m/2015/okada/diary/2016-11-14
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開始行:
*(Class + 1) Separationを使用して、Beta 1.0で学習させた場合 [#a421a99e]
[[前回の実験>m/2015/okada/diary/2016-11-10]]の予備実験です。&br;
下記に実行結果と考察をまとめます。
etaが0.0005の場合のみで実験を行ってみます。
**考察 [#j54a3df0]
https://drive.google.com/drive/u/1/folders/0B8aLPuELdoTRdnB2SFhjamlKWDQ &br;
今回の実験結果 : eta0.0005_Beta1.0.png &br;
コストファンクションにおける第一項のみを使用する形であるので、MCostと同じコストファンクションになっている。&br;
-物体の有無に関する学習について
--コストファンクションの第2項を消したことで、物体の有無に関する学習が大きく進んではいないことがわかる。&br;
BLer,BVerに着目すると多少ではあるが共に降下しているのがわかる。ネットワークのアーキテクチャーに共通部分が存在するので、Kクラス分類の学習が進むことで多少位置情報に関する学習を進める効果があるのだろう。&br;
-Kクラス分類に関する学習について
--Ver1に関してみると、結果はMCostとほぼ同じ&br;
(Class + 1) SeparationとMCostの場合におけるコストファンクションはほぼ同じだし、&br;
Betaを1.0にしている場合だと更新式におけるdecay項などの係数にも影響を及ぼさないので実行結果がそこまで変わらないといえば当然のことである。
**実行結果 [#d920b0f2]
#pre{{
time THEANO_FLAGS='device=gpu0,floatX=float32,allow_gc=False' python LOC_MultiTask_Learning1113.py
Using gpu device 0: TITAN X (Pascal) (CNMeM is disabled, cuDNN 5105)
/usr/local/lib/python2.7/dist-packages/theano/sandbox/cuda/__init__.py:600: UserWarning: Your cuDNN version is more recent than the one Theano officially supports. If you see any problems, try updating Theano or downgrading cuDNN to version 5.
warnings.warn(warn)
# conv_layer #
<input: (512, None, None) ,afunc: ReLU,W_init: Xavier iniW: 0.010935222066 ,kernel: (512, 3, 3) >
# conv_layer #
<input: (512, None, None) ,afunc: ReLU,W_init: Xavier iniW: 0.025515518154 ,kernel: (512, 3, 3) >
# SingleCLayer #
<input: (512, None, None) ,afunc: logsoftmax B_init: Xavier iniB: 0.0154340101981 ,kernel: (100, 1, 1) >
# ObjSingleconv_layer #
<input: (512, None, None) ,afunc: Sigmoid,W_init: Xavier iniW: 0.0618577246105 ,kernel: (1, 1, 1) >
<epoch: 300 eta: 0.0005 batch_size: 64 A : 0.9 lam : 0.0005 Beta : 1.0 >
| itr | Ver1 | Ver5 || ZVer1 | ZVer5 || OVer1 | OVer5 || VKco | VLco || BVer | TVP | TFP ||
| 0 | 98.604285 | 95.124828 || 98.663259 | 95.144486 || 98.722233 | 95.006880 || 4.709037 | 0.885257 || 48.399188 | 71.010684 | 33.231467 ||
| itr | Ler1 | Ler5 | Ver1 | Ver5 || ZLer1 | ZLer5 | ZVer1 | ZVer5 || OLer1 | OLer5 | OVer1 | OVer5 || LKco | LLco | VKco | VLco || BLer | BLTP | BLTN | BVer | BVTP | BVTN ||
| 1 | 38.290199 | 18.138401 | 42.579123 | 12.600747 || 45.608577 | 22.836986 | 50.874779 | 18.635738 || 35.129404 | 16.125005 | 35.364655 | 8.610183 || 2.089700 | 1.561789 | 1.861612 | 1.619081 || 47.716771 | 81.576694 | 24.903736 | 50.069853 | 79.108642 | 0.694093 ||
| 2 | 18.828029 | 3.955452 | 31.924513 | 6.880283 || 26.261345 | 6.769450 | 40.220169 | 11.657165 || 15.722722 | 3.051801 | 24.592098 | 5.052094 || 1.196836 | 1.547968 | 1.454953 | 1.605168 || 49.561232 | 76.465793 | 31.434353 | 50.309390 | 79.040012 | 0.689630 ||
| 3 | 15.786136 | 3.016131 | 26.204050 | 5.307647 || 22.438667 | 5.031509 | 34.342442 | 8.393945 || 12.900797 | 2.253181 | 20.287006 | 4.049538 || 1.034855 | 1.491138 | 1.286321 | 1.542566 || 50.236908 | 74.652679 | 33.786846 | 50.652634 | 76.763162 | 0.668622 ||
| 4 | 14.117554 | 2.546471 | 23.216041 | 4.580303 || 20.425271 | 4.274504 | 30.351877 | 6.880283 || 11.222306 | 1.837026 | 17.731472 | 3.420484 || 0.945749 | 1.479311 | 1.185211 | 1.500373 || 50.343324 | 74.599731 | 34.000633 | 50.776003 | 74.176961 | 0.649213 ||
| 5 | 13.100947 | 2.261107 | 21.171614 | 4.108512 || 19.008363 | 3.771155 | 28.563004 | 6.251229 || 10.114542 | 1.634894 | 16.276784 | 3.263220 || 0.885680 | 1.469930 | 1.124227 | 1.512852 || 50.471723 | 74.285715 | 34.427108 | 50.505589 | 75.124672 | 0.660088 ||
| 6 | 12.274583 | 2.009433 | 20.267348 | 3.793985 || 18.308826 | 3.477865 | 27.167289 | 5.759780 || 9.369426 | 1.452578 | 15.628072 | 2.929035 || 0.839298 | 1.461402 | 1.085234 | 1.492659 || 50.367834 | 74.494458 | 34.112584 | 50.623834 | 74.169374 | 0.651704 ||
| 7 | 11.579010 | 1.803337 | 19.638294 | 3.577747 || 17.551821 | 3.263842 | 26.498919 | 5.346963 || 8.667909 | 1.313860 | 15.195597 | 2.870061 || 0.801426 | 1.459278 | 1.060182 | 1.496649 || 50.317934 | 74.768979 | 33.844107 | 50.764095 | 74.160752 | 0.649303 ||
| 8 | 10.986485 | 1.668582 | 18.753686 | 3.420484 || 16.693750 | 3.014149 | 25.476705 | 5.012778 || 8.019896 | 1.200904 | 14.586200 | 2.732455 || 0.769106 | 1.449182 | 1.035478 | 1.498769 || 50.603235 | 73.976277 | 34.855709 | 50.767003 | 74.227313 | 0.649701 ||
| 9 | 10.500971 | 1.573461 | 18.498132 | 3.420484 || 16.128968 | 2.800127 | 24.847651 | 4.658935 || 7.577979 | 1.105783 | 14.173383 | 2.673481 || 0.741151 | 1.444821 | 1.024833 | 1.477739 || 50.549218 | 73.928668 | 34.797374 | 50.865587 | 72.930936 | 0.639358 ||
| 10 | 9.924299 | 1.460505 | 18.163947 | 3.302536 || 15.857477 | 2.596013 | 24.867309 | 4.737566 || 7.070667 | 1.008680 | 14.055435 | 2.535876 || 0.716156 | 1.442418 | 1.014069 | 1.495554 || 50.561152 | 73.889659 | 34.843630 | 50.851325 | 73.626199 | 0.644260 ||
| 11 | 9.551742 | 1.337640 | 17.888736 | 3.184588 || 15.397725 | 2.481075 | 25.181836 | 4.796540 || 6.672348 | 0.917522 | 13.642618 | 2.555534 || 0.693458 | 1.442558 | 1.007100 | 1.502428 || 50.641885 | 73.787854 | 35.047348 | 50.703865 | 74.315945 | 0.651350 ||
| 12 | 9.117752 | 1.242519 | 17.652841 | 3.145272 || 14.904284 | 2.366137 | 24.749361 | 4.560645 || 6.311680 | 0.850145 | 13.544329 | 2.555534 || 0.672462 | 1.435968 | 1.003168 | 1.486514 || 50.626977 | 73.493048 | 35.221022 | 50.905048 | 73.060608 | 0.639568 ||
| 13 | 8.747176 | 1.169197 | 17.220366 | 3.125614 || 14.442551 | 2.227419 | 24.690387 | 4.580303 || 5.897507 | 0.804566 | 13.288775 | 2.457244 || 0.652772 | 1.427913 | 0.996175 | 1.498217 || 50.547026 | 73.349425 | 35.183969 | 50.517773 | 74.590119 | 0.656299 ||
| 14 | 8.388490 | 1.101819 | 16.925496 | 3.086298 || 14.280052 | 2.108517 | 24.415176 | 4.442697 || 5.586382 | 0.711426 | 13.131512 | 2.437586 || 0.634821 | 1.437597 | 0.990932 | 1.488051 || 50.509396 | 74.084983 | 34.625405 | 50.636573 | 73.986936 | 0.650268 ||
| 15 | 8.077365 | 1.026515 | 16.827207 | 3.027325 || 13.830209 | 2.041140 | 24.139965 | 4.442697 || 5.233641 | 0.649994 | 12.993906 | 2.378612 || 0.617370 | 1.430091 | 0.989432 | 1.488459 || 50.594749 | 73.620270 | 35.081363 | 50.561250 | 73.965209 | 0.651381 ||
| 16 | 7.760295 | 0.925449 | 16.748575 | 3.125614 || 13.433871 | 1.932147 | 24.316886 | 4.560645 || 4.952241 | 0.620269 | 12.816984 | 2.358954 || 0.601077 | 1.427998 | 0.988778 | 1.505733 || 50.443542 | 73.646866 | 34.810363 | 50.258991 | 75.081562 | 0.663919 ||
| 17 | 7.484840 | 0.865998 | 16.689601 | 3.046983 || 13.194087 | 1.852879 | 23.687832 | 4.521329 || 4.641116 | 0.546946 | 12.679379 | 2.378612 || 0.585450 | 1.426884 | 0.987889 | 1.474243 || 50.407056 | 73.588751 | 34.788449 | 50.458097 | 73.188901 | 0.647897 ||
| 18 | 7.183623 | 0.810511 | 16.296442 | 3.086298 || 12.833419 | 1.789465 | 23.746806 | 4.482013 || 4.369625 | 0.513258 | 12.541773 | 2.358954 || 0.570971 | 1.423260 | 0.985571 | 1.488474 || 50.291652 | 73.406326 | 34.718199 | 50.091315 | 74.173857 | 0.660632 ||
| 19 | 6.959692 | 0.770877 | 16.276784 | 2.968351 || 12.617415 | 1.640839 | 23.609200 | 4.560645 || 4.127859 | 0.489477 | 12.541773 | 2.280322 || 0.557022 | 1.422521 | 0.986154 | 1.488238 || 50.316329 | 73.331775 | 34.809732 | 50.051161 | 74.525627 | 0.663662 ||
| 20 | 6.682256 | 0.695573 | 16.119520 | 3.027325 || 12.377631 | 1.595260 | 23.845095 | 4.599961 || 3.860331 | 0.457770 | 12.423825 | 2.260664 || 0.542949 | 1.423073 | 0.986952 | 1.491911 || 50.040883 | 73.713754 | 34.091348 | 49.656548 | 75.213649 | 0.674871 ||
| 21 | 6.464270 | 0.657921 | 16.040889 | 3.027325 || 12.046689 | 1.496175 | 23.333989 | 4.482013 || 3.626491 | 0.394356 | 12.305878 | 2.280322 || 0.529973 | 1.416588 | 0.986626 | 1.478987 || 49.939450 | 73.514581 | 34.055767 | 49.761086 | 74.328705 | 0.667188 ||
| 22 | 6.167017 | 0.594507 | 15.942599 | 3.086298 || 11.783124 | 1.414926 | 23.333989 | 4.501671 || 3.467956 | 0.362649 | 12.286220 | 2.299980 || 0.517500 | 1.413942 | 0.988374 | 1.490474 || 49.969893 | 73.433511 | 34.161340 | 49.439996 | 75.499548 | 0.680407 ||
| 23 | 5.951013 | 0.556855 | 15.726361 | 3.027325 || 11.442273 | 1.329713 | 23.412620 | 4.501671 || 3.246007 | 0.332924 | 12.187930 | 2.260664 || 0.504740 | 1.406895 | 0.988942 | 1.488294 || 49.995185 | 72.879268 | 34.577092 | 49.418258 | 75.314696 | 0.679530 ||
| 24 | 5.760770 | 0.507312 | 15.824651 | 2.948693 || 11.384804 | 1.325750 | 23.314331 | 4.383723 || 3.012168 | 0.305180 | 12.128956 | 2.260664 || 0.492548 | 1.411825 | 0.991618 | 1.472981 || 49.882293 | 73.199144 | 34.172624 | 49.543565 | 74.139715 | 0.669555 ||
| 25 | 5.503151 | 0.477587 | 15.569098 | 2.948693 || 11.049899 | 1.232611 | 22.862198 | 4.423039 || 2.810035 | 0.277436 | 12.089640 | 2.299980 || 0.481692 | 1.408441 | 0.993703 | 1.475816 || 49.857866 | 72.993695 | 34.270161 | 49.381427 | 74.628055 | 0.675539 ||
| 26 | 5.310927 | 0.439935 | 15.706703 | 2.968351 || 10.685268 | 1.171178 | 23.255357 | 4.403381 || 2.667354 | 0.241766 | 11.971693 | 2.260664 || 0.470205 | 1.403991 | 0.996651 | 1.489151 || 49.785843 | 72.806070 | 34.276025 | 49.027937 | 75.698540 | 0.688626 ||
| 27 | 5.112758 | 0.402283 | 15.569098 | 2.909377 || 10.459356 | 1.119654 | 22.586986 | 4.305091 || 2.490983 | 0.235821 | 11.912719 | 2.241006 || 0.459147 | 1.402848 | 0.996252 | 1.469401 || 49.769345 | 72.668931 | 34.340808 | 49.370904 | 73.946586 | 0.671144 ||
| 28 | 4.928461 | 0.370576 | 15.470808 | 2.909377 || 10.239388 | 1.050295 | 22.783566 | 4.403381 || 2.340375 | 0.206096 | 12.011008 | 2.182033 || 0.448434 | 1.401779 | 1.001017 | 1.465319 || 49.667270 | 72.572292 | 34.235071 | 49.267889 | 73.855885 | 0.672257 ||
| 29 | 4.678768 | 0.346796 | 15.470808 | 2.948693 || 9.977805 | 0.994808 | 23.078435 | 4.285433 || 2.189767 | 0.180334 | 11.912719 | 2.201691 || 0.437888 | 1.401182 | 1.004342 | 1.474864 || 49.441751 | 72.821015 | 33.690034 | 49.027660 | 74.801526 | 0.682614 ||
| 30 | 4.540050 | 0.328960 | 15.293886 | 2.850403 || 9.722167 | 0.927431 | 22.881856 | 4.324749 || 2.041140 | 0.162499 | 11.794771 | 2.162375 || 0.427892 | 1.400568 | 1.006189 | 1.470988 || 49.570458 | 72.485917 | 34.131227 | 48.999968 | 74.304909 | 0.679745 ||
| 31 | 4.367643 | 0.319052 | 15.038333 | 2.909377 || 9.514090 | 0.911577 | 22.704934 | 4.265776 || 1.864770 | 0.152590 | 11.834087 | 2.162375 || 0.418064 | 1.403309 | 1.008054 | 1.475126 || 49.449205 | 72.551452 | 33.884126 | 48.866907 | 74.653920 | 0.684309 ||
| 32 | 4.205144 | 0.289327 | 15.116965 | 2.889719 || 9.434822 | 0.889778 | 22.449381 | 4.167486 || 1.769648 | 0.116920 | 11.991351 | 2.142717 || 0.408469 | 1.405988 | 1.013791 | 1.460226 || 49.383756 | 72.571009 | 33.761405 | 49.025030 | 73.445486 | 0.673561 ||
| 33 | 4.036701 | 0.269510 | 15.136623 | 2.889719 || 9.260434 | 0.812493 | 22.410065 | 4.305091 || 1.650747 | 0.108993 | 11.873403 | 2.142717 || 0.399070 | 1.402714 | 1.020285 | 1.474380 || 49.459045 | 72.158378 | 34.165429 | 48.831462 | 74.366296 | 0.682972 ||
| 34 | 3.830605 | 0.247711 | 14.979359 | 2.752113 || 9.129642 | 0.806548 | 22.331433 | 4.206802 || 1.533827 | 0.099084 | 11.794771 | 2.103401 || 0.389825 | 1.402929 | 1.020559 | 1.469113 || 49.285436 | 72.265211 | 33.802873 | 48.810277 | 74.025217 | 0.681038 ||
| 35 | 3.689905 | 0.202132 | 14.900727 | 2.870061 || 8.804645 | 0.723317 | 22.410065 | 4.167486 || 1.406999 | 0.081249 | 11.794771 | 2.142717 || 0.380963 | 1.403785 | 1.026877 | 1.471124 || 49.281361 | 72.201167 | 33.839201 | 48.738693 | 74.071085 | 0.682542 ||
| 36 | 3.531370 | 0.188260 | 14.881069 | 2.771771 || 8.588641 | 0.697555 | 22.134854 | 4.285433 || 1.319805 | 0.065396 | 11.716139 | 2.103401 || 0.372069 | 1.401322 | 1.029371 | 1.471899 || 49.279658 | 71.698173 | 34.175241 | 48.640109 | 74.059015 | 0.684108 ||
| 37 | 3.394634 | 0.164480 | 14.763122 | 2.791429 || 8.586659 | 0.707463 | 21.997248 | 4.265776 || 1.212794 | 0.059451 | 11.775113 | 2.064085 || 0.364057 | 1.405611 | 1.032796 | 1.463777 || 49.047076 | 72.239933 | 33.420949 | 48.570463 | 73.714142 | 0.682958 ||
| 38 | 3.244025 | 0.142682 | 14.645174 | 2.850403 || 8.378582 | 0.655939 | 22.134854 | 4.187144 || 1.093892 | 0.047561 | 11.735797 | 2.103401 || 0.355319 | 1.403385 | 1.035372 | 1.465130 || 49.119490 | 71.820472 | 33.824763 | 48.641771 | 73.578262 | 0.680855 ||
| 39 | 3.115215 | 0.132773 | 14.861411 | 2.811087 || 8.118981 | 0.636122 | 22.056222 | 4.088854 || 1.036423 | 0.043597 | 11.794771 | 2.064085 || 0.347360 | 1.403659 | 1.042433 | 1.469539 || 49.193132 | 71.582775 | 34.108168 | 48.648832 | 73.585849 | 0.680788 ||
| 40 | 2.958662 | 0.108993 | 14.586200 | 2.811087 || 7.962427 | 0.600452 | 21.623747 | 4.147828 || 0.963101 | 0.035670 | 11.755455 | 2.182033 || 0.339444 | 1.400013 | 1.043992 | 1.456525 || 49.208347 | 71.311618 | 34.316325 | 48.608678 | 73.111649 | 0.678278 ||
| 41 | 2.841742 | 0.095121 | 14.546884 | 2.712797 || 7.871269 | 0.548928 | 21.623747 | 4.265776 || 0.895724 | 0.033689 | 11.598191 | 2.083743 || 0.332013 | 1.405291 | 1.048459 | 1.469773 || 49.138222 | 71.450248 | 34.105552 | 48.482818 | 73.728971 | 0.684522 ||
| 42 | 2.728786 | 0.077286 | 14.487910 | 2.791429 || 7.770203 | 0.556855 | 21.466483 | 4.088854 || 0.820419 | 0.033689 | 11.558876 | 2.182033 || 0.323859 | 1.405134 | 1.052249 | 1.465907 || 49.202331 | 71.239390 | 34.354919 | 48.589848 | 73.290638 | 0.679794 ||
| 43 | 2.582141 | 0.079268 | 14.487910 | 2.732455 || 7.575998 | 0.527129 | 21.702379 | 4.167486 || 0.703500 | 0.023780 | 11.519560 | 2.182033 || 0.316781 | 1.407237 | 1.058054 | 1.481929 || 49.163416 | 71.434263 | 34.158490 | 48.459141 | 74.402163 | 0.689434 ||
| 44 | 2.487020 | 0.053506 | 14.448594 | 2.732455 || 7.506639 | 0.465697 | 21.604089 | 4.187144 || 0.661884 | 0.023780 | 11.460586 | 2.103401 || 0.309514 | 1.410511 | 1.063960 | 1.483060 || 49.155460 | 71.427918 | 34.149449 | 48.467864 | 74.088329 | 0.687183 ||
| 45 | 2.366137 | 0.061432 | 14.448594 | 2.653823 || 7.373865 | 0.495422 | 21.486141 | 4.147828 || 0.614324 | 0.019817 | 11.539218 | 2.123059 || 0.302278 | 1.414697 | 1.070685 | 1.474524 || 49.134704 | 71.534647 | 34.042801 | 48.567140 | 73.458936 | 0.681302 ||
| 46 | 2.267052 | 0.043597 | 14.546884 | 2.673481 || 7.136063 | 0.433990 | 21.348535 | 4.147828 || 0.562800 | 0.017835 | 11.499902 | 2.142717 || 0.295707 | 1.408927 | 1.073123 | 1.466504 || 49.218466 | 70.847564 | 34.645917 | 48.549694 | 73.110959 | 0.679259 ||
| 47 | 2.191748 | 0.045579 | 14.369963 | 2.752113 || 7.145971 | 0.414173 | 21.564773 | 4.226460 || 0.505331 | 0.013872 | 11.440928 | 2.142717 || 0.289199 | 1.412923 | 1.077188 | 1.491641 || 49.118039 | 71.075309 | 34.324385 | 48.230542 | 74.488381 | 0.693831 ||
| 48 | 2.047085 | 0.031707 | 14.389621 | 2.752113 || 6.995363 | 0.404265 | 21.289562 | 4.069196 || 0.463715 | 0.013872 | 11.362296 | 2.162375 || 0.282920 | 1.412586 | 1.083623 | 1.474678 || 49.143972 | 70.977942 | 34.433392 | 48.514941 | 73.336851 | 0.681355 ||
| 49 | 1.981689 | 0.021799 | 14.252015 | 2.732455 || 6.886370 | 0.398320 | 21.269904 | 4.187144 || 0.406246 | 0.007927 | 11.480244 | 2.123059 || 0.276065 | 1.411911 | 1.089531 | 1.486179 || 49.130056 | 70.821732 | 34.515346 | 48.328850 | 73.835192 | 0.687807 ||
| 50 | 1.894495 | 0.023780 | 14.193041 | 2.693139 || 6.781340 | 0.380484 | 21.407509 | 4.128170 || 0.368594 | 0.005945 | 11.440928 | 2.182033 || 0.269636 | 1.422475 | 1.093383 | 1.487592 || 49.133979 | 71.137758 | 34.308989 | 48.241758 | 74.050393 | 0.690706 ||
| 51 | 1.840989 | 0.019817 | 14.212699 | 2.752113 || 6.753597 | 0.352741 | 21.407509 | 4.265776 || 0.338869 | 0.001982 | 11.244348 | 2.123059 || 0.264248 | 1.419927 | 1.095228 | 1.494438 || 49.096376 | 71.110816 | 34.264204 | 48.238296 | 74.364572 | 0.692871 ||
| 52 | 1.753795 | 0.013872 | 14.232357 | 2.732455 || 6.666402 | 0.348777 | 21.151956 | 4.108512 || 0.319052 | 0.003963 | 11.303322 | 2.201691 || 0.258206 | 1.415886 | 1.104836 | 1.477670 || 49.135793 | 70.772320 | 34.558239 | 48.302542 | 73.574124 | 0.686496 ||
| 53 | 1.690381 | 0.015854 | 14.291331 | 2.732455 || 6.634695 | 0.340851 | 21.309220 | 4.285433 || 0.299235 | 0.001982 | 11.440928 | 2.201691 || 0.252980 | 1.423425 | 1.110661 | 1.486870 || 48.971131 | 71.355204 | 33.889920 | 48.213512 | 74.018665 | 0.690965 ||
| 54 | 1.621022 | 0.013872 | 14.173383 | 2.673481 || 6.517776 | 0.324997 | 21.151956 | 4.088854 || 0.269510 | 0.001982 | 11.303322 | 2.162375 || 0.247046 | 1.422732 | 1.112258 | 1.485358 || 48.955624 | 71.225174 | 33.951572 | 48.133482 | 74.074879 | 0.692679 ||
| 55 | 1.549681 | 0.013872 | 14.232357 | 2.693139 || 6.418691 | 0.340851 | 21.132298 | 4.167486 || 0.225913 | 0.001982 | 11.362296 | 2.182033 || 0.241856 | 1.423115 | 1.119349 | 1.480528 || 48.897307 | 71.366890 | 33.758485 | 48.143174 | 73.891751 | 0.691289 ||
| 56 | 1.490230 | 0.009908 | 13.937488 | 2.673481 || 6.335460 | 0.321034 | 20.975034 | 4.088854 || 0.216004 | 0.001982 | 11.244348 | 2.123059 || 0.236344 | 1.420690 | 1.119724 | 1.482891 || 48.820497 | 71.179299 | 33.756312 | 48.196066 | 73.841400 | 0.690067 ||
| 57 | 1.464468 | 0.007927 | 14.114409 | 2.673481 || 6.293845 | 0.330942 | 20.837429 | 4.108512 || 0.212041 | 0.001982 | 11.362296 | 2.142717 || 0.230911 | 1.423087 | 1.128190 | 1.481889 || 48.901983 | 71.070905 | 33.965730 | 48.048467 | 73.787255 | 0.692170 ||
| 58 | 1.418889 | 0.007927 | 14.094751 | 2.653823 || 6.176925 | 0.319052 | 21.171614 | 4.167486 || 0.178352 | 0.000000 | 11.264006 | 2.123059 || 0.226082 | 1.426096 | 1.134322 | 1.499129 || 48.826541 | 71.189251 | 33.759723 | 47.896991 | 74.543561 | 0.699774 ||
| 59 | 1.327732 | 0.005945 | 13.996462 | 2.712797 || 6.194760 | 0.317070 | 20.896403 | 4.167486 || 0.164480 | 0.000000 | 11.303322 | 2.142717 || 0.220985 | 1.428846 | 1.138569 | 1.498852 || 48.735898 | 71.412487 | 33.457604 | 47.950298 | 74.132817 | 0.696129 ||
| 60 | 1.301970 | 0.003963 | 13.917830 | 2.634166 || 6.167017 | 0.332924 | 20.994692 | 4.088854 || 0.160517 | 0.000000 | 11.264006 | 2.162375 || 0.216317 | 1.432621 | 1.142888 | 1.497387 || 48.784429 | 71.320044 | 33.601117 | 48.012190 | 74.189032 | 0.695472 ||
