0.129249 -0.096403 -0.134181 --0.163998 -0.069974 -0.134907 --0.150151 -0.030244 -0.366624 -0.062655 -0.048958 0.705925 -0.081642 -0.002642 -0.550158 -0.095049 0.003325 -0.498101 -0.113446 0.005123 -0.552089 --0.17147 -0.044567 -0.218881 --0.356494 0.095415 -0.106381 --0.081569 -0.101578 -0.133396 -0.359248 0.088392 -0.100782 --0.046231 -0.080746 -0.130322 -0.041642 0.121894 0.438006 -0.129402 -0.009686 0.345732 -0.201901 -0.019149 0.207794 -0.209533 0.008252 0.16446 --0.329022 0.034296 -0.095499 --0.065874 0.113583 0.355867 -0.075559 -0.055198 0.227902 -0.061849 -0.069654 0.179403 -0.089743 -0.053273 0.172255 --0.115191 -0.070046 -0.425006 --0.115434 -0.090095 -0.973743 -0.278928 0.059992 0.097192 -0.113573 -0.062643 -0.871804 -0.101579 -0.052474 -0.79698 -0.124623 0.004748 -0.499911 -0.161939 -0.11913 -0.696457 -0.136289 -0.130094 -0.703771 -0.149847 -0.119757 -0.783024 -0.225358 -0.039917 0.205755 -0.071144 -0.011928 -0.501376 -0.080559 -0.007372 -0.458874 -0.344051 0.071092 -0.060589 --0.357919 0.086664 -0.099675 --0.061593 -0.049099 0.705784 --0.032553 -0.067034 0.676746 --0.077423 -0.065374 -0.362509 -0.105019 -0.014965 0.166697 -0.212039 -0.041769 0.226301 -0.113461 -0.126095 -0.709147 -0.12885 -0.123528 -0.796839 --0.047846 -0.015163 -0.352407 -0.119073 0.044154 -0.348785 -0.116024 -0.048486 0.136832 -0.345781 0.117308 -0.104241 -0.351121 0.109018 -0.094476 -0.052426 -0.056817 0.574477 -0.095396 -0.072379 -0.798043 --0.328432 0.095191 -0.091348 --0.061499 0.118792 0.456451 --0.056158 -0.047468 -0.353951 --0.069627 0.003538 -0.420243 --0.094278 0.054827 -0.332642 -0.31826 0.03996 -0.016181 --0.043757 -0.071989 0.710178 -0.105996 0.001263 0.27446 -0.076423 0.042651 0.208272 --0.116755 -0.036153 -0.785482 --0.134088 -0.042806 -0.864056 -0.253771 -0.034132 0.168461 -0.155978 -0.039528 -0.782461 -0.169688 -0.057425 -0.788607 --0.009594 0.046517 -0.022378 -0.152497 -0.006648 -0.507371 --0.342275 0.113004 -0.121218 --0.328432 0.10443 -0.05057 --0.333615 0.114459 -0.087733 --0.349759 0.107273 -0.09328 --0.087764 0.135617 0.442196 -0.162192 -0.06653 -0.871875 -0.174311 -0.078585 -0.788353 --0.089218 0.014086 -0.447721 -0.197414 -0.033855 0.245837 -0.094128 -0.081944 0.143956 --0.169532 -0.022453 -0.295043 -0.01708 0.100498 0.598854 -0.093526 0.014904 0.191271 -0.282834 -0.017447 0.13002 -0.282789 -0.00101 0.077153 -0.108091 -0.083728 -0.886243 -0.114925 -0.090476 -0.460974 -0.229196 0.03396 0.125804 --0.011346 0.025647 -0.035213 -0.062826 0.08297 0.678076 --0.172061 -0.002328 0.335921 --0.169846 -0.00047 0.366421 -0.09249 -0.103709 -0.710652 -0.112314 -0.116058 -0.788678 -0.281825 -0.02187 0.181952 -0.272129 -0.02018 0.233186 -0.269184 0.012064 0.241483 -0.262166 -0.016175 0.27233 --0.143576 -0.133746 -0.615782 --0.160869 -0.119135 -0.696484 --0.135325 -0.130063 -0.703567 -0.171942 -0.002366 0.335949 -0.190821 0.010089 0.346412 -0.080132 -0.074061 -0.708891 -0.100808 -0.096899 -0.79974 -0.357678 0.048422 -0.139516 --0.071777 0.023237 0.672706 -0.237792 -0.032614 0.366062 -0.228778 -0.055637 0.359697 -0.2494 -0.035982 0.31464 -0.219264 0.03807 0.176292 --0.25479 -0.03794 0.26771 --0.253873 -0.042551 0.241433 --0.236493 -0.050336 0.260313 --0.13773 -0.005931 -0.414142 --0.134495 0.011459 -0.41487 -0.163194 -0.058909 -0.917034 -0.17152 -0.016533 -0.931828 --0.169841 -0.110147 -0.611986 --0.178531 -0.092624 -0.689969 --0.153471 -0.080507 0.409463 --0.176946 -0.072394 0.374346 --0.193866 0.011998 0.298053 --0.17973 -0.005852 0.290346 --0.200223 0.013169 0.252261 --0.120376 0.02512 -0.419874 --0.183095 -0.070451 -0.608863 --0.182665 -0.061429 -0.687606 --0.193025 0.006998 0.426495 --0.146159 -0.047714 -0.430289 -0.050021 0.062413 0.195904 -0.352977 0.0731 -0.151044 -0.138139 0.11513 -0.950869 -0.330384 0.03604 -0.096696 -0.339748 0.038028 -0.111719 --0.008455 -0.099159 0.047585 -0.134852 -0.023383 -0.900373 --0.19131 -0.081309 0.407231 -0.33174 0.043482 -0.109801 -0.332326 0.053947 -0.107568 -0.164425 -0.024219 0.330085 -0.157925 -0.017074 0.358447 -0.25467 -0.037979 0.267736 -0.04634 0.016295 0.551532 -0.071798 0.145186 0.383741 --0.149476 -0.121491 -0.974756 --0.144727 -0.085602 -0.97833 --0.112139 -0.135913 -0.616767 --0.113224 -0.125811 -0.707323 -0.06408 0.142024 0.402264 -0.094829 0.15407 0.402267 -0.235265 -0.053833 0.306932 -0.357062 0.077449 -0.136492 -0.116128 -0.036368 -0.78768 -0.357733 0.052408 -0.149996 --0.112323 0.042538 -0.375643 --0.014254 0.018502 0.815081 --0.026157 -0.082194 0.736953 -0.000167 -0.084481 0.746748 -0.122329 -0.012356 -0.929538 -0.181078 0.111755 -0.961681 -0.348813 0.049767 -0.152316 --0.098522 0.031918 -0.41636 --0.097817 0.045961 -0.374305 --0.17422 -0.079079 -0.788737 -0.169811 -0.096837 -0.930936 -0.066086 0.088146 0.321504 --0.149399 -0.119766 -0.783049 --0.186242 -0.062921 0.337147 --0.16574 -0.102936 -0.790708 -0.000149 0.001448 0.814988 --0.191474 -0.010617 0.245282 -0.057009 -0.098046 -0.058783 -0.345692 0.040527 -0.133543 -0.261673 0.008906 0.072566 -0.207601 0.034662 -0.964126 -0.069559 -0.002266 0.673485 -0.361242 0.06737 -0.13841 --0.017244 -0.065856 0.221488 -0.127126 0.125889 0.440487 --0.218422 0.022526 0.260721 -0.209082 -0.067097 0.348097 -0.176827 -0.072432 0.374373 -0.186123 -0.06296 0.337175 -0.161442 0.11035 -0.974177 -0.137745 0.119463 -0.96321 -0.237267 0.007735 0.314909 --0.073333 0.00819 0.671301 -0.250165 -0.012465 0.317687 -0.255373 0.003608 0.276391 -0.079771 -0.101541 -0.132485 -0.133483 0.029525 -0.373842 --0.2092 -0.067057 0.348069 -0.1605 -0.112745 -0.963402 -0.213158 -0.059199 0.297507 -0.191524 -0.05003 0.289964 -0.054443 -0.034838 0.575107 -0.054752 -0.015075 0.563712 -0.119634 -0.051103 -0.913871 --0.17563 -0.080145 0.523413 -0.146787 -0.021377 0.536589 -0.097999 0.024274 0.525773 -0.094615 0.015938 0.534984 --0.309169 0.052202 0.035263 --0.308531 0.029294 0.103042 --0.298682 0.049946 0.106018 --0.297572 0.066955 -0.047369 --0.299564 0.033494 0.150195 --0.291675 0.007987 0.193759 --0.277382 0.037895 0.197003 -0.231763 -0.00842 0.365842 --0.301845 0.003632 0.142656 --0.277477 0.054656 0.148803 --0.247437 0.050371 0.189756 --0.054748 0.033272 0.526506 -0.122437 -0.113899 0.007519 --0.193282 0.020798 -0.942916 -0.073563 0.142338 0.425029 -0.066203 0.062522 0.091972 -0.000232 0.073015 0.137844 --0.047791 0.043658 0.604435 -0.212468 0.008589 0.36307 -0.176166 0.106477 -0.95205 -0.178626 -0.029829 0.287186 --0.079237 0.005393 0.695935 --0.076123 0.021169 -0.417027 --0.169275 -0.04711 0.331153 -0.216739 -0.026752 0.424907 -0.000277 -0.068158 0.778329 -0.191192 -0.081347 0.407258 --0.098086 0.024286 0.525765 -0.350164 0.122984 -0.143516 -0.183996 0.007199 0.388155 -0.212216 -0.004421 0.405766 --0.184116 0.007238 0.38813 -0.10786 0.133032 0.444293 --0.315013 0.1033 -0.056114 -0.343636 0.114749 -0.122414 -0.105901 0.15086 0.422464 -0.087645 0.135578 0.442222 --0.279045 0.060032 0.097165 -0.018609 0.031918 0.534297 -0.109621 0.089465 -0.973165 -0.100191 0.074932 -0.964246 --0.146831 -0.018057 -0.697226 -0.21641 -0.058012 0.417767 -0.065129 -0.080297 -0.613455 -0.067307 -0.090024 -0.544694 -0.055978 -0.05627 -0.544923 --0.228896 -0.055598 0.359671 -0.153721 -0.115869 -0.552604 -0.133373 -0.106461 -0.501061 -0.12403 -0.130059 -0.552657 -0.192908 0.007033 0.426625 -0.15375 -0.002896 0.38574 -0.169726 -0.000509 0.366447 --0.062061 0.009439 0.652188 --0.056839 0.020863 0.627445 --0.121258 -0.014342 -0.700516 --0.214751 -0.048761 0.251994 --0.212159 -0.041729 0.226274 --0.197533 -0.033816 0.24581 -0.173921 -0.082221 -0.963161 -0.168202 -0.061975 -0.975816 -0.177887 -0.043544 -0.957618 --0.095604 -0.024233 -0.703071 --0.102468 -0.052468 -0.79493 --0.198954 -0.008168 0.473288 -0.105332 -0.111549 -0.498398 -0.092592 -0.120714 -0.548836 --0.213277 -0.05916 0.297479 --0.191642 -0.049991 0.289936 -0.359854 0.065564 -0.149794 -0.14721 0.014138 0.493835 -0.175852 -0.005093 0.511355 -0.181789 -0.036859 -0.610575 -0.170095 -0.017463 -0.554248 -0.17871 -0.046872 -0.552482 -0.079132 -0.094498 -0.497075 --0.031564 0.064185 0.586557 --0.068814 -0.002386 0.673389 -0.144645 -0.133741 -0.615754 --0.169618 -0.057919 -0.788991 --0.164544 -0.02418 0.330059 --0.178745 -0.029791 0.287159 --0.353449 0.100297 -0.144988 -0.170909 -0.110143 -0.611958 -0.173346 -0.081978 -0.551082 -0.144451 0.001541 -0.553988 -0.184164 -0.070446 -0.608835 -0.058245 0.041798 0.617799 --0.359902 0.069812 -0.126473 --0.351593 0.071362 -0.14978 --0.348792 0.075551 -0.122467 -0.052327 0.025048 0.537409 -0.156605 -0.088769 -0.502422 -0.113103 -0.135944 -0.616971 -0.061286 -0.046683 -0.614011 -0.060984 -0.025141 -0.547473 -0.059732 -0.036682 -0.498685 -0.072668 -0.018394 -0.615161 --0.308402 0.029099 0.014168 --0.320004 0.067021 -0.007001 -0.06213 -0.067852 -0.496605 --0.112863 -0.115721 -0.78648 -0.122134 0.107746 -0.974322 -0.084451 -0.117277 -0.615599 --0.09246 -0.103354 -0.708364 --0.101836 -0.096328 -0.797447 -0.000687 0.081648 0.798072 -0.015952 0.101963 0.777649 --0.014695 0.101868 0.777555 -0.017383 0.060739 0.806361 -0.189972 0.015591 -0.975093 -0.191862 -0.004379 -0.960993 -0.000267 -0.024418 0.808928 --0.184152 -0.052972 0.530994 -0.180228 -0.027037 0.531658 -0.132653 -0.001324 -0.614735 --0.293724 0.071226 0.020867 -0.164928 0.009787 0.470594 -0.165244 -0.011569 -0.613368 -0.33453 0.113225 -0.100287 --0.317145 0.038512 -0.015189 --0.235384 -0.053793 0.306905 --0.165729 -0.069459 -0.874049 -0.168543 -0.057623 -0.504902 -0.169155 -0.04715 0.33118 -0.000295 -0.048076 0.797157 -0.100339 -0.002801 -0.615402 --0.24952 -0.035943 0.314613 --0.344146 0.066069 -0.129231 --0.353663 0.060882 -0.126628 -0.321049 0.068382 -0.007936 --0.233519 -0.049564 0.232094 --0.176089 -0.005058 0.511692 -0.065548 -0.047106 -0.461278 --0.237912 -0.032574 0.366035 -0.354767 0.102019 -0.146066 --0.049903 0.064645 0.606883 -0.092275 -0.088632 -0.463041 --0.215753 0.016943 0.30734 --0.19094 0.010127 0.346385 -0.347086 0.098279 -0.123603 --0.250285 -0.012426 0.317661 --0.23188 -0.008467 0.365694 -0.119313 0.028689 0.512206 --0.212585 0.008554 0.362939 --0.212317 -0.0049 0.405009 -0.156511 -0.038022 0.355508 --0.027271 0.106695 0.664112 --0.237387 0.007774 0.314882 -0.100543 -0.091974 0.537372 --0.061758 0.062859 0.633349 --0.066238 -0.090029 -0.544722 --0.0584 0.041725 0.617799 --0.066718 0.02961 0.643738 --0.081869 -0.044364 -0.703365 --0.096247 -0.072048 -0.795993 --0.171555 -0.034578 -0.692527 -0.153797 -0.057313 0.371336 --0.080103 -0.073706 -0.706604 --0.216857 -0.026786 0.424776 --0.14007 -0.023534 -0.900373 -0.125964 0.090476 0.363992 -0.096007 0.076435 0.350796 -0.138416 0.051197 0.39081 --0.052406 0.099858 0.672279 --0.058922 0.096015 0.666199 --0.082735 0.018206 0.705165 -0.088088 -0.111252 0.1119 -0.122322 -0.083917 0.107098 -0.094708 -0.129284 0.049443 -0.111728 -0.112324 0.082435 -0.06644 -0.127597 0.083167 -0.117103 0.023259 0.342647 -0.024221 -0.111692 0.078087 -0.049197 -0.110788 0.111325 -0.020854 -0.089789 0.106589 --0.039595 0.038126 -0.123114 -0.196143 -0.082017 0.459588 -0.071653 0.049761 0.052075 -0.068917 -0.092263 0.142257 -0.153351 -0.080547 0.40949 -0.162002 -0.095627 0.452908 -0.17152 -0.09458 0.495315 -0.138631 0.086743 0.448996 --0.262284 -0.016136 0.272303 -0.115985 -0.03189 -0.947976 --0.240876 0.018577 0.268688 --0.021682 -0.068079 0.181314 -0.024394 -0.068695 0.1802 -0.103653 -0.086124 -0.928478 -0.118736 -0.11038 -0.897024 -0.023641 -0.047052 0.792444 -0.130924 -0.08206 0.442419 -0.163385 -0.097974 -0.977937 -0.065571 0.074633 0.705359 -0.075525 0.044237 0.706769 -0.155403 0.080724 -0.978019 --0.200349 -0.031877 0.511405 --0.180522 -0.027003 0.532176 -0.316374 0.105045 -0.057311 -0.298933 0.0687 -0.048566 -0.101867 0.027765 0.144359 -0.078465 0.050928 0.154908 --0.255493 0.003647 0.276365 -0.044808 0.051491 0.797208 -0.056032 0.025116 0.792472 -0.057676 0.061247 0.779862 -0.032619 0.076882 0.792434 -0.044295 0.090641 0.76996 -0.153823 -0.023485 0.066935 -0.140312 -0.041279 0.102405 -0.143659 -0.073205 0.071343 -0.044913 -0.130195 0.048916 -0.328643 0.107482 -0.089929 -0.359103 0.120508 -0.142271 --0.116711 -0.063894 -0.872701 -0.037623 0.015333 0.806564 -0.329793 0.106175 -0.051768 -0.013631 -0.065663 0.215941 -0.018712 0.004167 0.813279 --0.202019 -0.01911 0.207767 -0.03988 -0.080503 0.145011 -0.11583 0.00439 -0.951472 -0.063954 0.068662 0.757824 --0.088107 -0.10108 0.514606 -0.304269 0.044884 -0.059759 -0.071426 0.032298 0.769955 -0.33071 0.036433 -0.056124 --0.059257 0.073308 0.277159 -0.067868 -0.030914 -0.431164 -0.051605 0.094388 0.699984 -0.308124 0.031521 -0.022304 --0.223946 -0.021616 0.161188 --0.209652 0.008291 0.164432 -0.11894 0.10209 0.463365 -0.179601 -0.092619 -0.689941 --0.302907 0.043139 -0.058563 --0.225476 -0.039879 0.205727 -0.067115 0.072045 0.732783 -0.049534 0.098277 0.740572 --0.037865 0.106055 0.663632 -0.134121 -0.101168 0.050634 -0.049119 -0.08204 0.316253 -0.075891 -0.017079 0.704095 -0.145693 0.082887 0.387494 -0.148513 0.077463 0.419952 --0.020141 0.076839 0.079383 --0.073478 0.071222 -0.125881 -0.18373 -0.061424 -0.687579 --0.119577 0.075674 -0.127002 --0.256679 0.051936 0.08732 --0.252373 0.033449 0.076668 --0.08359 -0.11721 -0.615163 --0.155435 0.052239 -0.127829 -0.140036 -0.126156 -0.962029 -0.112933 0.060372 -0.975334 --0.060424 -0.046616 -0.613575 --0.071807 -0.018327 -0.614725 -0.126995 -0.004658 0.124934 -0.121818 0.020068 -0.968705 --0.132384 0.052987 -0.930089 -0.020565 -0.022346 0.80643 -0.172617 -0.034573 -0.6925 -0.075579 -0.022709 -0.438903 -0.067669 -0.009307 -0.416099 -0.14779 -0.018088 -0.697429 -0.127355 -0.021293 -0.963114 -0.081894 -0.04472 -0.705653 -0.095626 -0.024589 -0.705358 -0.121488 -0.014626 -0.70234 --0.168278 -0.059321 -0.917305 -0.079233 0.03866 0.740287 --0.261791 0.008945 0.072539 --0.231986 0.004352 0.117807 -0.21154 -0.046599 0.468037 -0.198718 -0.008203 0.472951 -0.043258 0.071539 0.141414 --0.127551 -0.012406 -0.929538 --0.026188 0.058074 0.012186 -0.112256 0.042497 -0.375606 -0.134501 0.011415 -0.414821 -0.026596 -0.068706 0.768445 -0.097698 0.045923 -0.374278 -0.137736 -0.005975 -0.414093 -0.122283 -0.115801 -0.974611 --0.064269 -0.08023 -0.613019 -0.19953 -0.031896 0.50925 -0.10673 -0.105034 -0.952919 --0.174945 -0.096887 -0.930936 --0.166068 -0.090536 -0.885475 -0.137206 0.059278 0.473049 -0.108901 0.069512 0.488713 -0.043453 -0.067073 0.234408 -0.148483 0.0426 0.439737 --0.121795 0.024085 -0.939902 -0.070013 -0.024905 -0.463256 -0.094521 0.054911 -0.332617 --0.044988 -0.069707 0.571411 -0.196549 -0.06939 0.502664 --0.269302 0.012103 0.241456 -0.139593 -0.085551 -0.97833 --0.1813 0.106426 -0.95205 -0.084087 -0.118334 -0.0167 -0.070692 -0.131623 0.017117 --0.027246 0.032932 -0.019514 -0.068233 0.043141 -0.330533 -0.169942 -0.022509 -0.294929 --0.066197 0.062519 0.092052 --0.246955 0.034265 0.236012 -0.000944 0.079609 0.57354 -0.157193 0.037473 -0.975575 --0.017007 0.074555 0.577188 --0.092451 0.046276 0.119469 --0.101966 0.027771 0.14434 -0.148856 -0.027476 -0.970453 -0.357818 0.09714 -0.107473 --0.253954 -0.017301 0.119624 --0.062212 -0.069614 0.179375 --0.118028 0.064277 0.011804 --0.165178 0.032598 -0.050201 --0.078283 0.059413 0.009658 --0.139111 0.065256 -0.050545 --0.067102 -0.127608 0.083129 --0.093764 -0.129297 0.049364 --0.044257 -0.130188 0.048792 --0.02388 -0.118223 0.017593 --0.133511 -0.101327 0.05037 --0.070802 -0.131593 0.016976 --0.045983 -0.121947 -0.007695 --0.12708 -0.004649 0.124927 --0.122402 -0.083924 0.107013 -0.042901 -0.013411 0.798205 --0.110434 -0.112461 0.082173 --0.300537 0.030467 -0.022794 -0.064719 -0.006094 0.777678 -0.06977 -0.03297 0.746087 -0.079517 0.002111 0.744329 --0.097479 0.07402 -0.050754 -0.04895 -0.041262 0.777678 -0.051476 -0.062134 0.744591 -0.077936 0.061074 -0.282267 -0.049416 0.035999 -0.279656 -0.085 0.027706 -0.418945 -0.093614 0.023107 -0.434949 -0.083504 0.018742 -0.434733 -0.10551 0.024301 -0.434957 -0.099179 0.017905 -0.450637 -0.104225 0.010943 -0.473395 -0.093515 0.007878 -0.466875 -0.085533 -0.001387 -0.479578 -0.086084 0.003223 -0.460441 -0.079785 0.00487 -0.444702 -0.075304 0.009084 -0.435316 -0.069238 0.013881 -0.415505 -0.064922 0.011603 -0.400495 -0.067382 0.022857 -0.391336 -0.071056 0.033647 -0.36988 -0.075886 0.030472 -0.393918 -0.086388 0.036786 -0.396518 -0.087717 0.044492 -0.374683 -0.096522 0.042056 -0.387442 -0.107434 0.038476 -0.397641 -0.11772 0.03446 -0.397719 -0.111318 0.030022 -0.419755 -0.115082 0.022058 -0.434555 --0.154396 -0.04401 -0.821796 --0.146033 -0.03405 -0.792788 --0.14559 -0.038588 -0.836323 --0.151405 -0.029697 -0.744407 --0.138817 -0.024076 -0.746508 --0.133452 -0.013771 -0.699098 --0.128459 -0.022903 -0.747439 --0.117281 -0.025556 -0.748756 --0.126527 -0.031998 -0.793891 --0.123915 -0.04171 -0.82303 --0.136441 -0.037708 -0.836495 --0.144431 -0.036866 -0.866704 --0.140784 -0.036521 -0.889768 --0.14861 -0.032492 -0.887839 --0.148537 -0.019592 -0.89748 --0.156102 -0.036015 -0.894347 --0.163448 -0.037764 -0.906158 --0.161411 -0.050346 -0.895794 --0.16356 -0.066484 -0.898927 --0.163188 -0.058661 -0.874199 --0.167186 -0.064576 -0.838923 --0.162506 -0.054127 -0.837091 --0.16378 -0.04718 -0.789485 --0.17189 -0.048281 -0.739308 --0.162645 -0.037607 -0.742288 --0.161111 -0.024278 -0.695175 -0.034314 0.049359 0.593313 -0.031715 0.064242 0.586614 -0.039882 0.05637 0.594047 -0.018033 0.074655 0.577287 -0.027023 0.077375 0.582822 -0.035109 0.075342 0.589601 -0.043328 0.076991 0.600573 -0.042798 0.064854 0.596433 -0.049759 0.052827 0.603861 -0.055703 0.052902 0.614078 -0.06172 0.031236 0.625212 -0.054571 0.031488 0.61617 -0.04518 0.02485 0.613831 -0.042287 0.036067 0.605219 -0.025777 0.044468 0.593641 -0.014607 0.039923 0.594763 -0.008979 0.05128 0.586359 --0.007541 0.051232 0.586311 -0.00073 0.061307 0.579418 --0.004866 0.069214 0.575659 -0.006351 0.069261 0.575706 -0.009533 0.077746 0.574115 -0.137823 -0.072293 -0.448672 -0.14702 -0.076721 -0.464719 -0.144444 -0.066039 -0.45078 -0.147212 -0.087648 -0.480882 -0.156045 -0.07636 -0.482139 -0.164822 -0.073968 -0.503427 -0.161374 -0.062994 -0.483552 -0.163648 -0.047787 -0.484884 -0.157219 -0.052742 -0.467207 -0.150737 -0.045026 -0.452725 -0.149314 -0.055426 -0.451855 -0.142063 -0.058432 -0.430772 -0.141529 -0.051298 -0.399741 -0.13082 -0.059998 -0.402149 -0.121509 -0.065181 -0.367875 -0.121133 -0.064061 -0.400636 -0.10807 -0.065477 -0.398856 -0.125755 -0.068748 -0.427151 -0.129082 -0.076721 -0.446488 -0.117464 -0.078584 -0.445528 -0.127782 -0.087858 -0.46154 -0.123989 -0.099707 -0.478668 -0.136715 -0.094357 -0.479887 -0.146434 -0.100096 -0.501818 -0.0751 -0.005894 -0.439339 -0.068813 0.003522 -0.420396 -0.060073 0.00326 -0.38662 -0.058085 -0.009248 -0.386583 -0.052855 0.004846 -0.358571 -0.045201 0.005832 -0.332608 -0.053793 0.018972 -0.343158 -0.056407 0.030966 -0.330399 -0.064471 0.033784 -0.344822 -0.07639 0.0447 -0.34469 -0.072056 0.038791 -0.352654 -0.079377 0.042965 -0.360043 --0.322854 0.106248 -0.077181 --0.313158 0.092123 -0.066962 --0.320502 0.095611 -0.078823 --0.333369 0.102499 -0.098747 --0.346526 0.104262 -0.113642 --0.337765 0.107296 -0.110064 --0.338259 0.116265 -0.110842 -0.017746 0.040951 0.812066 -0.009216 0.030475 0.814915 -0.020663 0.028746 0.813476 --0.00773 0.030427 0.814869 -0.000519 0.020385 0.816414 --0.005597 0.011172 0.816161 -0.006185 0.011219 0.816208 -0.009217 -0.000749 0.81448 -0.015179 0.018604 0.815181 -0.027084 0.022222 0.812192 -0.028174 0.010026 0.810997 -0.035581 0.02961 0.807508 -0.044336 0.035043 0.802024 -0.037243 0.045818 0.804088 -0.03363 0.059166 0.801916 -0.025828 0.050636 0.807364 -0.009273 0.050657 0.810793 -0.000687 0.061143 0.808539 --0.007787 0.05061 0.810747 --0.024567 0.050517 0.807247 --0.016261 0.040856 0.811973 --0.019401 0.028627 0.813359 -0.18904 0.05325 -0.939661 -0.182748 0.035737 -0.933876 -0.195966 0.039643 -0.94641 -0.164345 0.034493 -0.924958 -0.174357 0.016942 -0.928091 -0.167372 -0.001747 -0.921102 -0.179159 0.00241 -0.937492 -0.183653 -0.011515 -0.948821 -0.192301 0.007064 -0.952195 -0.200541 0.015069 -0.963765 -0.200717 0.0255 -0.955328 -0.206609 0.045938 -0.955087 -0.212793 0.056229 -0.96256 -0.209337 0.06592 -0.955087 -0.201419 0.088055 -0.954943 -0.201847 0.076324 -0.949784 -0.193309 0.085722 -0.948339 -0.192192 0.06995 -0.943036 -0.174661 0.068452 -0.937492 -0.162798 0.083759 -0.940143 -0.150956 0.069695 -0.933635 -0.12904 0.072825 -0.934358 -0.146932 0.05325 -0.926886 -0.14579 0.034745 -0.918932 --0.022539 -0.100064 0.091452 --0.034476 -0.101114 0.108583 --0.037401 -0.114645 0.094311 --0.030398 -0.087436 0.126216 --0.046951 -0.094812 0.127269 --0.056899 -0.086745 0.145514 --0.0631 -0.10197 0.128565 --0.079022 -0.103607 0.1285 --0.070143 -0.11564 0.112648 --0.079179 -0.122321 0.098194 --0.056918 -0.122012 0.097079 --0.043539 -0.124662 0.081103 --0.055252 -0.131201 0.065892 --0.03184 -0.122629 0.064184 --0.021241 -0.119156 0.047819 --0.014697 -0.106949 0.062432 --0.005273 -0.087201 0.062205 --0.011532 -0.094401 0.076493 --0.011787 -0.086838 0.089827 --0.004127 -0.078303 0.089556 --0.007918 -0.081657 0.10567 -0.000538 -0.082118 0.117488 --0.014592 -0.081206 0.124929 --0.022503 -0.076678 0.144759 -0.131016 0.030007 -0.921102 -0.143786 0.015279 -0.910738 -0.14456 -0.003872 -0.904471 -0.155358 -0.003662 -0.909773 -0.1614 -0.021081 -0.914594 -0.119759 0.090982 -0.939902 -0.114652 0.074994 -0.938938 -0.10756 0.073056 -0.946893 -0.113518 0.057939 -0.939902 -0.111983 0.043341 -0.944241 -0.119362 0.03847 -0.932912 -0.123592 0.019284 -0.927128 -0.122701 0.016798 -0.434688 -0.119816 0.015003 -0.450125 -0.123458 0.007119 -0.467249 -0.115291 0.010284 -0.473285 -0.110572 0.006901 -0.501334 -0.123614 0.037812 -0.375614 -0.126764 0.02868 -0.397726 -0.136835 0.018556 -0.394055 -0.127983 0.018983 -0.419896 -0.128589 0.010047 -0.432236 -0.13734 0.003116 -0.416256 -0.130069 -6.1e-05 -0.434212 -0.133967 -0.011808 -0.420916 -0.128438 -0.005142 -0.442843 -0.130463 -0.011981 -0.449293 -0.127148 -0.001314 -0.460421 -0.131875 0.000305 -0.482078 -0.07376 -0.060361 -0.446447 -0.081422 -0.070317 -0.446155 -0.074366 -0.059211 -0.42425 -0.083033 -0.080999 -0.460094 -0.092136 -0.079874 -0.450203 -0.101872 -0.09105 -0.460544 -0.104184 -0.079577 -0.445754 -0.101264 -0.071654 -0.425042 -0.095197 -0.066519 -0.397707 -0.081907 -0.063519 -0.3956 -0.065807 -0.059207 -0.358372 -0.070643 -0.057006 -0.394146 -0.063182 -0.044838 -0.390651 -0.049602 -0.032254 -0.350668 -0.058213 -0.033789 -0.389715 -0.060478 -0.025451 -0.402212 -0.064594 -0.038002 -0.423824 -0.068956 -0.050201 -0.446956 -0.067741 -0.059835 -0.460462 -0.063104 -0.056832 -0.477018 -0.067905 -0.071221 -0.476469 -0.068524 -0.082087 -0.496373 -0.075535 -0.082429 -0.476394 -0.086245 -0.092693 -0.476471 --0.13985 -0.032976 0.544864 --0.121856 -0.015987 0.544631 --0.157599 -0.047413 0.542014 --0.138462 -0.044574 0.546762 --0.118631 -0.049816 0.550605 --0.118026 -0.037195 0.550138 --0.093064 -0.030237 0.555935 --0.109946 -0.022646 0.549189 --0.095244 -0.014451 0.549912 --0.07089 -0.019631 0.558345 --0.070176 -0.006256 0.552081 --0.052827 -0.000471 0.559068 --0.061982 0.00917 0.546538 --0.052401 0.02565 0.53756 --0.071502 0.020137 0.538825 --0.097721 0.006941 0.540286 --0.115382 0.000856 0.538372 --0.119433 0.007059 0.530845 --0.111344 0.022729 0.520377 --0.132721 0.00573 0.523074 --0.1349 0.020916 0.511005 --0.151237 -0.002315 0.520796 --0.162466 0.000964 0.509945 --0.165064 -0.01331 0.526696 --0.178461 -0.01867 0.527382 --0.171972 -0.028404 0.534845 --0.183187 -0.037055 0.533602 --0.17008 -0.044257 0.538687 --0.169844 -0.059164 0.536704 --0.011435 -0.071785 0.162323 --0.033151 -0.071885 0.162021 --0.043355 -0.069196 0.184369 --0.050995 -0.074575 0.161725 --0.067752 -0.080186 0.156535 --0.079645 -0.075422 0.161214 --0.081894 -0.09013 0.145433 --0.096184 -0.097408 0.127305 -0.155193 -0.042267 -0.328511 -0.144044 -0.056138 -0.331802 -0.146565 -0.046701 -0.362179 -0.14187 -0.067816 -0.300288 -0.129697 -0.065918 -0.33509 -0.112584 -0.069761 -0.334921 -0.145724 -0.04062 -0.397722 -0.14768 -0.037354 -0.429624 -0.14385 -0.031198 -0.410293 -0.13465 -0.019295 -0.431087 -0.139795 -0.022598 -0.40794 -0.144662 -0.015466 -0.390082 -0.147078 -0.005504 -0.387421 -0.156843 -0.015484 -0.353528 -0.16598 -0.010938 -0.323817 -0.162478 -0.027604 -0.325149 -0.165205 -0.038736 -0.295989 -0.17237 -0.033081 -0.260025 -0.16446 -0.050074 -0.260846 -0.161644 -0.06222 -0.2196 -0.152275 -0.065284 -0.261854 -0.137313 -0.078934 -0.26276 --0.035914 0.029887 0.535065 --0.035627 0.023916 0.550875 --0.045107 -0.011677 0.572079 --0.044876 0.004108 0.5716 --0.044648 0.008032 0.590438 --0.040072 0.016353 0.569512 --0.037008 0.012413 0.596277 --0.030016 0.020549 0.569024 --0.022786 0.024164 0.555526 --0.027801 0.026911 0.545729 --0.027459 0.037248 0.523334 --0.15181 -0.045272 0.070061 --0.143513 -0.057344 0.089619 --0.147568 -0.033066 0.086242 --0.133135 -0.081212 0.091882 --0.134142 -0.064362 0.105115 --0.121507 -0.066958 0.122248 --0.130141 -0.046087 0.118848 --0.125061 -0.026671 0.131923 --0.135215 -0.024117 0.114596 --0.135435 -0.002784 0.106996 --0.143273 -0.018113 0.097486 --0.150184 -0.01141 0.074829 --0.152458 0.008475 0.053013 --0.157561 -0.009098 0.049444 --0.166125 -0.015147 0.017548 --0.15867 -0.030222 0.04676 --0.154641 -0.056404 0.046788 --0.159489 -0.064526 0.015852 --0.149614 -0.077279 0.04327 --0.14235 -0.093183 0.038038 --0.138852 -0.091657 0.060299 --0.123816 -0.106646 0.066798 --0.129778 -0.095184 0.080177 --0.118404 -0.100227 0.094179 --0.170441 -0.04876 -0.016736 --0.162724 -0.069586 -0.017523 --0.163057 -0.075771 -0.054285 --0.151345 -0.088426 -0.018273 --0.136028 -0.10162 -0.018561 --0.140846 -0.09927 0.00987 --0.129984 -0.108136 0.032549 --0.170585 -0.002107 -0.013763 --0.173047 -0.025564 -0.015013 --0.178563 -0.035749 -0.052958 --0.181919 -0.023271 -0.091209 --0.179103 -0.044763 -0.092663 --0.17597 -0.052477 -0.134767 --0.171315 -0.06396 -0.093206 --0.1577 -0.080727 -0.092798 -0.131039 0.13736 0.411877 -0.140198 0.119042 0.411468 -0.135377 0.131816 0.400307 -0.144295 0.099758 0.424146 -0.146946 0.09759 0.408961 -0.148633 0.077584 0.402356 -0.146465 0.09759 0.394257 -0.141644 0.100482 0.37859 -0.139715 0.118559 0.38881 -0.130556 0.136395 0.392112 -0.125229 0.136629 0.384559 -0.123446 0.146097 0.401633 -0.113217 0.154187 0.409708 -0.122121 0.147965 0.414047 -0.127664 0.139047 0.421037 -0.123473 0.137444 0.430974 -0.132243 0.124585 0.432438 -0.132484 0.110605 0.445597 -0.139715 0.103616 0.435956 -0.1455 0.079994 0.435619 -0.105464 -0.079538 -0.965452 -0.108877 -0.059028 -0.964005 -0.113441 -0.073235 -0.973405 -0.112164 -0.048839 -0.948579 -0.114524 -0.041362 -0.959667 -0.118654 -0.025019 -0.956534 -0.124001 -0.034779 -0.963282 -0.13177 -0.046317 -0.96979 -0.14364 -0.059065 -0.97437 -0.126855 -0.067107 -0.975575 -0.120626 -0.088659 -0.978708 -0.12822 -0.105502 -0.979672 -0.115311 -0.104016 -0.975093 -0.110603 -0.112693 -0.967861 -0.106386 -0.09863 -0.966175 -0.102106 -0.0885 -0.953641 -0.104124 -0.095288 -0.938938 -0.103842 -0.077671 -0.938697 -0.107859 -0.071404 -0.923031 -0.110488 -0.058521 -0.935082 -0.11693 -0.040685 -0.934599 --0.074463 -0.077453 0.307102 --0.078401 -0.059789 0.264934 --0.060105 -0.068898 0.271716 --0.094806 -0.048793 0.261802 --0.092646 -0.040849 0.223745 --0.098855 -0.019207 0.193097 --0.093596 -0.035382 0.193387 --0.097932 -0.038457 0.172604 --0.082951 -0.049343 0.190749 --0.078645 -0.064003 0.179784 --0.067216 -0.061508 0.206435 --0.051503 -0.065799 0.210524 --0.056095 -0.066328 0.240663 --0.042784 -0.069414 0.257042 --0.030736 -0.06768 0.230518 --0.025676 -0.071542 0.257965 --0.009122 -0.069386 0.246128 --0.02034 -0.08079 0.311141 --0.015722 -0.091002 0.38749 --0.038388 -0.094059 0.388783 --0.063779 -0.102674 0.454682 --0.069124 -0.099458 0.402922 --0.099713 -0.101902 0.417736 --0.082542 -0.092616 0.359743 --0.092785 -0.07983 0.333374 --0.110242 -0.06956 0.339931 --0.102354 -0.060438 0.304457 --0.103764 -0.036518 0.268755 --0.167933 0.08371 -0.940143 --0.179796 0.068401 -0.937492 --0.156091 0.069644 -0.933635 --0.197328 0.069899 -0.943036 --0.194175 0.053199 -0.939661 --0.201101 0.039592 -0.94641 --0.188074 0.035687 -0.933876 --0.179874 0.016891 -0.928091 --0.169862 0.034443 -0.924958 --0.151499 0.034695 -0.918932 --0.152259 0.053199 -0.926886 --0.134175 0.072774 -0.934358 --0.119787 0.074944 -0.938938 --0.124894 0.090931 -0.939902 --0.123458 0.104295 -0.947616 --0.140525 0.105246 -0.944 --0.164355 0.112976 -0.95099 --0.161647 0.101154 -0.944964 --0.1825 0.094357 -0.947134 --0.198444 0.085672 -0.948339 --0.206982 0.076274 -0.949784 --0.26955 -0.027566 0.148414 --0.269784 -0.031868 0.174756 --0.283577 -0.021435 0.15516 --0.254123 -0.038395 0.194776 --0.268151 -0.032264 0.201521 --0.266811 -0.032233 0.222687 --0.27862 -0.020605 0.208538 --0.283485 -0.005696 0.214455 --0.290721 -0.008551 0.188788 --0.298912 0.005133 0.168092 --0.294046 -0.009776 0.162176 --0.295288 -0.009656 0.136587 --0.302695 0.003478 0.118243 --0.294271 -0.005903 0.112597 --0.294476 0.000933 0.081539 --0.281762 -0.011371 0.106581 --0.268831 -0.011324 0.101957 --0.268751 -0.021254 0.123824 --0.253482 -0.027507 0.142668 --0.238511 -0.021268 0.139045 --0.237648 -0.031749 0.163265 --0.223083 -0.032097 0.185407 --0.238055 -0.038335 0.18903 --0.240273 -0.043833 0.209926 --0.092235 -0.053103 0.557851 --0.065838 -0.057596 0.565579 --0.068238 -0.048313 0.5663 --0.06415 -0.06796 0.563892 --0.052196 -0.056957 0.57459 --0.039091 -0.057596 0.588712 --0.044625 -0.051689 0.58389 --0.046306 -0.037344 0.587499 --0.054252 -0.04554 0.57714 --0.069674 -0.038068 0.56485 --0.070156 -0.028909 0.562199 --0.110436 -0.062109 0.551569 --0.113088 -0.075607 0.547471 --0.091271 -0.07118 0.55544 --0.061976 -0.078684 0.556998 --0.307034 0.016774 0.123519 --0.308559 0.021113 0.09218 --0.309478 0.03837 0.071997 --0.310004 0.030432 0.052442 --0.31328 0.040791 0.018598 --0.304347 0.019634 0.047448 --0.29708 0.01208 0.043322 --0.301366 0.02206 0.010747 --0.286625 0.011456 0.039936 --0.278617 0.015978 0.038748 --0.271092 0.000358 0.073531 --0.255479 -0.00576 0.098726 --0.10819 0.051484 0.346852 --0.091984 0.065889 0.328944 --0.101225 0.039468 0.317848 --0.099468 0.030274 0.292639 --0.11085 0.013589 0.310555 --0.119912 -0.008526 0.319179 --0.125871 0.000417 0.343807 --0.129094 -0.019956 0.347048 --0.14803 0.06051 0.427228 --0.148512 0.060269 0.40915 --0.148753 0.077624 0.402329 --0.144415 0.068705 0.390109 --0.139835 0.083407 0.375333 --0.131157 0.07232 0.373959 --0.113804 0.08148 0.361907 --0.165551 0.020785 -0.013373 --0.173778 0.01109 -0.05048 --0.172771 0.023123 -0.088693 --0.179595 0.000111 -0.089983 --0.182354 -0.010619 -0.132109 --0.255119 -0.04115 0.231815 --0.262239 -0.034719 0.239786 --0.256245 -0.039171 0.250488 --0.263742 -0.029584 0.251808 --0.261051 -0.028069 0.269964 --0.267756 -0.016443 0.253074 --0.267568 -0.003742 0.255398 --0.275969 -0.003485 0.237115 --0.282221 0.010851 0.218632 --0.229679 -0.046571 0.221176 --0.24261 -0.046618 0.225799 --0.245496 -0.048147 0.236884 --0.347738 0.040042 -0.142918 --0.353667 0.042125 -0.127058 --0.356317 0.046678 -0.138321 --0.35461 0.040786 -0.15294 -0.005749 0.069597 0.154621 --0.016153 0.071343 0.154745 --0.022133 0.07466 0.135914 --0.030434 0.070256 0.160134 --0.048125 0.065048 0.164629 --0.033519 0.068932 0.193502 --0.035154 0.071296 0.236562 --0.016637 0.072116 0.217562 -0.001976 0.076208 0.235974 --0.001783 0.071803 0.195631 -0.007337 0.068129 0.165708 -0.029494 0.021295 0.609461 -0.015004 0.021967 0.592485 -0.015432 0.027967 0.60197 -0.000534 0.033823 0.598879 -0.022632 0.119945 0.709601 -0.01864 0.122279 0.72591 -0.030456 0.116728 0.725309 -0.007049 0.124805 0.725863 -0.014014 0.119953 0.745819 -0.007809 0.113608 0.764353 -0.022299 0.110654 0.76278 -0.030941 0.098067 0.775004 -0.035492 0.104674 0.76056 -0.047384 0.096111 0.756079 -0.039022 0.10842 0.743 -0.041374 0.10915 0.725558 -0.051577 0.098428 0.724437 -0.043447 0.106507 0.711471 -0.043852 0.103614 0.701769 -0.035145 0.109797 0.700616 -0.026544 0.112935 0.696855 -0.016846 0.119048 0.696408 -0.003831 0.121368 0.693726 -0.001843 0.12455 0.707691 --0.005359 0.124757 0.725816 --0.047895 -0.033112 0.632439 --0.039997 -0.050565 0.611532 --0.039458 -0.048356 0.630012 --0.033538 -0.067356 0.584232 --0.041964 -0.080732 0.563843 --0.027989 -0.076875 0.581195 --0.014495 -0.083384 0.576854 --0.031229 -0.063274 0.607769 --0.035367 -0.055128 0.641799 --0.027961 -0.062423 0.652942 --0.044647 -0.052561 0.666889 --0.050951 -0.056102 0.687794 --0.06074 -0.040712 0.687247 --0.070191 -0.034184 0.705635 --0.068844 -0.025178 0.6872 --0.071198 -0.011523 0.684393 --0.066181 -0.011895 0.672771 --0.064748 0.000376 0.663475 --0.05987 -0.005735 0.657821 --0.057325 0.002532 0.645455 --0.054149 -0.014155 0.644219 --0.049165 -0.019113 0.623133 --0.047295 -0.006621 0.608268 --0.046321 -0.021741 0.599809 --0.045823 -0.025293 0.583643 -0.034705 -0.078761 0.707976 -0.038589 -0.07787 0.725791 -0.025665 -0.084619 0.720957 -0.049905 -0.068353 0.725275 -0.040027 -0.073785 0.742972 -0.04014 -0.066351 0.760543 -0.027533 -0.077494 0.753043 -0.013803 -0.079631 0.757756 -0.013991 -0.085154 0.741814 -0.000149 -0.088699 0.731704 -0.013562 -0.088193 0.726908 -0.012945 -0.087998 0.713803 -0.000278 -0.088283 0.705279 -0.014016 -0.084427 0.698771 -0.017632 -0.076473 0.686237 -0.02777 -0.078283 0.694074 -0.04279 -0.069767 0.694988 -0.052085 -0.05596 0.687934 -0.053071 -0.063014 0.706322 -0.060455 -0.056201 0.725898 --0.124358 0.015972 0.116484 --0.130583 0.019448 0.097922 --0.122774 0.038074 0.084373 --0.134711 0.030922 0.074441 --0.136144 0.044633 0.047276 --0.145615 0.026361 0.05254 --0.155987 