| 61 | 1.240537 | 0.009908 | 13.996462 | 2.712797 || 6.123420 | 0.307162 | 20.955376 | 4.108512 || 0.132773 | 0.000000 | 11.362296 | 2.103401 || 0.211248 | 1.429009 | 1.152172 | 1.474390 || 48.774687 | 71.057729 | 33.761545 | 48.294511 | 72.707803 | 0.680818 ||
| 62 | 1.224684 | 0.003963 | 14.016120 | 2.752113 || 5.996591 | 0.305180 | 21.034008 | 4.010222 || 0.128810 | 0.000000 | 11.303322 | 2.182033 || 0.207158 | 1.427672 | 1.155880 | 1.486921 || 48.820399 | 70.864486 | 33.968253 | 48.070344 | 73.650340 | 0.690886 ||
| 63 | 1.165233 | 0.001982 | 13.858856 | 2.594850 || 5.984701 | 0.313107 | 20.758797 | 4.108512 || 0.114938 | 0.000000 | 11.185374 | 2.182033 || 0.202861 | 1.434022 | 1.160011 | 1.491663 || 48.743728 | 71.163522 | 33.638450 | 48.188866 | 73.659652 | 0.688969 ||
| 64 | 1.145416 | 0.001982 | 13.839198 | 2.653823 || 5.907415 | 0.293290 | 20.798113 | 4.049538 || 0.095121 | 0.000000 | 11.165717 | 2.182033 || 0.198104 | 1.431347 | 1.164746 | 1.477291 || 48.829276 | 70.867190 | 33.981289 | 48.149820 | 72.971631 | 0.685006 ||
| 65 | 1.117673 | 0.001982 | 13.839198 | 2.575192 || 5.733027 | 0.301217 | 20.876745 | 4.246118 || 0.101066 | 0.000000 | 11.205032 | 2.182033 || 0.194181 | 1.431321 | 1.172559 | 1.495488 || 48.871457 | 70.769685 | 34.117583 | 48.145805 | 73.612749 | 0.689373 ||
| 66 | 1.099838 | 0.001982 | 14.016120 | 2.653823 || 5.816258 | 0.309144 | 21.073324 | 4.324749 || 0.081249 | 0.000000 | 11.205032 | 2.162375 || 0.190081 | 1.437064 | 1.178103 | 1.497772 || 48.922767 | 70.878772 | 34.129965 | 48.221958 | 73.690691 | 0.688624 ||
| 67 | 1.042369 | 0.001982 | 13.996462 | 2.575192 || 5.770679 | 0.289327 | 20.876745 | 4.108512 || 0.087194 | 0.000000 | 11.047769 | 2.123059 || 0.186028 | 1.437659 | 1.182651 | 1.488161 || 48.858002 | 71.067438 | 33.894452 | 48.170035 | 73.203730 | 0.686225 ||
| 68 | 1.022552 | 0.001982 | 13.898172 | 2.712797 || 5.701320 | 0.279418 | 20.896403 | 4.305091 || 0.067377 | 0.000000 | 11.067427 | 2.162375 || 0.182280 | 1.437345 | 1.186434 | 1.491052 || 48.771825 | 71.003532 | 33.793271 | 48.003052 | 73.594471 | 0.691636 ||
| 69 | 1.016607 | 0.000000 | 13.760566 | 2.771771 || 5.566565 | 0.279418 | 21.034008 | 4.187144 || 0.069359 | 0.000000 | 11.047769 | 2.162375 || 0.178426 | 1.435044 | 1.193791 | 1.489762 || 48.869545 | 70.645410 | 34.198112 | 48.190666 | 73.314779 | 0.686625 ||
| 70 | 0.953193 | 0.000000 | 13.701592 | 2.693139 || 5.491261 | 0.265546 | 20.365638 | 4.088854 || 0.055487 | 0.000000 | 11.047769 | 2.182033 || 0.174626 | 1.431467 | 1.197052 | 1.482959 || 48.946984 | 70.259410 | 34.587792 | 48.224866 | 72.819197 | 0.682729 ||
| 71 | 0.941302 | 0.000000 | 13.819540 | 2.732455 || 5.485316 | 0.267528 | 20.542559 | 4.088854 || 0.057469 | 0.000000 | 10.988795 | 2.221349 || 0.170990 | 1.435050 | 1.204268 | 1.477104 || 48.834455 | 70.616214 | 34.159051 | 48.240650 | 72.526055 | 0.680499 ||
| 72 | 0.919504 | 0.000000 | 13.721250 | 2.712797 || 5.501169 | 0.277436 | 20.404954 | 4.226460 || 0.053506 | 0.000000 | 10.890505 | 2.201691 || 0.167729 | 1.438117 | 1.208260 | 1.483772 || 48.745584 | 70.816773 | 33.875178 | 48.129051 | 72.819542 | 0.684333 ||
| 73 | 0.899687 | 0.000000 | 13.642618 | 2.634166 || 5.457572 | 0.279418 | 20.660507 | 4.167486 || 0.057469 | 0.000000 | 10.890505 | 2.182033 || 0.163970 | 1.439225 | 1.210946 | 1.494344 || 48.688915 | 70.959946 | 33.683866 | 47.962621 | 73.335816 | 0.690576 ||
| 74 | 0.860053 | 0.000000 | 13.662276 | 2.712797 || 5.332726 | 0.259601 | 20.404954 | 4.049538 || 0.049542 | 0.000000 | 10.792215 | 2.123059 || 0.160732 | 1.441214 | 1.216199 | 1.479747 || 48.787793 | 70.695827 | 34.027312 | 48.228604 | 72.440182 | 0.680124 ||
| 75 | 0.848163 | 0.000000 | 13.485355 | 2.693139 || 5.322817 | 0.255638 | 20.483586 | 4.206802 || 0.039634 | 0.000000 | 10.752900 | 2.162375 || 0.157225 | 1.439865 | 1.223212 | 1.490064 || 48.771323 | 70.596761 | 34.066490 | 48.028252 | 73.223733 | 0.688728 ||
| 76 | 0.838255 | 0.000000 | 13.485355 | 2.771771 || 5.295074 | 0.247711 | 20.385296 | 4.128170 || 0.039634 | 0.000000 | 10.811873 | 2.280322 || 0.154477 | 1.436585 | 1.227831 | 1.491359 || 48.773863 | 70.295194 | 34.273922 | 47.965390 | 73.210972 | 0.689693 ||
| 77 | 0.802584 | 0.000000 | 13.387065 | 2.752113 || 5.249495 | 0.253656 | 20.326322 | 4.167486 || 0.041615 | 0.000000 | 10.811873 | 2.162375 || 0.151543 | 1.436858 | 1.230097 | 1.490121 || 48.744803 | 70.428519 | 34.135455 | 48.067574 | 73.147171 | 0.687557 ||
| 78 | 0.812493 | 0.000000 | 13.583645 | 2.712797 || 5.245531 | 0.259601 | 20.169058 | 4.167486 || 0.033689 | 0.000000 | 10.772557 | 2.201691 || 0.148584 | 1.438748 | 1.236431 | 1.479180 || 48.811647 | 70.366173 | 34.289341 | 48.173912 | 72.468806 | 0.681230 ||
| 79 | 0.768895 | 0.000000 | 13.465697 | 2.673481 || 5.225714 | 0.263565 | 20.424612 | 4.069196 || 0.031707 | 0.000000 | 10.772557 | 2.162375 || 0.145735 | 1.438481 | 1.241873 | 1.486805 || 48.821055 | 70.262530 | 34.374917 | 48.161035 | 72.962664 | 0.684758 ||
| 80 | 0.768895 | 0.000000 | 13.269117 | 2.673481 || 5.148429 | 0.259601 | 20.385296 | 4.206802 || 0.027744 | 0.000000 | 10.733242 | 2.162375 || 0.142669 | 1.441245 | 1.246737 | 1.500255 || 48.770848 | 70.481329 | 34.143468 | 47.960406 | 73.669653 | 0.692853 ||
| 81 | 0.725298 | 0.000000 | 13.406723 | 2.712797 || 5.184099 | 0.243748 | 20.011795 | 4.206802 || 0.025762 | 0.000000 | 10.693926 | 2.162375 || 0.139874 | 1.444044 | 1.253933 | 1.484012 || 48.649330 | 70.775198 | 33.742084 | 48.154251 | 72.590546 | 0.682375 ||
| 82 | 0.749079 | 0.000000 | 13.426381 | 2.693139 || 5.128612 | 0.267528 | 20.463928 | 4.285433 || 0.027744 | 0.000000 | 10.615294 | 2.201691 || 0.137178 | 1.442472 | 1.260576 | 1.497641 || 48.673436 | 70.564895 | 33.924122 | 47.894083 | 73.536877 | 0.693070 ||
| 83 | 0.709445 | 0.000000 | 13.269117 | 2.712797 || 5.106813 | 0.253656 | 20.365638 | 4.265776 || 0.021799 | 0.000000 | 10.733242 | 2.241006 || 0.134752 | 1.438783 | 1.265080 | 1.484553 || 48.629287 | 70.417319 | 33.949657 | 47.976883 | 72.997841 | 0.688071 ||
| 84 | 0.681701 | 0.000000 | 13.426381 | 2.614508 || 5.083033 | 0.263565 | 20.306664 | 4.206802 || 0.031707 | 0.000000 | 10.713584 | 2.280322 || 0.132100 | 1.442355 | 1.267874 | 1.486323 || 48.628393 | 70.728803 | 33.738300 | 47.986990 | 73.044399 | 0.688214 ||
| 85 | 0.705481 | 0.000000 | 13.328091 | 2.535876 || 5.007729 | 0.265546 | 20.267348 | 4.167486 || 0.023780 | 0.000000 | 10.595636 | 2.241006 || 0.129418 | 1.437812 | 1.272115 | 1.486049 || 48.592298 | 70.482161 | 33.844060 | 47.895052 | 73.201316 | 0.690803 ||
| 86 | 0.695573 | 0.000000 | 13.269117 | 2.673481 || 4.904681 | 0.249693 | 20.247690 | 4.305091 || 0.019817 | 0.000000 | 10.654610 | 2.299980 || 0.127221 | 1.435003 | 1.275545 | 1.487465 || 48.639085 | 70.207536 | 34.107397 | 47.889376 | 73.328229 | 0.691749 ||
| 87 | 0.657921 | 0.000000 | 13.190486 | 2.693139 || 4.906662 | 0.257620 | 19.952821 | 4.187144 || 0.023780 | 0.000000 | 10.536662 | 2.142717 || 0.124619 | 1.435824 | 1.279503 | 1.479582 || 48.613123 | 70.358718 | 33.962085 | 47.965944 | 72.690559 | 0.686192 ||
| 88 | 0.649994 | 0.000000 | 13.210144 | 2.634166 || 4.944315 | 0.237803 | 19.992137 | 4.167486 || 0.021799 | 0.000000 | 10.595636 | 2.201691 || 0.122294 | 1.436783 | 1.283921 | 1.479707 || 48.556063 | 70.334758 | 33.882724 | 47.853514 | 72.888172 | 0.689397 ||
| 89 | 0.644049 | 0.000000 | 13.249459 | 2.653823 || 4.928461 | 0.251675 | 20.011795 | 4.029880 || 0.021799 | 0.000000 | 10.575978 | 2.201691 || 0.120239 | 1.434912 | 1.291388 | 1.461974 || 48.489260 | 70.356222 | 33.756452 | 48.048882 | 71.692843 | 0.678114 ||
| 90 | 0.632159 | 0.000000 | 13.092196 | 2.575192 || 4.880900 | 0.235821 | 19.716925 | 4.108512 || 0.023780 | 0.000000 | 10.536662 | 2.182033 || 0.118018 | 1.433620 | 1.292906 | 1.476298 || 48.589479 | 70.122617 | 34.081582 | 47.988929 | 72.478463 | 0.684386 ||
| 91 | 0.634141 | 0.000000 | 13.033222 | 2.614508 || 4.811541 | 0.237803 | 20.070769 | 4.088854 || 0.021799 | 0.000000 | 10.517004 | 2.201691 || 0.115948 | 1.434258 | 1.299818 | 1.478038 || 48.517372 | 70.317906 | 33.829318 | 47.938806 | 72.802988 | 0.687400 ||
| 92 | 0.602434 | 0.000000 | 12.993906 | 2.693139 || 4.769926 | 0.253656 | 19.874189 | 4.108512 || 0.019817 | 0.000000 | 10.458030 | 2.201691 || 0.113905 | 1.435557 | 1.301959 | 1.467187 || 48.531790 | 70.386493 | 33.807241 | 47.936314 | 72.306026 | 0.684108 ||
| 93 | 0.592525 | 0.000000 | 13.033222 | 2.614508 || 4.781816 | 0.237803 | 20.129742 | 4.147828 || 0.019817 | 0.000000 | 10.399056 | 2.201691 || 0.112090 | 1.435893 | 1.306154 | 1.474257 || 48.406197 | 70.457334 | 33.549300 | 47.975498 | 72.396383 | 0.684060 ||
| 94 | 0.596488 | 0.000000 | 13.092196 | 2.594850 || 4.827395 | 0.227894 | 20.326322 | 4.324749 || 0.019817 | 0.000000 | 10.458030 | 2.221349 || 0.109599 | 1.436352 | 1.314682 | 1.485551 || 48.441343 | 70.393150 | 33.651369 | 47.785530 | 73.211317 | 0.692700 ||
| 95 | 0.588562 | 0.000000 | 12.836642 | 2.771771 || 4.811541 | 0.245729 | 19.913505 | 4.226460 || 0.021799 | 0.000000 | 10.320425 | 2.201691 || 0.107914 | 1.438469 | 1.310881 | 1.480627 || 48.387200 | 70.631644 | 33.400063 | 47.818345 | 72.852995 | 0.689748 ||
| 96 | 0.590543 | 0.000000 | 12.915274 | 2.693139 || 4.761999 | 0.219968 | 19.677610 | 4.246118 || 0.023780 | 0.000000 | 10.241793 | 2.201691 || 0.105962 | 1.432674 | 1.316520 | 1.469500 || 48.458078 | 70.279452 | 33.755985 | 47.980760 | 72.343962 | 0.683620 ||
| 97 | 0.566763 | 0.000000 | 13.013564 | 2.752113 || 4.702548 | 0.221949 | 20.011795 | 4.305091 || 0.019817 | 0.000000 | 10.359741 | 2.241006 || 0.104215 | 1.433147 | 1.322825 | 1.471932 || 48.368594 | 70.422451 | 33.509865 | 47.858637 | 72.691594 | 0.687992 ||
| 98 | 0.560818 | 0.000000 | 12.758011 | 2.693139 || 4.706512 | 0.221949 | 19.716925 | 4.265776 || 0.019817 | 0.000000 | 10.222135 | 2.201691 || 0.102337 | 1.431330 | 1.327243 | 1.471971 || 48.387926 | 70.283509 | 33.635834 | 47.837176 | 72.582269 | 0.687618 ||
| 99 | 0.544965 | 0.000000 | 12.915274 | 2.653823 || 4.708494 | 0.237803 | 19.598978 | 4.246118 || 0.019817 | 0.000000 | 10.300767 | 2.221349 || 0.100872 | 1.430175 | 1.332856 | 1.467257 || 48.329595 | 70.326471 | 33.509258 | 47.713669 | 72.621930 | 0.689947 ||
| 100 | 0.566763 | 0.000000 | 12.777669 | 2.693139 || 4.672823 | 0.235821 | 19.520346 | 4.187144 || 0.019817 | 0.000000 | 10.202477 | 2.162375 || 0.099077 | 1.430264 | 1.331814 | 1.460098 || 48.303480 | 70.407991 | 33.410623 | 47.904468 | 72.064960 | 0.683023 ||
| 101 | 0.529111 | 0.000000 | 12.738353 | 2.732455 || 4.710475 | 0.217986 | 19.913505 | 4.226460 || 0.017835 | 0.000000 | 10.202477 | 2.260664 || 0.097136 | 1.433211 | 1.338650 | 1.474211 || 48.236482 | 70.606609 | 33.164667 | 47.659946 | 73.092681 | 0.694003 ||
| 102 | 0.554873 | 0.000000 | 12.404167 | 2.653823 || 4.649043 | 0.239784 | 19.893847 | 4.206802 || 0.017835 | 0.000000 | 10.241793 | 2.182033 || 0.095717 | 1.430923 | 1.341830 | 1.475198 || 48.215196 | 70.573078 | 33.151631 | 47.640977 | 73.052676 | 0.694051 ||
| 103 | 0.529111 | 0.000000 | 12.738353 | 2.673481 || 4.676786 | 0.235821 | 19.756241 | 4.128170 || 0.017835 | 0.000000 | 10.202477 | 2.241006 || 0.094106 | 1.431988 | 1.345615 | 1.465866 || 48.215866 | 70.665279 | 33.090632 | 47.765592 | 72.552265 | 0.688612 ||
| 104 | 0.529111 | 0.000000 | 12.679379 | 2.771771 || 4.577702 | 0.231858 | 19.716925 | 4.246118 || 0.017835 | 0.000000 | 10.399056 | 2.182033 || 0.092404 | 1.427426 | 1.351955 | 1.464711 || 48.264551 | 70.417527 | 33.339041 | 47.661608 | 72.665384 | 0.691108 ||
| 105 | 0.509294 | 0.000000 | 12.718695 | 2.653823 || 4.553922 | 0.208077 | 19.697268 | 4.246118 || 0.017835 | 0.000000 | 10.222135 | 2.241006 || 0.090890 | 1.427298 | 1.355317 | 1.462632 || 48.294910 | 70.357505 | 33.430294 | 47.761715 | 72.449493 | 0.687988 ||
| 106 | 0.505331 | 0.000000 | 12.659721 | 2.732455 || 4.573739 | 0.233839 | 19.795557 | 4.147828 || 0.017835 | 0.000000 | 10.281109 | 2.241006 || 0.089598 | 1.430375 | 1.358482 | 1.463341 || 48.189848 | 70.750926 | 32.989381 | 47.662992 | 72.801608 | 0.691999 ||
| 107 | 0.489477 | 0.000000 | 12.679379 | 2.752113 || 4.573739 | 0.217986 | 19.638294 | 4.226460 || 0.017835 | 0.000000 | 10.202477 | 2.182033 || 0.088192 | 1.427371 | 1.360422 | 1.448470 || 48.210478 | 70.656991 | 33.087198 | 47.872760 | 71.775957 | 0.681614 ||
| 108 | 0.509294 | 0.000000 | 12.640063 | 2.791429 || 4.557885 | 0.231858 | 19.834873 | 4.226460 || 0.015854 | 0.000000 | 10.241793 | 2.241006 || 0.086587 | 1.427365 | 1.367885 | 1.459088 || 48.211525 | 70.601685 | 33.126213 | 47.707577 | 72.412937 | 0.688647 ||
| 109 | 0.495422 | 0.000000 | 12.699037 | 2.712797 || 4.579684 | 0.204114 | 19.559662 | 4.206802 || 0.017835 | 0.000000 | 10.300767 | 2.299980 || 0.085328 | 1.426791 | 1.370405 | 1.454009 || 48.116778 | 70.806197 | 32.829841 | 47.595424 | 72.523296 | 0.691261 ||
| 110 | 0.499386 | 0.000000 | 12.482799 | 2.693139 || 4.488526 | 0.214022 | 19.579320 | 4.187144 || 0.017835 | 0.000000 | 10.104187 | 2.260664 || 0.084205 | 1.424099 | 1.371969 | 1.461104 || 48.151506 | 70.608828 | 33.020943 | 47.645823 | 72.714011 | 0.691698 ||
| 111 | 0.479569 | 0.000000 | 12.581089 | 2.791429 || 4.413222 | 0.208077 | 19.716925 | 4.167486 || 0.015854 | 0.000000 | 10.163161 | 2.339296 || 0.082652 | 1.421161 | 1.377251 | 1.455167 || 48.237026 | 70.309827 | 33.365534 | 47.666454 | 72.489499 | 0.689848 ||
| 112 | 0.477587 | 0.000000 | 12.581089 | 2.791429 || 4.440965 | 0.204114 | 19.598978 | 4.128170 || 0.015854 | 0.000000 | 10.320425 | 2.221349 || 0.081585 | 1.420821 | 1.381768 | 1.448154 || 48.144625 | 70.495927 | 33.085493 | 47.756453 | 71.998055 | 0.685047 ||
| 113 | 0.457770 | 0.000000 | 12.620405 | 2.732455 || 4.480599 | 0.216004 | 19.697268 | 4.088854 || 0.017835 | 0.000000 | 10.045213 | 2.299980 || 0.080137 | 1.420122 | 1.385297 | 1.452296 || 48.115522 | 70.541108 | 33.006342 | 47.555270 | 72.459495 | 0.691504 ||
| 114 | 0.471642 | 0.000000 | 12.659721 | 2.693139 || 4.480599 | 0.198169 | 19.618636 | 4.167486 || 0.015854 | 0.000000 | 10.320425 | 2.260664 || 0.079016 | 1.422051 | 1.388407 | 1.456127 || 48.143396 | 70.534797 | 33.057248 | 47.659946 | 72.557783 | 0.690414 ||
| 115 | 0.489477 | 0.000000 | 12.581089 | 2.712797 || 4.502398 | 0.229876 | 19.579320 | 4.049538 || 0.013872 | 0.000000 | 10.261451 | 2.299980 || 0.077840 | 1.424361 | 1.390760 | 1.447862 || 48.151562 | 70.802765 | 32.890372 | 47.739700 | 72.051165 | 0.685684 ||
| 116 | 0.465697 | 0.000000 | 12.463141 | 2.712797 || 4.341881 | 0.204114 | 19.500688 | 4.049538 || 0.015854 | 0.000000 | 10.261451 | 2.280322 || 0.076747 | 1.419436 | 1.394291 | 1.445780 || 48.137869 | 70.576962 | 33.019588 | 47.691238 | 72.023920 | 0.686310 ||
| 117 | 0.467679 | 0.000000 | 12.502457 | 2.653823 || 4.440965 | 0.204114 | 19.520346 | 4.049538 || 0.015854 | 0.000000 | 10.202477 | 2.299980 || 0.075654 | 1.422690 | 1.396570 | 1.446828 || 48.053549 | 70.782445 | 32.740014 | 47.655792 | 72.178079 | 0.687937 ||
| 118 | 0.447862 | 0.000000 | 12.502457 | 2.712797 || 4.353771 | 0.219968 | 19.834873 | 4.167486 || 0.015854 | 0.000000 | 10.202477 | 2.280322 || 0.074397 | 1.421286 | 1.399871 | 1.459469 || 48.102653 | 70.770829 | 32.830028 | 47.525363 | 73.018189 | 0.695751 ||
| 119 | 0.447862 | 0.000000 | 12.443483 | 2.732455 || 4.440965 | 0.212041 | 19.500688 | 4.088854 || 0.015854 | 0.000000 | 10.202477 | 2.260664 || 0.073387 | 1.419546 | 1.404666 | 1.439246 || 48.101899 | 70.721660 | 32.861894 | 47.649146 | 71.931839 | 0.686396 ||
| 120 | 0.461734 | 0.000000 | 12.404167 | 2.693139 || 4.314137 | 0.206096 | 19.284451 | 4.128170 || 0.015854 | 0.000000 | 10.163161 | 2.319638 || 0.072358 | 1.415305 | 1.405775 | 1.442792 || 48.019282 | 70.720620 | 32.724315 | 47.635716 | 72.248777 | 0.688746 ||
| 121 | 0.453807 | 0.000000 | 12.463141 | 2.752113 || 4.375570 | 0.208077 | 19.874189 | 4.187144 || 0.013872 | 0.000000 | 10.123845 | 2.299980 || 0.071312 | 1.419031 | 1.411139 | 1.460984 || 48.009637 | 70.886192 | 32.596617 | 47.435640 | 73.159586 | 0.698199 ||
| 122 | 0.433990 | 0.000000 | 12.443483 | 2.712797 || 4.282430 | 0.192224 | 19.756241 | 4.147828 || 0.015854 | 0.000000 | 10.163161 | 2.299980 || 0.070338 | 1.414509 | 1.413679 | 1.449790 || 48.046458 | 70.542148 | 32.890045 | 47.545578 | 72.459840 | 0.691668 ||
| 123 | 0.433990 | 0.000000 | 12.463141 | 2.771771 || 4.431057 | 0.225913 | 19.598978 | 4.128170 || 0.015854 | 0.000000 | 10.104187 | 2.280322 || 0.069320 | 1.414639 | 1.418741 | 1.446426 || 47.990152 | 70.806440 | 32.617737 | 47.439102 | 72.807471 | 0.695779 ||
| 124 | 0.439935 | 0.000000 | 12.404167 | 2.752113 || 4.405295 | 0.212041 | 19.756241 | 4.128170 || 0.015854 | 0.000000 | 10.163161 | 2.319638 || 0.068210 | 1.413918 | 1.420150 | 1.443432 || 47.911499 | 70.946908 | 32.391452 | 47.510270 | 72.578131 | 0.693052 ||
| 125 | 0.424081 | 0.000000 | 12.463141 | 2.732455 || 4.324046 | 0.206096 | 19.736583 | 4.128170 || 0.013872 | 0.000000 | 10.005897 | 2.260664 || 0.067412 | 1.411693 | 1.422629 | 1.450379 || 47.957113 | 70.914556 | 32.489596 | 47.484932 | 72.915072 | 0.695735 ||
| 126 | 0.418136 | 0.000000 | 12.463141 | 2.693139 || 4.324046 | 0.200151 | 19.540004 | 4.147828 || 0.015854 | 0.000000 | 10.182819 | 2.280322 || 0.066638 | 1.414205 | 1.425574 | 1.443652 || 47.919064 | 71.061508 | 32.326902 | 47.485209 | 72.617791 | 0.693736 ||
| 127 | 0.414173 | 0.000000 | 12.581089 | 2.811087 || 4.329991 | 0.208077 | 19.618636 | 4.029880 || 0.013872 | 0.000000 | 10.143503 | 2.299980 || 0.065609 | 1.412549 | 1.429302 | 1.440668 || 47.897094 | 71.095004 | 32.267562 | 47.467763 | 72.578131 | 0.693762 ||
| 128 | 0.428045 | 0.000000 | 12.502457 | 2.752113 || 4.292339 | 0.216004 | 19.520346 | 4.069196 || 0.015854 | 0.000000 | 10.104187 | 2.319638 || 0.064814 | 1.408214 | 1.431770 | 1.438716 || 47.901770 | 70.821420 | 32.459716 | 47.410579 | 72.590546 | 0.694801 ||
| 129 | 0.412191 | 0.000000 | 12.384510 | 2.712797 || 4.298284 | 0.206096 | 19.402398 | 4.069196 || 0.015854 | 0.000000 | 10.025555 | 2.339296 || 0.063853 | 1.407968 | 1.434227 | 1.434873 || 47.911345 | 70.908280 | 32.417220 | 47.485486 | 72.432939 | 0.692492 ||
| 130 | 0.416155 | 0.000000 | 12.561431 | 2.693139 || 4.284412 | 0.194206 | 19.657952 | 4.147828 || 0.015854 | 0.000000 | 10.163161 | 2.280322 || 0.062980 | 1.407327 | 1.438893 | 1.446274 || 47.889655 | 70.984669 | 32.329449 | 47.406286 | 73.063022 | 0.698042 ||
| 131 | 0.412191 | 0.000000 | 12.364852 | 2.791429 || 4.276485 | 0.200151 | 19.756241 | 4.246118 || 0.015854 | 0.000000 | 10.123845 | 2.280322 || 0.062409 | 1.406937 | 1.440391 | 1.445440 || 47.879046 | 70.976659 | 32.317090 | 47.356302 | 73.061987 | 0.698870 ||
| 132 | 0.408228 | 0.000000 | 12.384510 | 2.771771 || 4.250723 | 0.216004 | 19.540004 | 4.088854 || 0.015854 | 0.000000 | 9.986239 | 2.280322 || 0.061428 | 1.406033 | 1.442946 | 1.440329 || 47.920334 | 70.976971 | 32.385985 | 47.339410 | 72.934040 | 0.698294 ||
| 133 | 0.384448 | 0.000000 | 12.404167 | 2.752113 || 4.244778 | 0.200151 | 19.579320 | 4.128170 || 0.013872 | 0.000000 | 10.123845 | 2.260664 || 0.060573 | 1.408087 | 1.445115 | 1.444004 || 47.823564 | 71.269107 | 32.027190 | 47.312549 | 73.253392 | 0.700885 ||
| 134 | 0.400301 | 0.000000 | 12.325536 | 2.830745 || 4.242797 | 0.194206 | 19.461372 | 4.088854 || 0.015854 | 0.000000 | 10.143503 | 2.260664 || 0.059994 | 1.404480 | 1.447436 | 1.432664 || 47.824513 | 71.138695 | 32.116643 | 47.354087 | 72.643312 | 0.696098 ||
| 135 | 0.414173 | 0.000000 | 12.443483 | 2.791429 || 4.217035 | 0.188260 | 19.638294 | 4.187144 || 0.013872 | 0.000000 | 10.222135 | 2.299980 || 0.059088 | 1.404445 | 1.452706 | 1.444888 || 47.792019 | 71.237726 | 31.995534 | 47.203857 | 73.495493 | 0.704325 ||
| 136 | 0.394356 | 0.000000 | 12.404167 | 2.850403 || 4.276485 | 0.204114 | 19.638294 | 4.088854 || 0.015854 | 0.000000 | 10.045213 | 2.299980 || 0.058466 | 1.406058 | 1.454417 | 1.439593 || 47.801901 | 71.366370 | 31.925401 | 47.370010 | 73.171312 | 0.699374 ||
| 137 | 0.388411 | 0.000000 | 12.266562 | 2.850403 || 4.161547 | 0.200151 | 19.579320 | 4.108512 || 0.015854 | 0.000000 | 10.064871 | 2.378612 || 0.057743 | 1.402043 | 1.457135 | 1.432060 || 47.800714 | 71.222053 | 32.020648 | 47.374994 | 72.889896 | 0.697403 ||
| 138 | 0.374539 | 0.000000 | 12.305878 | 2.870061 || 4.185328 | 0.192224 | 19.500688 | 4.147828 || 0.013872 | 0.000000 | 10.222135 | 2.280322 || 0.056950 | 1.400418 | 1.459227 | 1.434187 || 47.815789 | 71.191990 | 32.066134 | 47.348410 | 73.081300 | 0.699131 ||
| 139 | 0.396338 | 0.000000 | 12.364852 | 2.811087 || 4.141730 | 0.192224 | 19.441714 | 4.187144 || 0.015854 | 0.000000 | 10.143503 | 2.358954 || 0.056509 | 1.397259 | 1.463759 | 1.433095 || 47.763419 | 71.161025 | 31.999342 | 47.210226 | 73.293052 | 0.702861 ||
| 140 | 0.390393 | 0.000000 | 12.364852 | 2.771771 || 4.197218 | 0.194206 | 19.343424 | 4.049538 || 0.013872 | 0.000000 | 10.123845 | 2.378612 || 0.055740 | 1.397436 | 1.463768 | 1.430697 || 47.712430 | 71.215742 | 31.877135 | 47.202472 | 73.181313 | 0.702241 ||
| 141 | 0.382466 | 0.000000 | 12.325536 | 2.791429 || 4.191273 | 0.196187 | 19.598978 | 4.088854 || 0.015854 | 0.000000 | 10.222135 | 2.339296 || 0.055074 | 1.397228 | 1.468087 | 1.438413 || 47.691382 | 71.376599 | 31.733528 | 47.171319 | 73.621371 | 0.705713 ||
| 142 | 0.382466 | 0.000000 | 12.325536 | 2.771771 || 4.137767 | 0.194206 | 19.402398 | 4.029880 || 0.015854 | 0.000000 | 10.084529 | 2.417928 || 0.054340 | 1.396180 | 1.469361 | 1.427127 || 47.724434 | 71.384643 | 31.783430 | 47.232241 | 73.094061 | 0.701158 ||
| 143 | 0.386429 | 0.000000 | 12.187930 | 2.850403 || 4.153621 | 0.212041 | 19.382740 | 4.088854 || 0.013872 | 0.000000 | 10.123845 | 2.299980 || 0.053825 | 1.394188 | 1.469564 | 1.423973 || 47.740737 | 71.279232 | 31.881737 | 47.300779 | 72.962319 | 0.699129 ||
| 144 | 0.372558 | 0.000000 | 12.305878 | 2.791429 || 4.133804 | 0.188260 | 19.323766 | 4.167486 || 0.015854 | 0.000000 | 10.064871 | 2.280322 || 0.053056 | 1.388735 | 1.473093 | 1.421780 || 47.737234 | 71.086648 | 32.005627 | 47.264641 | 72.934040 | 0.699543 ||
| 145 | 0.376521 | 0.000000 | 12.246904 | 2.752113 || 4.135785 | 0.190242 | 19.481030 | 4.108512 || 0.015854 | 0.000000 | 10.182819 | 2.260664 || 0.052681 | 1.394068 | 1.476346 | 1.424314 || 47.690112 | 71.451358 | 31.681034 | 47.212857 | 73.267532 | 0.702645 ||
| 146 | 0.370576 | 0.000000 | 12.187930 | 2.889719 || 4.187309 | 0.188260 | 19.441714 | 4.069196 || 0.013872 | 0.000000 | 10.084529 | 2.358954 || 0.051964 | 1.391450 | 1.476857 | 1.419744 || 47.682756 | 71.485790 | 31.645523 | 47.194026 | 73.143033 | 0.702125 ||
| 147 | 0.364631 | 0.000000 | 12.325536 | 2.752113 || 4.094170 | 0.184297 | 19.402398 | 4.167486 || 0.015854 | 0.000000 | 10.104187 | 2.378612 || 0.051576 | 1.388829 | 1.477424 | 1.420969 || 47.657003 | 71.483848 | 31.603728 | 47.200672 | 73.211662 | 0.702474 ||
| 148 | 0.368594 | 0.000000 | 12.227246 | 2.811087 || 4.123895 | 0.198169 | 19.343424 | 4.206802 || 0.013872 | 0.000000 | 10.123845 | 2.378612 || 0.050782 | 1.387736 | 1.482882 | 1.419626 || 47.653919 | 71.489569 | 31.594711 | 47.161626 | 73.364441 | 0.704151 ||
| 149 | 0.372558 | 0.000000 | 12.168272 | 2.771771 || 4.133804 | 0.194206 | 19.441714 | 4.147828 || 0.015854 | 0.000000 | 10.123845 | 2.358954 || 0.050299 | 1.386953 | 1.482520 | 1.427457 || 47.653765 | 71.502746 | 31.585576 | 47.055289 | 73.828640 | 0.709042 ||
| 150 | 0.366613 | 0.000000 | 12.109298 | 2.850403 || 4.052554 | 0.182315 | 19.186161 | 4.167486 || 0.013872 | 0.000000 | 10.104187 | 2.319638 || 0.049665 | 1.385463 | 1.488005 | 1.407234 || 47.638160 | 71.568177 | 31.515373 | 47.353118 | 72.701595 | 0.696506 ||
| 151 | 0.370576 | 0.000000 | 12.069982 | 2.811087 || 4.040664 | 0.184297 | 19.264793 | 4.226460 || 0.015854 | 0.000000 | 10.084529 | 2.358954 || 0.049218 | 1.379926 | 1.487531 | 1.415891 || 47.758101 | 71.180062 | 31.977615 | 47.218257 | 73.222353 | 0.702252 ||
| 152 | 0.370576 | 0.000000 | 12.128956 | 2.830745 || 4.060481 | 0.188260 | 19.284451 | 4.246118 || 0.013872 | 0.000000 | 10.104187 | 2.319638 || 0.048604 | 1.379567 | 1.490778 | 1.406687 || 47.657715 | 71.395219 | 31.664633 | 47.217426 | 72.975769 | 0.700612 ||
| 153 | 0.352741 | 0.000000 | 12.227246 | 2.870061 || 4.034719 | 0.172407 | 19.166503 | 4.128170 || 0.015854 | 0.000000 | 10.163161 | 2.299980 || 0.048193 | 1.378117 | 1.493189 | 1.403788 || 47.595239 | 71.512039 | 31.481358 | 47.169380 | 72.973010 | 0.701396 ||
| 154 | 0.352741 | 0.000000 | 12.128956 | 2.752113 || 4.044628 | 0.192224 | 19.107529 | 4.108512 || 0.015854 | 0.000000 | 10.005897 | 2.339296 || 0.047693 | 1.376171 | 1.494009 | 1.402725 || 47.617823 | 71.534300 | 31.504159 | 47.219641 | 72.921279 | 0.700209 ||
| 155 | 0.352741 | 0.000000 | 12.148614 | 2.811087 || 3.953470 | 0.192224 | 19.107529 | 4.147828 || 0.019817 | 0.000000 | 10.104187 | 2.299980 || 0.047398 | 1.373923 | 1.494864 | 1.403122 || 47.624537 | 71.552262 | 31.503295 | 47.185996 | 73.114753 | 0.702069 ||
| 156 | 0.362649 | 0.000000 | 12.227246 | 2.811087 || 3.955452 | 0.178352 | 19.048555 | 4.088854 || 0.013872 | 0.000000 | 10.045213 | 2.358954 || 0.046732 | 1.369303 | 1.497954 | 1.398022 || 47.676544 | 71.244869 | 31.797447 | 47.249964 | 72.736428 | 0.698463 ||
| 157 | 0.352741 | 0.000000 | 12.227246 | 2.771771 || 4.003012 | 0.180334 | 19.166503 | 4.128170 || 0.015854 | 0.000000 | 10.045213 | 2.358954 || 0.046358 | 1.372502 | 1.500712 | 1.404907 || 47.565997 | 71.548447 | 31.407884 | 47.104858 | 73.382374 | 0.705220 ||
| 158 | 0.364631 | 0.000000 | 12.168272 | 2.771771 || 4.018866 | 0.176370 | 19.028897 | 4.147828 || 0.013872 | 0.000000 | 9.828976 | 2.260664 || 0.045809 | 1.372412 | 1.500441 | 1.399746 || 47.563290 | 71.753306 | 31.265328 | 47.079242 | 73.274774 | 0.704926 ||
| 159 | 0.346796 | 0.000000 | 12.187930 | 2.850403 || 3.919781 | 0.172407 | 19.028897 | 4.108512 || 0.015854 | 0.000000 | 9.946924 | 2.319638 || 0.045408 | 1.366813 | 1.502735 | 1.396585 || 47.585245 | 71.426114 | 31.522522 | 47.157750 | 73.143722 | 0.702736 ||
| 160 | 0.354722 | 0.000000 | 12.187930 | 2.830745 || 3.953470 | 0.180334 | 19.087871 | 4.128170 || 0.015854 | 0.000000 | 10.025555 | 2.319638 || 0.044868 | 1.365619 | 1.505138 | 1.399494 || 47.585539 | 71.504133 | 31.470448 | 47.105411 | 73.442037 | 0.705611 ||
| 161 | 0.356704 | 0.000000 | 12.089640 | 2.870061 || 3.878166 | 0.178352 | 18.989581 | 4.147828 || 0.015854 | 0.000000 | 10.005897 | 2.319638 || 0.044613 | 1.361995 | 1.508205 | 1.388269 || 47.571008 | 71.402778 | 31.514415 | 47.207457 | 72.848856 | 0.699927 ||
| 162 | 0.350759 | 0.000000 | 12.011008 | 2.791429 || 3.953470 | 0.174389 | 18.950265 | 4.147828 || 0.011890 | 0.000000 | 10.045213 | 2.280322 || 0.043978 | 1.363247 | 1.508484 | 1.392316 || 47.568538 | 71.567900 | 31.399030 | 47.124934 | 73.264428 | 0.704094 ||
| 163 | 0.352741 | 0.000000 | 12.207588 | 2.811087 || 3.909873 | 0.172407 | 18.950265 | 4.206802 || 0.011890 | 0.000000 | 9.927266 | 2.299980 || 0.043688 | 1.362188 | 1.510455 | 1.394207 || 47.540077 | 71.624836 | 31.313034 | 47.047535 | 73.501355 | 0.706976 ||
| 164 | 0.354722 | 0.000000 | 12.109298 | 2.791429 || 3.937616 | 0.168444 | 18.851976 | 4.167486 || 0.013872 | 0.000000 | 10.045213 | 2.358954 || 0.043256 | 1.359972 | 1.511317 | 1.389749 || 47.479849 | 71.705906 | 31.157606 | 47.091150 | 73.291673 | 0.704841 ||
| 165 | 0.352741 | 0.000000 | 12.187930 | 2.850403 || 3.840514 | 0.166462 | 18.871634 | 4.187144 || 0.015854 | 0.000000 | 9.946924 | 2.378612 || 0.042887 | 1.356601 | 1.513934 | 1.384676 || 47.554915 | 71.506213 | 31.417789 | 47.109150 | 73.105441 | 0.703291 ||
| 166 | 0.358686 | 0.000000 | 12.168272 | 2.791429 || 3.890056 | 0.166462 | 18.950265 | 4.108512 || 0.015854 | 0.000000 | 10.005897 | 2.299980 || 0.042463 | 1.354425 | 1.512381 | 1.386289 || 47.496738 | 71.626223 | 31.239560 | 47.001981 | 73.415827 | 0.707163 ||
| 167 | 0.344814 | 0.000000 | 12.266562 | 2.830745 || 3.888074 | 0.182315 | 18.891292 | 4.029880 || 0.015854 | 0.000000 | 9.986239 | 2.339296 || 0.042159 | 1.356256 | 1.517078 | 1.382018 || 47.452603 | 71.828967 | 31.029091 | 47.049612 | 73.184762 | 0.704818 ||
| 168 | 0.340851 | 0.000000 | 12.227246 | 2.791429 || 3.858349 | 0.172407 | 18.851976 | 4.069196 || 0.013872 | 0.000000 | 9.907608 | 2.358954 || 0.041778 | 1.350155 | 1.517995 | 1.381448 || 47.459694 | 71.599385 | 31.195639 | 46.929982 | 73.509632 | 0.708996 ||
| 169 | 0.336887 | 0.000000 | 12.246904 | 2.791429 || 3.854385 | 0.158535 | 18.773344 | 4.108512 || 0.015854 | 0.000000 | 9.966581 | 2.319638 || 0.041550 | 1.349599 | 1.520608 | 1.382584 || 47.441869 | 71.681668 | 31.110368 | 46.981766 | 73.502390 | 0.708082 ||
| 170 | 0.360667 | 0.000000 | 12.207588 | 2.732455 || 3.830605 | 0.152590 | 18.793002 | 4.049538 || 0.015854 | 0.000000 | 9.966581 | 2.319638 || 0.041046 | 1.348423 | 1.520997 | 1.373711 || 47.411957 | 71.667868 | 31.069601 | 47.069273 | 73.008877 | 0.703309 ||
| 171 | 0.340851 | 0.000000 | 12.246904 | 2.752113 || 3.862312 | 0.178352 | 18.832318 | 4.069196 || 0.013872 | 0.000000 | 9.966581 | 2.260664 || 0.040765 | 1.345419 | 1.521219 | 1.370203 || 47.406793 | 71.693908 | 31.043412 | 47.021366 | 73.071989 | 0.704533 ||
| 172 | 0.342832 | 0.000000 | 12.207588 | 2.830745 || 3.816733 | 0.168444 | 18.871634 | 4.187144 || 0.015854 | 0.000000 | 9.887950 | 2.241006 || 0.040347 | 1.345123 | 1.522904 | 1.379490 || 47.437110 | 71.800776 | 31.022152 | 46.969997 | 73.703451 | 0.709627 ||
| 173 | 0.352741 | 0.000000 | 12.148614 | 2.732455 || 3.852404 | 0.152590 | 18.851976 | 4.088854 || 0.013872 | 0.000000 | 9.966581 | 2.319638 || 0.039968 | 1.346740 | 1.524551 | 1.375877 || 47.354367 | 71.989061 | 30.756806 | 46.997412 | 73.573434 | 0.708297 ||
| 174 | 0.348777 | 0.000000 | 12.168272 | 2.791429 || 3.828624 | 0.158535 | 18.576764 | 4.069196 || 0.015854 | 0.000000 | 9.907608 | 2.319638 || 0.039753 | 1.342512 | 1.524685 | 1.366999 || 47.407184 | 71.953762 | 30.868991 | 47.035766 | 73.226837 | 0.705331 ||
| 175 | 0.336887 | 0.000000 | 12.187930 | 2.830745 || 3.818715 | 0.162499 | 18.753686 | 4.128170 || 0.013872 | 0.000000 | 9.927266 | 2.221349 || 0.039418 | 1.338754 | 1.526480 | 1.369884 || 47.414302 | 71.784236 | 30.995122 | 46.922643 | 73.578952 | 0.709583 ||
| 176 | 0.344814 | 0.000000 | 11.991351 | 2.791429 || 3.804843 | 0.162499 | 18.596422 | 4.088854 || 0.015854 | 0.000000 | 9.946924 | 2.358954 || 0.039021 | 1.337965 | 1.528989 | 1.361184 || 47.360090 | 71.946653 | 30.794956 | 46.988274 | 73.213387 | 0.706034 ||
| 177 | 0.336887 | 0.000000 | 12.168272 | 2.811087 || 3.787008 | 0.166462 | 18.537448 | 4.147828 || 0.013872 | 0.000000 | 9.986239 | 2.319638 || 0.038717 | 1.337816 | 1.527519 | 1.366170 || 47.345559 | 72.054770 | 30.697793 | 46.900628 | 73.587918 | 0.710011 ||
| 178 | 0.340851 | 0.000000 | 12.266562 | 2.771771 || 3.798898 | 0.138718 | 18.793002 | 4.206802 || 0.015854 | 0.000000 | 10.005897 | 2.358954 || 0.038526 | 1.336116 | 1.530548 | 1.367590 || 47.332537 | 72.086116 | 30.654877 | 46.899659 | 73.751388 | 0.711124 ||
| 179 | 0.356704 | 0.000000 | 12.227246 | 2.752113 || 3.806825 | 0.148627 | 18.694712 | 4.069196 || 0.017835 | 0.000000 | 9.986239 | 2.319638 || 0.038074 | 1.333149 | 1.532392 | 1.362059 || 47.337883 | 71.986634 | 30.730850 | 46.846352 | 73.661721 | 0.711413 ||
| 180 | 0.338869 | 0.000000 | 12.325536 | 2.830745 || 3.767191 | 0.160517 | 18.655396 | 4.147828 || 0.013872 | 0.000000 | 10.045213 | 2.299980 || 0.037724 | 1.330623 | 1.534477 | 1.352222 || 47.324218 | 71.911077 | 30.758885 | 46.994089 | 73.049227 | 0.704836 ||
| 181 | 0.334905 | 0.000000 | 12.286220 | 2.791429 || 3.775118 | 0.158535 | 18.675054 | 4.128170 || 0.013872 | 0.000000 | 9.986239 | 2.299980 || 0.037520 | 1.328262 | 1.533390 | 1.355300 || 47.283530 | 71.981328 | 30.643453 | 46.914751 | 73.488595 | 0.709109 ||
| 182 | 0.354722 | 0.000000 | 12.148614 | 2.889719 || 3.779081 | 0.150608 | 18.635738 | 4.128170 || 0.015854 | 0.000000 | 10.025555 | 2.339296 || 0.037124 | 1.330436 | 1.537281 | 1.353033 || 47.235375 | 72.304741 | 30.344955 | 46.857982 | 73.557225 | 0.710518 ||
| 183 | 0.319052 | 0.000000 | 12.128956 | 2.830745 || 3.681979 | 0.154572 | 18.635738 | 4.088854 || 0.013872 | 0.000000 | 10.064871 | 2.260664 || 0.036946 | 1.323818 | 1.536917 | 1.354709 || 47.330248 | 71.828967 | 30.824299 | 46.853829 | 73.646892 | 0.711189 ||
| 184 | 0.324997 | 0.000000 | 12.207588 | 2.791429 || 3.725576 | 0.154572 | 18.537448 | 4.088854 || 0.019817 | 0.000000 | 9.946924 | 2.319638 || 0.036766 | 1.321520 | 1.537294 | 1.350139 || 47.277068 | 71.932125 | 30.665787 | 46.770060 | 73.779323 | 0.713477 ||
| 185 | 0.336887 | 0.000000 | 12.148614 | 2.850403 || 3.727557 | 0.158535 | 18.714370 | 4.108512 || 0.013872 | 0.000000 | 9.927266 | 2.339296 || 0.036491 | 1.322085 | 1.537899 | 1.349624 || 47.211661 | 72.112711 | 30.434642 | 46.828629 | 73.687932 | 0.711885 ||
| 186 | 0.330942 | 0.000000 | 12.266562 | 2.870061 || 3.773136 | 0.152590 | 18.694712 | 4.049538 || 0.015854 | 0.000000 | 10.084529 | 2.280322 || 0.036108 | 1.320662 | 1.541313 | 1.346262 || 47.250924 | 72.128176 | 30.489941 | 46.905059 | 73.442727 | 0.708963 ||
| 187 | 0.338869 | 0.000000 | 12.187930 | 2.771771 || 3.674052 | 0.164480 | 18.576764 | 4.049538 || 0.015854 | 0.000000 | 9.966581 | 2.319638 || 0.035899 | 1.319294 | 1.540974 | 1.343369 || 47.259299 | 72.136498 | 30.498351 | 46.896336 | 73.429277 | 0.709019 ||
| 188 | 0.352741 | 0.000000 | 12.325536 | 2.830745 || 3.703777 | 0.150608 | 18.694712 | 4.108512 || 0.015854 | 0.000000 | 9.927266 | 2.378612 || 0.035755 | 1.316659 | 1.541311 | 1.341128 || 47.280808 | 72.006225 | 30.622123 | 46.906859 | 73.293052 | 0.707929 ||
| 189 | 0.328960 | 0.000000 | 12.207588 | 2.791429 || 3.721612 | 0.142682 | 18.635738 | 4.049538 || 0.017835 | 0.000000 | 9.907608 | 2.378612 || 0.035340 | 1.314076 | 1.542439 | 1.343134 || 47.274416 | 72.033479 | 30.593061 | 46.788475 | 73.741387 | 0.712915 ||
| 190 | 0.326979 | 0.000000 | 12.325536 | 2.771771 || 3.666125 | 0.148627 | 18.675054 | 4.069196 || 0.015854 | 0.000000 | 10.025555 | 2.339296 || 0.035113 | 1.313819 | 1.543420 | 1.338229 || 47.241614 | 72.111775 | 30.485408 | 46.916551 | 73.448935 | 0.708813 ||
| 191 | 0.324997 | 0.000000 | 12.227246 | 2.791429 || 3.664143 | 0.152590 | 18.635738 | 4.069196 || 0.013872 | 0.000000 | 9.946924 | 2.299980 || 0.034922 | 1.310073 | 1.545123 | 1.339042 || 47.220049 | 72.041454 | 30.496692 | 46.838182 | 73.657238 | 0.711520 ||
| 192 | 0.338869 | 0.000000 | 12.227246 | 2.830745 || 3.658198 | 0.144663 | 18.576764 | 4.108512 || 0.013872 | 0.000000 | 9.946924 | 2.299980 || 0.034601 | 1.310934 | 1.543058 | 1.334974 || 47.219910 | 72.183275 | 30.400908 | 46.862136 | 73.528600 | 0.710256 ||
| 193 | 0.317070 | 0.000000 | 12.109298 | 2.732455 || 3.652253 | 0.134755 | 18.537448 | 4.049538 || 0.011890 | 0.000000 | 9.828976 | 2.319638 || 0.034258 | 1.306688 | 1.544748 | 1.332988 || 47.206496 | 72.127691 | 30.415906 | 46.794290 | 73.656548 | 0.712248 ||
| 194 | 0.330942 | 0.000000 | 12.207588 | 2.811087 || 3.624510 | 0.120883 | 18.616080 | 4.088854 || 0.015854 | 0.000000 | 9.907608 | 2.280322 || 0.034277 | 1.303880 | 1.547255 | 1.331435 || 47.229904 | 72.090554 | 30.480105 | 46.837629 | 73.633786 | 0.711371 ||
| 195 | 0.315089 | 0.000000 | 12.168272 | 2.771771 || 3.614601 | 0.146645 | 18.458817 | 4.049538 || 0.013872 | 0.000000 | 10.005897 | 2.260664 || 0.034004 | 1.304589 | 1.546546 | 1.331063 || 47.185531 | 72.193018 | 30.336802 | 46.786398 | 73.777598 | 0.713192 ||
| 196 | 0.324997 | 0.000000 | 12.128956 | 2.850403 || 3.608656 | 0.136737 | 18.517790 | 4.108512 || 0.015854 | 0.000000 | 9.868292 | 2.319638 || 0.033804 | 1.301910 | 1.547834 | 1.326503 || 47.112434 | 72.234906 | 30.186233 | 46.797060 | 73.649996 | 0.712158 ||
| 197 | 0.326979 | 0.000000 | 12.089640 | 2.771771 || 3.535334 | 0.136737 | 18.635738 | 4.147828 || 0.015854 | 0.000000 | 9.907608 | 2.299980 || 0.033609 | 1.299949 | 1.549428 | 1.323890 || 47.190305 | 72.142878 | 30.378573 | 46.777398 | 73.642063 | 0.712433 ||
| 198 | 0.326979 | 0.000000 | 12.187930 | 2.791429 || 3.541279 | 0.146645 | 18.360527 | 4.049538 || 0.013872 | 0.000000 | 9.848634 | 2.319638 || 0.033207 | 1.296899 | 1.549057 | 1.315403 || 47.165488 | 72.087988 | 30.374018 | 46.875705 | 73.131652 | 0.707367 ||