0.025318 0.021507 --0.344947 0.098323 -0.101601 --0.354748 0.089292 -0.091377 --0.351936 0.084312 -0.081462 --0.345374 0.094633 -0.072209 --0.352176 0.096955 -0.090405 --0.353859 0.107433 -0.10818 --0.330378 0.041738 -0.108605 --0.330965 0.052203 -0.106372 --0.321655 0.064517 -0.089461 --0.31604 0.055047 -0.082705 --0.306991 0.054927 -0.068061 --0.311581 0.043207 -0.073344 --0.309078 0.0326 -0.057447 --0.320561 0.033007 -0.078988 --0.339723 0.035357 -0.097872 --0.338386 0.036283 -0.110522 --0.343031 0.037898 -0.120054 --0.340279 0.050512 -0.128731 --0.335034 0.046233 -0.119727 -0.177365 0.094407 -0.947134 -0.156512 0.101205 -0.944964 -0.159221 0.113026 -0.95099 -0.13539 0.105296 -0.944 -0.118323 0.104346 -0.947616 -0.119172 0.111799 -0.956052 -0.107758 0.098325 -0.956293 -0.100776 0.089941 -0.964247 -0.102101 0.083022 -0.956534 -0.102727 0.067415 -0.955328 -0.204447 0.088714 -0.970754 -0.211592 0.068093 -0.96979 -0.199394 0.079435 -0.975334 -0.210757 0.047042 -0.970995 -0.204398 0.026319 -0.97196 -0.198123 0.038895 -0.975816 -0.178143 0.02451 -0.975575 -0.183176 0.049987 -0.977263 -0.158815 0.059781 -0.977745 -0.183612 0.069476 -0.977986 -0.181941 0.088311 -0.978226 -0.159791 0.099559 -0.977263 -0.178263 0.103536 -0.976057 -0.172326 0.114202 -0.9722 -0.19131 0.103879 -0.971959 -0.20086 0.096689 -0.964969 -0.005181 -0.087214 0.062214 -0.000179 -0.071911 0.07624 --5.2e-05 -0.073248 0.062226 -0.000429 -0.076374 0.04766 --0.004377 -0.088818 0.033195 --4.6e-05 -0.066889 0.02081 --4e-05 -0.073279 0.033488 -0.004541 -0.088818 0.033436 -0.010327 -0.099053 0.017474 -0.014908 -0.11014 0.033623 -0.033467 -0.126531 0.033382 -0.021891 -0.119156 0.04806 -0.032008 -0.122629 0.064184 -0.014856 -0.106955 0.062437 -0.011436 -0.094421 0.076506 -0.021981 -0.100084 0.091465 -0.012149 -0.086864 0.089845 -0.00887 -0.081677 0.105684 -0.004955 -0.078317 0.089565 -0.105559 0.049912 -0.953401 -0.110176 0.031911 -0.950026 -0.101499 0.059253 -0.963042 -0.100973 0.06804 -0.970754 -0.104367 0.051356 -0.969549 -0.117059 0.042578 -0.973164 -0.110071 0.033648 -0.965693 -0.116072 0.013433 -0.960631 -0.111821 0.023545 -0.95581 -0.114597 0.013327 -0.946169 -0.117434 -0.004796 -0.942795 -0.120635 0.005571 -0.934599 -0.126374 0.000526 -0.92062 -0.115697 0.052927 0.064604 -0.12412 0.057123 0.041569 -0.107076 0.06003 0.039268 -0.135992 0.0446 0.047299 -0.135003 0.05898 0.0145 -0.145382 0.056535 -0.015276 -0.128658 0.066975 -0.016655 -0.119967 0.074178 -0.051056 -0.108637 0.070634 -0.018096 -0.085949 0.067766 -0.01774 -0.097938 0.065546 0.010758 -0.089167 0.05798 0.035697 -0.071956 0.050993 0.033388 -0.082586 0.052298 0.053811 -0.080983 0.052559 0.072149 -0.094446 0.048808 0.075378 -0.10232 0.045278 0.09406 -0.109649 0.047386 0.082601 -0.122678 0.038054 0.084387 -0.130502 0.019442 0.097927 -0.134594 0.030903 0.074455 -0.14572 0.026341 0.052554 -0.156332 0.025299 0.02152 -0.152839 0.008468 0.053018 -0.124276 0.015966 0.116488 -0.135361 -0.002784 0.106996 -0.135135 -0.024123 0.114601 -0.143199 -0.018113 0.097486 -0.147489 -0.03303 0.086306 -0.150351 -0.01141 0.074829 -0.158212 -0.009098 0.049444 -0.159315 -0.030186 0.046824 -0.167008 -0.015154 0.017552 -0.173674 -0.025584 -0.015001 -0.171212 -0.002127 -0.013749 -0.173907 0.011057 -0.050457 -0.165909 0.020759 -0.013355 -0.156984 0.041113 -0.013512 -0.154395 0.051967 -0.049846 --0.124767 -0.083039 0.539078 --0.094399 -0.086967 0.543967 --0.074263 -0.095434 0.538294 --0.063175 -0.088685 0.5489 --0.181475 -0.068678 0.527955 --0.167436 -0.07399 0.532045 --0.164075 -0.086491 0.522695 --0.147763 -0.082629 0.53208 --0.124752 -0.090866 0.530217 --0.114596 -0.099145 0.514863 --0.094865 -0.097686 0.529563 --0.062976 -0.100331 0.523284 --0.148871 -0.086093 -0.13452 --0.140218 -0.093475 -0.092171 --0.118388 -0.101384 -0.091998 --0.130259 -0.101712 -0.053949 --0.119931 -0.109546 -0.023769 -0.08764 -0.093707 -0.216992 -0.081115 -0.082263 -0.256671 -0.100588 -0.085991 -0.260314 -0.063332 -0.074299 -0.253294 -0.072724 -0.072541 -0.293332 -0.067366 -0.063606 -0.326429 -0.079865 -0.068112 -0.330731 -0.091596 -0.066713 -0.364781 -0.095734 -0.069876 -0.333607 -0.108066 -0.078032 -0.299852 -0.120622 -0.085307 -0.262494 -0.130847 -0.089998 -0.220525 -0.139655 -0.088782 -0.177295 -0.118948 -0.097977 -0.176964 -0.105677 -0.103228 -0.133752 -0.095775 -0.101002 -0.17561 -0.073108 -0.096493 -0.173495 -0.058404 -0.094484 -0.130672 -0.055271 -0.085402 -0.17082 -0.04176 -0.069767 -0.168502 -0.052019 -0.074652 -0.210941 -0.049896 -0.062168 -0.250626 -0.000105 -0.093426 0.416664 -0.016088 -0.091022 0.387503 -0.014568 -0.097048 0.458884 -0.020875 -0.080817 0.311158 -0.038653 -0.094125 0.389 -0.06913 -0.099564 0.403338 -0.063146 -0.102773 0.454611 -0.092277 -0.103655 0.496372 -0.061235 -0.104008 0.501116 -0.062183 -0.100099 0.522373 -0.035222 -0.101386 0.506885 -0.010127 -0.099013 0.5109 --0.001957 -0.093507 0.542871 --0.009467 -0.099126 0.510991 --0.035298 -0.101612 0.507551 --0.01426 -0.097154 0.458971 --0.004296 -0.064566 0.210009 -0.009517 -0.069399 0.246137 -0.026069 -0.071576 0.257988 -0.174655 0.01451 -0.214808 -0.173821 0.004595 -0.257441 -0.168303 0.024016 -0.256211 -0.175462 -0.015423 -0.258951 -0.1718 -0.00441 -0.293582 -0.163634 0.005286 -0.322165 -0.152804 0.016459 -0.33883 -0.157001 0.021904 -0.321052 -0.147233 0.035817 -0.319925 -0.159648 0.031627 -0.291239 -0.159558 0.041268 -0.255456 -0.146861 0.054797 -0.254858 -0.155792 0.05037 -0.212704 -0.148643 0.058914 -0.169526 -0.162318 0.04321 -0.170186 -0.16849 0.034677 -0.128877 -0.172439 0.024603 -0.171537 -0.179366 0.002286 -0.173456 -0.182242 -0.010652 -0.132087 -0.181041 -0.019273 -0.175061 -0.177474 -0.03964 -0.176264 -0.177971 -0.027068 -0.217924 -0.134343 0.058148 -0.289554 -0.134626 0.04881 -0.318837 -0.119812 0.057273 -0.317494 -0.133323 0.040997 -0.33629 -0.109918 0.05439 -0.334077 -0.10214 0.060962 -0.315465 -0.086957 0.059268 -0.313516 -0.095394 0.067287 -0.28474 -0.085052 0.069002 -0.247709 -0.107071 0.071003 -0.250465 -0.119164 0.072706 -0.21002 -0.128348 0.065555 -0.253251 -0.028509 -0.062365 0.653021 -0.036108 -0.055071 0.641878 -0.04558 -0.05245 0.66701 -0.032152 -0.063137 0.60769 -0.040205 -0.048321 0.630067 -0.0408 -0.050443 0.611472 -0.048401 -0.033136 0.632478 -0.049234 -0.019221 0.623613 -0.054612 -0.014209 0.644259 -0.057802 0.002485 0.64549 -0.060721 -0.005676 0.65792 -0.065591 0.000503 0.663586 -0.067219 -0.011753 0.672911 -0.072041 -0.011396 0.684503 -0.069883 -0.025037 0.68734 -0.071229 -0.034042 0.705776 -0.061825 -0.04057 0.687388 -0.007749 -0.071412 0.681176 -0.017824 -0.070295 0.667247 -0.012474 -0.06725 0.654764 -0.000418 -0.068214 0.64512 --0.011874 -0.069195 0.644369 -0.003307 -0.075928 0.612096 -0.003083 -0.085682 0.577241 -0.018014 -0.079302 0.588959 -0.029115 -0.076531 0.580916 -0.041843 0.031531 -0.054264 -0.046956 0.047724 -0.084097 -0.035804 0.02614 -0.082837 -0.06273 0.065099 -0.084751 -0.052552 0.058425 -0.123083 -0.06228 0.064521 -0.163763 -0.045416 0.048726 -0.162482 -0.040365 0.03884 -0.202978 -0.032626 0.029131 -0.160851 -0.024746 0.009647 -0.160336 -0.028611 0.017247 -0.120191 -0.028682 0.006079 -0.082532 -0.024102 -0.012962 -0.083182 -0.028796 -0.00423 -0.056545 -0.028981 -0.018724 -0.042869 -0.032428 -0.000686 -0.037014 -0.038354 0.015013 -0.034427 -0.044616 0.030651 -0.02668 -0.042996 0.03104 -0.012194 -0.053191 0.043575 -0.011379 -0.061717 0.050002 0.009207 -0.066937 0.059209 -0.016982 -0.073686 0.068823 -0.050037 -0.084616 0.075252 -0.085947 --0.206772 0.026449 0.219402 --0.207281 0.026054 0.196015 --0.217749 0.037713 0.203031 --0.202416 0.011146 0.190098 --0.210607 0.024829 0.169402 --0.217843 0.021974 0.143736 --0.222708 0.036883 0.149652 --0.235334 0.046607 0.132096 --0.233176 0.048541 0.156668 --0.247204 0.054673 0.163415 --0.231543 0.048146 0.183434 --0.231777 0.043844 0.209776 --0.247845 0.043785 0.215521 --0.232266 0.037564 0.231569 --0.231348 0.029005 0.24833 --0.219678 0.028227 0.243814 --0.208003 0.020542 0.256459 --0.208212 0.023241 0.238393 --0.200402 0.013902 0.233699 --0.193367 0.002578 0.248041 --0.195636 0.000164 0.228781 --0.195384 -0.01338 0.226177 --0.197141 -0.002198 0.208566 --0.203681 -0.0054 0.185921 --0.124502 -0.087365 0.436587 --0.11767 -0.024869 0.314524 --0.110453 -0.028499 0.285352 --0.115015 -0.048167 0.327124 -0.13688 -0.018398 -0.453705 -0.145146 -0.023604 -0.458171 -0.14324 -0.013696 -0.469193 -0.152096 -0.012738 -0.486574 -0.141551 -0.005659 -0.486438 -0.139321 1.7e-05 -0.507051 --0.107862 0.067365 -0.955328 --0.110694 0.049862 -0.953401 --0.106635 0.059203 -0.963042 --0.117119 0.043291 -0.944241 --0.115311 0.031862 -0.950026 --0.119732 0.013277 -0.946169 --0.116956 0.023495 -0.95581 --0.121207 0.013384 -0.960631 --0.115206 0.033599 -0.965693 --0.122194 0.042528 -0.973164 --0.109501 0.051305 -0.969549 --0.106108 0.067989 -0.970754 --0.117075 0.077062 -0.975093 --0.10601 0.083071 -0.970754 --0.108153 0.096173 -0.970272 --0.105911 0.089891 -0.964247 --0.112893 0.098274 -0.956293 --0.107236 0.082972 -0.956534 --0.112695 0.073005 -0.946893 --0.118653 0.05789 -0.939902 --0.124689 0.03842 -0.932912 --0.054251 -0.024329 0.570632 --0.111988 -0.029166 0.149335 --0.102827 -0.050105 0.155093 --0.116449 -0.007149 0.142486 --0.109537 -0.085282 0.124806 --0.107266 -0.068478 0.141081 --0.091664 -0.065896 0.159362 --0.101448 -0.006364 0.205763 --0.100792 0.002775 0.176828 --0.095502 0.023304 0.165658 --0.106851 0.009749 0.155037 --0.115526 0.014161 0.134647 --0.109753 0.047412 0.082583 --0.115809 0.052959 0.064582 --0.107196 0.060068 0.03924 --0.12426 0.057162 0.041541 --0.135163 0.05902 0.014473 --0.110525 0.02955 0.124647 --0.097403 0.04055 0.131958 --0.102391 0.040374 0.113425 --0.093323 0.048946 0.102827 --0.102411 0.045252 0.094047 --0.094558 0.04884 0.075356 -0.092157 0.048065 -0.362567 -0.080423 0.052717 -0.331143 -0.090473 0.050157 -0.344858 -0.103947 0.049278 -0.349382 -0.115333 0.043908 -0.360673 -0.102967 0.047707 -0.360461 -0.154261 -0.028668 -0.468845 -0.162366 -0.034723 -0.485764 -0.158569 -0.022198 -0.486355 -0.169657 -0.042323 -0.506075 -0.174619 -0.052305 -0.527479 -0.173675 -0.036642 -0.528507 -0.176606 -0.031142 -0.553545 -0.169928 -0.022748 -0.529261 -0.161807 -0.010156 -0.52955 -0.162113 -0.015904 -0.507419 -0.149061 -0.034016 -0.453482 -0.043372 0.087032 0.607996 -0.050796 0.077545 0.612581 -0.057733 0.0781 0.627504 -0.05621 0.065484 0.618657 -0.060708 0.050856 0.625212 --0.096239 0.027188 0.263362 --0.090507 0.027446 0.23157 --0.099124 0.006927 0.234635 --0.079112 0.04604 0.233137 --0.082624 0.036539 0.199058 --0.073807 0.044645 0.17829 --0.086095 0.035676 0.172444 --0.091055 0.038716 0.152578 --0.104198 -0.015731 0.243364 --0.087677 0.048747 0.283971 --0.076685 0.070177 0.293928 --0.076986 0.059499 0.267173 --0.066782 0.058222 0.233865 --0.219107 0.005427 0.139559 --0.227208 0.019759 0.120406 --0.239844 0.01887 0.100013 --0.238051 0.031753 0.104238 --0.251669 0.043873 0.081306 --0.241312 0.043693 0.110012 --0.249499 0.05209 0.11651 --0.266 0.059433 0.093409 --0.26285 0.057929 0.122881 --0.276557 0.058314 0.126641 --0.262711 0.058578 0.145212 --0.263273 0.054613 0.16916 --0.062151 -0.104074 0.501967 --0.09365 -0.103528 0.496735 --0.120818 -0.100624 0.499053 --0.140169 -0.09861 0.499327 --0.121535 -0.102212 0.471815 --0.120483 -0.100043 0.445758 -0.032502 0.105532 0.635204 -0.040234 0.101373 0.627981 -0.029099 0.103641 0.625923 --0.159727 -0.11605 -0.943517 --0.154575 -0.122851 -0.960149 --0.145729 -0.122779 -0.948098 --0.159244 -0.119119 -0.973887 --0.14056 -0.118146 -0.97678 --0.136031 -0.125444 -0.971237 --0.124119 -0.121526 -0.966898 --0.134307 -0.124716 -0.957739 --0.13451 -0.12082 -0.938938 --0.125296 -0.116442 -0.93725 --0.132554 -0.117879 -0.901824 --0.12834 -0.118523 -0.851712 --0.137255 -0.119545 -0.85154 --0.139205 -0.123264 -0.795694 --0.147709 -0.116859 -0.829962 --0.1577 -0.113684 -0.792993 --0.156937 -0.108369 -0.848223 --0.16437 -0.097422 -0.845784 --0.162056 -0.10353 -0.890525 --0.168228 -0.09362 -0.914112 --0.165287 -0.106934 -0.925923 --0.172012 -0.105366 -0.947133 --0.177922 -0.090558 -0.947133 --0.176295 -0.100282 -0.965211 --0.17577 -0.091291 -0.975334 --0.168679 -0.107233 -0.975334 --0.159577 -0.109299 -0.978226 -0.19361 0.100996 -0.957016 --0.346552 0.051592 -0.138698 --0.05331 0.043614 -0.011406 --0.043116 0.031079 -0.012221 --0.044736 0.030689 -0.026708 --0.036458 0.035374 -0.005666 --0.034593 0.02256 -0.016369 --0.026002 0.020196 -0.027749 --0.032548 -0.000647 -0.037041 --0.038473 0.015053 -0.034454 --0.042106 0.031463 -0.054643 --0.036354 0.025857 -0.083922 --0.047462 0.04744 -0.085184 --0.053157 0.058033 -0.124522 --0.063386 0.064816 -0.085837 --0.085277 0.075076 -0.086681 --0.074292 0.068754 -0.050417 --0.086456 0.067805 -0.017768 --0.067251 0.059248 -0.01701 --0.061836 0.050042 0.009179 --0.072076 0.051032 0.033361 --0.063817 0.04906 0.040277 --0.070173 0.052519 0.067033 --0.056287 0.052694 0.047223 --0.043826 0.062622 0.049801 --0.041395 0.049328 0.017863 --0.026846 0.045526 -0.009819 -0.026111 -0.038364 -0.058814 -0.02288 -0.033403 -0.084919 -0.027925 -0.055292 -0.087379 -0.02033 -0.022247 -0.121654 -0.021046 -0.010807 -0.16115 -0.022959 -0.030884 -0.1634 -0.029038 -0.037487 -0.206713 -0.03026 -0.050994 -0.166212 -0.032675 -0.064246 -0.126926 -0.035877 -0.074808 -0.088427 -0.048094 -0.089411 -0.089855 -0.040517 -0.087569 -0.059881 -0.051296 -0.100298 -0.037443 -0.035125 -0.08673 -0.04151 -0.028149 -0.086287 -0.034555 -0.020779 -0.046423 -0.035166 -0.025827 -0.040847 -0.041556 --5.2e-05 -0.062188 0.00548 -0.006463 -0.067002 -0.005033 -0.012015 -0.073985 -0.017958 -0.011292 -0.086761 -0.001085 -0.019728 -0.107513 0.001326 --0.351987 0.047534 -0.115422 --0.14288 0.119413 -0.96321 --0.164423 0.119848 -0.961836 --0.124308 0.111749 -0.956052 --0.124703 0.115167 -0.964728 --0.131241 0.115405 -0.971237 --0.146413 0.109641 -0.974611 --0.154631 0.117995 -0.971237 --0.177461 0.114153 -0.9722 --0.183398 0.103486 -0.976057 --0.196445 0.10383 -0.971959 --0.209582 0.088665 -0.970754 --0.205996 0.096639 -0.964969 --0.206554 0.088005 -0.954943 --0.198745 0.100946 -0.957016 --0.186213 0.111705 -0.961681 --0.101613 0.044489 0.508518 --0.091777 0.062148 0.497244 --0.115934 0.045627 0.502282 --0.065327 0.068468 0.494147 --0.080758 0.081006 0.485764 --0.072828 0.096906 0.474952 --0.094039 0.092566 0.477121 --0.105515 0.105185 0.467462 --0.114767 0.087024 0.475675 --0.128024 0.080515 0.470854 --0.129064 0.06286 0.483867 --0.141192 0.04135 0.481454 --0.131264 0.042973 0.496583 --0.086956 0.0366 0.517973 --0.077142 0.031594 0.526258 --0.062917 0.040509 0.517528 --0.042954 0.041937 0.516578 --0.051125 0.05472 0.504975 --0.037893 0.067004 0.494885 -0.093484 -0.097607 0.529183 -0.073719 -0.095196 0.538101 -0.094082 -0.086854 0.544358 -0.063594 -0.088335 0.548857 -0.062627 -0.07834 0.556719 -0.043104 -0.080268 0.563468 -0.034656 -0.067018 0.583958 --0.159365 0.009212 -0.972683 --0.138816 0.025941 -0.973647 --0.141228 -0.000439 -0.968586 --0.138367 0.050982 -0.977021 --0.124538 -0.006661 -0.956534 --0.130607 -0.004067 -0.963041 --0.129136 -0.034829 -0.963282 --0.136905 -0.046366 -0.96979 --0.13199 -0.067156 -0.975575 --0.148774 -0.059115 -0.97437 --0.161709 -0.072079 -0.977504 --0.16425 -0.051076 -0.974611 --0.175649 -0.042919 -0.972683 --0.186474 -0.009328 -0.973165 --0.175349 -0.002784 -0.973887 --0.183278 0.02446 -0.975575 --0.203258 0.038845 -0.975816 --0.188311 0.049937 -0.977263 --0.188748 0.069427 -0.977986 --0.16395 0.05973 -0.977745 --0.136642 0.068833 -0.977745 -0.020641 0.106222 0.68288 -0.010145 0.114881 0.68217 --0.029 -0.004162 0.808506 --0.018674 -0.009285 0.810771 --0.027318 0.00999 0.810749 --0.009358 -0.027252 0.807329 --0.009189 -0.013674 0.811803 -0.000182 -0.009914 0.812958 --0.008739 -0.00082 0.81441 --0.026137 0.022133 0.811998 --0.034725 0.029576 0.807259 --0.036296 0.04573 0.803895 --0.043479 0.035008 0.801776 --0.050999 0.040011 0.794549 --0.046173 0.020569 0.800655 --0.049765 0.005415 0.797041 --0.039102 0.000983 0.803895 --0.030572 -0.017744 0.803895 --0.033041 -0.031611 0.797041 --0.021032 -0.035161 0.800678 --0.010705 -0.050268 0.794618 --0.010144 -0.039546 0.801847 -0.000295 -0.037069 0.804011 --0.129301 0.086215 -0.97678 --0.133015 -0.094692 0.454036 --0.160025 -0.094814 0.509594 --0.154706 -0.098454 0.492353 --0.167264 -0.097792 0.475314 --0.148605 -0.096707 0.473117 --0.143549 -0.091627 0.451185 --0.072193 0.039441 0.677409 --0.069623 0.032875 0.660902 --0.072019 0.033374 0.670516 --0.073593 0.030982 0.680927 --0.074948 0.036613 0.688621 --0.071575 0.047963 0.690054 --0.070167 0.058917 0.70771 --0.068208 0.061066 0.690866 --0.063995 0.074404 0.689656 --0.065714 0.069965 0.676427 --0.063559 0.081997 0.666975 --0.065384 0.069769 0.659252 --0.062969 0.074671 0.643834 --0.066039 0.05651 