| 199 | 0.328960 | 0.000000 | 12.011008 | 2.811087 || 3.586857 | 0.136737 | 18.478475 | 4.010222 || 0.017835 | 0.000000 | 10.064871 | 2.319638 || 0.033034 | 1.297622 | 1.550986 | 1.319988 || 47.194395 | 72.206333 | 30.342666 | 46.835690 | 73.533773 | 0.710733 ||
| 200 | 0.330942 | 0.000000 | 12.207588 | 2.771771 || 3.535334 | 0.128810 | 18.340869 | 3.990564 || 0.013872 | 0.000000 | 9.848634 | 2.339296 || 0.032723 | 1.293431 | 1.550378 | 1.314794 || 47.187807 | 72.040033 | 30.443684 | 46.863659 | 73.253392 | 0.708385 ||
| 201 | 0.311125 | 0.000000 | 12.128956 | 2.850403 || 3.511553 | 0.138718 | 18.360527 | 4.088854 || 0.013872 | 0.000000 | 9.848634 | 2.358954 || 0.032478 | 1.290634 | 1.551611 | 1.317999 || 47.151753 | 72.062121 | 30.368458 | 46.778229 | 73.658617 | 0.712531 ||
| 202 | 0.332924 | 0.000000 | 12.187930 | 2.811087 || 3.495700 | 0.124846 | 18.281895 | 4.069196 || 0.015854 | 0.000000 | 9.887950 | 2.339296 || 0.032571 | 1.289942 | 1.551032 | 1.310691 || 47.177199 | 72.136498 | 30.360935 | 46.795952 | 73.340645 | 0.710101 ||
| 203 | 0.323015 | 0.000000 | 11.991351 | 2.830745 || 3.444176 | 0.124846 | 18.262237 | 4.069196 || 0.013872 | 0.000000 | 9.966581 | 2.358954 || 0.032189 | 1.285368 | 1.552543 | 1.306808 || 47.183284 | 71.982022 | 30.475199 | 46.817275 | 73.302709 | 0.709491 ||
| 204 | 0.313107 | 0.000000 | 12.168272 | 2.850403 || 3.523443 | 0.122865 | 18.262237 | 3.990564 || 0.015854 | 0.000000 | 9.927266 | 2.358954 || 0.032205 | 1.286065 | 1.552848 | 1.306846 || 47.143602 | 72.205675 | 30.258095 | 46.789167 | 73.386168 | 0.710520 ||
| 205 | 0.334905 | 0.000000 | 12.089640 | 2.811087 || 3.545242 | 0.114938 | 18.458817 | 4.029880 || 0.015854 | 0.000000 | 9.868292 | 2.319638 || 0.031678 | 1.286404 | 1.554532 | 1.304466 || 47.122344 | 72.386123 | 30.100938 | 46.807583 | 73.373408 | 0.710127 ||
| 206 | 0.326979 | 0.000000 | 12.011008 | 2.830745 || 3.456066 | 0.130791 | 18.222921 | 4.029880 || 0.011890 | 0.000000 | 9.828976 | 2.339296 || 0.031451 | 1.280486 | 1.553780 | 1.302747 || 47.212889 | 72.032959 | 30.490431 | 46.857982 | 73.382374 | 0.709345 ||
| 207 | 0.326979 | 0.000000 | 12.011008 | 2.830745 || 3.432286 | 0.112956 | 18.340869 | 4.069196 || 0.015854 | 0.000000 | 9.828976 | 2.378612 || 0.031788 | 1.278623 | 1.554574 | 1.305887 || 47.194032 | 72.076268 | 30.429690 | 46.811736 | 73.680344 | 0.712116 ||
| 208 | 0.315089 | 0.000000 | 12.109298 | 2.752113 || 3.456066 | 0.107011 | 18.203263 | 3.931590 || 0.017835 | 0.000000 | 9.848634 | 2.358954 || 0.031467 | 1.278729 | 1.554079 | 1.305146 || 47.149450 | 72.244372 | 30.241812 | 46.734752 | 73.881750 | 0.714754 ||
| 209 | 0.326979 | 0.000000 | 12.069982 | 2.791429 || 3.458048 | 0.124846 | 18.262237 | 3.990564 || 0.015854 | 0.000000 | 9.848634 | 2.339296 || 0.031179 | 1.279371 | 1.556820 | 1.304806 || 47.125722 | 72.449335 | 30.064003 | 46.751783 | 73.974176 | 0.715089 ||
| 210 | 0.328960 | 0.000000 | 12.148614 | 2.850403 || 3.424359 | 0.120883 | 18.203263 | 4.010222 || 0.015854 | 0.000000 | 9.828976 | 2.339296 || 0.031018 | 1.275205 | 1.555512 | 1.293828 || 47.133412 | 72.259317 | 30.204900 | 46.782660 | 73.405481 | 0.710758 ||
| 211 | 0.315089 | 0.000000 | 12.050324 | 2.811087 || 3.410487 | 0.112956 | 18.104973 | 4.088854 || 0.015854 | 0.000000 | 9.907608 | 2.339296 || 0.030972 | 1.271844 | 1.556630 | 1.295092 || 47.120962 | 72.234212 | 30.200975 | 46.715645 | 73.610680 | 0.713255 ||
| 212 | 0.323015 | 0.000000 | 12.187930 | 2.771771 || 3.426341 | 0.122865 | 18.419501 | 4.147828 || 0.017835 | 0.000000 | 9.927266 | 2.398270 || 0.030621 | 1.271602 | 1.560837 | 1.290958 || 47.061222 | 72.389590 | 29.996299 | 46.729075 | 73.506184 | 0.712329 ||
| 213 | 0.323015 | 0.000000 | 11.971693 | 2.771771 || 3.416432 | 0.114938 | 18.144289 | 3.951248 || 0.015854 | 0.000000 | 9.848634 | 2.299980 || 0.030548 | 1.269540 | 1.556739 | 1.287112 || 47.069276 | 72.426033 | 29.985226 | 46.835690 | 73.297191 | 0.709146 ||
| 214 | 0.324997 | 0.000000 | 12.069982 | 2.811087 || 3.400579 | 0.105030 | 18.085316 | 4.010222 || 0.015854 | 0.000000 | 9.907608 | 2.339296 || 0.030528 | 1.266080 | 1.557592 | 1.287268 || 47.102984 | 72.218019 | 30.181794 | 46.709137 | 73.556535 | 0.713000 ||
| 215 | 0.323015 | 0.000000 | 12.148614 | 2.771771 || 3.380762 | 0.105030 | 18.183605 | 4.049538 || 0.011890 | 0.000000 | 9.887950 | 2.339296 || 0.030110 | 1.264572 | 1.560235 | 1.288232 || 47.075138 | 72.339520 | 30.053326 | 46.693491 | 73.774495 | 0.714724 ||
| 216 | 0.321034 | 0.000000 | 12.168272 | 2.811087 || 3.339146 | 0.097103 | 18.163947 | 3.970906 || 0.015854 | 0.000000 | 9.809318 | 2.358954 || 0.030055 | 1.263362 | 1.559701 | 1.283047 || 47.040299 | 72.467955 | 29.908481 | 46.725199 | 73.601368 | 0.713033 ||
| 217 | 0.315089 | 0.000000 | 12.109298 | 2.811087 || 3.347073 | 0.118901 | 18.026342 | 3.970906 || 0.017835 | 0.000000 | 9.868292 | 2.280322 || 0.029914 | 1.259997 | 1.558692 | 1.281103 || 47.041695 | 72.397149 | 29.958523 | 46.674660 | 73.602403 | 0.713884 ||
| 218 | 0.323015 | 0.000000 | 12.148614 | 2.791429 || 3.325274 | 0.105030 | 18.046000 | 4.010222 || 0.015854 | 0.000000 | 9.848634 | 2.339296 || 0.029785 | 1.256518 | 1.558938 | 1.279821 || 47.071327 | 72.203906 | 30.138318 | 46.676045 | 73.626544 | 0.714023 ||
| 219 | 0.326979 | 0.000000 | 12.148614 | 2.830745 || 3.305458 | 0.097103 | 18.065658 | 3.970906 || 0.011890 | 0.000000 | 9.730686 | 2.319638 || 0.029565 | 1.256519 | 1.558176 | 1.278535 || 46.997713 | 72.382898 | 29.894511 | 46.664830 | 73.684138 | 0.714596 ||
| 220 | 0.313107 | 0.000000 | 12.089640 | 2.732455 || 3.295549 | 0.099084 | 18.144289 | 4.010222 || 0.015854 | 0.000000 | 9.809318 | 2.358954 || 0.029550 | 1.254403 | 1.559319 | 1.273790 || 46.993944 | 72.412996 | 29.867925 | 46.648491 | 73.551707 | 0.713981 ||
| 221 | 0.315089 | 0.000000 | 12.069982 | 2.771771 || 3.315366 | 0.105030 | 18.006684 | 4.010222 || 0.015854 | 0.000000 | 9.789660 | 2.358954 || 0.029222 | 1.252592 | 1.559224 | 1.269413 || 46.965303 | 72.499925 | 29.761417 | 46.718414 | 73.379615 | 0.711658 ||
| 222 | 0.330942 | 0.000000 | 11.991351 | 2.830745 || 3.293567 | 0.097103 | 18.124631 | 4.049538 || 0.013872 | 0.000000 | 9.809318 | 2.378612 || 0.029113 | 1.251585 | 1.560071 | 1.274263 || 46.966419 | 72.567091 | 29.718034 | 46.555307 | 73.975555 | 0.718381 ||
| 223 | 0.326979 | 0.000000 | 12.069982 | 2.850403 || 3.273751 | 0.107011 | 17.829762 | 4.088854 || 0.015854 | 0.000000 | 9.789660 | 2.339296 || 0.029116 | 1.247508 | 1.560879 | 1.269948 || 47.031463 | 72.358071 | 29.967728 | 46.657630 | 73.690346 | 0.714758 ||
| 224 | 0.319052 | 0.000000 | 12.089640 | 2.830745 || 3.251952 | 0.103048 | 17.908394 | 3.951248 || 0.013872 | 0.000000 | 9.750344 | 2.339296 || 0.028865 | 1.248170 | 1.562224 | 1.262453 || 47.024861 | 72.557624 | 29.822228 | 46.777398 | 73.223043 | 0.709623 ||
| 225 | 0.315089 | 0.000000 | 12.109298 | 2.811087 || 3.255915 | 0.099084 | 18.046000 | 3.931590 || 0.015854 | 0.000000 | 9.711028 | 2.339296 || 0.028838 | 1.245472 | 1.560603 | 1.269105 || 47.019055 | 72.426970 | 29.900538 | 46.623568 | 73.880026 | 0.716600 ||
| 226 | 0.323015 | 0.000000 | 12.168272 | 2.752113 || 3.236098 | 0.099084 | 18.026342 | 4.088854 || 0.019817 | 0.000000 | 9.770002 | 2.299980 || 0.028645 | 1.244234 | 1.561737 | 1.267220 || 47.006507 | 72.512755 | 29.821738 | 46.577046 | 73.947621 | 0.717830 ||
| 227 | 0.319052 | 0.000000 | 12.128956 | 2.830745 || 3.228172 | 0.091158 | 18.006684 | 3.970906 || 0.015854 | 0.000000 | 9.848634 | 2.398270 || 0.028376 | 1.243015 | 1.563252 | 1.265626 || 46.933939 | 72.663938 | 29.598420 | 46.562784 | 74.033839 | 0.718647 ||
| 228 | 0.324997 | 0.000000 | 12.109298 | 2.850403 || 3.184575 | 0.095121 | 17.829762 | 4.088854 || 0.015854 | 0.000000 | 9.828976 | 2.417928 || 0.028329 | 1.240372 | 1.563066 | 1.261129 || 46.934805 | 72.619692 | 29.629678 | 46.627584 | 73.822087 | 0.716144 ||
| 229 | 0.321034 | 0.000000 | 12.148614 | 2.830745 || 3.214300 | 0.103048 | 17.869078 | 4.049538 || 0.015854 | 0.000000 | 9.868292 | 2.339296 || 0.028307 | 1.238147 | 1.562461 | 1.254344 || 46.912179 | 72.567472 | 29.626991 | 46.601415 | 73.489285 | 0.714349 ||
| 230 | 0.315089 | 0.000000 | 12.011008 | 2.811087 || 3.140977 | 0.101066 | 17.888736 | 3.892274 || 0.013872 | 0.000000 | 9.730686 | 2.339296 || 0.028059 | 1.234781 | 1.561944 | 1.254725 || 46.890949 | 72.568894 | 29.590500 | 46.588676 | 73.733800 | 0.716202 ||
| 231 | 0.328960 | 0.000000 | 12.050324 | 2.752113 || 3.156831 | 0.097103 | 18.046000 | 3.892274 || 0.019817 | 0.000000 | 9.770002 | 2.299980 || 0.028086 | 1.233597 | 1.562753 | 1.264132 || 46.916994 | 72.525550 | 29.663296 | 46.462954 | 74.484933 | 0.723341 ||
| 232 | 0.332924 | 0.000000 | 12.030666 | 2.771771 || 3.204391 | 0.089176 | 17.908394 | 4.010222 || 0.013872 | 0.000000 | 9.750344 | 2.319638 || 0.027781 | 1.232542 | 1.562198 | 1.255074 || 46.902897 | 72.613867 | 29.580197 | 46.544784 | 74.001421 | 0.718730 ||
| 233 | 0.315089 | 0.000000 | 12.030666 | 2.850403 || 3.107289 | 0.097103 | 18.046000 | 3.951248 || 0.015854 | 0.000000 | 9.848634 | 2.260664 || 0.027649 | 1.227411 | 1.565376 | 1.252192 || 46.923429 | 72.410014 | 29.751909 | 46.529831 | 73.960036 | 0.718703 ||
| 234 | 0.332924 | 0.000000 | 12.050324 | 2.850403 || 3.190520 | 0.083231 | 17.888736 | 3.990564 || 0.019817 | 0.000000 | 9.848634 | 2.299980 || 0.027660 | 1.229191 | 1.563157 | 1.247326 || 46.904753 | 72.641815 | 29.564474 | 46.589092 | 73.714142 | 0.716063 ||
| 235 | 0.307162 | 0.000000 | 12.030666 | 2.811087 || 3.138996 | 0.087194 | 17.770788 | 3.990564 || 0.013872 | 0.000000 | 9.868292 | 2.319638 || 0.027461 | 1.225064 | 1.562546 | 1.246822 || 46.892093 | 72.517956 | 29.626734 | 46.546723 | 73.846918 | 0.717662 ||
| 236 | 0.311125 | 0.000000 | 12.050324 | 2.811087 || 3.099362 | 0.085213 | 17.770788 | 3.931590 || 0.015854 | 0.000000 | 9.809318 | 2.339296 || 0.027487 | 1.224476 | 1.562860 | 1.245854 || 46.853541 | 72.652946 | 29.471260 | 46.507677 | 73.959346 | 0.719068 ||
| 237 | 0.313107 | 0.000000 | 11.991351 | 2.870061 || 3.168721 | 0.097103 | 17.829762 | 3.911932 || 0.011890 | 0.000000 | 9.828976 | 2.280322 || 0.027209 | 1.224782 | 1.561644 | 1.245488 || 46.849298 | 72.812519 | 29.356645 | 46.511415 | 74.026597 | 0.719457 ||
| 238 | 0.315089 | 0.000000 | 12.069982 | 2.811087 || 3.091435 | 0.095121 | 17.849420 | 4.010222 || 0.017835 | 0.000000 | 9.789660 | 2.358954 || 0.027284 | 1.219269 | 1.561834 | 1.239132 || 46.907238 | 72.536230 | 29.639771 | 46.552123 | 73.757251 | 0.716970 ||
| 239 | 0.319052 | 0.000000 | 12.050324 | 2.830745 || 3.085490 | 0.093139 | 17.672499 | 3.970906 || 0.013872 | 0.000000 | 9.887950 | 2.299980 || 0.027028 | 1.218444 | 1.563807 | 1.239653 || 46.896490 | 72.649790 | 29.545271 | 46.568738 | 73.893476 | 0.717606 ||
| 240 | 0.311125 | 0.000000 | 11.932377 | 2.771771 || 3.089453 | 0.087194 | 17.613525 | 3.951248 || 0.015854 | 0.000000 | 9.809318 | 2.358954 || 0.027056 | 1.216691 | 1.562132 | 1.236189 || 46.851908 | 72.706484 | 29.432455 | 46.588399 | 73.867265 | 0.717102 ||
| 241 | 0.305180 | 0.000000 | 12.011008 | 2.771771 || 3.107289 | 0.091158 | 17.770788 | 3.970906 || 0.015854 | 0.000000 | 9.927266 | 2.378612 || 0.026849 | 1.216948 | 1.562642 | 1.236339 || 46.873836 | 72.852465 | 29.370803 | 46.482754 | 74.101434 | 0.720438 ||
| 242 | 0.315089 | 0.000000 | 11.991351 | 2.752113 || 3.075582 | 0.091158 | 17.810104 | 3.931590 || 0.013872 | 0.000000 | 9.809318 | 2.398270 || 0.026728 | 1.215516 | 1.563551 | 1.236089 || 46.863814 | 72.864878 | 29.345665 | 46.521108 | 74.125230 | 0.719957 ||
| 243 | 0.317070 | 0.000000 | 12.030666 | 2.771771 || 3.059728 | 0.087194 | 17.731472 | 3.970906 || 0.017835 | 0.000000 | 9.750344 | 2.319638 || 0.026626 | 1.212399 | 1.564667 | 1.234515 || 46.880829 | 72.723648 | 29.469297 | 46.533154 | 74.097985 | 0.719572 ||
| 244 | 0.305180 | 0.000000 | 12.011008 | 2.771771 || 3.014149 | 0.077286 | 17.751130 | 3.970906 || 0.015854 | 0.000000 | 9.828976 | 2.319638 || 0.026515 | 1.208445 | 1.564027 | 1.230026 || 46.882504 | 72.599858 | 29.555503 | 46.534261 | 74.010388 | 0.718966 ||
| 245 | 0.305180 | 0.000000 | 12.050324 | 2.811087 || 3.071618 | 0.089176 | 17.711814 | 3.970906 || 0.015854 | 0.000000 | 9.770002 | 2.339296 || 0.026411 | 1.210776 | 1.564126 | 1.229542 || 46.844301 | 72.935788 | 29.265229 | 46.528861 | 74.107987 | 0.719711 ||
| 246 | 0.321034 | 0.000000 | 12.089640 | 2.771771 || 3.030003 | 0.099084 | 17.672499 | 3.931590 || 0.015854 | 0.000000 | 9.828976 | 2.319638 || 0.026406 | 1.208050 | 1.563769 | 1.227083 || 46.828906 | 72.854268 | 29.294385 | 46.520138 | 74.031425 | 0.719343 ||
| 247 | 0.305180 | 0.000000 | 12.030666 | 2.771771 || 2.988387 | 0.083231 | 17.652841 | 3.911932 || 0.013872 | 0.000000 | 9.789660 | 2.319638 || 0.026170 | 1.204451 | 1.563999 | 1.224621 || 46.872552 | 72.716193 | 29.460466 | 46.538969 | 74.021768 | 0.718964 ||
| 248 | 0.303198 | 0.000000 | 11.991351 | 2.811087 || 2.944790 | 0.079268 | 17.790446 | 3.931590 || 0.017835 | 0.000000 | 9.789660 | 2.319638 || 0.026253 | 1.201649 | 1.564352 | 1.225438 || 46.906414 | 72.614561 | 29.585617 | 46.510585 | 74.209379 | 0.720697 ||
| 249 | 0.305180 | 0.000000 | 12.089640 | 2.811087 || 2.970552 | 0.081249 | 17.534893 | 3.911932 || 0.015854 | 0.000000 | 9.711028 | 2.358954 || 0.026075 | 1.201570 | 1.561908 | 1.219303 || 46.837964 | 72.880725 | 29.291722 | 46.506985 | 73.952794 | 0.719036 ||
| 250 | 0.309144 | 0.000000 | 11.932377 | 2.811087 || 2.990369 | 0.079268 | 17.770788 | 3.872616 || 0.015854 | 0.000000 | 9.750344 | 2.378612 || 0.025987 | 1.197883 | 1.564411 | 1.217423 || 46.828012 | 72.760923 | 29.355781 | 46.474446 | 73.954863 | 0.719593 ||
| 251 | 0.305180 | 0.000000 | 11.991351 | 2.811087 || 2.972534 | 0.077286 | 17.692156 | 3.833301 || 0.015854 | 0.000000 | 9.750344 | 2.319638 || 0.025929 | 1.197980 | 1.563691 | 1.217141 || 46.786418 | 72.863873 | 29.216800 | 46.437200 | 74.104538 | 0.721220 ||
| 252 | 0.315089 | 0.000000 | 12.030666 | 2.811087 || 2.948754 | 0.077286 | 17.574209 | 3.892274 || 0.017835 | 0.000000 | 9.770002 | 2.339296 || 0.025826 | 1.196957 | 1.563063 | 1.217974 || 46.798324 | 72.983674 | 29.156012 | 46.450493 | 74.301115 | 0.722316 ||
| 253 | 0.309144 | 0.000000 | 12.030666 | 2.850403 || 2.954699 | 0.073323 | 17.751130 | 3.892274 || 0.015854 | 0.000000 | 9.789660 | 2.339296 || 0.025658 | 1.194854 | 1.563037 | 1.215559 || 46.802958 | 72.956247 | 29.182247 | 46.454093 | 74.192825 | 0.721530 ||
| 254 | 0.307162 | 0.000000 | 11.952035 | 2.752113 || 2.909120 | 0.077286 | 17.692156 | 3.970906 || 0.017835 | 0.000000 | 9.789660 | 2.339296 || 0.025627 | 1.194415 | 1.563164 | 1.216544 || 46.756129 | 72.996886 | 29.076487 | 46.396355 | 74.467689 | 0.724338 ||
| 255 | 0.305180 | 0.000000 | 11.873403 | 2.791429 || 2.913083 | 0.073323 | 17.495577 | 3.892274 || 0.013872 | 0.000000 | 9.730686 | 2.299980 || 0.025467 | 1.192013 | 1.562624 | 1.209748 || 46.763889 | 73.083191 | 29.031328 | 46.459770 | 74.154544 | 0.721178 ||
| 256 | 0.311125 | 0.000000 | 11.991351 | 2.791429 || 2.936863 | 0.075304 | 17.534893 | 3.931590 || 0.017835 | 0.000000 | 9.750344 | 2.339296 || 0.025493 | 1.190552 | 1.562878 | 1.210397 || 46.764280 | 73.069252 | 29.041374 | 46.382924 | 74.366986 | 0.723887 ||
| 257 | 0.297253 | 0.000000 | 12.030666 | 2.791429 || 2.859578 | 0.069359 | 17.692156 | 3.970906 || 0.015854 | 0.000000 | 9.730686 | 2.299980 || 0.025331 | 1.188076 | 1.563106 | 1.210868 || 46.787311 | 73.021227 | 29.112278 | 46.356063 | 74.574255 | 0.725726 ||
| 258 | 0.307162 | 0.000000 | 12.050324 | 2.771771 || 2.968570 | 0.067377 | 17.357971 | 3.892274 || 0.013872 | 0.000000 | 9.848634 | 2.358954 || 0.025223 | 1.188147 | 1.563916 | 1.203374 || 46.698566 | 73.284756 | 28.786190 | 46.421278 | 74.144888 | 0.721756 ||
| 259 | 0.313107 | 0.000000 | 11.991351 | 2.771771 || 2.871468 | 0.069359 | 17.495577 | 3.951248 || 0.015854 | 0.000000 | 9.730686 | 2.339296 || 0.025182 | 1.183969 | 1.562835 | 1.203794 || 46.718735 | 73.030381 | 28.991332 | 46.426539 | 74.276629 | 0.722552 ||
| 260 | 0.303198 | 0.000000 | 11.932377 | 2.771771 || 2.821925 | 0.073323 | 17.652841 | 3.931590 || 0.017835 | 0.000000 | 9.730686 | 2.319638 || 0.025114 | 1.183661 | 1.563425 | 1.203490 || 46.750462 | 73.154725 | 28.960658 | 46.431247 | 74.380781 | 0.723172 ||
| 261 | 0.313107 | 0.000000 | 11.932377 | 2.791429 || 2.825889 | 0.077286 | 17.534893 | 3.931590 || 0.015854 | 0.000000 | 9.730686 | 2.378612 || 0.025192 | 1.182216 | 1.562209 | 1.204455 || 46.756631 | 73.099627 | 29.008106 | 46.436647 | 74.427339 | 0.723394 ||
| 262 | 0.315089 | 0.000000 | 12.030666 | 2.791429 || 2.869486 | 0.077286 | 17.377629 | 3.931590 || 0.015854 | 0.000000 | 9.750344 | 2.358954 || 0.024897 | 1.178637 | 1.562596 | 1.194100 || 46.809378 | 72.953091 | 29.195120 | 46.486631 | 73.935205 | 0.719258 ||
| 263 | 0.305180 | 0.000000 | 11.952035 | 2.791429 || 2.867504 | 0.075304 | 17.475919 | 3.892274 || 0.013872 | 0.000000 | 9.789660 | 2.339296 || 0.024816 | 1.178116 | 1.563017 | 1.197294 || 46.748215 | 73.099246 | 28.994276 | 46.442739 | 74.233175 | 0.721990 ||
| 264 | 0.317070 | 0.000000 | 12.069982 | 2.791429 || 2.817962 | 0.073323 | 17.377629 | 3.911932 || 0.015854 | 0.000000 | 9.828976 | 2.398270 || 0.024755 | 1.175669 | 1.563252 | 1.192365 || 46.781323 | 72.984507 | 29.126996 | 46.484554 | 74.053152 | 0.720084 ||
| 265 | 0.307162 | 0.000000 | 11.893061 | 2.830745 || 2.782292 | 0.067377 | 17.240024 | 3.892274 || 0.015854 | 0.000000 | 9.868292 | 2.437586 || 0.024647 | 1.174038 | 1.563977 | 1.190459 || 46.736197 | 73.071090 | 28.993131 | 46.418093 | 74.079362 | 0.721370 ||
| 266 | 0.313107 | 0.000000 | 11.991351 | 2.850403 || 2.764456 | 0.071341 | 17.240024 | 3.872616 || 0.015854 | 0.000000 | 9.809318 | 2.378612 || 0.024799 | 1.169473 | 1.562527 | 1.187465 || 46.797458 | 72.789010 | 29.285718 | 46.450770 | 74.090398 | 0.720898 ||
| 267 | 0.301217 | 0.000000 | 11.932377 | 2.791429 || 2.790218 | 0.069359 | 17.377629 | 3.911932 || 0.013872 | 0.000000 | 9.828976 | 2.358954 || 0.024504 | 1.171444 | 1.563093 | 1.188795 || 46.712566 | 73.202022 | 28.865364 | 46.422385 | 74.232486 | 0.722325 ||