0.649292 --0.065441 0.044988 0.639524 --0.067935 0.038771 0.651999 --0.067598 0.025852 0.654161 -0.006898 0.113222 0.666528 -0.019509 0.109191 0.657762 -0.012014 0.113397 0.650796 --0.346918 0.12142 -0.117927 --0.354088 0.121599 -0.124121 --0.344419 0.115564 -0.103046 --0.34972 0.117279 -0.110488 -0.127701 -0.017526 -0.914112 -0.134572 -0.007901 -0.908327 -0.143269 -0.019543 -0.89748 -0.143442 -0.032239 -0.887839 -0.151011 -0.035966 -0.894347 -0.156411 -0.049333 -0.89507 -0.158344 -0.037714 -0.906158 -0.165572 -0.036508 -0.92544 --0.02225 0.059766 0.501427 --0.023436 0.07472 0.489154 --0.011365 0.079551 0.484593 --0.024381 0.086541 0.474952 --0.015704 0.092085 0.464828 --0.029443 0.098834 0.459284 --0.029254 0.111213 0.441758 --0.039324 0.10751 0.457116 --0.050653 0.119321 0.4515 --0.054991 0.107029 0.465552 --0.0709 0.112091 0.464033 -0.020423 0.102461 0.608305 -0.035992 0.09389 0.606934 -0.025793 0.095655 0.598077 -0.051857 0.097225 0.633387 -0.04315 0.095805 0.617906 --0.181442 -0.053912 -0.970754 --0.185342 -0.0355 -0.968585 --0.188407 -0.024348 -0.958462 --0.192056 -0.015446 -0.969067 --0.200678 0.00534 -0.970995 --0.205676 0.015018 -0.963765 --0.209533 0.02627 -0.97196 --0.215892 0.046993 -0.970995 --0.020731 -0.081957 -0.028567 --0.015762 -0.05829 -0.029114 --0.012329 -0.073985 -0.017958 --0.020393 -0.046404 -0.035179 --0.012687 -0.019453 -0.035064 --0.011094 -0.036464 -0.029315 --5.2e-05 -0.043146 -0.02248 --0.006793 -0.067002 -0.005033 --0.011606 -0.086761 -0.001326 --0.01016 -0.099053 0.016992 --0.019801 -0.107513 0.000844 --0.03519 -0.122715 0.002285 --0.031337 -0.113581 -0.011936 --0.048416 -0.114586 -0.018931 --0.031544 -0.100799 -0.024715 --0.028404 -0.086268 -0.034568 --0.035628 -0.086704 -0.041528 --0.02362 -0.066445 -0.03714 --0.025699 -0.040813 -0.041578 --0.217927 0.056178 -0.96256 --0.216728 0.068043 -0.96979 --0.204529 0.079384 -0.975334 --0.187076 0.088261 -0.978226 --0.164926 0.099509 -0.977263 --0.140782 0.098259 -0.976539 --0.12071 0.098647 -0.974129 --0.015554 0.023029 0.566772 --0.019233 0.031936 0.534362 --0.006303 0.039781 0.519301 --0.017401 0.043994 0.515556 --0.043958 0.004853 0.609394 --0.051897 0.010736 0.631519 --0.043078 0.012732 0.61846 --0.045175 0.024826 0.613791 --0.029703 0.021295 0.609428 --0.015003 0.027943 0.601931 --0.015397 0.021991 0.592477 --0.005867 0.023916 0.567498 --0.097654 0.15403 0.414501 --0.106021 0.1509 0.422436 --0.114099 0.14311 0.431965 --0.105181 0.145039 0.431965 --0.09795 0.134674 0.443848 --0.094669 0.144955 0.431429 --0.080782 0.140532 0.434579 --0.089942 0.14945 0.421973 --0.084901 0.150248 0.411978 --0.068533 0.142851 0.413384 --0.079138 0.149118 0.400054 --0.068103 0.145349 0.392723 --0.08706 0.150934 0.389497 --0.094948 0.154109 0.402241 --0.104885 0.155597 0.405945 --0.123565 0.146136 0.401605 --0.113336 0.154226 0.409681 --0.122239 0.148005 0.414019 --0.081095 0.052591 0.072127 --0.082705 0.052338 0.053784 --0.089286 0.058018 0.03567 --0.098251 0.065585 0.010731 -0.28925 0.045602 -0.009567 -0.292529 0.034588 -0.011436 -0.284719 0.030641 0.007874 -0.298173 0.032736 -0.023181 -0.302759 0.030528 -0.010877 -0.312972 0.037178 -0.005232 -0.301493 0.022318 0.010571 -0.296961 0.01204 0.043347 -0.286506 0.011417 0.039962 -0.270972 0.000318 0.073557 -0.278498 0.015939 0.038776 -0.271804 0.025941 0.039055 -0.254717 0.020693 0.073311 -0.269021 0.037206 0.041245 -0.267648 0.047465 0.045042 -0.280242 0.053479 0.012775 -0.288229 0.065783 -0.000674 -0.287556 0.057176 -0.006856 -0.289871 0.057957 -0.019069 -0.295948 0.074193 -0.034474 -0.293578 0.055729 -0.035571 -0.299659 0.054995 -0.052561 -0.298705 0.042921 -0.044444 -0.310441 0.034345 -0.058644 -0.305132 0.033182 -0.038279 -0.235805 -0.050145 0.243698 -0.245376 -0.048187 0.236911 -0.246224 -0.046905 0.24834 -0.242491 -0.046658 0.225826 -0.255 -0.04119 0.231842 -0.266692 -0.032272 0.222715 -0.26212 -0.034758 0.239813 -0.263623 -0.029623 0.251835 -0.256126 -0.03921 0.250514 -0.246606 -0.046318 0.264945 -0.245716 -0.046049 0.285837 -0.236221 -0.052131 0.281348 -0.22488 -0.058924 0.302204 -0.225541 -0.054724 0.276795 -0.214081 -0.053728 0.27235 -0.225508 -0.052151 0.25575 -0.224536 -0.049797 0.239557 -0.214015 -0.045365 0.236305 -0.221176 -0.04779 0.228147 -0.216208 -0.041047 0.217972 -0.229561 -0.046609 0.221203 -0.240155 -0.043871 0.209954 --0.059417 0.009418 0.787695 --0.053243 -0.009739 0.790062 --0.05706 -0.024749 0.778846 --0.045051 -0.028037 0.790062 --0.035286 -0.044335 0.787695 --0.180683 -0.041219 -0.578831 --0.175537 -0.031146 -0.553571 --0.176602 -0.025983 -0.580031 --0.172605 -0.036647 -0.528534 --0.168859 -0.022753 -0.529288 --0.161242 -0.015909 -0.507445 --0.160737 -0.010161 -0.529577 --0.14849 -0.00131 -0.529345 --0.159038 -0.005362 -0.554497 --0.154699 -0.003267 -0.581093 --0.168224 -0.012792 -0.580668 --0.175483 -0.022229 -0.612273 --0.169777 -0.021693 -0.649493 --0.17872 -0.03387 -0.646851 --0.179299 -0.047129 -0.689553 --0.183473 -0.048939 -0.644727 --0.185221 -0.064888 -0.643884 --0.184318 -0.052534 -0.60895 --0.181709 -0.057628 -0.577707 --0.179005 -0.07687 -0.577528 --0.177507 -0.063217 -0.551419 --0.170991 -0.068748 -0.52619 --0.173551 -0.05231 -0.527506 --0.168785 -0.042328 -0.506102 -0.092154 -0.05311 0.557856 -0.110348 -0.062122 0.551578 -0.118544 -0.049829 0.550614 -0.091429 -0.071075 0.555353 -0.112759 -0.07562 0.547722 -0.124087 -0.083092 0.539767 -0.123488 -0.090952 0.530619 -0.147208 -0.082727 0.532732 -0.163751 -0.086596 0.523111 -0.167215 -0.074061 0.532267 -0.181355 -0.068716 0.527983 -0.169725 -0.059203 0.536731 -0.16996 -0.044296 0.538715 -0.157488 -0.047446 0.542037 -0.139754 -0.03396 0.544878 -0.138367 -0.044594 0.546776 -0.117945 -0.037202 0.550143 -0.109874 -0.02361 0.549189 -0.093007 -0.030242 0.555939 -0.070108 -0.028687 0.562213 -0.069634 -0.03808 0.564859 -0.054196 -0.045559 0.577154 -0.068181 -0.04832 0.566305 -0.066004 -0.057483 0.565488 -0.064556 -0.067734 0.563709 -0.140035 -0.093514 -0.092145 -0.148605 -0.086131 -0.134493 -0.157508 -0.080765 -0.09277 -0.155489 -0.074654 -0.177276 -0.169056 -0.0578 -0.17712 -0.175859 -0.05251 -0.134745 -0.178984 -0.044802 -0.092636 -0.171196 -0.063998 -0.093178 -0.162918 -0.075809 -0.054259 -0.162813 -0.069618 -0.0175 -0.15164 -0.088465 -0.018245 -0.141603 -0.099259 0.009952 -0.13688 -0.101658 -0.018535 -0.1209 -0.109584 -0.023743 -0.130686 -0.101752 -0.053921 -0.117814 -0.101416 -0.091734 -0.091184 -0.103428 -0.091451 -0.019782 0.089341 0.584488 --0.056232 0.093284 0.679412 --0.072636 0.057242 0.724416 --0.066049 0.072554 0.719436 --0.059213 0.086421 0.724422 --0.059279 0.085457 0.712483 --0.051306 0.093238 0.699401 --0.058462 0.085324 0.699207 --0.047663 0.097322 0.687755 -0.005499 0.057805 -0.010951 -0.012745 0.065075 0.010335 -0.015692 0.053492 -0.012164 -0.007199 0.074492 0.042059 -0.026725 0.070387 0.044149 -0.042585 0.072901 0.084773 -0.044231 0.062609 0.049328 -0.056432 0.052674 0.046995 -0.041781 0.04931 0.017394 -0.036587 0.035342 -0.005884 -0.027221 0.045504 -0.010286 -0.018781 0.04154 -0.022529 -0.019554 0.029015 -0.029508 -0.012607 0.034629 -0.03064 --6.1e-05 0.037879 -0.031299 --6.3e-05 0.049097 -0.021972 --0.005372 0.057808 -0.010711 --0.015317 0.053505 -0.011692 --0.01235 0.065084 0.010811 --0.026311 0.0704 0.044621 --0.007026 0.074499 0.042295 --3e-05 0.078582 0.077556 -0.034475 0.02252 -0.016341 -0.027855 0.006828 -0.029477 -0.025882 0.020158 -0.027721 -0.070069 0.052493 0.067051 -0.063705 0.049027 0.040299 -0.1708 -0.048786 -0.016719 -0.178692 -0.035781 -0.052935 -0.15983 -0.064509 0.01593 -0.181799 -0.02331 -0.091181 -0.179477 7.1e-05 -0.089955 -0.172651 0.023084 -0.088665 -0.151966 -0.0452 0.070189 -0.15501 -0.056338 0.04692 -0.149717 -0.077178 0.043467 --0.060997 0.014244 0.640455 -0.029437 0.020503 0.56901 -0.036427 0.012307 0.596246 -0.027474 0.026888 0.545481 -0.022206 0.024118 0.555512 -0.014975 0.022983 0.566758 -0.005541 0.023894 0.567491 -0.051751 0.010618 0.631502 -0.042587 0.012608 0.618431 -0.04362 0.004713 0.609833 -0.047187 -0.006745 0.609202 -0.044487 0.007977 0.591049 -0.04478 0.004342 0.572568 -0.039869 0.016341 0.56975 -0.035477 0.023909 0.55068 -0.231228 0.028966 0.248357 -0.232147 0.037525 0.231595 -0.219558 0.028188 0.243842 -0.247727 0.043746 0.215549 -0.231658 0.043805 0.209803 -0.231425 0.048107 0.183461 -0.217631 0.037675 0.203057 -0.207163 0.026016 0.196042 -0.206654 0.026409 0.219429 -0.200283 0.013862 0.233726 -0.208092 0.023203 0.238421 -0.207884 0.020504 0.256487 -0.197155 0.012116 0.273302 -0.206211 0.017357 0.277512 -0.203911 0.01663 0.302668 -0.21645 0.019107 0.281786 -0.22791 0.018111 0.286231 -0.229794 0.023032 0.265276 -0.244364 0.024711 0.252074 -0.25506 0.017995 0.254749 -0.260255 0.027033 0.238936 -0.274955 0.025766 0.220281 -0.262699 0.037508 0.219172 -0.263562 0.047989 0.194952 --0.055273 -0.045936 -0.519443 --0.057572 -0.052139 -0.497425 --0.056619 -0.062531 -0.518394 --0.061513 -0.042844 -0.478046 --0.062629 -0.056837 -0.477045 --0.067662 -0.05984 -0.460489 --0.06743 -0.071226 -0.476496 --0.075061 -0.082434 -0.476421 --0.067654 -0.082092 -0.4964 --0.071384 -0.093884 -0.51898 --0.0619 -0.078097 -0.517919 --0.057834 -0.072877 -0.544067 --0.062274 -0.085678 -0.573733 --0.056388 -0.067092 -0.573757 --0.059578 -0.062913 -0.61318 --0.054796 -0.050683 -0.574783 --0.057039 -0.034769 -0.576001 --0.054895 -0.039873 -0.546142 --0.057761 -0.030459 -0.520797 --0.064086 -0.016652 -0.522259 --0.0623 -0.022607 -0.50001 --0.068868 -0.018314 -0.480453 --0.063753 -0.02879 -0.479277 --0.065459 -0.034827 -0.462233 --0.109923 0.097139 0.355728 --0.090865 0.091656 0.35474 --0.071542 0.095326 0.351671 --0.056188 0.093387 0.339369 --0.077145 0.084673 0.334731 --0.079236 0.078124 0.313693 --0.100936 -0.085951 -0.260342 --0.120891 -0.085269 -0.26252 --0.108267 -0.077994 -0.29988 --0.131186 -0.08996 -0.220553 --0.137402 -0.07889 -0.262806 --0.152178 -0.065241 -0.261914 --0.141676 -0.067763 -0.300371 --0.143641 -0.056073 -0.33192 --0.129503 -0.065865 -0.335172 --0.121419 -0.06514 -0.367938 --0.112603 -0.069717 -0.334966 --0.095862 -0.069837 -0.333635 --0.091719 -0.066681 -0.364809 --0.079744 -0.06832 -0.330753 --0.066743 -0.06431 -0.326443 --0.072427 -0.072997 -0.293351 --0.062856 -0.075002 -0.253308 --0.081215 -0.082472 -0.256694 --0.088531 -0.093675 -0.217257 --0.074539 -0.096574 -0.174349 --0.097136 -0.100976 -0.176111 --0.106882 -0.103202 -0.134252 --0.119835 -0.097944 -0.177229 --0.139993 -0.088744 -0.177323 -0.018239 0.107256 0.671512 --0.063667 -0.030882 -0.613891 --0.063363 -0.02034 -0.57735 --0.07406 -0.008564 -0.578235 --0.067545 -0.011638 -0.548953 --0.073747 -0.006272 -0.523751 --0.08742 0.000865 -0.525118 --0.080661 -0.003753 -0.502829 --0.085059 -0.001355 -0.479605 --0.077569 -0.009841 -0.481781 --0.076309 -0.016679 -0.464386 -0.000655 0.093766 0.458566 --0.002688 0.085095 0.474469 -0.01032 0.079544 0.484598 -0.022375 0.074701 0.489167 -0.023779 0.086522 0.474965 -0.029284 0.098801 0.459307 -0.016284 0.094475 0.458816 -0.003999 0.097856 0.43977 -0.008865 0.104204 0.421525 --0.001514 0.098828 0.420243 --0.002447 0.094977 0.395652 --0.010454 0.103501 0.414762 --0.019698 0.112569 0.404978 --0.021112 0.113229 0.423026 --0.034872 0.124633 0.422118 --0.108977 -0.07772 -0.938697 --0.109259 -0.095338 -0.938938 --0.107241 -0.088549 -0.953641 --0.113633 -0.098839 -0.923753 --0.116069 -0.109289 -0.937974 --0.115738 -0.112744 -0.967861 --0.120446 -0.104066 -0.975093 --0.111521 -0.09868 -0.966175 --0.110599 -0.079589 -0.965452 --0.118576 -0.073285 -0.973405 --0.114012 -0.059077 -0.964005 --0.119658 -0.041412 -0.959667 --0.117299 -0.048889 -0.948579 --0.122066 -0.040734 -0.934599 --0.115623 -0.05857 -0.935082 --0.113042 -0.071006 -0.923031 --0.116876 -0.070528 -0.907364 --0.114063 -0.084261 -0.914594 --0.114361 -0.096332 -0.891874 -0.092611 -0.019001 0.551748 -0.121772 -0.017925 0.544638 -0.115293 -0.000121 0.538382 -0.097639 0.005006 0.540291 -0.071429 0.018691 0.538825 -0.0619 0.007477 0.546542 -0.052729 -0.000966 0.55956 -0.070088 -0.007715 0.552091 -0.070817 -0.020132 0.558359 -0.054188 -0.023873 0.571133 --0.138607 0.02768 -0.35295 --0.145511 0.020286 -0.352691 --0.152296 0.016528 -0.338967 --0.143987 0.017902 -0.368736 --0.136642 0.01861 -0.394138 --0.143563 0.00789 -0.390521 --0.137355 0.00316 -0.416302 --0.146884 -0.00545 -0.387504 --0.144468 -0.015412 -0.390165 --0.15644 -0.015421 -0.353648 --0.161971 -0.027536 -0.325287 --0.165474 -0.010869 -0.323954 --0.17139 -0.004353 -0.293696 --0.163127 0.005355 -0.322302 --0.156493 0.021972 -0.321189 --0.159237 0.031684 -0.291354 --0.14683 0.03588 -0.320043 --0.134195 0.048864 -0.318919 --0.133129 0.041051 -0.336372 --0.119072 0.0442 -0.348832 --0.130775 0.036182 -0.351647 --0.126896 0.038675 -0.36124 --0.077792 -0.020144 -0.448556 --0.069431 -0.035049 -0.448115 --0.326873 0.070892 -0.095212 --0.323667 0.076354 -0.088293 --0.325844 0.086822 -0.08913 --0.303517 0.08504 -0.050481 --0.305062 0.071913 -0.060507 --0.298297 0.05325 -0.051365 --0.335226 0.071435 -0.105031 --0.336521 0.091323 -0.101414 -0.095477 0.114936 0.354458 -0.074906 0.108128 0.353034 -0.083691 0.118559 0.354297 -0.055065 0.107161 0.357513 -0.036546 0.108676 0.369588 -0.052728 0.116812 0.361744 -0.062169 0.129533 0.366115 -0.070881 0.123564 0.35888 -0.088753 0.131816 0.363311 -0.090854 0.143024 0.374301 -0.100805 0.141939 0.376978 -0.109457 0.13928 0.37762 -0.118765 0.132885 0.374621 -0.109192 0.125534 0.364114 -0.109846 0.110711 0.356521 -0.12183 0.107697 0.360592 -0.109803 0.0971 0.355756 -0.113684 0.08144 0.361935 -0.090746 0.091617 0.354768 -0.071427 0.095289 0.351696 -0.139244 -0.091472 0.060615 -0.142666 -0.093081 0.038234 -0.130994 -0.108076 0.032687 --0.01243 0.098552 0.594381 --0.025239 0.095565 0.597988 --0.075025 0.108167 0.353006 --0.055184 0.107199 0.357485 --0.052847 0.11685 0.361717 --0.036657 0.108709 0.369566 --0.025423 0.111393 0.38572 --0.024164 0.101644 0.37025 --0.014121 0.093803 0.35882 --0.031916 0.096268 0.349002 --0.04652 0.092123 0.322665 --0.040688 0.086532 0.306737 --0.061795 0.083175 0.305975 --0.000933 0.105174 0.600462 --0.035943 -0.066474 0.205451 --0.0186 -0.064312 0.200394 --0.08577 -0.092697 -0.476498 --0.097479 -0.099416 -0.476688 --0.090447 -0.106019 -0.497618 --0.101793 -0.091054 -0.460571 --0.110883 -0.10191 -0.477474 --0.123514 -0.099711 -0.478696 --0.118719 -0.11206 -0.49993 --0.128373 -0.119869 -0.525079 --0.112883 -0.122273 -0.52364 --0.106856 -0.129589 -0.550984 --0.098014 -0.118725 -0.522114 --0.083467 -0.107549 -0.52012 --0.077161 -0.107657 -0.546619 --0.082954 -0.081004 -0.460122 --0.081541 -0.070322 -0.446183 --0.092255 -0.079879 -0.45023 --0.104304 -0.079581 -0.445782 --0.155674 -0.074622 -0.177299 --0.16916 -0.057773 -0.177139 --0.161643 -0.062189 -0.219637 --0.16425 -0.050033 -0.260919 -0.127133 0.121437 0.370812 -0.139715 0.083369 0.375361 -0.134388 0.103125 0.368146 --0.068844 0.012849 0.774859 --0.063682 0.02886 0.78246 --0.050887 0.056595 0.78944 --0.058855 0.0443 0.785701 --0.064074 0.048032 0.775737 --0.060763 0.065345 0.769511 --0.069069 0.051193 0.763654 --0.071972 0.053638 0.751696 --0.076084 0.035166 0.755922 --0.080451 0.020839 0.742337 --0.076253 0.015994 0.760403 --0.07311 -0.002734 0.762646 --0.075242 -0.016457 0.745698 --0.067498 -0.021175 0.764266 --0.059978 -0.038044 0.764266 --0.009606 0.112575 0.67871 --0.015597 0.118906 0.696268 --0.00595 0.117643 0.685904 -0.226135 -0.009565 0.137964 -0.240308 -0.009492 0.116998 -0.238392 -0.021308 0.139073 -0.245799 0.004574 0.098227 -0.25536 -0.0058 0.098753 -0.268712 -0.011363 0.101984 -0.281644 -0.011411 0.106607 -0.268632 -0.021294 0.123851 -0.269432 -0.027605 0.148441 -0.253363 -0.027546 0.142696 -0.237528 -0.031788 0.163293 -0.237937 -0.038374 0.189058 -0.222965 -0.032136 0.185436 -0.211831 -0.032069 0.2031 -0.210709 -0.020394 0.184326 -0.203562 -0.00544 0.185949 -0.213017 -0.008303 0.161075 -0.218989 0.005389 0.139586 -0.217724 0.021935 0.143763 -0.227089 0.01972 0.120432 -0.237932 0.031715 0.104265 -0.239727 0.018832 0.100041 -0.130115 0.072367 -0.087024 -0.108208 0.07774 -0.08661 -0.095777 0.07914 -0.125732 --0.345718 0.120033 -0.130569 --0.3545 0.113702 -0.130478 -0.162066 0.04364 -0.087898 -0.14782 0.060596 -0.087193 -0.014973 -0.081226 0.124942 -0.1861 -0.077551 0.515917 -0.193564 -0.061189 0.519585 -0.202622 -0.050908 0.506478 -0.194808 -0.044467 0.52252 -0.189091 -0.027347 0.524711 -0.182835 -0.037088 0.532901 -0.171853 -0.028443 0.534873 -0.159701 -0.094919 0.51001 -0.175026 -0.088818 0.512794 -0.18688 -0.085619 0.498698 -0.112989 -0.099264 0.514738 -0.119816 -0.10079 0.499372 -0.12111 -0.102352 0.472425 -0.139744 -0.098748 0.499938 -0.154484 -0.098526 0.492574 --0.057988 0.086278 0.737506 --0.05054 0.098287 0.724297 --0.040337 0.109009 0.725419 --0.04241 0.106365 0.71133 --0.034774 0.10754 