| 268 | 0.307162 | 0.000000 | 12.011008 | 2.752113 || 2.760493 | 0.075304 | 17.259682 | 3.911932 || 0.015854 | 0.000000 | 9.809318 | 2.437586 || 0.024547 | 1.169542 | 1.561259 | 1.186903 || 46.732121 | 73.173103 | 28.917578 | 46.407985 | 74.289045 | 0.722945 ||
| 269 | 0.307162 | 0.000000 | 11.971693 | 2.870061 || 2.810035 | 0.061432 | 17.240024 | 3.911932 || 0.015854 | 0.000000 | 9.770002 | 2.378612 || 0.024361 | 1.167421 | 1.562278 | 1.181731 || 46.741487 | 73.106597 | 28.978063 | 46.434570 | 74.109366 | 0.721296 ||
| 270 | 0.315089 | 0.000000 | 11.971693 | 2.752113 || 2.790218 | 0.061432 | 17.318655 | 3.872616 || 0.015854 | 0.000000 | 9.789660 | 2.398270 || 0.024373 | 1.165064 | 1.561333 | 1.186207 || 46.698678 | 73.152194 | 28.875690 | 46.345955 | 74.608052 | 0.726122 ||
| 271 | 0.305180 | 0.000000 | 11.893061 | 2.791429 || 2.756530 | 0.065396 | 17.259682 | 3.872616 || 0.013872 | 0.000000 | 9.750344 | 2.417928 || 0.024302 | 1.163154 | 1.562668 | 1.181392 || 46.710012 | 73.176432 | 28.878330 | 46.383478 | 74.381126 | 0.723973 ||
| 272 | 0.309144 | 0.000000 | 11.971693 | 2.811087 || 2.655464 | 0.073323 | 17.043444 | 3.852959 || 0.015854 | 0.000000 | 9.730686 | 2.417928 || 0.024225 | 1.160752 | 1.561574 | 1.177645 || 46.701358 | 73.087526 | 28.923746 | 46.402308 | 74.159028 | 0.722168 ||
| 273 | 0.311125 | 0.000000 | 11.991351 | 2.850403 || 2.764456 | 0.065396 | 17.279339 | 3.911932 || 0.015854 | 0.000000 | 9.730686 | 2.378612 || 0.024161 | 1.160179 | 1.561951 | 1.177637 || 46.646461 | 73.213153 | 28.747222 | 46.336678 | 74.393196 | 0.724835 ||
| 274 | 0.295272 | 0.000000 | 11.971693 | 2.752113 || 2.736713 | 0.059451 | 17.161392 | 3.931590 || 0.017835 | 0.000000 | 9.809318 | 2.339296 || 0.024086 | 1.159667 | 1.561840 | 1.176906 || 46.644451 | 73.372449 | 28.636532 | 46.333770 | 74.465620 | 0.725370 ||
| 275 | 0.305180 | 0.000000 | 11.932377 | 2.791429 || 2.697079 | 0.051524 | 17.141734 | 3.833301 || 0.015854 | 0.000000 | 9.770002 | 2.358954 || 0.023975 | 1.156492 | 1.561623 | 1.174953 || 46.646391 | 73.246024 | 28.724958 | 46.339863 | 74.440099 | 0.725097 ||
| 276 | 0.305180 | 0.000000 | 12.030666 | 2.811087 || 2.677262 | 0.057469 | 17.004128 | 3.813643 || 0.013872 | 0.000000 | 9.770002 | 2.378612 || 0.023837 | 1.154062 | 1.563554 | 1.169745 || 46.635309 | 73.209304 | 28.731149 | 46.340140 | 74.241797 | 0.723762 ||
| 277 | 0.305180 | 0.000000 | 12.030666 | 2.870061 || 2.649518 | 0.069359 | 17.122076 | 3.911932 || 0.015854 | 0.000000 | 9.789660 | 2.398270 || 0.023984 | 1.152717 | 1.560953 | 1.171663 || 46.604741 | 73.239610 | 28.659567 | 46.253463 | 74.552183 | 0.727292 ||
| 278 | 0.321034 | 0.000000 | 11.952035 | 2.830745 || 2.695097 | 0.059451 | 17.043444 | 3.872616 || 0.017835 | 0.000000 | 9.828976 | 2.437586 || 0.023891 | 1.152849 | 1.559174 | 1.168141 || 46.585367 | 73.422658 | 28.503812 | 46.318955 | 74.453894 | 0.725539 ||
| 279 | 0.299235 | 0.000000 | 11.991351 | 2.850403 || 2.605921 | 0.053506 | 17.004128 | 3.872616 || 0.013872 | 0.000000 | 9.770002 | 2.398270 || 0.023789 | 1.149330 | 1.560971 | 1.169338 || 46.625999 | 73.246163 | 28.690732 | 46.238786 | 74.657714 | 0.728245 ||
| 280 | 0.309144 | 0.000000 | 11.853745 | 2.752113 || 2.627720 | 0.047561 | 16.964812 | 3.833301 || 0.015854 | 0.000000 | 9.730686 | 2.417928 || 0.023844 | 1.146915 | 1.559755 | 1.162081 || 46.586400 | 73.234096 | 28.632584 | 46.310509 | 74.201792 | 0.723989 ||
| 281 | 0.307162 | 0.000000 | 12.011008 | 2.850403 || 2.645555 | 0.053506 | 17.181050 | 3.833301 || 0.015854 | 0.000000 | 9.848634 | 2.378612 || 0.023663 | 1.146857 | 1.560858 | 1.167942 || 46.574410 | 73.372241 | 28.519441 | 46.236433 | 74.758761 | 0.728963 ||
| 282 | 0.317070 | 0.000000 | 12.030666 | 2.791429 || 2.625738 | 0.051524 | 16.964812 | 3.774327 || 0.013872 | 0.000000 | 9.711028 | 2.378612 || 0.023507 | 1.143510 | 1.559651 | 1.160060 || 46.600456 | 73.222827 | 28.663702 | 46.281294 | 74.355950 | 0.725511 ||
| 283 | 0.303198 | 0.000000 | 11.971693 | 2.771771 || 2.625738 | 0.051524 | 16.984470 | 3.833301 || 0.015854 | 0.000000 | 9.770002 | 2.378612 || 0.023547 | 1.142170 | 1.559969 | 1.158120 || 46.635127 | 73.225982 | 28.719608 | 46.385416 | 74.248005 | 0.723047 ||
| 284 | 0.299235 | 0.000000 | 11.991351 | 2.771771 || 2.601958 | 0.057469 | 17.023786 | 3.813643 || 0.019817 | 0.000000 | 9.789660 | 2.437586 || 0.023501 | 1.140613 | 1.557899 | 1.159144 || 46.629698 | 73.283647 | 28.671669 | 46.262879 | 74.575634 | 0.727292 ||
| 285 | 0.299235 | 0.000000 | 11.971693 | 2.830745 || 2.576196 | 0.047561 | 17.043444 | 3.813643 || 0.015854 | 0.000000 | 9.809318 | 2.437586 || 0.023420 | 1.140650 | 1.560170 | 1.158507 || 46.569399 | 73.484379 | 28.435501 | 46.260525 | 74.635987 | 0.727736 ||
| 286 | 0.315089 | 0.000000 | 11.952035 | 2.850403 || 2.617811 | 0.055487 | 17.023786 | 3.813643 || 0.013872 | 0.000000 | 9.750344 | 2.437586 || 0.023275 | 1.139076 | 1.559360 | 1.154088 || 46.544428 | 73.529006 | 28.363639 | 46.256509 | 74.486657 | 0.726802 ||
| 287 | 0.315089 | 0.000000 | 11.971693 | 2.830745 || 2.607903 | 0.061432 | 16.925496 | 3.793985 || 0.019817 | 0.000000 | 9.750344 | 2.417928 || 0.023413 | 1.134583 | 1.558915 | 1.148853 || 46.559168 | 73.319812 | 28.529253 | 46.281432 | 74.221795 | 0.724609 ||
| 288 | 0.305180 | 0.000000 | 11.991351 | 2.870061 || 2.566288 | 0.045579 | 17.004128 | 3.754669 || 0.015854 | 0.000000 | 9.809318 | 2.437586 || 0.023209 | 1.132213 | 1.560784 | 1.147028 || 46.564374 | 73.231288 | 28.597611 | 46.281294 | 74.171443 | 0.724273 ||
| 289 | 0.317070 | 0.000000 | 11.971693 | 2.830745 || 2.510800 | 0.057469 | 16.846865 | 3.852959 || 0.013872 | 0.000000 | 9.828976 | 2.417928 || 0.023197 | 1.131313 | 1.557992 | 1.147813 || 46.546187 | 73.345472 | 28.490239 | 46.276586 | 74.456308 | 0.726263 ||
| 290 | 0.309144 | 0.000000 | 11.971693 | 2.771771 || 2.562324 | 0.047561 | 16.925496 | 3.872616 || 0.015854 | 0.000000 | 9.868292 | 2.378612 || 0.023194 | 1.128899 | 1.558074 | 1.144575 || 46.569762 | 73.240442 | 28.600461 | 46.293201 | 74.268352 | 0.724724 ||
| 291 | 0.307162 | 0.000000 | 11.873403 | 2.850403 || 2.544489 | 0.049542 | 16.846865 | 3.833301 || 0.015854 | 0.000000 | 9.770002 | 2.417928 || 0.023134 | 1.128243 | 1.559102 | 1.144112 || 46.560047 | 73.271753 | 28.563105 | 46.254986 | 74.373194 | 0.726066 ||
| 292 | 0.295272 | 0.000000 | 12.050324 | 2.870061 || 2.552416 | 0.051524 | 16.886180 | 3.813643 || 0.015854 | 0.000000 | 9.770002 | 2.398270 || 0.023008 | 1.127432 | 1.557662 | 1.145734 || 46.552273 | 73.340167 | 28.503999 | 46.164848 | 74.719101 | 0.729893 ||
| 293 | 0.313107 | 0.000000 | 11.991351 | 2.850403 || 2.524672 | 0.041615 | 16.768233 | 3.774327 || 0.019817 | 0.000000 | 9.711028 | 2.378612 || 0.023041 | 1.124194 | 1.556162 | 1.140404 || 46.533792 | 73.201641 | 28.566399 | 46.277417 | 74.274560 | 0.725030 ||
| 294 | 0.301217 | 0.000000 | 12.109298 | 2.850403 || 2.492965 | 0.047561 | 16.905838 | 3.813643 || 0.013872 | 0.000000 | 9.770002 | 2.378612 || 0.022864 | 1.123565 | 1.557580 | 1.139893 || 46.555888 | 73.331012 | 28.516217 | 46.190048 | 74.478035 | 0.727854 ||
| 295 | 0.305180 | 0.000000 | 11.952035 | 2.791429 || 2.506837 | 0.049542 | 16.827207 | 3.774327 || 0.013872 | 0.000000 | 9.711028 | 2.378612 || 0.022837 | 1.123652 | 1.557382 | 1.138684 || 46.470368 | 73.548875 | 28.226294 | 46.169279 | 74.551148 | 0.728692 ||
| 296 | 0.311125 | 0.000000 | 12.069982 | 2.830745 || 2.479093 | 0.041615 | 16.886180 | 3.852959 || 0.019817 | 0.000000 | 9.809318 | 2.378612 || 0.022840 | 1.121094 | 1.557132 | 1.133415 || 46.464240 | 73.529699 | 28.228957 | 46.229786 | 74.234555 | 0.725557 ||
| 297 | 0.307162 | 0.000000 | 12.089640 | 2.830745 || 2.445404 | 0.047561 | 16.709259 | 3.852959 || 0.015854 | 0.000000 | 9.848634 | 2.417928 || 0.022850 | 1.116966 | 1.557812 | 1.133269 || 46.510525 | 73.254242 | 28.492014 | 46.183679 | 74.351812 | 0.727114 ||
| 298 | 0.295272 | 0.000000 | 12.050324 | 2.889719 || 2.443423 | 0.047561 | 16.689601 | 3.833301 || 0.015854 | 0.000000 | 9.730686 | 2.398270 || 0.022602 | 1.117573 | 1.556386 | 1.132445 || 46.460513 | 73.436771 | 28.285330 | 46.185894 | 74.438030 | 0.727655 ||
| 299 | 0.305180 | 0.000000 | 12.030666 | 2.870061 || 2.433514 | 0.053506 | 16.630627 | 3.774327 || 0.015854 | 0.000000 | 9.730686 | 2.417928 || 0.022770 | 1.114536 | 1.557371 | 1.128643 || 46.475225 | 73.324944 | 28.385296 | 46.190464 | 74.301805 | 0.726665 ||
| 300 | 0.311125 | 0.000000 | 11.991351 | 2.850403 || 2.381990 | 0.047561 | 16.689601 | 3.833301 || 0.015854 | 0.000000 | 9.828976 | 2.398270 || 0.022602 | 1.111643 | 1.556720 | 1.126298 || 46.515829 | 73.217764 | 28.525469 | 46.220233 | 74.214897 | 0.725585 ||
}}
*今週の研究計画 [#n48a6002]
-ILSVRC2015CLSの1000ClassのデータはLearningデータ1281167枚、Validationデータ50000枚が提供されている。&br;
以前のPreTrainingにおける実験においては、学習データを1231167枚、Validationデータを50000枚(LOCのみ)として使用。&br;
1231167枚から位置情報が付加されていないデータ(CLSのデータ)50000枚を評価を行うためのデータとして決定。&br;
その中から、LOCの100Classで使用されているクラスと同じクラスのデータを抽出し、それを用いて100Class LOCにおいて評価を行う。&br;
--100CLS_LOCの実験における実験データからCLSで評価を行うためのデータ数分を抽出し、&br;
それを除いたデータで100Classの実験におけるデータを学習し、CLS、LOCそれぞれのデータに対しての評価を行う。&br;
--時間に余裕があれば、MIに物体の有無の機能を付け加えたアーキテクチャーにおいて、&br;
どれほどの性能が獲得できるかを100Class LOC,CLS_LOCにおいて検証。&br;
&br;
--来週から1000Class LOCにおいて、実験が行えるように100Classの実験を完結させます。&br;
終了行:
*(Class + 1) Separationを使用して、Beta 1.0で学習させた場合 [#a421a99e]
[[前回の実験>m/2015/okada/diary/2016-11-10]]の予備実験です。&br;
下記に実行結果と考察をまとめます。
etaが0.0005の場合のみで実験を行ってみます。
**考察 [#j54a3df0]
https://drive.google.com/drive/u/1/folders/0B8aLPuELdoTRdnB2SFhjamlKWDQ &br;
今回の実験結果 : eta0.0005_Beta1.0.png &br;
コストファンクションにおける第一項のみを使用する形であるので、MCostと同じコストファンクションになっている。&br;
-物体の有無に関する学習について
--コストファンクションの第2項を消したことで、物体の有無に関する学習が大きく進んではいないことがわかる。&br;
BLer,BVerに着目すると多少ではあるが共に降下しているのがわかる。ネットワークのアーキテクチャーに共通部分が存在するので、Kクラス分類の学習が進むことで多少位置情報に関する学習を進める効果があるのだろう。&br;
-Kクラス分類に関する学習について
--Ver1に関してみると、結果はMCostとほぼ同じ&br;
(Class + 1) SeparationとMCostの場合におけるコストファンクションはほぼ同じだし、&br;
Betaを1.0にしている場合だと更新式におけるdecay項などの係数にも影響を及ぼさないので実行結果がそこまで変わらないといえば当然のことである。
**実行結果 [#d920b0f2]
#pre{{
time THEANO_FLAGS='device=gpu0,floatX=float32,allow_gc=False' python LOC_MultiTask_Learning1113.py
Using gpu device 0: TITAN X (Pascal) (CNMeM is disabled, cuDNN 5105)
/usr/local/lib/python2.7/dist-packages/theano/sandbox/cuda/__init__.py:600: UserWarning: Your cuDNN version is more recent than the one Theano officially supports. If you see any problems, try updating Theano or downgrading cuDNN to version 5.
warnings.warn(warn)
# conv_layer #
<input: (512, None, None) ,afunc: ReLU,W_init: Xavier iniW: 0.010935222066 ,kernel: (512, 3, 3) >
# conv_layer #
<input: (512, None, None) ,afunc: ReLU,W_init: Xavier iniW: 0.025515518154 ,kernel: (512, 3, 3) >
# SingleCLayer #
<input: (512, None, None) ,afunc: logsoftmax B_init: Xavier iniB: 0.0154340101981 ,kernel: (100, 1, 1) >
# ObjSingleconv_layer #
<input: (512, None, None) ,afunc: Sigmoid,W_init: Xavier iniW: 0.0618577246105 ,kernel: (1, 1, 1) >
<epoch: 300 eta: 0.0005 batch_size: 64 A : 0.9 lam : 0.0005 Beta : 1.0 >
| itr | Ver1 | Ver5 || ZVer1 | ZVer5 || OVer1 | OVer5 || VKco | VLco || BVer | TVP | TFP ||
| 0 | 98.604285 | 95.124828 || 98.663259 | 95.144486 || 98.722233 | 95.006880 || 4.709037 | 0.885257 || 48.399188 | 71.010684 | 33.231467 ||
| itr | Ler1 | Ler5 | Ver1 | Ver5 || ZLer1 | ZLer5 | ZVer1 | ZVer5 || OLer1 | OLer5 | OVer1 | OVer5 || LKco | LLco | VKco | VLco || BLer | BLTP | BLTN | BVer | BVTP | BVTN ||
| 1 | 38.290199 | 18.138401 | 42.579123 | 12.600747 || 45.608577 | 22.836986 | 50.874779 | 18.635738 || 35.129404 | 16.125005 | 35.364655 | 8.610183 || 2.089700 | 1.561789 | 1.861612 | 1.619081 || 47.716771 | 81.576694 | 24.903736 | 50.069853 | 79.108642 | 0.694093 ||
| 2 | 18.828029 | 3.955452 | 31.924513 | 6.880283 || 26.261345 | 6.769450 | 40.220169 | 11.657165 || 15.722722 | 3.051801 | 24.592098 | 5.052094 || 1.196836 | 1.547968 | 1.454953 | 1.605168 || 49.561232 | 76.465793 | 31.434353 | 50.309390 | 79.040012 | 0.689630 ||
| 3 | 15.786136 | 3.016131 | 26.204050 | 5.307647 || 22.438667 | 5.031509 | 34.342442 | 8.393945 || 12.900797 | 2.253181 | 20.287006 | 4.049538 || 1.034855 | 1.491138 | 1.286321 | 1.542566 || 50.236908 | 74.652679 | 33.786846 | 50.652634 | 76.763162 | 0.668622 ||
| 4 | 14.117554 | 2.546471 | 23.216041 | 4.580303 || 20.425271 | 4.274504 | 30.351877 | 6.880283 || 11.222306 | 1.837026 | 17.731472 | 3.420484 || 0.945749 | 1.479311 | 1.185211 | 1.500373 || 50.343324 | 74.599731 | 34.000633 | 50.776003 | 74.176961 | 0.649213 ||
| 5 | 13.100947 | 2.261107 | 21.171614 | 4.108512 || 19.008363 | 3.771155 | 28.563004 | 6.251229 || 10.114542 | 1.634894 | 16.276784 | 3.263220 || 0.885680 | 1.469930 | 1.124227 | 1.512852 || 50.471723 | 74.285715 | 34.427108 | 50.505589 | 75.124672 | 0.660088 ||
| 6 | 12.274583 | 2.009433 | 20.267348 | 3.793985 || 18.308826 | 3.477865 | 27.167289 | 5.759780 || 9.369426 | 1.452578 | 15.628072 | 2.929035 || 0.839298 | 1.461402 | 1.085234 | 1.492659 || 50.367834 | 74.494458 | 34.112584 | 50.623834 | 74.169374 | 0.651704 ||
| 7 | 11.579010 | 1.803337 | 19.638294 | 3.577747 || 17.551821 | 3.263842 | 26.498919 | 5.346963 || 8.667909 | 1.313860 | 15.195597 | 2.870061 || 0.801426 | 1.459278 | 1.060182 | 1.496649 || 50.317934 | 74.768979 | 33.844107 | 50.764095 | 74.160752 | 0.649303 ||
| 8 | 10.986485 | 1.668582 | 18.753686 | 3.420484 || 16.693750 | 3.014149 | 25.476705 | 5.012778 || 8.019896 | 1.200904 | 14.586200 | 2.732455 || 0.769106 | 1.449182 | 1.035478 | 1.498769 || 50.603235 | 73.976277 | 34.855709 | 50.767003 | 74.227313 | 0.649701 ||
| 9 | 10.500971 | 1.573461 | 18.498132 | 3.420484 || 16.128968 | 2.800127 | 24.847651 | 4.658935 || 7.577979 | 1.105783 | 14.173383 | 2.673481 || 0.741151 | 1.444821 | 1.024833 | 1.477739 || 50.549218 | 73.928668 | 34.797374 | 50.865587 | 72.930936 | 0.639358 ||
| 10 | 9.924299 | 1.460505 | 18.163947 | 3.302536 || 15.857477 | 2.596013 | 24.867309 | 4.737566 || 7.070667 | 1.008680 | 14.055435 | 2.535876 || 0.716156 | 1.442418 | 1.014069 | 1.495554 || 50.561152 | 73.889659 | 34.843630 | 50.851325 | 73.626199 | 0.644260 ||
| 11 | 9.551742 | 1.337640 | 17.888736 | 3.184588 || 15.397725 | 2.481075 | 25.181836 | 4.796540 || 6.672348 | 0.917522 | 13.642618 | 2.555534 || 0.693458 | 1.442558 | 1.007100 | 1.502428 || 50.641885 | 73.787854 | 35.047348 | 50.703865 | 74.315945 | 0.651350 ||
| 12 | 9.117752 | 1.242519 | 17.652841 | 3.145272 || 14.904284 | 2.366137 | 24.749361 | 4.560645 || 6.311680 | 0.850145 | 13.544329 | 2.555534 || 0.672462 | 1.435968 | 1.003168 | 1.486514 || 50.626977 | 73.493048 | 35.221022 | 50.905048 | 73.060608 | 0.639568 ||
| 13 | 8.747176 | 1.169197 | 17.220366 | 3.125614 || 14.442551 | 2.227419 | 24.690387 | 4.580303 || 5.897507 | 0.804566 | 13.288775 | 2.457244 || 0.652772 | 1.427913 | 0.996175 | 1.498217 || 50.547026 | 73.349425 | 35.183969 | 50.517773 | 74.590119 | 0.656299 ||
| 14 | 8.388490 | 1.101819 | 16.925496 | 3.086298 || 14.280052 | 2.108517 | 24.415176 | 4.442697 || 5.586382 | 0.711426 | 13.131512 | 2.437586 || 0.634821 | 1.437597 | 0.990932 | 1.488051 || 50.509396 | 74.084983 | 34.625405 | 50.636573 | 73.986936 | 0.650268 ||
| 15 | 8.077365 | 1.026515 | 16.827207 | 3.027325 || 13.830209 | 2.041140 | 24.139965 | 4.442697 || 5.233641 | 0.649994 | 12.993906 | 2.378612 || 0.617370 | 1.430091 | 0.989432 | 1.488459 || 50.594749 | 73.620270 | 35.081363 | 50.561250 | 73.965209 | 0.651381 ||
| 16 | 7.760295 | 0.925449 | 16.748575 | 3.125614 || 13.433871 | 1.932147 | 24.316886 | 4.560645 || 4.952241 | 0.620269 | 12.816984 | 2.358954 || 0.601077 | 1.427998 | 0.988778 | 1.505733 || 50.443542 | 73.646866 | 34.810363 | 50.258991 | 75.081562 | 0.663919 ||
| 17 | 7.484840 | 0.865998 | 16.689601 | 3.046983 || 13.194087 | 1.852879 | 23.687832 | 4.521329 || 4.641116 | 0.546946 | 12.679379 | 2.378612 || 0.585450 | 1.426884 | 0.987889 | 1.474243 || 50.407056 | 73.588751 | 34.788449 | 50.458097 | 73.188901 | 0.647897 ||
| 18 | 7.183623 | 0.810511 | 16.296442 | 3.086298 || 12.833419 | 1.789465 | 23.746806 | 4.482013 || 4.369625 | 0.513258 | 12.541773 | 2.358954 || 0.570971 | 1.423260 | 0.985571 | 1.488474 || 50.291652 | 73.406326 | 34.718199 | 50.091315 | 74.173857 | 0.660632 ||
| 19 | 6.959692 | 0.770877 | 16.276784 | 2.968351 || 12.617415 | 1.640839 | 23.609200 | 4.560645 || 4.127859 | 0.489477 | 12.541773 | 2.280322 || 0.557022 | 1.422521 | 0.986154 | 1.488238 || 50.316329 | 73.331775 | 34.809732 | 50.051161 | 74.525627 | 0.663662 ||
| 20 | 6.682256 | 0.695573 | 16.119520 | 3.027325 || 12.377631 | 1.595260 | 23.845095 | 4.599961 || 3.860331 | 0.457770 | 12.423825 | 2.260664 || 0.542949 | 1.423073 | 0.986952 | 1.491911 || 50.040883 | 73.713754 | 34.091348 | 49.656548 | 75.213649 | 0.674871 ||
| 21 | 6.464270 | 0.657921 | 16.040889 | 3.027325 || 12.046689 | 1.496175 | 23.333989 | 4.482013 || 3.626491 | 0.394356 | 12.305878 | 2.280322 || 0.529973 | 1.416588 | 0.986626 | 1.478987 || 49.939450 | 73.514581 | 34.055767 | 49.761086 | 74.328705 | 0.667188 ||
| 22 | 6.167017 | 0.594507 | 15.942599 | 3.086298 || 11.783124 | 1.414926 | 23.333989 | 4.501671 || 3.467956 | 0.362649 | 12.286220 | 2.299980 || 0.517500 | 1.413942 | 0.988374 | 1.490474 || 49.969893 | 73.433511 | 34.161340 | 49.439996 | 75.499548 | 0.680407 ||
| 23 | 5.951013 | 0.556855 | 15.726361 | 3.027325 || 11.442273 | 1.329713 | 23.412620 | 4.501671 || 3.246007 | 0.332924 | 12.187930 | 2.260664 || 0.504740 | 1.406895 | 0.988942 | 1.488294 || 49.995185 | 72.879268 | 34.577092 | 49.418258 | 75.314696 | 0.679530 ||
| 24 | 5.760770 | 0.507312 | 15.824651 | 2.948693 || 11.384804 | 1.325750 | 23.314331 | 4.383723 || 3.012168 | 0.305180 | 12.128956 | 2.260664 || 0.492548 | 1.411825 | 0.991618 | 1.472981 || 49.882293 | 73.199144 | 34.172624 | 49.543565 | 74.139715 | 0.669555 ||
| 25 | 5.503151 | 0.477587 | 15.569098 | 2.948693 || 11.049899 | 1.232611 | 22.862198 | 4.423039 || 2.810035 | 0.277436 | 12.089640 | 2.299980 || 0.481692 | 1.408441 | 0.993703 | 1.475816 || 49.857866 | 72.993695 | 34.270161 | 49.381427 | 74.628055 | 0.675539 ||
| 26 | 5.310927 | 0.439935 | 15.706703 | 2.968351 || 10.685268 | 1.171178 | 23.255357 | 4.403381 || 2.667354 | 0.241766 | 11.971693 | 2.260664 || 0.470205 | 1.403991 | 0.996651 | 1.489151 || 49.785843 | 72.806070 | 34.276025 | 49.027937 | 75.698540 | 0.688626 ||