0.698319 --0.043208 0.101822 0.699208 --0.038916 0.101242 0.690966 --0.037643 -0.056629 0.774859 --0.024399 -0.058749 0.782484 --0.012425 -0.070703 0.772788 --0.011827 -0.061132 0.78577 -0.000295 -0.058512 0.789555 --0.060763 -0.048909 0.745698 --0.050326 -0.053627 0.762646 --0.039102 -0.066493 0.760403 -0.059026 0.08642 0.737646 -0.06025 0.086563 0.724562 -0.067086 0.072696 0.719576 -0.060317 0.085599 0.712624 -0.040503 0.101825 0.693342 -0.032757 0.103531 0.684267 --0.0291 -0.018684 -0.042895 --0.02906 -0.004299 -0.056925 --0.026374 -0.038433 -0.059194 --0.028475 -0.055575 -0.088465 --0.02343 -0.033688 -0.086005 --0.020775 -0.022888 -0.123089 --0.024652 -0.013246 -0.084268 --0.029232 0.005796 -0.083617 --0.029056 0.016608 -0.121626 --0.015647 0.006899 -0.037608 --0.017185 -0.003649 -0.036607 --0.008532 -0.002853 -0.039356 --0.058424 0.097628 0.648 --0.054499 0.096907 0.633642 --0.059248 0.088844 0.638419 --0.05795 0.078018 0.627512 --0.007443 -0.071435 0.681152 --0.116739 -0.136397 -0.580844 --0.100306 -0.131872 -0.579544 --0.097219 -0.130442 -0.616268 --0.085158 -0.121117 -0.577172 --0.072117 -0.104671 -0.575223 --0.342027 0.053983 -0.116465 --0.062924 0.055834 0.198102 --0.06222 0.057004 0.16879 --0.062482 0.064178 0.147523 --0.056597 0.070898 0.121654 --0.074757 0.060879 0.130228 --0.084062 0.055142 0.11443 --0.086826 0.049633 0.133312 --0.050465 0.066241 0.237 --0.036428 0.078589 0.278784 -0.130528 0.070492 -0.168451 -0.140569 0.067337 -0.127511 -0.107643 0.076923 -0.167086 -0.083619 0.075084 -0.165215 -0.073121 0.068867 -0.205393 -0.105061 0.144999 0.431993 -0.113979 0.143071 0.431993 -0.118559 0.131743 0.442671 --0.010837 0.077735 0.109421 -0.01077 0.077721 0.10943 -0.022527 0.074634 0.135932 -0.03386 0.076146 0.114557 -0.056505 0.070872 0.121672 --0.107441 -0.101702 0.109968 --0.099315 -0.114582 0.096708 --0.089676 -0.125385 0.083379 --0.069075 -0.050206 -0.446984 --0.073878 -0.060366 -0.446474 --0.074237 -0.059456 -0.424272 --0.03394 0.076172 0.114539 --0.042417 0.072921 0.085 --0.014258 -0.11014 0.033141 --0.157132 -0.090422 0.430384 --0.140529 -0.081659 0.429758 --0.145454 0.048158 0.463138 --0.017373 -0.070336 0.667195 --0.127703 -0.087862 -0.461567 --0.13624 -0.094361 -0.479914 --0.146737 -0.087653 -0.48091 --0.145564 -0.100101 -0.501844 --0.155102 -0.101739 -0.525344 --0.142492 -0.11326 -0.525774 --0.138801 -0.12618 -0.553256 --0.148871 -0.128621 -0.581038 --0.133194 -0.135391 -0.581677 --0.127663 -0.138176 -0.616978 --0.150984 -0.068803 0.390182 --0.078496 0.031985 0.709579 --0.080563 0.025413 0.7244 --0.077425 0.041899 0.723785 --0.073202 0.055797 0.737495 --0.06539 0.070966 0.745601 --0.056146 0.084691 0.751708 --0.018935 0.105176 0.619158 --0.007126 0.109562 0.629151 --0.051168 0.076338 0.775737 --0.054422 0.081515 0.76366 --0.046346 0.095969 0.755939 --0.034454 0.104531 0.76042 --0.037984 0.108279 0.742859 --0.029419 0.116585 0.725169 --0.047298 0.024671 -0.310259 --0.037849 0.017816 -0.27972 --0.040346 0.008987 -0.311486 --0.038052 0.027864 -0.243939 --0.030119 0.00961 -0.244461 --0.02382 4.2e-05 -0.203348 --0.027026 -0.008049 -0.245536 --0.029351 -0.026807 -0.247007 --0.031831 -0.016508 -0.282364 --0.038859 -0.023333 -0.315602 --0.037421 -0.00768 -0.313056 --0.044946 0.004605 -0.332387 --0.053967 0.004087 -0.358133 --0.054656 0.017964 -0.342715 --0.065584 0.033024 -0.344384 --0.056152 0.029739 -0.330176 --0.058364 0.04014 -0.310503 --0.070722 0.05147 -0.311389 --0.060798 0.050331 -0.280418 --0.06604 0.059635 -0.245537 --0.049933 0.044911 -0.244394 --0.039882 0.038028 -0.203344 --0.038989 -0.073927 0.742832 --0.026679 -0.077612 0.752926 --0.013508 -0.085225 0.741744 --0.013247 -0.079702 0.757686 -0.000222 -0.077653 0.76359 --0.123761 -0.022861 -0.937492 --0.128272 -0.030546 -0.92279 --0.132998 -0.017576 -0.914112 --0.133664 -0.033246 -0.905194 --0.132777 -0.045326 -0.894106 --0.124311 -0.054024 -0.87316 --0.124777 -0.059983 -0.896517 --0.11425 -0.070799 -0.880902 --0.105875 -0.070266 -0.84386 --0.105368 -0.07996 -0.844737 --0.09669 -0.083735 -0.796708 --0.108292 -0.09176 -0.848477 --0.114245 -0.103894 -0.85013 --0.075698 -0.022685 -0.438931 --0.066752 -0.020972 -0.416209 --0.093239 0.007916 -0.466902 --0.086006 0.003262 -0.460468 --0.079904 0.004909 -0.444729 --0.07522 -0.005856 -0.439366 --0.066779 0.011585 -0.400071 --0.061683 0.002995 -0.386192 --0.058576 -0.009739 -0.386374 --0.060099 -0.025929 -0.40223 --0.214472 0.06587 -0.955087 --0.211744 0.045888 -0.955087 --0.205851 0.025451 -0.955328 -0.210488 0.024791 0.16943 -0.202298 0.011107 0.190126 -0.197022 -0.002238 0.208593 -0.195264 -0.013418 0.226204 -0.195517 0.000125 0.228806 -0.193247 0.002539 0.248068 -0.185983 -0.008188 0.266481 -0.190326 0.003492 0.269578 -0.184997 0.005073 0.293798 -0.06669 0.059844 -0.245514 -0.0619 0.051035 -0.280406 -0.050798 0.045614 -0.24438 -0.039176 0.029063 -0.243934 --0.00915 0.088447 0.337107 --0.005564 0.08412 0.313582 --0.021113 0.08532 0.31136 -0.355453 0.089966 -0.127158 -0.350899 0.086456 -0.117554 -0.350983 0.097265 -0.137094 -0.072647 0.03954 0.677462 -0.072418 0.04809 0.690165 -0.075207 0.036698 0.688642 -0.073504 0.031041 0.680896 --0.178961 -0.090729 -0.609801 --0.172446 -0.097083 -0.578269 --0.162075 -0.115543 -0.579879 --0.164614 -0.10158 -0.551666 --0.164655 -0.086899 -0.525697 --0.163951 -0.073973 -0.503455 --0.155571 -0.076365 -0.482167 --0.160899 -0.062998 -0.48358 --0.157142 -0.052747 -0.467235 --0.163173 -0.047792 -0.48491 --0.161891 -0.034728 -0.485791 --0.06518 -0.059918 -0.358386 --0.054486 -0.054171 -0.322075 --0.045494 -0.039634 -0.317862 --0.046159 -0.051222 -0.286305 --0.037043 -0.045221 -0.248688 --0.048844 -0.063367 -0.25063 --0.051682 -0.075463 -0.211308 --0.041886 -0.070545 -0.169579 --0.056049 -0.085832 -0.171786 --0.060066 -0.09468 -0.131873 -0.254005 -0.038433 0.194803 -0.269666 -0.031907 0.174783 -0.268033 -0.032302 0.201549 -0.278501 -0.020645 0.208564 --0.073666 0.038526 -0.352224 --0.076882 0.044216 -0.344481 --0.090345 0.049949 -0.34488 --0.079808 0.052262 -0.33116 --0.086114 0.059059 -0.313538 --0.101546 0.061002 -0.315492 --0.094518 0.067326 -0.284767 --0.106388 0.071042 -0.250493 --0.084369 0.069042 -0.247735 --0.073014 0.068797 -0.205774 --0.065091 0.019151 0.646697 --0.068711 0.018789 0.660834 --0.022373 0.108586 0.644445 --0.013195 0.113326 0.640083 -0.000977 0.116141 0.634141 -0.004099 0.080202 0.281578 -0.005222 0.084113 0.313587 --1.8e-05 0.091348 0.36624 -0.014112 0.093784 0.358834 -0.009048 0.088435 0.337116 -0.020807 0.0853 0.31137 -0.040382 0.086506 0.306746 -0.036479 0.078562 0.278794 -0.051479 0.066209 0.237014 -0.036242 0.07127 0.236575 -0.035281 0.068899 0.193525 -0.019448 0.074097 0.237143 -0.05561 -0.052972 -0.32207 -0.06282 0.040489 0.517542 -0.051013 0.054687 0.504998 -0.042858 0.041918 0.516592 -0.065208 0.06843 0.494175 -0.037299 0.066972 0.494908 -0.02119 0.059746 0.501441 -0.02674 0.044809 0.514452 -0.038298 0.035426 0.525313 -0.071308 0.027007 0.533041 -0.077062 0.031587 0.526262 -0.086859 0.03658 0.517987 -0.11124 0.022703 0.520396 -0.101501 0.044457 0.508542 -0.115815 0.045589 0.502309 -0.091657 0.06211 0.497272 -0.080638 0.080966 0.485791 -0.07637 0.070151 0.293696 -0.087457 0.048722 0.283502 -0.077093 0.059473 0.2667 -0.099334 0.030242 0.29242 -0.092998 0.032041 0.26222 -0.090592 0.023644 0.230841 -0.082636 0.042793 0.245419 -0.067806 0.058189 0.233638 -0.064536 0.055795 0.198126 -0.04641 0.092096 0.322679 -0.061535 0.083149 0.305984 -0.079014 0.078099 0.313706 -0.07703 0.084647 0.334748 -0.091849 0.065857 0.328967 -0.108059 0.051446 0.346879 -0.101082 0.039429 0.317875 -0.110719 0.01355 0.310582 -0.047532 -0.049776 -0.286305 -0.046867 -0.038187 -0.317862 -0.040231 -0.021887 -0.315602 --0.039663 0.064887 0.794549 --0.04651 0.07132 0.785701 --0.038541 0.084186 0.78246 --0.032592 0.059025 0.801776 --0.024175 0.069175 0.800655 --0.007675 0.0712 0.803918 --0.015757 0.080755 0.797041 --0.00745 0.092215 0.790085 --0.023277 0.089332 0.787695 --0.029903 0.097925 0.774864 --0.13845 3.5e-05 -0.507078 --0.133365 0.003981 -0.52854 --0.118126 0.005381 -0.527499 --0.127763 0.005296 -0.553194 --0.121695 0.003929 -0.580238 --0.13855 0.0021 -0.580595 --0.148539 -0.004026 -0.614203 --0.141288 -0.008128 -0.65282 --0.156359 -0.013014 -0.650997 -0.066578 -0.099193 -0.090488 --0.020935 0.110536 0.762662 --0.074793 -0.027179 0.725758 --0.078767 -0.010184 0.725264 --0.080834 0.008385 0.724145 --0.078249 -0.000118 0.707505 --0.076155 0.000473 0.689176 --0.067835 -0.042762 0.725758 --0.059417 -0.056343 0.725758 --0.000277 0.032619 0.537537 -0.005267 0.039781 0.519301 --0.051985 -0.063156 0.706182 --0.048867 -0.068495 0.725135 --0.037495 -0.077989 0.725432 -0.024103 0.101619 0.370269 -0.0319 0.096241 0.34902 -0.056128 0.09336 0.339387 --0.109701 0.006933 -0.501361 --0.102506 0.004261 -0.526311 --0.095928 0.003411 -0.551193 --0.088769 -0.000652 -0.579106 --0.105482 0.003165 -0.579427 --0.115801 0 -0.614731 --0.111182 -0.006827 -0.655254 --0.125404 -0.005933 -0.653705 --0.179507 -0.072641 -0.973405 --0.179736 -0.06291 -0.959185 --0.177626 -0.071836 -0.943035 --0.176403 -0.051299 -0.941831 --0.170692 -0.036558 -0.92544 --0.181173 -0.031149 -0.943277 --0.188787 -0.011566 -0.948821 --0.184485 0.00236 -0.937492 --0.197436 0.007013 -0.952195 -0.22727 0.014598 0.31173 -0.238361 0.013681 0.289874 -0.247408 0.005987 0.292578 -0.250942 0.011887 0.271593 -0.260531 0.00639 0.26041 -0.061291 0.014473 0.640484 -0.064319 0.036648 0.631863 -0.064492 0.023752 0.636896 -0.065379 0.01969 0.646737 -0.067876 0.0264 0.654196 -0.046216 -0.02182 0.600769 --0.048478 -0.033459 -0.350673 --0.028058 -0.038793 -0.20707 --0.022763 -0.03191 -0.164472 --0.030063 -0.052021 -0.167285 --0.03312 -0.064886 -0.128361 --0.078161 0.023262 0.691248 --0.080978 0.011701 0.692981 --0.076344 0.010431 0.681702 --0.064465 -0.038248 -0.423846 -0.025319 0.111368 0.385738 -0.303574 0.01443 0.063373 -0.310434 0.028986 0.052327 -0.307717 0.015772 0.090519 -0.314679 0.044944 0.019966 -0.310561 0.042088 0.055983 -0.303049 0.051605 0.07469 -0.306827 0.04219 0.097537 -0.299525 0.043386 0.128354 -0.305899 0.030051 0.126908 -0.304373 0.01851 0.147806 -0.306915 0.016735 0.123546 -0.302576 0.003439 0.11827 -0.295169 -0.009694 0.136612 -0.294152 -0.005943 0.112623 -0.294359 0.000894 0.081565 -0.323461 0.051886 -0.012258 -0.31762 0.048353 -0.001508 -0.314347 0.060279 0.004129 -0.049496 0.065008 0.164657 -0.031795 0.070223 0.160157 -0.017269 0.071324 0.154758 --0.146941 -0.076726 -0.464747 --0.158396 -0.12559 -0.614064 -0.015532 0.006863 -0.037583 -0.015801 0.017143 -0.036113 -0.006115 0.011659 -0.039677 -0.008433 -0.002873 -0.039343 --4.7e-05 0.003617 -0.040655 --0.006218 0.011679 -0.039691 --0.012729 0.034655 -0.030658 --0.12596 0.005521 -0.934599 --0.122568 -0.004845 -0.942795 --0.123125 -0.014672 -0.948338 --0.123788 -0.025068 -0.956534 --0.341135 0.114455 -0.093223 -0.283327 0.067105 0.019638 -0.293591 0.074868 0.000607 -0.303696 0.077585 0.000797 -0.301369 0.085086 -0.0127 -0.302858 0.089175 -0.033159 -0.304878 0.086785 -0.051677 --0.141076 -0.005643 -0.486465 --0.1314 0.000337 -0.482105 --0.127069 -0.001274 -0.460449 --0.123182 0.007158 -0.467277 --0.119739 0.015043 -0.450152 --0.114817 0.010324 -0.473312 --0.10375 0.010983 -0.473422 --0.012278 -0.088021 0.713298 --0.013227 -0.084451 0.698266 --0.026636 -0.078353 0.693522 --0.016851 -0.07652 0.685949 --0.006472 0.093335 0.584256 --0.008884 0.08669 0.576962 --0.018959 0.089208 0.584357 --0.026719 0.077269 0.582716 --0.035274 0.075271 0.589531 --0.043146 0.064831 0.596409 --0.043718 0.076945 0.600527 --0.051105 0.077523 0.612557 --0.046133 0.086744 0.60819 --0.043245 0.096606 0.616926 --0.037863 0.093977 0.607513 -0.075393 0.14152 0.374137 -0.086941 0.150895 0.389525 -0.104766 0.155557 0.405971 -0.055472 0.135163 0.378477 -0.099553 -0.102008 0.418153 -0.12026 -0.100115 0.445981 -0.124401 -0.087157 0.436601 -0.132895 -0.094732 0.454064 -0.14343 -0.091666 0.451211 -0.148486 -0.096747 0.473145 -0.167144 -0.097831 0.475341 -0.082814 -0.092688 0.359965 --0.134686 -0.019262 -0.431128 --0.130583 -0.011949 -0.44932 --0.137 -0.01838 -0.453731 --0.128557 -0.005102 -0.442871 --0.151621 -0.012736 -0.486601 --0.143161 -0.013686 -0.46922 --0.145265 -0.023601 -0.458198 --0.154182 -0.028671 -0.468872 --0.14918 -0.034021 -0.45351 --0.150857 -0.045031 -0.452753 --0.147695 -0.037346 -0.42967 --0.14553 -0.040588 -0.397805 --0.143761 -0.031171 -0.410357 --0.139706 -0.022557 -0.408004 --0.133982 -0.011764 -0.420962 --0.130189 -2.3e-05 -0.434238 --0.130731 -0.059971 -0.402214 --0.121147 -0.064038 -0.400681 --0.125873 -0.068746 -0.427178 --0.108189 -0.06546 -0.398883 --0.095316 -0.066502 -0.397735 --0.083395 -0.008128 -0.615211 --0.083465 -0.018747 -0.656748 --0.09549 -0.01114 -0.656054 --0.10805 -0.017318 -0.701964 --0.345052 0.050757 -0.075733 --0.340852 0.040872 -0.077866 --0.336268 0.045862 -0.051459 --0.332708 0.03217 -0.080015 --0.320226 0.028715 -0.057207 --0.315513 0.029836 -0.034959 --0.309902 0.030384 -0.019142 --0.323412 0.038281 -0.031359 --0.328846 0.05104 -0.026909 --0.322347 0.05044 -0.011265 --0.328773 0.070373 -0.02519 --0.324824 0.085885 -0.025156 --0.335409 0.090632 -0.048177 --0.340413 0.105961 -0.07299 --0.355039 0.079322 -0.09346 --0.354729 0.070641 -0.094084 --0.352009 0.069524 -0.083348 --0.351945 0.060515 -0.095032 --0.349183 0.058431 -0.083911 --0.349528 0.052311 -0.095002 --0.013355 0.039852 0.594693 --0.024763 0.044374 0.593548 --0.054537 0.031464 0.616147 --0.041883 0.035996 0.605149 --0.033948 0.049288 0.593243 --0.0564 0.065484 0.618657 --0.047072 0.09933 0.625654 --0.038556 0.102139 0.627143 -0.038416 -0.043774 -0.248688 --0.148015 -0.107669 -0.979672 --0.133355 -0.105551 -0.979672 --0.125761 -0.088709 -0.978708 --0.158094 -0.022202 -0.486381 --0.172153 -0.033047 -0.260095 --0.164795 -0.038678 -0.296103 --0.154686 -0.042198 -0.328648 --0.146163 -0.046645 -0.362297 --0.175247 -0.088746 0.512573 --0.115347 0.043952 -0.360718 --0.123524 0.03786 -0.375678 --0.117734 0.034503 -0.397764 --0.126675 0.028729 -0.39779 --0.127998 0.019027 -0.419943 --0.128992 0.067014 -0.016683 --0.145541 0.056575 -0.015304 --0.154535 0.052006 -0.049873 --0.156895 0.041146 -0.013534 -0.030724 -0.025361 -0.247007 -0.361949 0.095031 -0.136579 -0.017074 -0.003681 -0.036584 -0.01259 -0.019473 -0.035051 -0.011123 -0.036474 -0.029308 -0.348279 0.123165 -0.119123 -0.351082 0.119023 -0.111683 -0.355221 0.109178 -0.109376 -0.355448 0.123344 -0.125317 -0.354377 0.127636 -0.135881 --0.090973 0.143064 0.374274 --0.075512 0.14156 0.374109 --0.050079 0.136278 0.403542 --0.051536 0.13747 0.389704 --0.034916 0.125166 0.390231 --0.055592 0.135202 0.378449 --0.062288 0.129571 0.366088 --0.071 0.123602 0.358853 --0.083811 0.118598 0.35427 --0.088873 0.131855 0.363284 --0.100924 0.141979 0.37695 --0.109577 0.13932 0.377592 -0.082637 0.018265 0.705134 --0.039964 0.056346 0.594023 --0.007824 0.077675 0.574045 --0.052266 -0.100272 -0.03746 --0.041446 -0.087651 -0.060252 --0.061914 -0.113622 -0.024715 --0.073924 -0.108272 -0.035007 --0.097503 -0.11114 -0.028186 --0.081836 -0.105332 -0.058315 --0.092393 -0.103408 -0.091947 --0.068174 -0.099288 -0.091332 --0.049442 -0.089607 -0.090816 --0.036659 -0.075099 -0.089509 --0.065044 -0.123263 -0.010253 --0.009836 0.115743 0.648737 -0.327237 0.060264 -0.098716 -0.317402 0.056792 -0.083903 -0.323016 0.066262 -0.090659 -0.325027 0.078099 -0.08949 -0.328238 0.072616 -0.096421 -0.336604 0.073106 -0.106272 -0.341772 0.073187 -0.117031 -0.345532 0.067716 -0.130501 -0.344925 0.062626 -0.120462 -0.341867 0.06099 -0.11061 -0.364758 0.09914 -0.149249 --0.109966 0.110749 0.356492 --0.109311 0.125573 0.364086 --0.095597 0.114976 0.35443 --0.118885 0.132924 0.374594 --0.12195 0.107737 0.360565 --0.134508 0.103165 0.368117 --0.127253 0.121475 0.370784 --0.125349 0.136668 0.384532 --0.056701 0.132894 0.430754 --0.05099 0.134502 0.41673 -0.039707 -0.057384 0.588539 -0.044777 -0.051595 0.583812 -0.046226 -0.037371 0.588 -0.045744 -0.025078 0.584625 --0.353014 0.125885 -0.134685 --0.171172 -0.082649 -0.978226 --0.160534 -0.093928 -0.979672 --0.174519 -0.08255 -0.925923 --0.108082 -0.108063 -0.798143 --0.11853 -0.1142 -0.831174 --0.124871 -0.122406 -0.796678 --0.149434 -0.05543 -0.451883 -0.104513 -0.119856 -0.006538 -0.0978 -0.111172 -0.028164 -0.073252 -0.108298 -0.034989 -0.080957 -0.10535 -0.058061 -0.131654 -0.0198 0.347079 -0.125752 0.000379 0.343833 -0.135014 0.009127 0.377787 -0.126958 0.034315 0.373538 -0.142655 0.022913 0.401574 -0.148499 0.040696 0.417274 -0.149856 0.024669 0.463786 -0.145439 0.003689 0.46021 -0.124828 -0.071875 0.412865 -0.122421 -0.065139 0.370851 -0.111641 -0.069488 0.340433 -0.117589 -0.047997 0.327629 -0.111689 -0.028426 0.285855 -0.120236 -0.024706 0.314792 -0.121132 -0.008466 0.319208 --0.172876 -0.001797 -0.921102 --0.166697 -0.021132 -0.914594 --0.161038 -0.003711 -0.909773 --0.140046 -0.007952 -0.908327 --0.150225 -0.003921 -0.904471 --0.149673 0.015229 -0.910738 --0.136725 0.029957 -0.921102 -0.020953 0.113196 0.423049 -0.019571 0.112543 0.404996 -0.029089 0.111175 0.441785 -0.03473 0.124593 0.422144 -0.050871 0.134464 0.416757 -0.049959 0.136238 0.403569 -0.067984 0.14531 0.39275 -0.051416 0.137432 0.389731 -0.034804 0.125134 0.390255 -0.039183 0.107472 0.457142 -0.015921 -0.058296 -0.02911 -0.020451 -0.081964 -0.028563 --0.338809 0.059569 -0.107587 --0.343537 0.061005 -0.11919 --0.340383 0.071566 -0.115761 --0.130676 0.136435 0.392085 --0.139835 0.118599 0.388783 --0.135497 0.131855 0.40028 --0.140317 0.11908 0.41144 --0.131158 0.137399 0.411849 --0.127783 0.139086 0.421009 -0.075004 -0.077493 0.30713 -0.093165 -0.079862 0.333638 -0.102578 -0.060463 0.304957 -0.078029 0.023319 0.691211 --0.057586 -0.034515 -0.389729 --0.132363 0.124624 0.43241 --0.123592 0.137482 0.430947 --0.118679 0.131781 0.442643 -0.002832 0.090679 0.579852 --0.141763 0.100521 0.378563 --0.355368 0.062627 -0.114814 --0.349396 0.078605 -0.105548 --0.288757 0.056509 -0.018076 --0.286935 0.056323 -0.006271 --0.288629 0.044749 -0.008982 --0.287855 0.065227 -0.000294 --0.280113 0.053221 0.012952 --0.267767 0.047503 0.045014 --0.269139 0.037245 0.041218 --0.254836 0.020732 0.073284 --0.271923 0.02598 0.039028 --0.284591 0.030382 0.008051 --0.295296 0.031881 -0.01158 --0.30377 0.031437 -0.037083 --0.297344 0.041176 -0.043246 --0.292216 0.053984 -0.034375 --0.294587 0.072448 -0.033277 --0.301496 0.08743 -0.031962 --0.300253 0.083639 -0.011707 --0.302827 0.076435 0.001586 --0.292969 0.074014 0.001193 --0.281513 0.06279 0.019897 -0.086165 0.000232 0.696923 -0.008936 0.071248 0.803965 -0.000872 0.107344 0.613001 --0.351867 0.045028 -0.160324 --0.184334 -0.090987 0.478655 --0.180866 -0.093797 0.455579 --0.192861 -0.084703 0.435922 --0.175791 -0.091508 0.432581 --0.17016 -0.086396 0.41059 --0.101383 -0.071651 -0.425071 --0.117583 -0.078589 -0.445556 --0.129201 -0.076726 -0.446516 --0.062555 -0.045563 -0.390664 --0.070265 -0.057484 -0.394165 --0.081778 -0.063749 -0.395622 --0.018647 0.109092 0.657665 --0.01261 0.109655 0.669207 -0.0612 -0.113649 -0.024697 -0.064575 -0.12329 -0.010235 -0.047695 -0.114606 -0.018917 -0.030815 -0.113587 -0.011691 -0.030815 -0.100812 -0.024706 -0.045019 -0.011214 0.573057 --0.137942 -0.072298 -0.448699 --0.144563 -0.066044 -0.450807 --0.025506 0.112792 0.696714 --0.017276 0.122161 0.725792 --0.021595 0.119803 0.709461 --0.142078 -0.058424 -0.430818 --0.056606 -0.128518 0.003003 --0.08336 -0.12659 0.001076 --0.097366 -0.127499 0.015291 --0.103809 -0.119817 -0.006566 -0.039376 0.10617 0.663733 -0.028632 0.106834 0.66425 -0.033957 0.107383 0.64946 -0.016359 0.043991 0.515559 -0.044878 0.100847 0.681489 -0.045223 0.103968 0.670256 -0.052914 0.104231 0.65826 -0.044621 0.10681 0.652899 -0.076213 0.010488 0.681667 -0.071646 0.023293 0.67267 -0.362776 0.097661 -0.123083 -0.359574 0.088524 -0.112757 -0.312943 0.044951 -0.07454 -0.308352 0.056671 -0.069257 -0.306424 0.073658 -0.061704 -0.314519 0.093868 -0.068159 -0.324215 0.107993 -0.078378 -0.321862 0.097355 -0.08002 -0.329791 0.096935 -0.09254 -0.327202 0.088566 -0.090317 -0.321923 0.034752 -0.080185 -0.024801 0.001349 -0.202991 -0.031492 0.011056 -0.244461 -0.028399 -0.006603 -0.245536 -0.033205 -0.015061 -0.282364 --0.028547 0.103573 0.625856 --0.032026 0.105467 0.63514 --0.081198 0.054688 0.090468 -0.058176 0.097731 0.647868 -0.060032 0.093784 0.669735 -0.063961 0.082176 0.666919 -0.06654 0.070166 0.676537 -0.065813 0.070004 0.659307 -0.066309 0.056881 0.649331 -0.062987 0.07486 0.643841 -0.059015 0.089006 0.6384 --0.03838 0.035432 0.525308 --0.071382 0.027007 0.533041 --0.009674 0.106762 0.611441 --0.019029 0.103085 0.608624 -0.039222 0.019263 -0.27972 -0.362573 0.106105 -0.142558 -0.357631 0.10375 -0.131248 -0.353224 0.101317 -0.116185 -0.296483 0.061471 0.059544 -0.291315 0.057051 0.098559 -0.276438 0.058275 0.126668 -0.289726 0.052774 0.12868 -0.290853 0.046799 0.150876 -0.310791 0.072738 0.004206 -0.303663 0.06729 0.025 -0.284757 0.064199 0.058181 --0.139835 0.103654 0.435928 --0.132604 0.110644 0.44557 --0.130916 0.094977 0.458971 --0.124074 0.116031 0.45141 --0.111929 0.11973 0.45508 --0.100119 0.120694 0.456286 --0.086715 0.123262 0.455026 --0.360632 0.093308 -0.135502 --0.349583 0.084734 -0.116476 --0.358255 0.086801 -0.111672 --0.131878 0.000476 -0.92062 --0.12911 0.019234 -0.927128 -0.198889 -0.026778 0.227738 -0.192185 -0.023207 0.243713 -0.188352 -0.031844 0.264659 -0.185173 -0.020391 0.264729 -0.176599 -0.017861 0.287774 --0.013024 -0.088241 0.72662 --0.0247 -0.08469 0.720404 --0.033508 -0.078855 0.707401 --0.0416 -0.069884 0.69463 --0.027312 0.044822 0.514443 -0.018951 0.105409 0.618947 -0.057516 0.093339 0.67944 -0.278125 0.048336 0.17281 -0.263154 0.054575 0.169187 -0.262592 0.058539 0.14524 -0.247085 0.054634 0.163441 -0.233057 0.048502 0.156696 -0.282102 0.010812 0.218659 -0.288074 0.024504 0.19717 -0.297528 0.02164 0.172297 -0.290382 0.036594 0.173918 -0.065553 0.045494 0.639548 -0.068224 0.03931 0.65204 -0.069891 0.033191 0.660931 --0.083804 0.074907 -0.165948 --0.062697 0.064238 -0.16485 --0.045673 0.048194 -0.163564 --0.03268 0.028352 -0.161928 --0.127843 0.065599 -0.253296 --0.118913 0.072745 -0.210048 --0.130514 0.070531 -0.168479 --0.107684 0.076855 -0.167466 --0.096156 0.078963 -0.126465 --0.083653 -0.133012 0.031918 --0.10907 -0.123137 0.031923 --0.118079 -0.11643 0.049941 --0.159349 0.041309 -0.255529 --0.155791 0.0504 -0.21274 --0.146525 0.05484 -0.254917 --0.162423 0.043235 -0.170205 --0.148711 0.058947 -0.169549 --0.1406 0.067376 -0.127538 --0.133779 0.058198 -0.289618 --0.11935 0.057318 -0.31754 --0.168086 0.02405 -0.256279 --0.173604 0.00463 -0.257509 --0.17464 0.014528 -0.214836 --0.179462 0.002306 -0.17347 --0.172535 0.024622 -0.171551 --0.168602 0.03471 -0.128899 --0.06391 0.131373 0.441954 -0.095027 -0.048825 0.262066 -0.103824 -0.036545 0.269255 -0.104098 -0.015764 0.243629 --0.0991 0.017944 -0.450663 -0.262731 0.05789 0.122908 -0.265882 0.059393 0.093437 -0.249381 0.05205 0.116538 -0.241193 0.043654 0.110039 -0.235215 0.046569 0.132123 -0.222589 0.036845 0.14968 -0.146018 0.020217 -0.352553 -0.143756 0.007836 -0.390439 -0.14439 0.017838 -0.368618 -0.139017 0.027615 -0.35283 -0.12709 0.038621 -0.361158 -0.131022 0.036125 -0.351555 -0.355028 0.04387 -0.128252 -0.353348 0.049278 -0.116616 -0.349146 0.056385 -0.106308 -0.35089 0.054056 -0.096199 -0.350544 0.060176 -0.085108 -0.346414 0.052502 -0.07693 -0.337629 0.047607 -0.052655 -0.342214 0.042617 -0.079063 -0.33407 0.033915 -0.081211 -0.341084 0.037101 -0.099069 -0.344392 0.039642 -0.121249 --0.141336 -0.051267 -0.399824 -0.298792 0.005093 0.16812 -0.290602 -0.00859 0.188816 -0.293927 -0.009816 0.162202 -0.283459 -0.021475 0.155186 -0.27585 -0.003524 0.237141 -0.283366 -0.005735 0.214482 --0.351907 0.099595 -0.115108 --0.34249 0.092899 -0.112093 --0.345768 0.096557 -0.122526 --0.349666 0.095542 -0.136017 --0.356314 0.102028 -0.130171 --0.312351 0.036325 -0.004647 --0.305342 0.029027 -0.008073 -0.191614 0.011738 0.323365 -0.203097 0.014525 0.328262 -0.202498 0.011696 0.352268 -0.214997 0.013491 0.332878 -0.226236 0.008727 0.336797 -0.351124 0.080663 -0.106541 -0.356378 0.081055 -0.094596 -0.353367 0.071267 -0.084535 -0.356095 0.072365 -0.095294 -0.35739 0.073907 -0.111625 -0.337536 0.088233 -0.102831 -0.343807 0.094623 -0.113171 --0.02455 0.00862 -0.161409 --0.02085 -0.011834 -0.162222 --0.012323 0.119858 0.745726 -0.154903 -0.108342 -0.84821 -0.157955 -0.103488 -0.89052 -0.162337 -0.097395 -0.84577 -0.160152 -0.106884 -0.925923 -0.163093 -0.093571 -0.914112 -0.169384 -0.0825 -0.925923 -0.163187 -0.078345 -0.907845 -0.158667 -0.064508 -0.89748 -0.162831 -0.075833 -0.88042 -0.167599 -0.073578 -0.841037 -0.167119 -0.084966 -0.841937 -0.172359 -0.091098 -0.788958 -0.179314 -0.084468 -0.735822 -0.174054 -0.098491 -0.737941 -0.172653 -0.108092 -0.692848 -0.166863 -0.110119 -0.739513 -0.156392 -0.119247 -0.743145 -0.157734 -0.113673 -0.792971 -0.146709 -0.116839 -0.829945 -0.139238 -0.123252 -0.795671 -0.135221 -0.119519 -0.851526 -0.126098 -0.118567 -0.85216 -0.128453 -0.117836 -0.90182 -0.120161 -0.116392 -0.93725 -0.129375 -0.12077 -0.938938 -0.129172 -0.124665 -0.957739 -0.140594 -0.122729 -0.948098 -0.14944 -0.122801 -0.960149 -0.154592 -0.115999 -0.943517 -0.166877 -0.105317 -0.947133 -0.065331 0.074522 0.689774 -0.069246 0.061208 0.691007 -0.071205 0.059059 0.707851 -0.35675 0.064282 -0.116065 -0.353311 0.062239 -0.096241 -0.355051 0.062522 -0.127898 -0.361289 0.071473 -0.127738 -0.35018 0.077184 -0.123737 -0.20152 -0.056893 0.293143 -0.203629 -0.049299 0.268706 -0.194583 -0.041604 0.266002 -0.204535 -0.04329 0.248854 -0.205009 -0.037103 0.231537 -0.140183 -0.036419 -0.8667 -0.134024 -0.037348 -0.836944 -0.143458 -0.038358 -0.836309 -0.122109 -0.041502 -0.8244 -0.125832 -0.031999 -0.795256 -0.117287 -0.025912 -0.751044 -0.128883 -0.023115 -0.748801 -0.134097 -0.01391 -0.699996 -0.139656 -0.024143 -0.746943 -0.152452 -0.029692 -0.74438 -0.146039 -0.034038 -0.792764 -0.153367 -0.04399 -0.821778 -0.163786 -0.047167 -0.789462 -0.160572 -0.053136 -0.836354 -0.165379 -0.062623 -0.837463 -0.159322 -0.056693 -0.872748 -0.135524 -0.036067 -0.889768 -0.128481 -0.032994 -0.905194 -0.127864 -0.044391 -0.893624 -0.12024 -0.059215 -0.895553 -0.120564 -0.052687 -0.872655 -0.109133 -0.059543 -0.840626 -0.116183 -0.050045 -0.839212 -0.109217 -0.043154 -0.796386 --0.019678 0.02905 -0.029532 --0.015918 0.01718 -0.036137 --0.027782 0.104204 0.685235 --0.018875 0.106096 0.678748 --0.044037 0.103878 0.670194 --0.038982 0.102331 0.681333 --0.128709 0.010087 -0.432263 --0.12282 0.016837 -0.434716 --0.115201 0.022097 -0.434582 --0.111437 0.030062 -0.419783 --0.105629 0.024339 -0.434984 --0.093734 0.023146 -0.434976 --0.181137 -0.019254 -0.175074 --0.162184 0.043679 -0.087926 --0.175245 -0.015389 -0.25902 --0.177955 -0.02705 -0.217951 --0.177569 -0.03962 -0.176278 -0.035154 -0.122722 0.002771 --0.052378 0.104259 0.65844 --0.043756 0.106801 0.652945 --0.03289 0.107281 0.649359 -0.093246 0.049027 0.102835 -0.102315 0.040455 0.113433 -0.081108 0.054715 0.090481 -0.083986 0.055223 0.114438 -0.074667 0.060907 0.130241 -0.086741 0.049708 0.133324 -0.090962 0.038731 0.152601 -0.097319 0.040624 0.13197 -0.110442 0.029584 0.124656 -0.11543 0.014141 0.134661 --0.146583 0.097629 0.39423 --0.147066 0.097629 0.408934 --0.144415 0.099798 0.424119 --0.075479 0.127276 0.449668 --0.137907 0.071356 0.459767 --0.145378 0.063402 0.446028 -0.002666 0.099924 0.594166 --0.208136 -0.06588 0.463823 --0.213936 -0.055034 0.444634 --0.206495 -0.070744 0.440044 --0.214464 -0.036885 0.448758 --0.221066 -0.043897 0.422246 --0.2282 -0.032688 0.395547 --0.227826 -0.044995 0.392802 --0.236249 -0.044725 0.363377 --0.221761 -0.057822 0.388709 --0.212382 -0.068579 0.384699 --0.20756 -0.072435 0.413562 --0.187 -0.085581 0.498671 --0.197969 -0.077029 0.482777 --0.206481 -0.058685 0.487615 --0.203208 -0.050881 0.507905 --0.20808 -0.037902 0.491988 --0.201669 -0.018703 0.494444 --0.210263 -0.026948 0.47232 --0.208053 -0.017687 0.451214 -0.16996 -0.027323 0.310191 -0.170357 -0.015106 0.311774 -0.166048 -0.012376 0.331959 -0.17441 -0.003851 0.314699 -0.181753 0.005421 0.318704 --0.1098 0.054429 -0.334104 --0.14562 0.080033 0.435592 -0.060488 -0.068938 0.271743 -0.078781 -0.059829 0.264962 -0.092697 -0.040887 0.223772 -0.093348 -0.035422 0.193415 -0.098751 -0.019246 0.193125 -0.100697 0.002736 0.176856 -0.101353 -0.006403 0.205791 -0.095902 0.006341 0.221401 -0.038794 -0.006233 -0.313056 -0.041719 0.010433 -0.311486 -0.066881 -0.020749 -0.416186 -0.029509 -0.087462 0.126235 -0.022217 -0.076703 0.144776 -0.032796 -0.071917 0.162044 -0.011425 -0.071799 0.162332 -0.002712 -0.068146 0.176001 -0.070781 0.112051 0.464061 -0.054872 0.10699 0.465579 -0.072708 0.096866 0.474979 -0.050534 0.119282 0.451526 -0.093919 0.092528 0.477149 -0.114648 0.086984 0.475703 -0.105395 0.105146 0.46749 -0.111811 0.119691 0.455108 -0.1 0.120655 0.456313 -0.097831 0.134636 0.443876 -0.086595 0.123223 0.455053 -0.07536 0.127236 0.449695 -0.080663 0.140493 0.434606 -0.06379 0.131334 0.441982 -0.056581 0.132855 0.430781 -0.179852 0.005927 0.340541 -0.048671 0.026118 -0.310259 -0.059727 0.041338 -0.310499 -0.027022 0.037246 0.523155 --0.080366 0.042976 -0.359844 --0.072915 0.03363 -0.369455 --0.070227 0.013891 -0.415307 --0.069241 0.022839 -0.390911 --0.076875 0.030483 -0.393719 --0.085119 0.027745 -0.418972 --0.086507 0.036825 -0.396545 --0.096641 0.042094 -0.387468 --0.087837 0.044531 -0.374711 --0.092277 0.048103 -0.362594 --0.103086 0.047746 -0.360488 --0.104066 0.049317 -0.349409 -0.275432 0.062709 0.0551 -0.269288 0.055547 0.049494 -0.25155 0.043835 0.081332 -0.312765 0.085286 -0.010822 --0.006119 0.113561 0.764306 -0.000738 0.103834 0.778899 -0.056372 -0.128537 0.003258 -0.044313 -0.130652 0.018679 -0.05757 -0.134243 0.033141 -0.083339 -0.126623 0.001097 --0.155492 -0.028329 0.356208 --0.160749 -0.032802 0.345004 --0.161044 -0.021111 0.346178 --0.166167 -0.012336 0.331933 --0.164113 -0.010625 0.349268 --0.170574 -0.001596 0.353845 --0.16219 -0.006465 0.362443 --0.164373 -0.002133 0.375173 --0.154414 -0.01074 0.370753 --0.163482 -0.053438 0.350923 --0.160466 -0.043558 0.34741 --0.165475 -0.036245 0.329176 --0.18622 -0.077512 0.51589 --0.193917 -0.061157 0.520285 --0.195394 -0.04444 0.523948 --0.176073 0.003874 0.375161 --0.167484 0.004652 0.390015 --0.172233 0.009446 0.407131 -0.075831 -0.027037 0.725898 -0.068873 -0.04262 0.725898 -0.061801 -0.048767 0.745837 --0.27555 0.062748 0.055073 --0.269406 0.055586 0.049467 -0.103573 0.004244 -0.526283 -0.096997 0.003408 -0.551167 -0.088488 0.000855 -0.525091 -0.106551 0.00317 -0.5794 -0.089838 -0.000647 -0.579079 -0.084256 -0.008196 -0.615646 -0.075129 -0.008559 -0.578207 -0.064432 -0.020335 -0.577323 -0.068614 -0.011633 -0.548927 -0.065155 -0.016647 -0.522231 -0.074816 -0.006275 -0.523723 -0.081531 -0.003771 -0.502802 -0.078044 -0.009858 -0.481754 -0.119195 0.005364 -0.527473 -0.134434 0.003972 -0.528513 -0.128831 0.005293 -0.553166 -0.139619 0.002105 -0.580567 -0.122764 0.003934 -0.580212 -0.116662 -6.7e-05 -0.615168 -0.349613 0.067725 -0.140039 -0.356089 0.091025 -0.092513 -0.353287 0.086051 -0.082628 -0.068413 0.142812 0.41341 -0.206081 -0.033746 0.219483 -0.078094 -0.064043 0.179812 -0.082596 -0.049383 0.190776 -0.067026 -0.061547 0.206463 -0.097546 -0.038496 0.172632 -0.043016 -0.069454 0.25707 -0.056181 -0.066368 0.240689 -0.051476 -0.065838 0.21055 -0.035925 -0.066514 0.205479 -0.04313 -0.069236 0.184395 -0.050298 -0.074615 0.161752 -0.055473 -0.086776 0.145536 -0.066807 -0.080225 0.156563 -0.080701 -0.090169 0.145461 -0.078786 -0.075462 0.161242 -0.090862 -0.065936 0.159389 -0.106573 -0.068518 0.141109 -0.102218 -0.050143 0.15512 -0.111741 -0.029199 0.149358 -0.112008 -0.070891 -0.906881 -0.11057 -0.07076 -0.880396 -0.102978 -0.080562 -0.84563 -0.103886 -0.06994 -0.844271 -0.096618 -0.061591 -0.797183 -0.0882 -0.060651 -0.752721 -0.091109 -0.04912 -0.75201 -0.08615 -0.033149 -0.705572 -0.09666 -0.040182 -0.752628 -0.106557 -0.032314 -0.752003 -0.14956 -0.001313 -0.529318 -0.144855 -0.124841 -0.745393 -0.149778 -0.127288 -0.700318 -0.177309 -0.101695 -0.647878 -0.167115 -0.118095 -0.650531 -0.159465 -0.125585 -0.614036 -0.154711 -0.128161 -0.654369 -0.139654 -0.133976 -0.656646 -0.128731 -0.138171 -0.616951 -0.126036 -0.135417 -0.659802 -0.111818 -0.132281 -0.660855 -0.124126 -0.130883 -0.706812 -0.122834 -0.126243 -0.750746 -0.132821 -0.126997 -0.748729 -0.058829 -0.030454 -0.520769 -0.06317 -0.022602 -0.499983 -0.064227 -0.028785 -0.47925 -0.069343 -0.018317 -0.480426 -0.076388 -0.016697 -0.464359 -0.077672 -0.020169 -0.448528 -0.353537 0.0987 -0.091601 -0.346735 0.096378 -0.073406 -0.341774 0.107706 -0.074186 -0.336771 0.092377 -0.049375 -0.326186 0.08763 -0.026353 -0.330134 0.072118 -0.026387 -0.330207 0.052784 -0.028106 -0.324773 0.040026 -0.032555 -0.124965 -0.02669 0.131936 -0.116345 -0.007176 0.142504 -0.106752 0.009716 0.15506 -0.095406 0.023264 0.165686 -0.09808 -0.130509 -0.616704 -0.099527 -0.124822 -0.662285 -0.087129 -0.110283 -0.661788 -0.102193 -0.117634 -0.710458 -0.104738 -0.111843 -0.754197 -0.113192 -0.120451 -0.752962 -0.120129 -0.121547 -0.798324 -0.116907 -0.114396 -0.832544 -0.108758 -0.085321 0.124834 -0.121176 -0.06699 0.122271 -0.13404 -0.064346 0.105192 -0.130046 -0.046107 0.118861 -0.339622 0.118009 -0.112037 -0.334976 0.116204 -0.088929 -0.342497 0.1162 -0.094419 -0.073351 0.008257 0.671288 -0.10554 -0.092843 -0.849852 -0.095638 -0.08453 -0.799001 -0.090968 -0.087454 -0.754633 -0.088128 -0.07297 -0.753181 -0.078976 -0.058512 -0.707107 --0.075424 0.009123 -0.435344 -0.316876 0.03158 -0.036155 -0.086249 0.027853 0.199251 -0.08641 0.035636 0.172472 -0.075024 0.044607 0.178318 -0.063516 0.056965 0.168818 --0.106758 -0.031887 -0.749253 --0.096861 -0.039755 -0.749878 --0.110329 -0.043009 -0.794095 --0.118654 -0.050742 -0.838319 --0.111159 -0.06052 -0.840215 -0.162173 -0.024273 -0.695147 -0.163692 -0.037602 -0.74226 -0.172937 -0.048276 -0.73928 -0.180361 -0.047124 -0.689526 -0.178379 -0.05903 -0.736715 -0.180512 -0.072165 -0.735769 -0.174036 -0.067408 -0.788005 --0.01866 0.041565 -0.022306 -0.160106 -0.005357 -0.554471 --0.33064 0.11508 -0.074983 --0.311601 0.083779 -0.009789 --0.314357 0.096724 -0.02922 --0.32229 0.110319 -0.053009 -0.184241 -0.076208 -0.687737 --0.083623 0.018781 -0.434761 -0.183078 -0.041209 0.287631 -0.077348 -0.10364 0.128523 -0.094965 -0.097446 0.127334 -0.10717 -0.101699 0.110056 -0.05856 0.088006 0.689861 -0.051062 0.096194 0.687617 -0.348306 0.101164 -0.105268 -0.347888 0.106007 -0.114837 -0.355884 0.113699 -0.120724 -0.009858 0.094499 0.586661 -0.108833 -0.085105 -0.914594 -0.10845 -0.099236 -0.923753 -0.109957 -0.097255 -0.892333 -0.111542 -0.104529 -0.851505 -0.097953 -0.099412 -0.47666 -0.111357 -0.101905 -0.477447 -0.119589 -0.112055 -0.499903 -0.059946 0.08543 0.699312 --0.170476 -0.015066 0.311747 --0.174529 -0.003813 0.314673 --0.185116 0.005111 0.293771 --0.181873 0.00546 0.318677 --0.191732 0.011776 0.323338 --0.179971 0.005966 0.340514 --0.179228 0.004671 0.361014 --0.19039 0.007652 0.367844 -0.072639 -0.099523 -0.614258 -0.0775 -0.093825 -0.66106 -0.071185 -0.075868 -0.660395 -0.084233 -0.088981 -0.709949 -0.096406 -0.099648 -0.754415 -0.107078 -0.108411 -0.800435 -0.26745 -0.00378 0.255424 -0.267637 -0.016481 0.253101 -0.260933 -0.028107 0.26999 -0.261114 -0.004045 0.273784 -0.25364 -0.003772 0.29392 -0.256818 -0.015226 0.29385 -0.252192 -0.024433 0.317098 -0.256449 -0.026587 0.292379 -0.252545 -0.037425 0.289561 --0.148709 -0.127292 -0.700346 --0.138585 -0.133981 -0.656673 --0.153642 -0.128166 -0.654397 --0.125176 -0.13535 -0.659367 --0.166046 -0.1181 -0.650557 --0.176239 -0.101699 -0.647905 --0.171584 -0.108097 -0.692875 --0.172985 -0.098496 -0.737968 --0.165794 -0.110124 -0.73954 --0.155324 -0.119252 -0.743172 --0.143786 -0.124846 -0.74542 --0.131961 -0.12693 -0.748294 --0.12239 -0.126032 -0.749386 --0.123473 -0.130744 -0.705913 --0.111165 -0.132142 -0.659956 -0.160924 -0.021151 0.346205 -0.163994 -0.010665 0.349294 -0.16207 -0.006504 0.36247 -0.170454 -0.001635 0.353872 -0.179108 0.004632 0.361041 -0.175953 0.003835 0.375187 -0.19027 0.007613 0.367871 -0.198506 0.009604 0.379501 -0.060439 -0.06298 -0.613617 -0.068768 -0.059883 -0.659006 -0.070615 -0.043766 -0.658497 -0.353396 0.053089 -0.127413 -0.241181 -0.04512 0.336466 -0.245234 -0.033866 0.339391 -0.23613 -0.044764 0.363403 -0.245631 -0.02165 0.340974 -0.242331 -0.009756 0.341047 -0.2369 -0.020241 0.36773 -0.225764 -0.019446 0.394917 -0.228079 -0.032727 0.395573 -0.220946 -0.043937 0.422273 -0.227706 -0.045034 0.392829 -0.221642 -0.057862 0.388736 -0.207441 -0.072475 0.413589 -0.212263 -0.068618 0.384727 -0.201974 -0.072895 0.375283 -0.219409 -0.064794 0.355389 -0.223978 -0.060709 0.3278 -0.233838 -0.054393 0.332461 -0.244235 -0.046525 0.311355 --0.246344 -0.046865 0.248314 --0.246726 -0.046279 0.264919 --0.23634 -0.052093 0.281321 --0.245836 -0.04601 0.28581 --0.244354 -0.046486 0.311327 --0.252664 -0.037387 0.289534 --0.256568 -0.026548 0.292352 --0.235924 -0.050107 0.243671 --0.224655 -0.049757 0.239529 --0.225627 -0.052112 0.255722 --0.2142 -0.053688 0.272322 --0.22566 -0.054685 0.276767 --0.224999 -0.058884 0.302177 -0.172787 -0.090507 -0.947133 -0.172491 -0.071786 -0.943035 -0.174601 -0.062859 -0.959185 -0.171268 -0.051249 -0.941831 -0.176039 -0.031099 -0.943277 -0.183272 -0.024297 -0.958462 --0.182568 -0.083839 -0.644914 --0.183173 -0.076213 -0.687764 --0.179451 -0.07217 -0.735796 --0.178245 -0.084473 -0.73585 --0.172324 -0.091111 -0.788981 --0.165041 -0.06852 0.372711 --0.165792 -0.076618 0.390739 --0.182487 -0.078599 0.387542 --0.202092 -0.072856 0.375256 --0.192214 -0.07212 0.365583 --0.198164 -0.066806 0.340792 --0.181422 -0.0669 0.357366 --0.169688 -0.061476 0.354624 --0.175191 -0.05662 0.334131 --0.190446 0.003531 0.269551 --0.197274 0.012155 0.273275 --0.20633 0.017395 0.277484 --0.216569 0.019145 0.281759 --0.204031 0.016668 0.302641 --0.203217 0.014564 0.328234 --0.170079 -0.027283 0.310164 --0.176718 -0.017823 0.287748 --0.185292 -0.020352 0.264702 --0.186102 -0.008149 0.266454 -0.363363 0.07473 -0.150603 --0.107552 0.038514 -0.397668 --0.177325 -0.059035 -0.736742 --0.173896 -0.068383 -0.788751 -0.360636 0.075305 -0.160142 --0.189058 0.010659 0.403907 --0.198626 0.009643 0.379475 --0.202387 0.007865 0.396803 --0.212762 0.002657 0.389941 --0.206169 -0.001395 0.41268 --0.213588 -0.012012 0.413809 --0.205328 -0.008308 0.434608 --0.195397 0.000483 0.451738 --0.18388 0.006758 0.473118 --0.187941 -0.003168 0.494719 -0.062872 0.064146 0.147546 -0.159288 0.119897 -0.961836 -0.119568 0.115217 -0.964728 -0.343388 0.055728 -0.117661 -0.347914 0.053336 -0.139892 -0.341641 0.052257 -0.129927 -0.336395 0.047978 -0.120921 -0.321588 0.03046 -0.058404 --0.03278 -0.126524 0.032896 -0.123153 -0.030496 -0.92279 --0.219528 -0.064755 0.355362 -0.17326 -0.039216 0.310118 -0.165356 -0.036284 0.329203 -0.160346 -0.043597 0.347437 -0.160629 -0.032842 0.345031 -0.155372 -0.028368 0.356235 -0.150337 -0.035624 0.365792 -0.150665 -0.022157 0.367637 -0.154294 -0.010779 0.370781 -0.164253 -0.002173 0.375198 -0.035841 0.029887 0.534583 -0.079019 0.149079 0.400081 -0.349098 0.041786 -0.144112 -0.356004 0.042531 -0.154123 --0.099083 -0.124611 -0.660924 --0.113162 -0.120096 -0.750675 --0.104916 -0.111415 -0.751447 --0.102164 -0.117278 -0.708171 --0.086684 -0.110071 -0.660427 -0.084782 0.150209 0.412004 -0.089822 0.149412 0.422 -0.097534 0.153991 0.414529 -0.212494 -0.063496 0.322903 -0.108072 -0.017674 -0.704252 -0.085284 0.006734 0.70766 -0.013054 -0.070632 0.772858 --0.359252 0.073551 -0.158881 -0.35586 0.115447 -0.131675 -0.347078 0.121777 -0.131765 -0.11799 -0.014622 -0.948338 -0.118626 -0.022811 -0.937492 -0.077762 0.003004 0.692549 -0.149496 0.118045 -0.971237 -0.353272 0.046773 -0.161503 --0.169398 -0.075532 -0.842498 --0.166691 -0.077802 -0.88187 --0.169032 -0.085956 -0.842673 -0.17116 -0.100231 -0.965211 -0.078337 0.029774 0.697426 -0.078949 0.032083 0.70963 -0.078269 0.042027 0.723896 -0.081211 0.025526 0.724481 -0.081294 0.020966 0.742447 -0.081482 0.008499 0.724226 -0.079611 -0.010056 0.725374 -0.078703 -2e-05 0.707557 --0.212613 -0.063458 0.322876 --0.200714 -0.062423 0.31826 --0.201639 -0.056854 0.293115 --0.189474 -0.05766 0.314342 --0.18008 -0.049671 0.311534 -0.009779 -0.013603 0.811873 --0.348227 0.066029 -0.138773 --0.188471 -0.031806 0.264632 --0.192304 -0.023168 0.243687 --0.199008 -0.02674 0.227711 -0.195543 0.005391 -0.970995 --0.001704 -0.064566 0.188111 -0.123955 0.115992 0.451438 -0.130797 0.094938 0.458999 --0.244484 0.024749 0.252048 --0.229914 0.023071 0.265249 --0.22803 0.018149 0.286204 -0.181303 -0.06694 0.357393 -0.198046 -0.066846 0.34082 -0.192095 -0.072159 0.365611 -0.200594 -0.062462 0.318287 -0.182369 -0.078638 0.387568 -0.170041 -0.086435 0.410617 -0.165672 -0.076658 0.390767 -0.150865 -0.068843 0.390208 -0.164921 -0.06856 0.372738 -0.169569 -0.061516 0.35465 -0.163363 -0.053478 0.350949 -0.175072 -0.056658 0.334159 -0.179961 -0.04971 0.311561 -0.189355 -0.0577 0.314369 -0.135647 0.09831 -0.976539 -0.141277 0.10969 -0.974611 -0.126106 0.115455 -0.971237 -0.109014 0.105489 -0.967742 -0.224509 0.002044 0.362953 -0.23563 0.000737 0.339605 -0.245713 -0.001086 0.317242 --0.233957 -0.054354 0.332434 --0.224097 -0.06067 0.327773 -0.144342 -0.12144 -0.974756 -0.154109 -0.119068 -0.973887 -0.154443 -0.109248 -0.978226 -0.163545 -0.107182 -0.975334 -0.170636 -0.091241 -0.975334 -0.119337 0.007039 0.530859 -0.178109 -0.018702 0.526682 -0.164945 -0.013349 0.526722 -0.162346 0.000925 0.509971 -0.151118 -0.002354 0.520824 -0.134781 0.020876 0.511031 -0.132609 0.005697 0.523097 --0.306945 0.042229 0.09751 --0.303168 0.051644 0.074662 --0.291433 0.05709 0.098532 --0.296602 0.06151 0.059517 --0.284876 0.064238 0.058154 --0.303535 0.067031 0.025178 --0.310169 0.071885 0.004791 --0.313972 0.059722 0.00451 --0.316999 0.047501 -0.000922 --0.304492 0.018549 0.147779 --0.306017 0.030089 0.12688 --0.299644 0.043425 0.128327 --0.290972 0.046839 0.150848 --0.289846 0.052813 0.128654 --0.288193 0.024543 0.197143 --0.290501 0.036632 0.173892 --0.297647 0.021679 0.172269 --0.278244 0.048375 0.172783 --0.275074 0.025804 0.220254 --0.260374 0.027071 0.23891 --0.262818 0.037546 0.219144 --0.263681 0.048027 0.194925 -0.212654 0.002962 0.390454 -0.220072 -0.007654 0.391584 -0.213481 -0.011706 0.414323 -0.119387 -0.116328 0.050137 -0.110117 -0.123127 0.032005 -0.084289 -0.133045 0.031941 -0.097998 -0.127538 0.015318 -0.09455 0.144916 0.431457 --0.055893 0.052902 0.614078 --0.050027 0.052827 0.603861 -0.188938 0.01062 0.403933 -0.202273 0.007998 0.397072 -0.206061 -0.00109 0.413194 --0.085415 0.006678 0.707696 --0.086296 0.000176 0.696959 --0.183198 -0.04117 0.287604 --0.173379 -0.039177 0.310091 -0.205214 -0.008175 0.434878 -0.195277 0.000444 0.451765 -0.207934 -0.017726 0.451241 -0.209911 -0.026981 0.471619 -0.214345 -0.036924 0.448785 -0.213816 -0.055074 0.444661 -0.025324 -0.058631 0.7826 -0.01253 -0.061062 0.78584 -0.011407 -0.050197 0.794688 -0.206377 -0.070783 0.44007 -0.192742 -0.084742 0.435948 -0.180747 -0.093837 0.455606 -0.175672 -0.091547 0.432608 -0.157013 -0.090462 0.43041 -0.355823 0.129013 -0.15251 -0.167365 0.004612 0.390041 -0.154985 0.004237 0.403646 -0.172113 0.009406 0.407158 -0.174958 0.013221 0.428688 --0.202617 0.011735 0.352242 --0.359857 0.065634 -0.137145 --0.358469 0.06381 -0.148531 -0.339127 0.109041 -0.111258 --0.355676 0.07573 -0.135227 --0.361979 0.072975 -0.149342 -0.100875 0.083121 -0.970754 -0.103018 0.096223 -0.970272 -0.115575 0.098697 -0.974129 -0.124166 0.086266 -0.97678 -0.131507 0.068883 -0.977745 -0.111941 0.077113 -0.975093 -0.208017 -0.065919 0.46385 --0.078302 0.029706 0.697437 -0.058903 -0.072872 -0.54404 -0.057457 -0.067087 -0.57373 -0.063343 -0.085673 -0.573707 -0.055864 -0.050678 -0.574756 -0.073186 -0.104666 -0.575196 -0.086227 -0.121112 -0.577144 -0.078229 -0.107652 -0.546591 -0.084535 -0.107544 -0.520092 -0.072452 -0.093879 -0.518952 -0.062968 -0.078092 -0.517891 -0.057687 -0.062526 -0.518367 -0.058442 -0.052134 -0.497397 -0.056341 -0.045931 -0.519415 -0.055964 -0.039868 -0.546115 -0.058107 -0.034764 -0.575973 --0.245354 -0.033827 0.339365 --0.2413 -0.045081 0.336438 -0.341625 0.09724 -0.100812 -0.129441 -0.119864 -0.525052 -0.139869 -0.126175 -0.553229 -0.143561 -0.113256 -0.525748 -0.134261 -0.135387 -0.581649 -0.149939 -0.128617 -0.58101 -0.163143 -0.115538 -0.579851 -0.173515 -0.097078 -0.578243 -0.165684 -0.101575 -0.551639 -0.165725 -0.086894 -0.52567 -0.156171 -0.101734 -0.525316 -0.113951 -0.122268 -0.523613 -0.099083 -0.11872 -0.522086 -0.107925 -0.129584 -0.550956 -0.101374 -0.131867 -0.579516 -0.117808 -0.136392 -0.580816 -0.141849 0.001235 0.469012 -0.15723 0.009821 0.447299 -0.17877 0.011883 0.450648 -0.18376 0.006719 0.473145 --0.06438 0.023247 0.636874 --0.063112 0.03358 0.628538 --0.205128 -0.037064 0.23151 --0.204654 -0.043252 0.248828 --0.214134 -0.045326 0.236279 --0.194701 -0.041565 0.265974 --0.203749 -0.049259 0.268678 --0.221296 -0.04775 0.22812 --0.216327 -0.041007 0.217945 --0.211949 -0.032031 0.203072 --0.2062 -0.033706 0.219456 -0.176307 -0.053861 -0.970754 -0.174371 -0.07259 -0.973405 -0.166037 -0.0826 -0.978226 -0.1554 -0.093877 -0.979672 -0.156574 -0.072029 -0.977504 -0.159115 -0.051027 -0.974611 -0.173162 -0.027178 -0.973164 -0.170514 -0.042869 -0.972683 -0.180207 -0.035449 -0.968585 -0.186921 -0.015395 -0.969067 --0.074434 -0.029724 -0.656313 --0.086129 -0.032795 -0.703283 --0.091303 -0.048692 -0.74926 --0.088386 -0.060223 -0.749972 --0.097276 -0.061724 -0.795373 --0.19108 -0.014562 0.512553 -0.091317 -0.106014 -0.49759 -0.172606 0.006961 0.492825 -0.153428 0.00626 0.488919 -0.145335 0.048119 0.463165 -0.141073 0.041311 0.48148 -0.128945 0.062822 0.483894 -0.131145 0.042934 0.49661 -0.190494 -0.014589 0.511124 -0.201084 -0.01873 0.493017 -0.187589 -0.0032 0.494019 -0.181753 -0.041215 -0.578804 -0.177671 -0.025978 -0.580003 -0.182778 -0.057623 -0.577679 -0.185387 -0.052529 -0.608923 -0.18629 -0.064883 -0.643856 -0.184542 -0.048934 -0.6447 -0.179789 -0.033866 -0.646825 -0.170847 -0.021688 -0.649466 -0.176552 -0.022224 -0.612247 -0.169293 -0.012787 -0.580641 -0.155768 -0.003262 -0.581065 -0.172059 -0.068744 -0.526163 -0.178575 -0.063213 -0.551391 -0.180073 -0.076866 -0.577502 --0.360641 0.10223 -0.157401 --0.362883 0.096396 -0.150932 -0.183637 -0.083834 -0.644886 -0.18003 -0.090725 -0.609774 -0.149608 -0.004021 -0.614175 -0.33473 0.104244 -0.099942 -0.064528 -0.030949 -0.614326 -0.074879 -0.029935 -0.657674 -0.061988 -0.042839 -0.478018 -0.065538 -0.034823 -0.462206 -0.095934 -0.011351 -0.657415 -0.08391 -0.018958 -0.65811 --0.362464 0.103486 -0.146037 -0.362126 0.105398 -0.155069 --0.096585 -0.099221 -0.751664 --0.091146 -0.087026 -0.751883 --0.084203 -0.088625 -0.70766 --0.07074 -0.075656 -0.659033 --0.077055 -0.093614 -0.659699 --0.071779 -0.099456 -0.613822 --0.088308 -0.072542 -0.75043 -0.008712 0.092262 0.790131 -0.025323 0.069293 0.800772 -0.017018 0.080849 0.797134 -0.024425 0.08945 0.787811 -0.039578 0.084327 0.7826 -0.0407 0.065028 0.794688 -0.181339 -0.009278 -0.973165 -0.170214 -0.002734 -0.973887 -0.15423 0.009263 -0.972683 -0.010846 -0.039475 0.801916 -0.010059 -0.027181 0.807399 -0.019509 -0.009221 0.810943 --0.189676 -0.02732 0.526138 -0.157428 -0.013009 -0.65097 -0.142149 -0.008196 -0.653256 -0.126057 -0.006072 -0.654604 -0.111627 -0.007039 -0.656616 --0.168201 -0.079358 -0.908568 -0.153661 -0.045747 0.361072 -0.021957 -0.035043 0.800794 --0.245751 -0.02161 0.340947 --0.252311 -0.024394 0.317072 --0.256938 -0.015188 0.293823 -0.315719 0.098469 -0.030418 -0.323652 0.112064 -0.054205 -0.069311 -0.035047 -0.448088 --0.225878 -0.01958 0.394647 --0.23702 -0.020202 0.367703 --0.242451 -0.009717 0.34102 --0.06082 0.050615 0.625212 --0.238481 0.01372 0.289848 --0.22739 0.014637 0.311703 --0.226356 0.008767 0.336769 --0.215117 0.013529 0.332851 --0.23575 0.000777 0.339577 --0.245832 -0.001047 0.317215 --0.247528 0.006025 0.292552 --0.253759 -0.003734 0.293895 --0.261233 -0.004006 0.273759 --0.22018 -0.00796 0.391069 --0.224623 0.001911 0.362682 -0.010481 0.086772 0.577044 -0.143699 -0.044555 0.377004 --0.251061 0.011926 0.271567 --0.070169 -0.043554 -0.657136 --0.068323 -0.059671 -0.657643 --0.078948 -0.058156 -0.70482 -0.138631 -0.069856 0.409434 -0.140603 -0.056375 0.391026 -0.144295 0.068666 0.390136 -0.131039 0.072281 0.373987 -0.119545 0.061258 0.365376 -0.148392 0.060229 0.409178 -0.14791 0.06047 0.427255 -0.061194 -0.101996 0.128584 -0.068223 -0.115659 0.112662 -0.055213 -0.122019 0.097083 -0.078208 -0.122298 0.098267 -0.090109 -0.125325 0.083517 -0.099539 -0.114531 0.09685 -0.119083 -0.100139 0.094385 -0.130689 -0.095004 0.080497 -0.133536 -0.081117 0.092084 -0.14342 -0.057279 0.089751 -0.079745 -0.131592 0.067127 -0.103922 -0.122391 0.067669 -0.055395 -0.131208 0.065896 -0.069381 -0.135449 0.049532 -0.124957 -0.10646 0.067114 -0.036158 -0.114652 0.094315 -0.042764 -0.124662 0.081103 -0.033238 -0.101133 0.108597 -0.045264 -0.094838 0.127286 -0.206129 -0.058717 0.486915 -0.197849 -0.077068 0.482803 -0.184214 -0.091027 0.478681 -0.140409 -0.081699 0.429785 -0.127904 0.080476 0.470882 -0.137787 0.071317 0.459794 -0.145259 0.063363 0.446056 --0.26065 0.006429 0.260385 -0.119403 -0.006611 -0.956534 --0.25518 0.018034 0.254722 -0.01688 -0.065543 0.196797 -0.03084 -0.067719 0.230546 -0.110934 -0.109238 -0.937974 -0.116602 -0.118716 -0.954292 -0.038681 -0.056487 0.774999 -0.036323 -0.044192 0.787834 -0.046088 -0.027895 0.790202 -0.034078 -0.03147 0.797181 -0.031518 -0.017656 0.804089 -0.142881 -0.10762 -0.979672 -0.073673 0.057384 0.724556 -0.074239 0.055939 0.737636 -0.133232 0.051032 -0.977021 -0.332002 0.116825 -0.076179 -0.059894 0.044442 0.78584 -0.051924 0.056737 0.789578 -0.051946 0.0401 0.794742 -0.047547 0.071461 0.78584 -0.047029 0.020604 0.800903 -0.039958 0.001019 0.804143 -0.050712 0.005504 0.797234 -0.054282 -0.009597 0.790202 -0.060455 0.00956 0.787834 -0.069883 0.012992 0.774999 -0.06472 0.029003 0.7826 -0.065112 0.048174 0.775876 -0.070107 0.051334 0.763795 -0.061801 0.065488 0.769652 -0.05546 0.081657 0.7638 -0.052205 0.076479 0.775876 -0.057184 0.084832 0.751847 -0.029857 -0.004128 0.808754 --0.210827 -0.020354 0.184299 --0.213135 -0.008264 0.161048 -0.125472 -0.004017 -0.963041 -0.077122 0.035307 0.756062 -0.07301 0.053779 0.751837 -0.066428 0.071108 0.745741 -0.074148 -0.002592 0.762786 -0.077291 0.016137 0.760543 --0.240427 -0.009453 0.11697 --0.226254 -0.009526 0.137936 -0.07628 -0.016315 0.745837 --0.108726 0.077671 -0.08699 --0.147896 0.060634 -0.08722 --0.130339 0.072406 -0.087051 --0.120429 0.074217 -0.051083 --0.245918 0.004612 0.0982 -0.118984 -0.121476 -0.966898 -0.130897 -0.125393 -0.971237 -0.135425 -0.118096 -0.97678 -0.13368 0.025991 -0.973647 -0.136093 -0.000389 -0.968586 -0.207495 -0.037927 0.490559 -0.051363 -0.053485 0.762786 -0.071824 0.052174 -0.311375 --0.109144 0.070674 -0.018124 --0.068987 -0.135429 0.049518 --0.079129 -0.131615 0.067054 --0.102803 -0.122492 0.067471 --0.057114 -0.134223 0.032887 --0.044072 -0.130639 0.018188 -0.058097 -0.024607 0.778987 -0.068536 -0.021033 0.764406 -0.061016 -0.037903 0.764406 diff --git a/src/cython/example/ex_clustering.py b/src/cython/example/ex_clustering.py deleted file mode 100644 index 44b3d610..00000000 --- a/src/cython/example/ex_clustering.py +++ /dev/null @@ -1,64 +0,0 @@ -import numpy as np -from sklearn.metrics import pairwise_distances -import os -import gudhi as gd -import sys -sys.path.append("../sktda/") -from clustering import * - -X = np.loadtxt("../../../data/points/human") - -print("Mapper computation with point cloud") -mapper = MapperComplex(inp="point cloud", - filters=X[:,[2,0]], - filter_bnds=np.array([[np.nan,np.nan],[np.nan,np.nan]]), - resolutions=np.array([np.nan,np.nan]), gains=np.array([0.33,0.33]), - colors=X[:,2:3], - ).fit(X) - -f = open("mapper_pc", "w") -f.write("%s\n%s\n%s\n%f %f\n%d %d\n" % ("human", "coord2-0", "coord2", 10, 0.33, len(mapper.mapper_.get_skeleton(0)), len([edge for (edge,f) in mapper.mapper_.get_skeleton(1) if len(edge)==2]))) -for (vertex,_) in mapper.mapper_.get_skeleton(0): - f.write(str(vertex[0]) + " " + str(mapper.node_info_[vertex[0]]["colors"][0]) + " " + str(mapper.node_info_[vertex[0]]["size"]) + "\n") -for (edge,_) in mapper.mapper_.get_skeleton(1): - if len(edge) == 2: - f.write(str(edge[0]) + " " + str(edge[1]) + "\n") -f.close() - -os.system("python3 ~/Git/gudhi-devel/src/Nerve_GIC/utilities/KeplerMapperVisuFromTxtFile.py -f ~/Git/gudhi-devel/src/cython/example/mapper_pc") -os.system("rm ~/Git/gudhi-devel/src/cython/example/mapper_pc") - -dgms = mapper.compute_persistence_diagrams() -plot = gd.plot_persistence_diagram(dgms[0]) -plot.show() - -distrib = mapper.compute_distribution(X, N=10) -print("Distance threshold associated to confidence 90 percent is " + str(distrib[int(np.floor(0.9 * len(distrib)))])) - -print("Mapper computation with pairwise distances only") -X = pairwise_distances(X) -mapper = MapperComplex(inp="distance matrix", - filters=X[:,[2,0]], - filter_bnds=np.array([[np.nan,np.nan],[np.nan,np.nan]]), - resolutions=np.array([np.nan,np.nan]), gains=np.array([0.33,0.33]), - colors=np.max(X, axis=1)[:,np.newaxis], - ).fit(X) - -f = open("mapper_dm", "w") -f.write("%s\n%s\n%s\n%f %f\n%d %d\n" % ("human", "coord2-0", "coord2", 10, 0.33, len(mapper.mapper_.get_skeleton(0)), len([edge for (edge,f) in mapper.mapper_.get_skeleton(1) if len(edge)==2]))) -for (vertex,_) in mapper.mapper_.get_skeleton(0): - f.write(str(vertex[0]) + " " + str(mapper.node_info_[vertex[0]]["colors"][0]) + " " + str(mapper.node_info_[vertex[0]]["size"]) + "\n") -for (edge,_) in mapper.mapper_.get_skeleton(1): - if len(edge) == 2: - f.write(str(edge[0]) + " " + str(edge[1]) + "\n") -f.close() - -os.system("python3 ~/Git/gudhi-devel/src/Nerve_GIC/utilities/KeplerMapperVisuFromTxtFile.py -f ~/Git/gudhi-devel/src/cython/example/mapper_dm") -os.system("rm ~/Git/gudhi-devel/src/cython/example/mapper_dm") - -dgms = mapper.compute_persistence_diagrams() -plot = gd.plot_persistence_diagram(dgms[0]) -plot.show() - -distrib = mapper.compute_distribution(X, N=10) -print("Distance threshold associated to confidence 90 percent is " + str(distrib[int(np.floor(0.9 * len(distrib)))])) diff --git a/src/cython/sktda/clustering.py b/src/cython/sktda/clustering.py deleted file mode 100644 index d3dd531b..00000000 --- a/src/cython/sktda/clustering.py +++ /dev/null @@ -1,269 +0,0 @@ -""" -@author: Mathieu Carriere -All rights reserved -""" - -import numpy as np -import itertools - -from metrics import BottleneckDistance -from sklearn.base import BaseEstimator, TransformerMixin -from sklearn.cluster import DBSCAN, AgglomerativeClustering -from sklearn.metrics import pairwise_distances -from sklearn.neighbors import radius_neighbors_graph, kneighbors_graph -from scipy.spatial.distance import directed_hausdorff -from scipy.sparse import csgraph - -try: - import gudhi as gd - USE_GUDHI = True - -except ImportError: - USE_GUDHI = False - print("Gudhi not found: MapperComplex not available") - -############################################# -# Clustering ################################ -############################################# - -class MapperComplex(BaseEstimator, TransformerMixin): - """ - This is a class for computing Mapper simplicial complexes on point clouds or distance matrices. - """ - def __init__(self, filters, filter_bnds, colors, resolutions, gains, inp="point cloud", clustering=DBSCAN(), mask=0): - """ - Constructor for the MapperComplex class. - - Attributes: - inp (string): either "point cloud" or "distance matrix". Specifies the type of input data. - filters (numpy array of shape (num_points) x (num_filters)): filters (sometimes called lenses) used to compute the Mapper. Each column of the numpy array defines a scalar function defined on the input points. - filter_bnds (numpy array of shape (num_filters) x 2): limits of each filter, of the form [[f_1^min, f_1^max], ..., [f_n^min, f_n^max]]. If one of the values is numpy.nan, it can be computed from the points with the fit() method. - colors (numpy array of shape (num_points) x (num_colors)): functions used to color the nodes of the output Mapper simplicial complex. More specifically, coloring is done by computing the means of these functions on the subpopulations corresponding to each node. It can be the same as filters. - resolutions (numpy array of shape num_filters containing integers): resolution of each filter, ie number of intervals required to cover each filter image. - gains (numpy array of shape num_filters containing doubles in [0,1]): gain of each filter, ie overlap percentage of the intervals covering each filter image. - clustering (class): clustering class (default sklearn.cluster.DBSCAN()). Common clustering classes can be found in the scikit-learn library (such as AgglomerativeClustering for instance). - mask (int): threshold on the size of the Mapper nodes (default 0). Any node associated to a subpopulation with less than **mask** points will be removed. - - mapper_ (gudhi SimplexTree): Mapper simplicial complex computed after calling the fit() method - node_info_ (dictionary): various information associated to the nodes of the Mapper. - """ - self.filters, self.filter_bnds, self.resolutions, self.gains, self.colors, self.clustering = filters, filter_bnds, resolutions, gains, colors, clustering - self.input, self.mask = inp, mask - - def get_optimal_parameters_for_agglomerative_clustering(self, X, beta=0., C=10., N=100): - """ - Compute optimal scale and resolutions for a point cloud or a distance matrix. - - Parameters: - X (numpy array of shape (num_points) x (num_coordinates) if point cloud and (num_points) x (num_points) if distance matrix): input point cloud or distance matrix. - beta (double): exponent parameter (default 0.). See http://www.jmlr.org/papers/volume19/17-291/17-291.pdf for details. - C (double): constant parameter (default 10.). See http://www.jmlr.org/papers/volume19/17-291/17-291.pdf for details. - N (int): subsampling iterations (default 100). See http://www.jmlr.org/papers/volume19/17-291/17-291.pdf for details. - - Returns: - delta (double): optimal scale that can be used with agglomerative clustering. - resolutions (numpy array of shape (num_filters): optimal resolutions associated to each filter. - """ - num_pts, num_filt, delta = X.shape[0], self.filters.shape[1], 0 - m = int( num_pts / np.exp((1+beta) * np.log(np.log(num_pts)/np.log(C))) ) - for _ in range(N): - subpop = np.random.choice(num_pts, size=m, replace=False) - if self.input == "point cloud": - d, _, _ = directed_hausdorff(X, X[subpop,:]) - if self.input == "distance matrix": - d = np.max(np.min(X[:,subpop], axis=1), axis=0) - delta += d/N - - pairwise = pairwise_distances(X, metric="euclidean") if self.input == "point cloud" else X - pairs = np.argwhere(pairwise <= delta) - num_pairs = pairs.shape[0] - res = [] - for f in range(num_filt): - F = self.filters[:,f] - minf, maxf = np.min(F), np.max(F) - resf = 0 - for p in range(num_pairs): - resf = max(resf, abs(F[pairs[p,0]] - F[pairs[p,1]])) - res.append(int((maxf-minf)/resf)) - - return delta, np.array(res) - - - def fit(self, X, y=None): - """ - Fit the MapperComplex class on a point cloud or a distance matrix: compute the Mapper and store it in a simplex tree called mapper_ - - Parameters: - X (numpy array of shape (num_points) x (num_coordinates) if point cloud and (num_points) x (num_points) if distance matrix): input point cloud or distance matrix. - y (n x 1 array): point labels (unused). - """ - num_pts, num_filters, num_colors = self.filters.shape[0], self.filters.shape[1], self.colors.shape[1] - - # If some resolutions are not specified, automatically compute them - if np.any(np.isnan(self.resolutions)): - delta, resolutions = self.get_optimal_parameters_for_agglomerative_clustering(X=X, beta=0., C=10, N=100) - #self.clustering = NNClustering(radius=delta, inp=self.input) - if self.input == "point cloud": - self.clustering = AgglomerativeClustering(n_clusters=None, linkage="single", distance_threshold=delta, affinity="euclidean") - else: - self.clustering = AgglomerativeClustering(n_clusters=None, linkage="single", distance_threshold=delta, affinity="precomputed") - self.resolutions = np.where(np.isnan(self.resolutions), resolutions, self.resolutions) - - # If some filter limits are unspecified, automatically compute them - self.filter_bnds = np.where(np.isnan(self.filter_bnds), np.hstack([np.min(self.filters, axis=0)[:,np.newaxis], np.max(self.filters, axis=0)[:,np.newaxis]]), self.filter_bnds) - - # Initialize attributes - self.mapper_, self.node_info_ = gd.SimplexTree(), {} - - # Compute which points fall in which patch or patch intersections - interval_inds, intersec_inds = np.empty(self.filters.shape), np.empty(self.filters.shape) - for i in range(num_filters): - f, r, g = self.filters[:,i], self.resolutions[i], self.gains[i] - min_f, max_f = self.filter_bnds[i,0], np.nextafter(self.filter_bnds[i,1], np.inf) - interval_endpoints, l = np.linspace(min_f, max_f, num=r+1, retstep=True) - intersec_endpoints = [] - for j in range(1, len(interval_endpoints)-1): - intersec_endpoints.append(interval_endpoints[j] - g*l / (2 - 2*g)) - intersec_endpoints.append(interval_endpoints[j] + g*l / (2 - 2*g)) - interval_inds[:,i] = np.digitize(f, interval_endpoints) - intersec_inds[:,i] = 0.5 * (np.digitize(f, intersec_endpoints) + 1) - - # Build the binned_data map that takes a patch or a patch intersection and outputs the indices of the points contained in it - binned_data = {} - for i in range(num_pts): - list_preimage = [] - for j in range(num_filters): - a, b = interval_inds[i,j], intersec_inds[i,j] - list_preimage.append([a]) - if b == a: - list_preimage[j].append(a+1) - if b == a-1: - list_preimage[j].append(a-1) - list_preimage = list(itertools.product(*list_preimage)) - for pre_idx in list_preimage: - try: - binned_data[pre_idx].append(i) - except KeyError: - binned_data[pre_idx] = [i] - - # Initialize the cover map, that takes a point and outputs the clusters to which it belongs - cover, clus_base = [[] for _ in range(num_pts)], 0 - - # For each patch - for preimage in binned_data: - - # Apply clustering on the corresponding subpopulation - idxs = np.array(binned_data[preimage]) - if len(idxs) > 1: - clusters = self.clustering.fit_predict(X[idxs,:]) if self.input == "point cloud" else self.clustering.fit_predict(X[idxs,:][:,idxs]) - elif len(idxs) == 1: - clusters = np.array([0]) - else: - continue - - # Collect various information on each cluster - num_clus_pre = np.max(clusters) + 1 - for clus_i in range(num_clus_pre): - node_name = clus_base + clus_i - subpopulation = idxs[clusters == clus_i] - if len(subpopulation) >= self.mask: - self.node_info_[node_name] = {} - self.node_info_[node_name]["indices"] = subpopulation - self.node_info_[node_name]["size"] = len(subpopulation) - self.node_info_[node_name]["colors"] = np.mean(self.colors[subpopulation,:], axis=0) - self.node_info_[node_name]["patch"] = preimage - - # Update the cover map - for pt in range(clusters.shape[0]): - node_name = clus_base + clusters[pt] - if clusters[pt] != -1 and self.node_info_[node_name]["size"] >= self.mask: - cover[idxs[pt]].append(node_name) - - clus_base += np.max(clusters) + 1 - - # Insert the simplices of the Mapper complex - for i in range(num_pts): - self.mapper_.insert(cover[i], filtration=-3) - self.mapper_.initialize_filtration() - - return self - - def compute_persistence_diagrams(self): - """ - Compute the extended persistence diagrams of the Mapper simplicial complex associated to each color function. - - Returns: - list_dgm (list of gudhi persistence diagrams): output extended persistence diagrams. There is one per color function. - """ - num_cols, list_dgm = self.colors.shape[1], [] - - # Compute an extended persistence diagram for each color - for c in range(num_cols): - - # Retrieve all color values - col_vals = {node_name: self.node_info_[node_name]["colors"][c] for node_name in self.node_info_.keys()} - - # Create a new simplicial complex by coning the Mapper with an extra point with name -2 - st = gd.SimplexTree() - list_simplices, list_vertices = self.mapper_.get_skeleton(1), self.mapper_.get_skeleton(0) - for (simplex, f) in list_simplices: - st.insert(simplex + [-2], filtration=-3) - - # Assign ascending filtration values on the original simplices and descending filtration values on the coned simplices - min_val, max_val = min(col_vals), max(col_vals) - for (vertex, f) in list_vertices: - if st.find(vertex): - st.assign_filtration(vertex, filtration = -2 + (col_vals[vertex[0]]-min_val)/(max_val-min_val)) - st.assign_filtration(vertex + [-2], filtration = 2 - (col_vals[vertex[0]]-min_val)/(max_val-min_val)) - - # Compute persistence - st.make_filtration_non_decreasing() - dgm = st.persistence() - - # Output extended persistence diagrams - for point in range(len(dgm)): - b,d = dgm[point][1][0], dgm[point][1][1] - b,d = min_val+(2-abs(b))*(max_val-min_val), min_val+(2-abs(d))*(max_val-min_val) - dgm[point] = tuple([dgm[point][0], tuple([b,d])]) - list_dgm.append(dgm) - - return list_dgm - - def compute_distribution(self, X, N=100): - """ - Compute a bootstrap distribution of bottleneck distances. More specifically, subsample the input point cloud or distance matrix, compute the Mapper with the same parameters on this subsample, and compare its extended persistence diagrams with the original ones. - - Parameters: - X (numpy array of shape (num_points) x (num_coordinates) if point cloud and (num_points) x (num_points) if distance matrix): input point cloud or distance matrix. - N (int): bootstrap iterations (default 100). - - Returns: - distribution: list of bottleneck distance values. - """ - num_pts, distribution = len(X), [] - dgm = self.compute_persistence_diagrams() - - for bootstrap_id in range(N): - - print(str(bootstrap_id) + "th iteration") - - # Randomly select points - idxs = np.random.choice(num_pts, size=num_pts, replace=True) - Xboot = X[idxs,:] if self.input == "point cloud" else X[idxs,:][:,idxs] - f_boot, c_boot = self.filters[idxs,:], self.colors[idxs,:] - Mboot = self.__class__(filters=f_boot, filter_bnds=self.filter_bnds, colors=c_boot, resolutions=self.resolutions, gains=self.gains, inp=self.input, clustering=self.clustering).fit(Xboot) - - # Compute the corresponding persistence diagrams - dgm_boot = Mboot.compute_persistence_diagrams() - - # Compute the bottleneck distances between them and keep the maximum - df = 0. - for i in range(len(dgm)): - npts, npts_boot = len(dgm[i]), len(dgm_boot[i]) - D1 = np.array([[dgm[i][pt][1][0], dgm[i][pt][1][1]] for pt in range(npts) if dgm[i][pt][0] <= 1]) - D2 = np.array([[dgm_boot[i][pt][1][0], dgm_boot[i][pt][1][1]] for pt in range(npts_boot) if dgm_boot[i][pt][0] <= 1]) - bottle = BottleneckDistance().fit([D1]) - df = max(df, float(np.squeeze(bottle.transform([D2])))) - distribution.append(df) - - return np.sort(distribution) -- cgit v1.2.3