| 27 | 5.112758 | 0.402283 | 15.569098 | 2.909377 || 10.459356 | 1.119654 | 22.586986 | 4.305091 || 2.490983 | 0.235821 | 11.912719 | 2.241006 || 0.459147 | 1.402848 | 0.996252 | 1.469401 || 49.769345 | 72.668931 | 34.340808 | 49.370904 | 73.946586 | 0.671144 ||
| 28 | 4.928461 | 0.370576 | 15.470808 | 2.909377 || 10.239388 | 1.050295 | 22.783566 | 4.403381 || 2.340375 | 0.206096 | 12.011008 | 2.182033 || 0.448434 | 1.401779 | 1.001017 | 1.465319 || 49.667270 | 72.572292 | 34.235071 | 49.267889 | 73.855885 | 0.672257 ||
| 29 | 4.678768 | 0.346796 | 15.470808 | 2.948693 || 9.977805 | 0.994808 | 23.078435 | 4.285433 || 2.189767 | 0.180334 | 11.912719 | 2.201691 || 0.437888 | 1.401182 | 1.004342 | 1.474864 || 49.441751 | 72.821015 | 33.690034 | 49.027660 | 74.801526 | 0.682614 ||
| 30 | 4.540050 | 0.328960 | 15.293886 | 2.850403 || 9.722167 | 0.927431 | 22.881856 | 4.324749 || 2.041140 | 0.162499 | 11.794771 | 2.162375 || 0.427892 | 1.400568 | 1.006189 | 1.470988 || 49.570458 | 72.485917 | 34.131227 | 48.999968 | 74.304909 | 0.679745 ||
| 31 | 4.367643 | 0.319052 | 15.038333 | 2.909377 || 9.514090 | 0.911577 | 22.704934 | 4.265776 || 1.864770 | 0.152590 | 11.834087 | 2.162375 || 0.418064 | 1.403309 | 1.008054 | 1.475126 || 49.449205 | 72.551452 | 33.884126 | 48.866907 | 74.653920 | 0.684309 ||
| 32 | 4.205144 | 0.289327 | 15.116965 | 2.889719 || 9.434822 | 0.889778 | 22.449381 | 4.167486 || 1.769648 | 0.116920 | 11.991351 | 2.142717 || 0.408469 | 1.405988 | 1.013791 | 1.460226 || 49.383756 | 72.571009 | 33.761405 | 49.025030 | 73.445486 | 0.673561 ||
| 33 | 4.036701 | 0.269510 | 15.136623 | 2.889719 || 9.260434 | 0.812493 | 22.410065 | 4.305091 || 1.650747 | 0.108993 | 11.873403 | 2.142717 || 0.399070 | 1.402714 | 1.020285 | 1.474380 || 49.459045 | 72.158378 | 34.165429 | 48.831462 | 74.366296 | 0.682972 ||
| 34 | 3.830605 | 0.247711 | 14.979359 | 2.752113 || 9.129642 | 0.806548 | 22.331433 | 4.206802 || 1.533827 | 0.099084 | 11.794771 | 2.103401 || 0.389825 | 1.402929 | 1.020559 | 1.469113 || 49.285436 | 72.265211 | 33.802873 | 48.810277 | 74.025217 | 0.681038 ||
| 35 | 3.689905 | 0.202132 | 14.900727 | 2.870061 || 8.804645 | 0.723317 | 22.410065 | 4.167486 || 1.406999 | 0.081249 | 11.794771 | 2.142717 || 0.380963 | 1.403785 | 1.026877 | 1.471124 || 49.281361 | 72.201167 | 33.839201 | 48.738693 | 74.071085 | 0.682542 ||
| 36 | 3.531370 | 0.188260 | 14.881069 | 2.771771 || 8.588641 | 0.697555 | 22.134854 | 4.285433 || 1.319805 | 0.065396 | 11.716139 | 2.103401 || 0.372069 | 1.401322 | 1.029371 | 1.471899 || 49.279658 | 71.698173 | 34.175241 | 48.640109 | 74.059015 | 0.684108 ||
| 37 | 3.394634 | 0.164480 | 14.763122 | 2.791429 || 8.586659 | 0.707463 | 21.997248 | 4.265776 || 1.212794 | 0.059451 | 11.775113 | 2.064085 || 0.364057 | 1.405611 | 1.032796 | 1.463777 || 49.047076 | 72.239933 | 33.420949 | 48.570463 | 73.714142 | 0.682958 ||
| 38 | 3.244025 | 0.142682 | 14.645174 | 2.850403 || 8.378582 | 0.655939 | 22.134854 | 4.187144 || 1.093892 | 0.047561 | 11.735797 | 2.103401 || 0.355319 | 1.403385 | 1.035372 | 1.465130 || 49.119490 | 71.820472 | 33.824763 | 48.641771 | 73.578262 | 0.680855 ||
| 39 | 3.115215 | 0.132773 | 14.861411 | 2.811087 || 8.118981 | 0.636122 | 22.056222 | 4.088854 || 1.036423 | 0.043597 | 11.794771 | 2.064085 || 0.347360 | 1.403659 | 1.042433 | 1.469539 || 49.193132 | 71.582775 | 34.108168 | 48.648832 | 73.585849 | 0.680788 ||
| 40 | 2.958662 | 0.108993 | 14.586200 | 2.811087 || 7.962427 | 0.600452 | 21.623747 | 4.147828 || 0.963101 | 0.035670 | 11.755455 | 2.182033 || 0.339444 | 1.400013 | 1.043992 | 1.456525 || 49.208347 | 71.311618 | 34.316325 | 48.608678 | 73.111649 | 0.678278 ||
| 41 | 2.841742 | 0.095121 | 14.546884 | 2.712797 || 7.871269 | 0.548928 | 21.623747 | 4.265776 || 0.895724 | 0.033689 | 11.598191 | 2.083743 || 0.332013 | 1.405291 | 1.048459 | 1.469773 || 49.138222 | 71.450248 | 34.105552 | 48.482818 | 73.728971 | 0.684522 ||
| 42 | 2.728786 | 0.077286 | 14.487910 | 2.791429 || 7.770203 | 0.556855 | 21.466483 | 4.088854 || 0.820419 | 0.033689 | 11.558876 | 2.182033 || 0.323859 | 1.405134 | 1.052249 | 1.465907 || 49.202331 | 71.239390 | 34.354919 | 48.589848 | 73.290638 | 0.679794 ||
| 43 | 2.582141 | 0.079268 | 14.487910 | 2.732455 || 7.575998 | 0.527129 | 21.702379 | 4.167486 || 0.703500 | 0.023780 | 11.519560 | 2.182033 || 0.316781 | 1.407237 | 1.058054 | 1.481929 || 49.163416 | 71.434263 | 34.158490 | 48.459141 | 74.402163 | 0.689434 ||
| 44 | 2.487020 | 0.053506 | 14.448594 | 2.732455 || 7.506639 | 0.465697 | 21.604089 | 4.187144 || 0.661884 | 0.023780 | 11.460586 | 2.103401 || 0.309514 | 1.410511 | 1.063960 | 1.483060 || 49.155460 | 71.427918 | 34.149449 | 48.467864 | 74.088329 | 0.687183 ||
| 45 | 2.366137 | 0.061432 | 14.448594 | 2.653823 || 7.373865 | 0.495422 | 21.486141 | 4.147828 || 0.614324 | 0.019817 | 11.539218 | 2.123059 || 0.302278 | 1.414697 | 1.070685 | 1.474524 || 49.134704 | 71.534647 | 34.042801 | 48.567140 | 73.458936 | 0.681302 ||
| 46 | 2.267052 | 0.043597 | 14.546884 | 2.673481 || 7.136063 | 0.433990 | 21.348535 | 4.147828 || 0.562800 | 0.017835 | 11.499902 | 2.142717 || 0.295707 | 1.408927 | 1.073123 | 1.466504 || 49.218466 | 70.847564 | 34.645917 | 48.549694 | 73.110959 | 0.679259 ||
| 47 | 2.191748 | 0.045579 | 14.369963 | 2.752113 || 7.145971 | 0.414173 | 21.564773 | 4.226460 || 0.505331 | 0.013872 | 11.440928 | 2.142717 || 0.289199 | 1.412923 | 1.077188 | 1.491641 || 49.118039 | 71.075309 | 34.324385 | 48.230542 | 74.488381 | 0.693831 ||
| 48 | 2.047085 | 0.031707 | 14.389621 | 2.752113 || 6.995363 | 0.404265 | 21.289562 | 4.069196 || 0.463715 | 0.013872 | 11.362296 | 2.162375 || 0.282920 | 1.412586 | 1.083623 | 1.474678 || 49.143972 | 70.977942 | 34.433392 | 48.514941 | 73.336851 | 0.681355 ||
| 49 | 1.981689 | 0.021799 | 14.252015 | 2.732455 || 6.886370 | 0.398320 | 21.269904 | 4.187144 || 0.406246 | 0.007927 | 11.480244 | 2.123059 || 0.276065 | 1.411911 | 1.089531 | 1.486179 || 49.130056 | 70.821732 | 34.515346 | 48.328850 | 73.835192 | 0.687807 ||
| 50 | 1.894495 | 0.023780 | 14.193041 | 2.693139 || 6.781340 | 0.380484 | 21.407509 | 4.128170 || 0.368594 | 0.005945 | 11.440928 | 2.182033 || 0.269636 | 1.422475 | 1.093383 | 1.487592 || 49.133979 | 71.137758 | 34.308989 | 48.241758 | 74.050393 | 0.690706 ||
| 51 | 1.840989 | 0.019817 | 14.212699 | 2.752113 || 6.753597 | 0.352741 | 21.407509 | 4.265776 || 0.338869 | 0.001982 | 11.244348 | 2.123059 || 0.264248 | 1.419927 | 1.095228 | 1.494438 || 49.096376 | 71.110816 | 34.264204 | 48.238296 | 74.364572 | 0.692871 ||
| 52 | 1.753795 | 0.013872 | 14.232357 | 2.732455 || 6.666402 | 0.348777 | 21.151956 | 4.108512 || 0.319052 | 0.003963 | 11.303322 | 2.201691 || 0.258206 | 1.415886 | 1.104836 | 1.477670 || 49.135793 | 70.772320 | 34.558239 | 48.302542 | 73.574124 | 0.686496 ||
| 53 | 1.690381 | 0.015854 | 14.291331 | 2.732455 || 6.634695 | 0.340851 | 21.309220 | 4.285433 || 0.299235 | 0.001982 | 11.440928 | 2.201691 || 0.252980 | 1.423425 | 1.110661 | 1.486870 || 48.971131 | 71.355204 | 33.889920 | 48.213512 | 74.018665 | 0.690965 ||
| 54 | 1.621022 | 0.013872 | 14.173383 | 2.673481 || 6.517776 | 0.324997 | 21.151956 | 4.088854 || 0.269510 | 0.001982 | 11.303322 | 2.162375 || 0.247046 | 1.422732 | 1.112258 | 1.485358 || 48.955624 | 71.225174 | 33.951572 | 48.133482 | 74.074879 | 0.692679 ||
| 55 | 1.549681 | 0.013872 | 14.232357 | 2.693139 || 6.418691 | 0.340851 | 21.132298 | 4.167486 || 0.225913 | 0.001982 | 11.362296 | 2.182033 || 0.241856 | 1.423115 | 1.119349 | 1.480528 || 48.897307 | 71.366890 | 33.758485 | 48.143174 | 73.891751 | 0.691289 ||
| 56 | 1.490230 | 0.009908 | 13.937488 | 2.673481 || 6.335460 | 0.321034 | 20.975034 | 4.088854 || 0.216004 | 0.001982 | 11.244348 | 2.123059 || 0.236344 | 1.420690 | 1.119724 | 1.482891 || 48.820497 | 71.179299 | 33.756312 | 48.196066 | 73.841400 | 0.690067 ||
| 57 | 1.464468 | 0.007927 | 14.114409 | 2.673481 || 6.293845 | 0.330942 | 20.837429 | 4.108512 || 0.212041 | 0.001982 | 11.362296 | 2.142717 || 0.230911 | 1.423087 | 1.128190 | 1.481889 || 48.901983 | 71.070905 | 33.965730 | 48.048467 | 73.787255 | 0.692170 ||
| 58 | 1.418889 | 0.007927 | 14.094751 | 2.653823 || 6.176925 | 0.319052 | 21.171614 | 4.167486 || 0.178352 | 0.000000 | 11.264006 | 2.123059 || 0.226082 | 1.426096 | 1.134322 | 1.499129 || 48.826541 | 71.189251 | 33.759723 | 47.896991 | 74.543561 | 0.699774 ||
| 59 | 1.327732 | 0.005945 | 13.996462 | 2.712797 || 6.194760 | 0.317070 | 20.896403 | 4.167486 || 0.164480 | 0.000000 | 11.303322 | 2.142717 || 0.220985 | 1.428846 | 1.138569 | 1.498852 || 48.735898 | 71.412487 | 33.457604 | 47.950298 | 74.132817 | 0.696129 ||
| 60 | 1.301970 | 0.003963 | 13.917830 | 2.634166 || 6.167017 | 0.332924 | 20.994692 | 4.088854 || 0.160517 | 0.000000 | 11.264006 | 2.162375 || 0.216317 | 1.432621 | 1.142888 | 1.497387 || 48.784429 | 71.320044 | 33.601117 | 48.012190 | 74.189032 | 0.695472 ||
| 61 | 1.240537 | 0.009908 | 13.996462 | 2.712797 || 6.123420 | 0.307162 | 20.955376 | 4.108512 || 0.132773 | 0.000000 | 11.362296 | 2.103401 || 0.211248 | 1.429009 | 1.152172 | 1.474390 || 48.774687 | 71.057729 | 33.761545 | 48.294511 | 72.707803 | 0.680818 ||
| 62 | 1.224684 | 0.003963 | 14.016120 | 2.752113 || 5.996591 | 0.305180 | 21.034008 | 4.010222 || 0.128810 | 0.000000 | 11.303322 | 2.182033 || 0.207158 | 1.427672 | 1.155880 | 1.486921 || 48.820399 | 70.864486 | 33.968253 | 48.070344 | 73.650340 | 0.690886 ||
| 63 | 1.165233 | 0.001982 | 13.858856 | 2.594850 || 5.984701 | 0.313107 | 20.758797 | 4.108512 || 0.114938 | 0.000000 | 11.185374 | 2.182033 || 0.202861 | 1.434022 | 1.160011 | 1.491663 || 48.743728 | 71.163522 | 33.638450 | 48.188866 | 73.659652 | 0.688969 ||
| 64 | 1.145416 | 0.001982 | 13.839198 | 2.653823 || 5.907415 | 0.293290 | 20.798113 | 4.049538 || 0.095121 | 0.000000 | 11.165717 | 2.182033 || 0.198104 | 1.431347 | 1.164746 | 1.477291 || 48.829276 | 70.867190 | 33.981289 | 48.149820 | 72.971631 | 0.685006 ||
| 65 | 1.117673 | 0.001982 | 13.839198 | 2.575192 || 5.733027 | 0.301217 | 20.876745 | 4.246118 || 0.101066 | 0.000000 | 11.205032 | 2.182033 || 0.194181 | 1.431321 | 1.172559 | 1.495488 || 48.871457 | 70.769685 | 34.117583 | 48.145805 | 73.612749 | 0.689373 ||
| 66 | 1.099838 | 0.001982 | 14.016120 | 2.653823 || 5.816258 | 0.309144 | 21.073324 | 4.324749 || 0.081249 | 0.000000 | 11.205032 | 2.162375 || 0.190081 | 1.437064 | 1.178103 | 1.497772 || 48.922767 | 70.878772 | 34.129965 | 48.221958 | 73.690691 | 0.688624 ||
| 67 | 1.042369 | 0.001982 | 13.996462 | 2.575192 || 5.770679 | 0.289327 | 20.876745 | 4.108512 || 0.087194 | 0.000000 | 11.047769 | 2.123059 || 0.186028 | 1.437659 | 1.182651 | 1.488161 || 48.858002 | 71.067438 | 33.894452 | 48.170035 | 73.203730 | 0.686225 ||
| 68 | 1.022552 | 0.001982 | 13.898172 | 2.712797 || 5.701320 | 0.279418 | 20.896403 | 4.305091 || 0.067377 | 0.000000 | 11.067427 | 2.162375 || 0.182280 | 1.437345 | 1.186434 | 1.491052 || 48.771825 | 71.003532 | 33.793271 | 48.003052 | 73.594471 | 0.691636 ||
| 69 | 1.016607 | 0.000000 | 13.760566 | 2.771771 || 5.566565 | 0.279418 | 21.034008 | 4.187144 || 0.069359 | 0.000000 | 11.047769 | 2.162375 || 0.178426 | 1.435044 | 1.193791 | 1.489762 || 48.869545 | 70.645410 | 34.198112 | 48.190666 | 73.314779 | 0.686625 ||
| 70 | 0.953193 | 0.000000 | 13.701592 | 2.693139 || 5.491261 | 0.265546 | 20.365638 | 4.088854 || 0.055487 | 0.000000 | 11.047769 | 2.182033 || 0.174626 | 1.431467 | 1.197052 | 1.482959 || 48.946984 | 70.259410 | 34.587792 | 48.224866 | 72.819197 | 0.682729 ||
| 71 | 0.941302 | 0.000000 | 13.819540 | 2.732455 || 5.485316 | 0.267528 | 20.542559 | 4.088854 || 0.057469 | 0.000000 | 10.988795 | 2.221349 || 0.170990 | 1.435050 | 1.204268 | 1.477104 || 48.834455 | 70.616214 | 34.159051 | 48.240650 | 72.526055 | 0.680499 ||
| 72 | 0.919504 | 0.000000 | 13.721250 | 2.712797 || 5.501169 | 0.277436 | 20.404954 | 4.226460 || 0.053506 | 0.000000 | 10.890505 | 2.201691 || 0.167729 | 1.438117 | 1.208260 | 1.483772 || 48.745584 | 70.816773 | 33.875178 | 48.129051 | 72.819542 | 0.684333 ||
| 73 | 0.899687 | 0.000000 | 13.642618 | 2.634166 || 5.457572 | 0.279418 | 20.660507 | 4.167486 || 0.057469 | 0.000000 | 10.890505 | 2.182033 || 0.163970 | 1.439225 | 1.210946 | 1.494344 || 48.688915 | 70.959946 | 33.683866 | 47.962621 | 73.335816 | 0.690576 ||
| 74 | 0.860053 | 0.000000 | 13.662276 | 2.712797 || 5.332726 | 0.259601 | 20.404954 | 4.049538 || 0.049542 | 0.000000 | 10.792215 | 2.123059 || 0.160732 | 1.441214 | 1.216199 | 1.479747 || 48.787793 | 70.695827 | 34.027312 | 48.228604 | 72.440182 | 0.680124 ||
| 75 | 0.848163 | 0.000000 | 13.485355 | 2.693139 || 5.322817 | 0.255638 | 20.483586 | 4.206802 || 0.039634 | 0.000000 | 10.752900 | 2.162375 || 0.157225 | 1.439865 | 1.223212 | 1.490064 || 48.771323 | 70.596761 | 34.066490 | 48.028252 | 73.223733 | 0.688728 ||
| 76 | 0.838255 | 0.000000 | 13.485355 | 2.771771 || 5.295074 | 0.247711 | 20.385296 | 4.128170 || 0.039634 | 0.000000 | 10.811873 | 2.280322 || 0.154477 | 1.436585 | 1.227831 | 1.491359 || 48.773863 | 70.295194 | 34.273922 | 47.965390 | 73.210972 | 0.689693 ||
| 77 | 0.802584 | 0.000000 | 13.387065 | 2.752113 || 5.249495 | 0.253656 | 20.326322 | 4.167486 || 0.041615 | 0.000000 | 10.811873 | 2.162375 || 0.151543 | 1.436858 | 1.230097 | 1.490121 || 48.744803 | 70.428519 | 34.135455 | 48.067574 | 73.147171 | 0.687557 ||
| 78 | 0.812493 | 0.000000 | 13.583645 | 2.712797 || 5.245531 | 0.259601 | 20.169058 | 4.167486 || 0.033689 | 0.000000 | 10.772557 | 2.201691 || 0.148584 | 1.438748 | 1.236431 | 1.479180 || 48.811647 | 70.366173 | 34.289341 | 48.173912 | 72.468806 | 0.681230 ||
| 79 | 0.768895 | 0.000000 | 13.465697 | 2.673481 || 5.225714 | 0.263565 | 20.424612 | 4.069196 || 0.031707 | 0.000000 | 10.772557 | 2.162375 || 0.145735 | 1.438481 | 1.241873 | 1.486805 || 48.821055 | 70.262530 | 34.374917 | 48.161035 | 72.962664 | 0.684758 ||
| 80 | 0.768895 | 0.000000 | 13.269117 | 2.673481 || 5.148429 | 0.259601 | 20.385296 | 4.206802 || 0.027744 | 0.000000 | 10.733242 | 2.162375 || 0.142669 | 1.441245 | 1.246737 | 1.500255 || 48.770848 | 70.481329 | 34.143468 | 47.960406 | 73.669653 | 0.692853 ||
| 81 | 0.725298 | 0.000000 | 13.406723 | 2.712797 || 5.184099 | 0.243748 | 20.011795 | 4.206802 || 0.025762 | 0.000000 | 10.693926 | 2.162375 || 0.139874 | 1.444044 | 1.253933 | 1.484012 || 48.649330 | 70.775198 | 33.742084 | 48.154251 | 72.590546 | 0.682375 ||
| 82 | 0.749079 | 0.000000 | 13.426381 | 2.693139 || 5.128612 | 0.267528 | 20.463928 | 4.285433 || 0.027744 | 0.000000 | 10.615294 | 2.201691 || 0.137178 | 1.442472 | 1.260576 | 1.497641 || 48.673436 | 70.564895 | 33.924122 | 47.894083 | 73.536877 | 0.693070 ||
| 83 | 0.709445 | 0.000000 | 13.269117 | 2.712797 || 5.106813 | 0.253656 | 20.365638 | 4.265776 || 0.021799 | 0.000000 | 10.733242 | 2.241006 || 0.134752 | 1.438783 | 1.265080 | 1.484553 || 48.629287 | 70.417319 | 33.949657 | 47.976883 | 72.997841 | 0.688071 ||
| 84 | 0.681701 | 0.000000 | 13.426381 | 2.614508 || 5.083033 | 0.263565 | 20.306664 | 4.206802 || 0.031707 | 0.000000 | 10.713584 | 2.280322 || 0.132100 | 1.442355 | 1.267874 | 1.486323 || 48.628393 | 70.728803 | 33.738300 | 47.986990 | 73.044399 | 0.688214 ||
| 85 | 0.705481 | 0.000000 | 13.328091 | 2.535876 || 5.007729 | 0.265546 | 20.267348 | 4.167486 || 0.023780 | 0.000000 | 10.595636 | 2.241006 || 0.129418 | 1.437812 | 1.272115 | 1.486049 || 48.592298 | 70.482161 | 33.844060 | 47.895052 | 73.201316 | 0.690803 ||
| 86 | 0.695573 | 0.000000 | 13.269117 | 2.673481 || 4.904681 | 0.249693 | 20.247690 | 4.305091 || 0.019817 | 0.000000 | 10.654610 | 2.299980 || 0.127221 | 1.435003 | 1.275545 | 1.487465 || 48.639085 | 70.207536 | 34.107397 | 47.889376 | 73.328229 | 0.691749 ||
| 87 | 0.657921 | 0.000000 | 13.190486 | 2.693139 || 4.906662 | 0.257620 | 19.952821 | 4.187144 || 0.023780 | 0.000000 | 10.536662 | 2.142717 || 0.124619 | 1.435824 | 1.279503 | 1.479582 || 48.613123 | 70.358718 | 33.962085 | 47.965944 | 72.690559 | 0.686192 ||
| 88 | 0.649994 | 0.000000 | 13.210144 | 2.634166 || 4.944315 | 0.237803 | 19.992137 | 4.167486 || 0.021799 | 0.000000 | 10.595636 | 2.201691 || 0.122294 | 1.436783 | 1.283921 | 1.479707 || 48.556063 | 70.334758 | 33.882724 | 47.853514 | 72.888172 | 0.689397 ||
| 89 | 0.644049 | 0.000000 | 13.249459 | 2.653823 || 4.928461 | 0.251675 | 20.011795 | 4.029880 || 0.021799 | 0.000000 | 10.575978 | 2.201691 || 0.120239 | 1.434912 | 1.291388 | 1.461974 || 48.489260 | 70.356222 | 33.756452 | 48.048882 | 71.692843 | 0.678114 ||
| 90 | 0.632159 | 0.000000 | 13.092196 | 2.575192 || 4.880900 | 0.235821 | 19.716925 | 4.108512 || 0.023780 | 0.000000 | 10.536662 | 2.182033 || 0.118018 | 1.433620 | 1.292906 | 1.476298 || 48.589479 | 70.122617 | 34.081582 | 47.988929 | 72.478463 | 0.684386 ||
| 91 | 0.634141 | 0.000000 | 13.033222 | 2.614508 || 4.811541 | 0.237803 | 20.070769 | 4.088854 || 0.021799 | 0.000000 | 10.517004 | 2.201691 || 0.115948 | 1.434258 | 1.299818 | 1.478038 || 48.517372 | 70.317906 | 33.829318 | 47.938806 | 72.802988 | 0.687400 ||
| 92 | 0.602434 | 0.000000 | 12.993906 | 2.693139 || 4.769926 | 0.253656 | 19.874189 | 4.108512 || 0.019817 | 0.000000 | 10.458030 | 2.201691 || 0.113905 | 1.435557 | 1.301959 | 1.467187 || 48.531790 | 70.386493 | 33.807241 | 47.936314 | 72.306026 | 0.684108 ||
| 93 | 0.592525 | 0.000000 | 13.033222 | 2.614508 || 4.781816 | 0.237803 | 20.129742 | 4.147828 || 0.019817 | 0.000000 | 10.399056 | 2.201691 || 0.112090 | 1.435893 | 1.306154 | 1.474257 || 48.406197 | 70.457334 | 33.549300 | 47.975498 | 72.396383 | 0.684060 ||
| 94 | 0.596488 | 0.000000 | 13.092196 | 2.594850 || 4.827395 | 0.227894 | 20.326322 | 4.324749 || 0.019817 | 0.000000 | 10.458030 | 2.221349 || 0.109599 | 1.436352 | 1.314682 | 1.485551 || 48.441343 | 70.393150 | 33.651369 | 47.785530 | 73.211317 | 0.692700 ||
| 95 | 0.588562 | 0.000000 | 12.836642 | 2.771771 || 4.811541 | 0.245729 | 19.913505 | 4.226460 || 0.021799 | 0.000000 | 10.320425 | 2.201691 || 0.107914 | 1.438469 | 1.310881 | 1.480627 || 48.387200 | 70.631644 | 33.400063 | 47.818345 | 72.852995 | 0.689748 ||
| 96 | 0.590543 | 0.000000 | 12.915274 | 2.693139 || 4.761999 | 0.219968 | 19.677610 | 4.246118 || 0.023780 | 0.000000 | 10.241793 | 2.201691 || 0.105962 | 1.432674 | 1.316520 | 1.469500 || 48.458078 | 70.279452 | 33.755985 | 47.980760 | 72.343962 | 0.683620 ||
| 97 | 0.566763 | 0.000000 | 13.013564 | 2.752113 || 4.702548 | 0.221949 | 20.011795 | 4.305091 || 0.019817 | 0.000000 | 10.359741 | 2.241006 || 0.104215 | 1.433147 | 1.322825 | 1.471932 || 48.368594 | 70.422451 | 33.509865 | 47.858637 | 72.691594 | 0.687992 ||
| 98 | 0.560818 | 0.000000 | 12.758011 | 2.693139 || 4.706512 | 0.221949 | 19.716925 | 4.265776 || 0.019817 | 0.000000 | 10.222135 | 2.201691 || 0.102337 | 1.431330 | 1.327243 | 1.471971 || 48.387926 | 70.283509 | 33.635834 | 47.837176 | 72.582269 | 0.687618 ||
| 99 | 0.544965 | 0.000000 | 12.915274 | 2.653823 || 4.708494 | 0.237803 | 19.598978 | 4.246118 || 0.019817 | 0.000000 | 10.300767 | 2.221349 || 0.100872 | 1.430175 | 1.332856 | 1.467257 || 48.329595 | 70.326471 | 33.509258 | 47.713669 | 72.621930 | 0.689947 ||
| 100 | 0.566763 | 0.000000 | 12.777669 | 2.693139 || 4.672823 | 0.235821 | 19.520346 | 4.187144 || 0.019817 | 0.000000 | 10.202477 | 2.162375 || 0.099077 | 1.430264 | 1.331814 | 1.460098 || 48.303480 | 70.407991 | 33.410623 | 47.904468 | 72.064960 | 0.683023 ||
| 101 | 0.529111 | 0.000000 | 12.738353 | 2.732455 || 4.710475 | 0.217986 | 19.913505 | 4.226460 || 0.017835 | 0.000000 | 10.202477 | 2.260664 || 0.097136 | 1.433211 | 1.338650 | 1.474211 || 48.236482 | 70.606609 | 33.164667 | 47.659946 | 73.092681 | 0.694003 ||
| 102 | 0.554873 | 0.000000 | 12.404167 | 2.653823 || 4.649043 | 0.239784 | 19.893847 | 4.206802 || 0.017835 | 0.000000 | 10.241793 | 2.182033 || 0.095717 | 1.430923 | 1.341830 | 1.475198 || 48.215196 | 70.573078 | 33.151631 | 47.640977 | 73.052676 | 0.694051 ||
| 103 | 0.529111 | 0.000000 | 12.738353 | 2.673481 || 4.676786 | 0.235821 | 19.756241 | 4.128170 || 0.017835 | 0.000000 | 10.202477 | 2.241006 || 0.094106 | 1.431988 | 1.345615 | 1.465866 || 48.215866 | 70.665279 | 33.090632 | 47.765592 | 72.552265 | 0.688612 ||
| 104 | 0.529111 | 0.000000 | 12.679379 | 2.771771 || 4.577702 | 0.231858 | 19.716925 | 4.246118 || 0.017835 | 0.000000 | 10.399056 | 2.182033 || 0.092404 | 1.427426 | 1.351955 | 1.464711 || 48.264551 | 70.417527 | 33.339041 | 47.661608 | 72.665384 | 0.691108 ||
| 105 | 0.509294 | 0.000000 | 12.718695 | 2.653823 || 4.553922 | 0.208077 | 19.697268 | 4.246118 || 0.017835 | 0.000000 | 10.222135 | 2.241006 || 0.090890 | 1.427298 | 1.355317 | 1.462632 || 48.294910 | 70.357505 | 33.430294 | 47.761715 | 72.449493 | 0.687988 ||
| 106 | 0.505331 | 0.000000 | 12.659721 | 2.732455 || 4.573739 | 0.233839 | 19.795557 | 4.147828 || 0.017835 | 0.000000 | 10.281109 | 2.241006 || 0.089598 | 1.430375 | 1.358482 | 1.463341 || 48.189848 | 70.750926 | 32.989381 | 47.662992 | 72.801608 | 0.691999 ||
| 107 | 0.489477 | 0.000000 | 12.679379 | 2.752113 || 4.573739 | 0.217986 | 19.638294 | 4.226460 || 0.017835 | 0.000000 | 10.202477 | 2.182033 || 0.088192 | 1.427371 | 1.360422 | 1.448470 || 48.210478 | 70.656991 | 33.087198 | 47.872760 | 71.775957 | 0.681614 ||
| 108 | 0.509294 | 0.000000 | 12.640063 | 2.791429 || 4.557885 | 0.231858 | 19.834873 | 4.226460 || 0.015854 | 0.000000 | 10.241793 | 2.241006 || 0.086587 | 1.427365 | 1.367885 | 1.459088 || 48.211525 | 70.601685 | 33.126213 | 47.707577 | 72.412937 | 0.688647 ||
| 109 | 0.495422 | 0.000000 | 12.699037 | 2.712797 || 4.579684 | 0.204114 | 19.559662 | 4.206802 || 0.017835 | 0.000000 | 10.300767 | 2.299980 || 0.085328 | 1.426791 | 1.370405 | 1.454009 || 48.116778 | 70.806197 | 32.829841 | 47.595424 | 72.523296 | 0.691261 ||
| 110 | 0.499386 | 0.000000 | 12.482799 | 2.693139 || 4.488526 | 0.214022 | 19.579320 | 4.187144 || 0.017835 | 0.000000 | 10.104187 | 2.260664 || 0.084205 | 1.424099 | 1.371969 | 1.461104 || 48.151506 | 70.608828 | 33.020943 | 47.645823 | 72.714011 | 0.691698 ||
| 111 | 0.479569 | 0.000000 | 12.581089 | 2.791429 || 4.413222 | 0.208077 | 19.716925 | 4.167486 || 0.015854 | 0.000000 | 10.163161 | 2.339296 || 0.082652 | 1.421161 | 1.377251 | 1.455167 || 48.237026 | 70.309827 | 33.365534 | 47.666454 | 72.489499 | 0.689848 ||
| 112 | 0.477587 | 0.000000 | 12.581089 | 2.791429 || 4.440965 | 0.204114 | 19.598978 | 4.128170 || 0.015854 | 0.000000 | 10.320425 | 2.221349 || 0.081585 | 1.420821 | 1.381768 | 1.448154 || 48.144625 | 70.495927 | 33.085493 | 47.756453 | 71.998055 | 0.685047 ||
| 113 | 0.457770 | 0.000000 | 12.620405 | 2.732455 || 4.480599 | 0.216004 | 19.697268 | 4.088854 || 0.017835 | 0.000000 | 10.045213 | 2.299980 || 0.080137 | 1.420122 | 1.385297 | 1.452296 || 48.115522 | 70.541108 | 33.006342 | 47.555270 | 72.459495 | 0.691504 ||
| 114 | 0.471642 | 0.000000 | 12.659721 | 2.693139 || 4.480599 | 0.198169 | 19.618636 | 4.167486 || 0.015854 | 0.000000 | 10.320425 | 2.260664 || 0.079016 | 1.422051 | 1.388407 | 1.456127 || 48.143396 | 70.534797 | 33.057248 | 47.659946 | 72.557783 | 0.690414 ||
| 115 | 0.489477 | 0.000000 | 12.581089 | 2.712797 || 4.502398 | 0.229876 | 19.579320 | 4.049538 || 0.013872 | 0.000000 | 10.261451 | 2.299980 || 0.077840 | 1.424361 | 1.390760 | 1.447862 || 48.151562 | 70.802765 | 32.890372 | 47.739700 | 72.051165 | 0.685684 ||
| 116 | 0.465697 | 0.000000 | 12.463141 | 2.712797 || 4.341881 | 0.204114 | 19.500688 | 4.049538 || 0.015854 | 0.000000 | 10.261451 | 2.280322 || 0.076747 | 1.419436 | 1.394291 | 1.445780 || 48.137869 | 70.576962 | 33.019588 | 47.691238 | 72.023920 | 0.686310 ||
| 117 | 0.467679 | 0.000000 | 12.502457 | 2.653823 || 4.440965 | 0.204114 | 19.520346 | 4.049538 || 0.015854 | 0.000000 | 10.202477 | 2.299980 || 0.075654 | 1.422690 | 1.396570 | 1.446828 || 48.053549 | 70.782445 | 32.740014 | 47.655792 | 72.178079 | 0.687937 ||
| 118 | 0.447862 | 0.000000 | 12.502457 | 2.712797 || 4.353771 | 0.219968 | 19.834873 | 4.167486 || 0.015854 | 0.000000 | 10.202477 | 2.280322 || 0.074397 | 1.421286 | 1.399871 | 1.459469 || 48.102653 | 70.770829 | 32.830028 | 47.525363 | 73.018189 | 0.695751 ||
| 119 | 0.447862 | 0.000000 | 12.443483 | 2.732455 || 4.440965 | 0.212041 | 19.500688 | 4.088854 || 0.015854 | 0.000000 | 10.202477 | 2.260664 || 0.073387 | 1.419546 | 1.404666 | 1.439246 || 48.101899 | 70.721660 | 32.861894 | 47.649146 | 71.931839 | 0.686396 ||
| 120 | 0.461734 | 0.000000 | 12.404167 | 2.693139 || 4.314137 | 0.206096 | 19.284451 | 4.128170 || 0.015854 | 0.000000 | 10.163161 | 2.319638 || 0.072358 | 1.415305 | 1.405775 | 1.442792 || 48.019282 | 70.720620 | 32.724315 | 47.635716 | 72.248777 | 0.688746 ||
| 121 | 0.453807 | 0.000000 | 12.463141 | 2.752113 || 4.375570 | 0.208077 | 19.874189 | 4.187144 || 0.013872 | 0.000000 | 10.123845 | 2.299980 || 0.071312 | 1.419031 | 1.411139 | 1.460984 || 48.009637 | 70.886192 | 32.596617 | 47.435640 | 73.159586 | 0.698199 ||
| 122 | 0.433990 | 0.000000 | 12.443483 | 2.712797 || 4.282430 | 0.192224 | 19.756241 | 4.147828 || 0.015854 | 0.000000 | 10.163161 | 2.299980 || 0.070338 | 1.414509 | 1.413679 | 1.449790 || 48.046458 | 70.542148 | 32.890045 | 47.545578 | 72.459840 | 0.691668 ||
| 123 | 0.433990 | 0.000000 | 12.463141 | 2.771771 || 4.431057 | 0.225913 | 19.598978 | 4.128170 || 0.015854 | 0.000000 | 10.104187 | 2.280322 || 0.069320 | 1.414639 | 1.418741 | 1.446426 || 47.990152 | 70.806440 | 32.617737 | 47.439102 | 72.807471 | 0.695779 ||
| 124 | 0.439935 | 0.000000 | 12.404167 | 2.752113 || 4.405295 | 0.212041 | 19.756241 | 4.128170 || 0.015854 | 0.000000 | 10.163161 | 2.319638 || 0.068210 | 1.413918 | 1.420150 | 1.443432 || 47.911499 | 70.946908 | 32.391452 | 47.510270 | 72.578131 | 0.693052 ||
| 125 | 0.424081 | 0.000000 | 12.463141 | 2.732455 || 4.324046 | 0.206096 | 19.736583 | 4.128170 || 0.013872 | 0.000000 | 10.005897 | 2.260664 || 0.067412 | 1.411693 | 1.422629 | 1.450379 || 47.957113 | 70.914556 | 32.489596 | 47.484932 | 72.915072 | 0.695735 ||
| 126 | 0.418136 | 0.000000 | 12.463141 | 2.693139 || 4.324046 | 0.200151 | 19.540004 | 4.147828 || 0.015854 | 0.000000 | 10.182819 | 2.280322 || 0.066638 | 1.414205 | 1.425574 | 1.443652 || 47.919064 | 71.061508 | 32.326902 | 47.485209 | 72.617791 | 0.693736 ||
| 127 | 0.414173 | 0.000000 | 12.581089 | 2.811087 || 4.329991 | 0.208077 | 19.618636 | 4.029880 || 0.013872 | 0.000000 | 10.143503 | 2.299980 || 0.065609 | 1.412549 | 1.429302 | 1.440668 || 47.897094 | 71.095004 | 32.267562 | 47.467763 | 72.578131 | 0.693762 ||
| 128 | 0.428045 | 0.000000 | 12.502457 | 2.752113 || 4.292339 | 0.216004 | 19.520346 | 4.069196 || 0.015854 | 0.000000 | 10.104187 | 2.319638 || 0.064814 | 1.408214 | 1.431770 | 1.438716 || 47.901770 | 70.821420 | 32.459716 | 47.410579 | 72.590546 | 0.694801 ||
| 129 | 0.412191 | 0.000000 | 12.384510 | 2.712797 || 4.298284 | 0.206096 | 19.402398 | 4.069196 || 0.015854 | 0.000000 | 10.025555 | 2.339296 || 0.063853 | 1.407968 | 1.434227 | 1.434873 || 47.911345 | 70.908280 | 32.417220 | 47.485486 | 72.432939 | 0.692492 ||
| 130 | 0.416155 | 0.000000 | 12.561431 | 2.693139 || 4.284412 | 0.194206 | 19.657952 | 4.147828 || 0.015854 | 0.000000 | 10.163161 | 2.280322 || 0.062980 | 1.407327 | 1.438893 | 1.446274 || 47.889655 | 70.984669 | 32.329449 | 47.406286 | 73.063022 | 0.698042 ||
| 131 | 0.412191 | 0.000000 | 12.364852 | 2.791429 || 4.276485 | 0.200151 | 19.756241 | 4.246118 || 0.015854 | 0.000000 | 10.123845 | 2.280322 || 0.062409 | 1.406937 | 1.440391 | 1.445440 || 47.879046 | 70.976659 | 32.317090 | 47.356302 | 73.061987 | 0.698870 ||
| 132 | 0.408228 | 0.000000 | 12.384510 | 2.771771 || 4.250723 | 0.216004 | 19.540004 | 4.088854 || 0.015854 | 0.000000 | 9.986239 | 2.280322 || 0.061428 | 1.406033 | 1.442946 | 1.440329 || 47.920334 | 70.976971 | 32.385985 | 47.339410 | 72.934040 | 0.698294 ||
| 133 | 0.384448 | 0.000000 | 12.404167 | 2.752113 || 4.244778 | 0.200151 | 19.579320 | 4.128170 || 0.013872 | 0.000000 | 10.123845 | 2.260664 || 0.060573 | 1.408087 | 1.445115 | 1.444004 || 47.823564 | 71.269107 | 32.027190 | 47.312549 | 73.253392 | 0.700885 ||
| 134 | 0.400301 | 0.000000 | 12.325536 | 2.830745 || 4.242797 | 0.194206 | 19.461372 | 4.088854 || 0.015854 | 0.000000 | 10.143503 | 2.260664 || 0.059994 | 1.404480 | 1.447436 | 1.432664 || 47.824513 | 71.138695 | 32.116643 | 47.354087 | 72.643312 | 0.696098 ||
| 135 | 0.414173 | 0.000000 | 12.443483 | 2.791429 || 4.217035 | 0.188260 | 19.638294 | 4.187144 || 0.013872 | 0.000000 | 10.222135 | 2.299980 || 0.059088 | 1.404445 | 1.452706 | 1.444888 || 47.792019 | 71.237726 | 31.995534 | 47.203857 | 73.495493 | 0.704325 ||
| 136 | 0.394356 | 0.000000 | 12.404167 | 2.850403 || 4.276485 | 0.204114 | 19.638294 | 4.088854 || 0.015854 | 0.000000 | 10.045213 | 2.299980 || 0.058466 | 1.406058 | 1.454417 | 1.439593 || 47.801901 | 71.366370 | 31.925401 | 47.370010 | 73.171312 | 0.699374 ||
| 137 | 0.388411 | 0.000000 | 12.266562 | 2.850403 || 4.161547 | 0.200151 | 19.579320 | 4.108512 || 0.015854 | 0.000000 | 10.064871 | 2.378612 || 0.057743 | 1.402043 | 1.457135 | 1.432060 || 47.800714 | 71.222053 | 32.020648 | 47.374994 | 72.889896 | 0.697403 ||
| 138 | 0.374539 | 0.000000 | 12.305878 | 2.870061 || 4.185328 | 0.192224 | 19.500688 | 4.147828 || 0.013872 | 0.000000 | 10.222135 | 2.280322 || 0.056950 | 1.400418 | 1.459227 | 1.434187 || 47.815789 | 71.191990 | 32.066134 | 47.348410 | 73.081300 | 0.699131 ||
| 139 | 0.396338 | 0.000000 | 12.364852 | 2.811087 || 4.141730 | 0.192224 | 19.441714 | 4.187144 || 0.015854 | 0.000000 | 10.143503 | 2.358954 || 0.056509 | 1.397259 | 1.463759 | 1.433095 || 47.763419 | 71.161025 | 31.999342 | 47.210226 | 73.293052 | 0.702861 ||
| 140 | 0.390393 | 0.000000 | 12.364852 | 2.771771 || 4.197218 | 0.194206 | 19.343424 | 4.049538 || 0.013872 | 0.000000 | 10.123845 | 2.378612 || 0.055740 | 1.397436 | 1.463768 | 1.430697 || 47.712430 | 71.215742 | 31.877135 | 47.202472 | 73.181313 | 0.702241 ||
| 141 | 0.382466 | 0.000000 | 12.325536 | 2.791429 || 4.191273 | 0.196187 | 19.598978 | 4.088854 || 0.015854 | 0.000000 | 10.222135 | 2.339296 || 0.055074 | 1.397228 | 1.468087 | 1.438413 || 47.691382 | 71.376599 | 31.733528 | 47.171319 | 73.621371 | 0.705713 ||
| 142 | 0.382466 | 0.000000 | 12.325536 | 2.771771 || 4.137767 | 0.194206 | 19.402398 | 4.029880 || 0.015854 | 0.000000 | 10.084529 | 2.417928 || 0.054340 | 1.396180 | 1.469361 | 1.427127 || 47.724434 | 71.384643 | 31.783430 | 47.232241 | 73.094061 | 0.701158 ||
| 143 | 0.386429 | 0.000000 | 12.187930 | 2.850403 || 4.153621 | 0.212041 | 19.382740 | 4.088854 || 0.013872 | 0.000000 | 10.123845 | 2.299980 || 0.053825 | 1.394188 | 1.469564 | 1.423973 || 47.740737 | 71.279232 | 31.881737 | 47.300779 | 72.962319 | 0.699129 ||
| 144 | 0.372558 | 0.000000 | 12.305878 | 2.791429 || 4.133804 | 0.188260 | 19.323766 | 4.167486 || 0.015854 | 0.000000 | 10.064871 | 2.280322 || 0.053056 | 1.388735 | 1.473093 | 1.421780 || 47.737234 | 71.086648 | 32.005627 | 47.264641 | 72.934040 | 0.699543 ||
| 145 | 0.376521 | 0.000000 | 12.246904 | 2.752113 || 4.135785 | 0.190242 | 19.481030 | 4.108512 || 0.015854 | 0.000000 | 10.182819 | 2.260664 || 0.052681 | 1.394068 | 1.476346 | 1.424314 || 47.690112 | 71.451358 | 31.681034 | 47.212857 | 73.267532 | 0.702645 ||
| 146 | 0.370576 | 0.000000 | 12.187930 | 2.889719 || 4.187309 | 0.188260 | 19.441714 | 4.069196 || 0.013872 | 0.000000 | 10.084529 | 2.358954 || 0.051964 | 1.391450 | 1.476857 | 1.419744 || 47.682756 | 71.485790 | 31.645523 | 47.194026 | 73.143033 | 0.702125 ||
| 147 | 0.364631 | 0.000000 | 12.325536 | 2.752113 || 4.094170 | 0.184297 | 19.402398 | 4.167486 || 0.015854 | 0.000000 | 10.104187 | 2.378612 || 0.051576 | 1.388829 | 1.477424 | 1.420969 || 47.657003 | 71.483848 | 31.603728 | 47.200672 | 73.211662 | 0.702474 ||
| 148 | 0.368594 | 0.000000 | 12.227246 | 2.811087 || 4.123895 | 0.198169 | 19.343424 | 4.206802 || 0.013872 | 0.000000 | 10.123845 | 2.378612 || 0.050782 | 1.387736 | 1.482882 | 1.419626 || 47.653919 | 71.489569 | 31.594711 | 47.161626 | 73.364441 | 0.704151 ||
| 149 | 0.372558 | 0.000000 | 12.168272 | 2.771771 || 4.133804 | 0.194206 | 19.441714 | 4.147828 || 0.015854 | 0.000000 | 10.123845 | 2.358954 || 0.050299 | 1.386953 | 1.482520 | 1.427457 || 47.653765 | 71.502746 | 31.585576 | 47.055289 | 73.828640 | 0.709042 ||
| 150 | 0.366613 | 0.000000 | 12.109298 | 2.850403 || 4.052554 | 0.182315 | 19.186161 | 4.167486 || 0.013872 | 0.000000 | 10.104187 | 2.319638 || 0.049665 | 1.385463 | 1.488005 | 1.407234 || 47.638160 | 71.568177 | 31.515373 | 47.353118 | 72.701595 | 0.696506 ||
| 151 | 0.370576 | 0.000000 | 12.069982 | 2.811087 || 4.040664 | 0.184297 | 19.264793 | 4.226460 || 0.015854 | 0.000000 | 10.084529 | 2.358954 || 0.049218 | 1.379926 | 1.487531 | 1.415891 || 47.758101 | 71.180062 | 31.977615 | 47.218257 | 73.222353 | 0.702252 ||
| 152 | 0.370576 | 0.000000 | 12.128956 | 2.830745 || 4.060481 | 0.188260 | 19.284451 | 4.246118 || 0.013872 | 0.000000 | 10.104187 | 2.319638 || 0.048604 | 1.379567 | 1.490778 | 1.406687 || 47.657715 | 71.395219 | 31.664633 | 47.217426 | 72.975769 | 0.700612 ||
| 153 | 0.352741 | 0.000000 | 12.227246 | 2.870061 || 4.034719 | 0.172407 | 19.166503 | 4.128170 || 0.015854 | 0.000000 | 10.163161 | 2.299980 || 0.048193 | 1.378117 | 1.493189 | 1.403788 || 47.595239 | 71.512039 | 31.481358 | 47.169380 | 72.973010 | 0.701396 ||
| 154 | 0.352741 | 0.000000 | 12.128956 | 2.752113 || 4.044628 | 0.192224 | 19.107529 | 4.108512 || 0.015854 | 0.000000 | 10.005897 | 2.339296 || 0.047693 | 1.376171 | 1.494009 | 1.402725 || 47.617823 | 71.534300 | 31.504159 | 47.219641 | 72.921279 | 0.700209 ||
| 155 | 0.352741 | 0.000000 | 12.148614 | 2.811087 || 3.953470 | 0.192224 | 19.107529 | 4.147828 || 0.019817 | 0.000000 | 10.104187 | 2.299980 || 0.047398 | 1.373923 | 1.494864 | 1.403122 || 47.624537 | 71.552262 | 31.503295 | 47.185996 | 73.114753 | 0.702069 ||
| 156 | 0.362649 | 0.000000 | 12.227246 | 2.811087 || 3.955452 | 0.178352 | 19.048555 | 4.088854 || 0.013872 | 0.000000 | 10.045213 | 2.358954 || 0.046732 | 1.369303 | 1.497954 | 1.398022 || 47.676544 | 71.244869 | 31.797447 | 47.249964 | 72.736428 | 0.698463 ||
| 157 | 0.352741 | 0.000000 | 12.227246 | 2.771771 || 4.003012 | 0.180334 | 19.166503 | 4.128170 || 0.015854 | 0.000000 | 10.045213 | 2.358954 || 0.046358 | 1.372502 | 1.500712 | 1.404907 || 47.565997 | 71.548447 | 31.407884 | 47.104858 | 73.382374 | 0.705220 ||
| 158 | 0.364631 | 0.000000 | 12.168272 | 2.771771 || 4.018866 | 0.176370 | 19.028897 | 4.147828 || 0.013872 | 0.000000 | 9.828976 | 2.260664 || 0.045809 | 1.372412 | 1.500441 | 1.399746 || 47.563290 | 71.753306 | 31.265328 | 47.079242 | 73.274774 | 0.704926 ||
| 159 | 0.346796 | 0.000000 | 12.187930 | 2.850403 || 3.919781 | 0.172407 | 19.028897 | 4.108512 || 0.015854 | 0.000000 | 9.946924 | 2.319638 || 0.045408 | 1.366813 | 1.502735 | 1.396585 || 47.585245 | 71.426114 | 31.522522 | 47.157750 | 73.143722 | 0.702736 ||
| 160 | 0.354722 | 0.000000 | 12.187930 | 2.830745 || 3.953470 | 0.180334 | 19.087871 | 4.128170 || 0.015854 | 0.000000 | 10.025555 | 2.319638 || 0.044868 | 1.365619 | 1.505138 | 1.399494 || 47.585539 | 71.504133 | 31.470448 | 47.105411 | 73.442037 | 0.705611 ||
| 161 | 0.356704 | 0.000000 | 12.089640 | 2.870061 || 3.878166 | 0.178352 | 18.989581 | 4.147828 || 0.015854 | 0.000000 | 10.005897 | 2.319638 || 0.044613 | 1.361995 | 1.508205 | 1.388269 || 47.571008 | 71.402778 | 31.514415 | 47.207457 | 72.848856 | 0.699927 ||
| 162 | 0.350759 | 0.000000 | 12.011008 | 2.791429 || 3.953470 | 0.174389 | 18.950265 | 4.147828 || 0.011890 | 0.000000 | 10.045213 | 2.280322 || 0.043978 | 1.363247 | 1.508484 | 1.392316 || 47.568538 | 71.567900 | 31.399030 | 47.124934 | 73.264428 | 0.704094 ||
| 163 | 0.352741 | 0.000000 | 12.207588 | 2.811087 || 3.909873 | 0.172407 | 18.950265 | 4.206802 || 0.011890 | 0.000000 | 9.927266 | 2.299980 || 0.043688 | 1.362188 | 1.510455 | 1.394207 || 47.540077 | 71.624836 | 31.313034 | 47.047535 | 73.501355 | 0.706976 ||
| 164 | 0.354722 | 0.000000 | 12.109298 | 2.791429 || 3.937616 | 0.168444 | 18.851976 | 4.167486 || 0.013872 | 0.000000 | 10.045213 | 2.358954 || 0.043256 | 1.359972 | 1.511317 | 1.389749 || 47.479849 | 71.705906 | 31.157606 | 47.091150 | 73.291673 | 0.704841 ||
| 165 | 0.352741 | 0.000000 | 12.187930 | 2.850403 || 3.840514 | 0.166462 | 18.871634 | 4.187144 || 0.015854 | 0.000000 | 9.946924 | 2.378612 || 0.042887 | 1.356601 | 1.513934 | 1.384676 || 47.554915 | 71.506213 | 31.417789 | 47.109150 | 73.105441 | 0.703291 ||
| 166 | 0.358686 | 0.000000 | 12.168272 | 2.791429 || 3.890056 | 0.166462 | 18.950265 | 4.108512 || 0.015854 | 0.000000 | 10.005897 | 2.299980 || 0.042463 | 1.354425 | 1.512381 | 1.386289 || 47.496738 | 71.626223 | 31.239560 | 47.001981 | 73.415827 | 0.707163 ||
| 167 | 0.344814 | 0.000000 | 12.266562 | 2.830745 || 3.888074 | 0.182315 | 18.891292 | 4.029880 || 0.015854 | 0.000000 | 9.986239 | 2.339296 || 0.042159 | 1.356256 | 1.517078 | 1.382018 || 47.452603 | 71.828967 | 31.029091 | 47.049612 | 73.184762 | 0.704818 ||
| 168 | 0.340851 | 0.000000 | 12.227246 | 2.791429 || 3.858349 | 0.172407 | 18.851976 | 4.069196 || 0.013872 | 0.000000 | 9.907608 | 2.358954 || 0.041778 | 1.350155 | 1.517995 | 1.381448 || 47.459694 | 71.599385 | 31.195639 | 46.929982 | 73.509632 | 0.708996 ||
| 169 | 0.336887 | 0.000000 | 12.246904 | 2.791429 || 3.854385 | 0.158535 | 18.773344 | 4.108512 || 0.015854 | 0.000000 | 9.966581 | 2.319638 || 0.041550 | 1.349599 | 1.520608 | 1.382584 || 47.441869 | 71.681668 | 31.110368 | 46.981766 | 73.502390 | 0.708082 ||
| 170 | 0.360667 | 0.000000 | 12.207588 | 2.732455 || 3.830605 | 0.152590 | 18.793002 | 4.049538 || 0.015854 | 0.000000 | 9.966581 | 2.319638 || 0.041046 | 1.348423 | 1.520997 | 1.373711 || 47.411957 | 71.667868 | 31.069601 | 47.069273 | 73.008877 | 0.703309 ||
| 171 | 0.340851 | 0.000000 | 12.246904 | 2.752113 || 3.862312 | 0.178352 | 18.832318 | 4.069196 || 0.013872 | 0.000000 | 9.966581 | 2.260664 || 0.040765 | 1.345419 | 1.521219 | 1.370203 || 47.406793 | 71.693908 | 31.043412 | 47.021366 | 73.071989 | 0.704533 ||
| 172 | 0.342832 | 0.000000 | 12.207588 | 2.830745 || 3.816733 | 0.168444 | 18.871634 | 4.187144 || 0.015854 | 0.000000 | 9.887950 | 2.241006 || 0.040347 | 1.345123 | 1.522904 | 1.379490 || 47.437110 | 71.800776 | 31.022152 | 46.969997 | 73.703451 | 0.709627 ||
| 173 | 0.352741 | 0.000000 | 12.148614 | 2.732455 || 3.852404 | 0.152590 | 18.851976 | 4.088854 || 0.013872 | 0.000000 | 9.966581 | 2.319638 || 0.039968 | 1.346740 | 1.524551 | 1.375877 || 47.354367 | 71.989061 | 30.756806 | 46.997412 | 73.573434 | 0.708297 ||
| 174 | 0.348777 | 0.000000 | 12.168272 | 2.791429 || 3.828624 | 0.158535 | 18.576764 | 4.069196 || 0.015854 | 0.000000 | 9.907608 | 2.319638 || 0.039753 | 1.342512 | 1.524685 | 1.366999 || 47.407184 | 71.953762 | 30.868991 | 47.035766 | 73.226837 | 0.705331 ||
| 175 | 0.336887 | 0.000000 | 12.187930 | 2.830745 || 3.818715 | 0.162499 | 18.753686 | 4.128170 || 0.013872 | 0.000000 | 9.927266 | 2.221349 || 0.039418 | 1.338754 | 1.526480 | 1.369884 || 47.414302 | 71.784236 | 30.995122 | 46.922643 | 73.578952 | 0.709583 ||
| 176 | 0.344814 | 0.000000 | 11.991351 | 2.791429 || 3.804843 | 0.162499 | 18.596422 | 4.088854 || 0.015854 | 0.000000 | 9.946924 | 2.358954 || 0.039021 | 1.337965 | 1.528989 | 1.361184 || 47.360090 | 71.946653 | 30.794956 | 46.988274 | 73.213387 | 0.706034 ||
| 177 | 0.336887 | 0.000000 | 12.168272 | 2.811087 || 3.787008 | 0.166462 | 18.537448 | 4.147828 || 0.013872 | 0.000000 | 9.986239 | 2.319638 || 0.038717 | 1.337816 | 1.527519 | 1.366170 || 47.345559 | 72.054770 | 30.697793 | 46.900628 | 73.587918 | 0.710011 ||
| 178 | 0.340851 | 0.000000 | 12.266562 | 2.771771 || 3.798898 | 0.138718 | 18.793002 | 4.206802 || 0.015854 | 0.000000 | 10.005897 | 2.358954 || 0.038526 | 1.336116 | 1.530548 | 1.367590 || 47.332537 | 72.086116 | 30.654877 | 46.899659 | 73.751388 | 0.711124 ||
| 179 | 0.356704 | 0.000000 | 12.227246 | 2.752113 || 3.806825 | 0.148627 | 18.694712 | 4.069196 || 0.017835 | 0.000000 | 9.986239 | 2.319638 || 0.038074 | 1.333149 | 1.532392 | 1.362059 || 47.337883 | 71.986634 | 30.730850 | 46.846352 | 73.661721 | 0.711413 ||
| 180 | 0.338869 | 0.000000 | 12.325536 | 2.830745 || 3.767191 | 0.160517 | 18.655396 | 4.147828 || 0.013872 | 0.000000 | 10.045213 | 2.299980 || 0.037724 | 1.330623 | 1.534477 | 1.352222 || 47.324218 | 71.911077 | 30.758885 | 46.994089 | 73.049227 | 0.704836 ||
| 181 | 0.334905 | 0.000000 | 12.286220 | 2.791429 || 3.775118 | 0.158535 | 18.675054 | 4.128170 || 0.013872 | 0.000000 | 9.986239 | 2.299980 || 0.037520 | 1.328262 | 1.533390 | 1.355300 || 47.283530 | 71.981328 | 30.643453 | 46.914751 | 73.488595 | 0.709109 ||
| 182 | 0.354722 | 0.000000 | 12.148614 | 2.889719 || 3.779081 | 0.150608 | 18.635738 | 4.128170 || 0.015854 | 0.000000 | 10.025555 | 2.339296 || 0.037124 | 1.330436 | 1.537281 | 1.353033 || 47.235375 | 72.304741 | 30.344955 | 46.857982 | 73.557225 | 0.710518 ||
| 183 | 0.319052 | 0.000000 | 12.128956 | 2.830745 || 3.681979 | 0.154572 | 18.635738 | 4.088854 || 0.013872 | 0.000000 | 10.064871 | 2.260664 || 0.036946 | 1.323818 | 1.536917 | 1.354709 || 47.330248 | 71.828967 | 30.824299 | 46.853829 | 73.646892 | 0.711189 ||
| 184 | 0.324997 | 0.000000 | 12.207588 | 2.791429 || 3.725576 | 0.154572 | 18.537448 | 4.088854 || 0.019817 | 0.000000 | 9.946924 | 2.319638 || 0.036766 | 1.321520 | 1.537294 | 1.350139 || 47.277068 | 71.932125 | 30.665787 | 46.770060 | 73.779323 | 0.713477 ||
| 185 | 0.336887 | 0.000000 | 12.148614 | 2.850403 || 3.727557 | 0.158535 | 18.714370 | 4.108512 || 0.013872 | 0.000000 | 9.927266 | 2.339296 || 0.036491 | 1.322085 | 1.537899 | 1.349624 || 47.211661 | 72.112711 | 30.434642 | 46.828629 | 73.687932 | 0.711885 ||
| 186 | 0.330942 | 0.000000 | 12.266562 | 2.870061 || 3.773136 | 0.152590 | 18.694712 | 4.049538 || 0.015854 | 0.000000 | 10.084529 | 2.280322 || 0.036108 | 1.320662 | 1.541313 | 1.346262 || 47.250924 | 72.128176 | 30.489941 | 46.905059 | 73.442727 | 0.708963 ||
| 187 | 0.338869 | 0.000000 | 12.187930 | 2.771771 || 3.674052 | 0.164480 | 18.576764 | 4.049538 || 0.015854 | 0.000000 | 9.966581 | 2.319638 || 0.035899 | 1.319294 | 1.540974 | 1.343369 || 47.259299 | 72.136498 | 30.498351 | 46.896336 | 73.429277 | 0.709019 ||
| 188 | 0.352741 | 0.000000 | 12.325536 | 2.830745 || 3.703777 | 0.150608 | 18.694712 | 4.108512 || 0.015854 | 0.000000 | 9.927266 | 2.378612 || 0.035755 | 1.316659 | 1.541311 | 1.341128 || 47.280808 | 72.006225 | 30.622123 | 46.906859 | 73.293052 | 0.707929 ||
| 189 | 0.328960 | 0.000000 | 12.207588 | 2.791429 || 3.721612 | 0.142682 | 18.635738 | 4.049538 || 0.017835 | 0.000000 | 9.907608 | 2.378612 || 0.035340 | 1.314076 | 1.542439 | 1.343134 || 47.274416 | 72.033479 | 30.593061 | 46.788475 | 73.741387 | 0.712915 ||
| 190 | 0.326979 | 0.000000 | 12.325536 | 2.771771 || 3.666125 | 0.148627 | 18.675054 | 4.069196 || 0.015854 | 0.000000 | 10.025555 | 2.339296 || 0.035113 | 1.313819 | 1.543420 | 1.338229 || 47.241614 | 72.111775 | 30.485408 | 46.916551 | 73.448935 | 0.708813 ||
| 191 | 0.324997 | 0.000000 | 12.227246 | 2.791429 || 3.664143 | 0.152590 | 18.635738 | 4.069196 || 0.013872 | 0.000000 | 9.946924 | 2.299980 || 0.034922 | 1.310073 | 1.545123 | 1.339042 || 47.220049 | 72.041454 | 30.496692 | 46.838182 | 73.657238 | 0.711520 ||
| 192 | 0.338869 | 0.000000 | 12.227246 | 2.830745 || 3.658198 | 0.144663 | 18.576764 | 4.108512 || 0.013872 | 0.000000 | 9.946924 | 2.299980 || 0.034601 | 1.310934 | 1.543058 | 1.334974 || 47.219910 | 72.183275 | 30.400908 | 46.862136 | 73.528600 | 0.710256 ||
| 193 | 0.317070 | 0.000000 | 12.109298 | 2.732455 || 3.652253 | 0.134755 | 18.537448 | 4.049538 || 0.011890 | 0.000000 | 9.828976 | 2.319638 || 0.034258 | 1.306688 | 1.544748 | 1.332988 || 47.206496 | 72.127691 | 30.415906 | 46.794290 | 73.656548 | 0.712248 ||
| 194 | 0.330942 | 0.000000 | 12.207588 | 2.811087 || 3.624510 | 0.120883 | 18.616080 | 4.088854 || 0.015854 | 0.000000 | 9.907608 | 2.280322 || 0.034277 | 1.303880 | 1.547255 | 1.331435 || 47.229904 | 72.090554 | 30.480105 | 46.837629 | 73.633786 | 0.711371 ||
| 195 | 0.315089 | 0.000000 | 12.168272 | 2.771771 || 3.614601 | 0.146645 | 18.458817 | 4.049538 || 0.013872 | 0.000000 | 10.005897 | 2.260664 || 0.034004 | 1.304589 | 1.546546 | 1.331063 || 47.185531 | 72.193018 | 30.336802 | 46.786398 | 73.777598 | 0.713192 ||
| 196 | 0.324997 | 0.000000 | 12.128956 | 2.850403 || 3.608656 | 0.136737 | 18.517790 | 4.108512 || 0.015854 | 0.000000 | 9.868292 | 2.319638 || 0.033804 | 1.301910 | 1.547834 | 1.326503 || 47.112434 | 72.234906 | 30.186233 | 46.797060 | 73.649996 | 0.712158 ||
| 197 | 0.326979 | 0.000000 | 12.089640 | 2.771771 || 3.535334 | 0.136737 | 18.635738 | 4.147828 || 0.015854 | 0.000000 | 9.907608 | 2.299980 || 0.033609 | 1.299949 | 1.549428 | 1.323890 || 47.190305 | 72.142878 | 30.378573 | 46.777398 | 73.642063 | 0.712433 ||
| 198 | 0.326979 | 0.000000 | 12.187930 | 2.791429 || 3.541279 | 0.146645 | 18.360527 | 4.049538 || 0.013872 | 0.000000 | 9.848634 | 2.319638 || 0.033207 | 1.296899 | 1.549057 | 1.315403 || 47.165488 | 72.087988 | 30.374018 | 46.875705 | 73.131652 | 0.707367 ||
| 199 | 0.328960 | 0.000000 | 12.011008 | 2.811087 || 3.586857 | 0.136737 | 18.478475 | 4.010222 || 0.017835 | 0.000000 | 10.064871 | 2.319638 || 0.033034 | 1.297622 | 1.550986 | 1.319988 || 47.194395 | 72.206333 | 30.342666 | 46.835690 | 73.533773 | 0.710733 ||
| 200 | 0.330942 | 0.000000 | 12.207588 | 2.771771 || 3.535334 | 0.128810 | 18.340869 | 3.990564 || 0.013872 | 0.000000 | 9.848634 | 2.339296 || 0.032723 | 1.293431 | 1.550378 | 1.314794 || 47.187807 | 72.040033 | 30.443684 | 46.863659 | 73.253392 | 0.708385 ||
| 201 | 0.311125 | 0.000000 | 12.128956 | 2.850403 || 3.511553 | 0.138718 | 18.360527 | 4.088854 || 0.013872 | 0.000000 | 9.848634 | 2.358954 || 0.032478 | 1.290634 | 1.551611 | 1.317999 || 47.151753 | 72.062121 | 30.368458 | 46.778229 | 73.658617 | 0.712531 ||
| 202 | 0.332924 | 0.000000 | 12.187930 | 2.811087 || 3.495700 | 0.124846 | 18.281895 | 4.069196 || 0.015854 | 0.000000 | 9.887950 | 2.339296 || 0.032571 | 1.289942 | 1.551032 | 1.310691 || 47.177199 | 72.136498 | 30.360935 | 46.795952 | 73.340645 | 0.710101 ||
| 203 | 0.323015 | 0.000000 | 11.991351 | 2.830745 || 3.444176 | 0.124846 | 18.262237 | 4.069196 || 0.013872 | 0.000000 | 9.966581 | 2.358954 || 0.032189 | 1.285368 | 1.552543 | 1.306808 || 47.183284 | 71.982022 | 30.475199 | 46.817275 | 73.302709 | 0.709491 ||
| 204 | 0.313107 | 0.000000 | 12.168272 | 2.850403 || 3.523443 | 0.122865 | 18.262237 | 3.990564 || 0.015854 | 0.000000 | 9.927266 | 2.358954 || 0.032205 | 1.286065 | 1.552848 | 1.306846 || 47.143602 | 72.205675 | 30.258095 | 46.789167 | 73.386168 | 0.710520 ||
| 205 | 0.334905 | 0.000000 | 12.089640 | 2.811087 || 3.545242 | 0.114938 | 18.458817 | 4.029880 || 0.015854 | 0.000000 | 9.868292 | 2.319638 || 0.031678 | 1.286404 | 1.554532 | 1.304466 || 47.122344 | 72.386123 | 30.100938 | 46.807583 | 73.373408 | 0.710127 ||
| 206 | 0.326979 | 0.000000 | 12.011008 | 2.830745 || 3.456066 | 0.130791 | 18.222921 | 4.029880 || 0.011890 | 0.000000 | 9.828976 | 2.339296 || 0.031451 | 1.280486 | 1.553780 | 1.302747 || 47.212889 | 72.032959 | 30.490431 | 46.857982 | 73.382374 | 0.709345 ||
| 207 | 0.326979 | 0.000000 | 12.011008 | 2.830745 || 3.432286 | 0.112956 | 18.340869 | 4.069196 || 0.015854 | 0.000000 | 9.828976 | 2.378612 || 0.031788 | 1.278623 | 1.554574 | 1.305887 || 47.194032 | 72.076268 | 30.429690 | 46.811736 | 73.680344 | 0.712116 ||
| 208 | 0.315089 | 0.000000 | 12.109298 | 2.752113 || 3.456066 | 0.107011 | 18.203263 | 3.931590 || 0.017835 | 0.000000 | 9.848634 | 2.358954 || 0.031467 | 1.278729 | 1.554079 | 1.305146 || 47.149450 | 72.244372 | 30.241812 | 46.734752 | 73.881750 | 0.714754 ||
| 209 | 0.326979 | 0.000000 | 12.069982 | 2.791429 || 3.458048 | 0.124846 | 18.262237 | 3.990564 || 0.015854 | 0.000000 | 9.848634 | 2.339296 || 0.031179 | 1.279371 | 1.556820 | 1.304806 || 47.125722 | 72.449335 | 30.064003 | 46.751783 | 73.974176 | 0.715089 ||
| 210 | 0.328960 | 0.000000 | 12.148614 | 2.850403 || 3.424359 | 0.120883 | 18.203263 | 4.010222 || 0.015854 | 0.000000 | 9.828976 | 2.339296 || 0.031018 | 1.275205 | 1.555512 | 1.293828 || 47.133412 | 72.259317 | 30.204900 | 46.782660 | 73.405481 | 0.710758 ||
| 211 | 0.315089 | 0.000000 | 12.050324 | 2.811087 || 3.410487 | 0.112956 | 18.104973 | 4.088854 || 0.015854 | 0.000000 | 9.907608 | 2.339296 || 0.030972 | 1.271844 | 1.556630 | 1.295092 || 47.120962 | 72.234212 | 30.200975 | 46.715645 | 73.610680 | 0.713255 ||
| 212 | 0.323015 | 0.000000 | 12.187930 | 2.771771 || 3.426341 | 0.122865 | 18.419501 | 4.147828 || 0.017835 | 0.000000 | 9.927266 | 2.398270 || 0.030621 | 1.271602 | 1.560837 | 1.290958 || 47.061222 | 72.389590 | 29.996299 | 46.729075 | 73.506184 | 0.712329 ||
| 213 | 0.323015 | 0.000000 | 11.971693 | 2.771771 || 3.416432 | 0.114938 | 18.144289 | 3.951248 || 0.015854 | 0.000000 | 9.848634 | 2.299980 || 0.030548 | 1.269540 | 1.556739 | 1.287112 || 47.069276 | 72.426033 | 29.985226 | 46.835690 | 73.297191 | 0.709146 ||
| 214 | 0.324997 | 0.000000 | 12.069982 | 2.811087 || 3.400579 | 0.105030 | 18.085316 | 4.010222 || 0.015854 | 0.000000 | 9.907608 | 2.339296 || 0.030528 | 1.266080 | 1.557592 | 1.287268 || 47.102984 | 72.218019 | 30.181794 | 46.709137 | 73.556535 | 0.713000 ||
| 215 | 0.323015 | 0.000000 | 12.148614 | 2.771771 || 3.380762 | 0.105030 | 18.183605 | 4.049538 || 0.011890 | 0.000000 | 9.887950 | 2.339296 || 0.030110 | 1.264572 | 1.560235 | 1.288232 || 47.075138 | 72.339520 | 30.053326 | 46.693491 | 73.774495 | 0.714724 ||
| 216 | 0.321034 | 0.000000 | 12.168272 | 2.811087 || 3.339146 | 0.097103 | 18.163947 | 3.970906 || 0.015854 | 0.000000 | 9.809318 | 2.358954 || 0.030055 | 1.263362 | 1.559701 | 1.283047 || 47.040299 | 72.467955 | 29.908481 | 46.725199 | 73.601368 | 0.713033 ||
| 217 | 0.315089 | 0.000000 | 12.109298 | 2.811087 || 3.347073 | 0.118901 | 18.026342 | 3.970906 || 0.017835 | 0.000000 | 9.868292 | 2.280322 || 0.029914 | 1.259997 | 1.558692 | 1.281103 || 47.041695 | 72.397149 | 29.958523 | 46.674660 | 73.602403 | 0.713884 ||
| 218 | 0.323015 | 0.000000 | 12.148614 | 2.791429 || 3.325274 | 0.105030 | 18.046000 | 4.010222 || 0.015854 | 0.000000 | 9.848634 | 2.339296 || 0.029785 | 1.256518 | 1.558938 | 1.279821 || 47.071327 | 72.203906 | 30.138318 | 46.676045 | 73.626544 | 0.714023 ||
| 219 | 0.326979 | 0.000000 | 12.148614 | 2.830745 || 3.305458 | 0.097103 | 18.065658 | 3.970906 || 0.011890 | 0.000000 | 9.730686 | 2.319638 || 0.029565 | 1.256519 | 1.558176 | 1.278535 || 46.997713 | 72.382898 | 29.894511 | 46.664830 | 73.684138 | 0.714596 ||
| 220 | 0.313107 | 0.000000 | 12.089640 | 2.732455 || 3.295549 | 0.099084 | 18.144289 | 4.010222 || 0.015854 | 0.000000 | 9.809318 | 2.358954 || 0.029550 | 1.254403 | 1.559319 | 1.273790 || 46.993944 | 72.412996 | 29.867925 | 46.648491 | 73.551707 | 0.713981 ||
| 221 | 0.315089 | 0.000000 | 12.069982 | 2.771771 || 3.315366 | 0.105030 | 18.006684 | 4.010222 || 0.015854 | 0.000000 | 9.789660 | 2.358954 || 0.029222 | 1.252592 | 1.559224 | 1.269413 || 46.965303 | 72.499925 | 29.761417 | 46.718414 | 73.379615 | 0.711658 ||
| 222 | 0.330942 | 0.000000 | 11.991351 | 2.830745 || 3.293567 | 0.097103 | 18.124631 | 4.049538 || 0.013872 | 0.000000 | 9.809318 | 2.378612 || 0.029113 | 1.251585 | 1.560071 | 1.274263 || 46.966419 | 72.567091 | 29.718034 | 46.555307 | 73.975555 | 0.718381 ||
| 223 | 0.326979 | 0.000000 | 12.069982 | 2.850403 || 3.273751 | 0.107011 | 17.829762 | 4.088854 || 0.015854 | 0.000000 | 9.789660 | 2.339296 || 0.029116 | 1.247508 | 1.560879 | 1.269948 || 47.031463 | 72.358071 | 29.967728 | 46.657630 | 73.690346 | 0.714758 ||
| 224 | 0.319052 | 0.000000 | 12.089640 | 2.830745 || 3.251952 | 0.103048 | 17.908394 | 3.951248 || 0.013872 | 0.000000 | 9.750344 | 2.339296 || 0.028865 | 1.248170 | 1.562224 | 1.262453 || 47.024861 | 72.557624 | 29.822228 | 46.777398 | 73.223043 | 0.709623 ||
| 225 | 0.315089 | 0.000000 | 12.109298 | 2.811087 || 3.255915 | 0.099084 | 18.046000 | 3.931590 || 0.015854 | 0.000000 | 9.711028 | 2.339296 || 0.028838 | 1.245472 | 1.560603 | 1.269105 || 47.019055 | 72.426970 | 29.900538 | 46.623568 | 73.880026 | 0.716600 ||
| 226 | 0.323015 | 0.000000 | 12.168272 | 2.752113 || 3.236098 | 0.099084 | 18.026342 | 4.088854 || 0.019817 | 0.000000 | 9.770002 | 2.299980 || 0.028645 | 1.244234 | 1.561737 | 1.267220 || 47.006507 | 72.512755 | 29.821738 | 46.577046 | 73.947621 | 0.717830 ||
| 227 | 0.319052 | 0.000000 | 12.128956 | 2.830745 || 3.228172 | 0.091158 | 18.006684 | 3.970906 || 0.015854 | 0.000000 | 9.848634 | 2.398270 || 0.028376 | 1.243015 | 1.563252 | 1.265626 || 46.933939 | 72.663938 | 29.598420 | 46.562784 | 74.033839 | 0.718647 ||
| 228 | 0.324997 | 0.000000 | 12.109298 | 2.850403 || 3.184575 | 0.095121 | 17.829762 | 4.088854 || 0.015854 | 0.000000 | 9.828976 | 2.417928 || 0.028329 | 1.240372 | 1.563066 | 1.261129 || 46.934805 | 72.619692 | 29.629678 | 46.627584 | 73.822087 | 0.716144 ||
| 229 | 0.321034 | 0.000000 | 12.148614 | 2.830745 || 3.214300 | 0.103048 | 17.869078 | 4.049538 || 0.015854 | 0.000000 | 9.868292 | 2.339296 || 0.028307 | 1.238147 | 1.562461 | 1.254344 || 46.912179 | 72.567472 | 29.626991 | 46.601415 | 73.489285 | 0.714349 ||
| 230 | 0.315089 | 0.000000 | 12.011008 | 2.811087 || 3.140977 | 0.101066 | 17.888736 | 3.892274 || 0.013872 | 0.000000 | 9.730686 | 2.339296 || 0.028059 | 1.234781 | 1.561944 | 1.254725 || 46.890949 | 72.568894 | 29.590500 | 46.588676 | 73.733800 | 0.716202 ||
| 231 | 0.328960 | 0.000000 | 12.050324 | 2.752113 || 3.156831 | 0.097103 | 18.046000 | 3.892274 || 0.019817 | 0.000000 | 9.770002 | 2.299980 || 0.028086 | 1.233597 | 1.562753 | 1.264132 || 46.916994 | 72.525550 | 29.663296 | 46.462954 | 74.484933 | 0.723341 ||
| 232 | 0.332924 | 0.000000 | 12.030666 | 2.771771 || 3.204391 | 0.089176 | 17.908394 | 4.010222 || 0.013872 | 0.000000 | 9.750344 | 2.319638 || 0.027781 | 1.232542 | 1.562198 | 1.255074 || 46.902897 | 72.613867 | 29.580197 | 46.544784 | 74.001421 | 0.718730 ||
| 233 | 0.315089 | 0.000000 | 12.030666 | 2.850403 || 3.107289 | 0.097103 | 18.046000 | 3.951248 || 0.015854 | 0.000000 | 9.848634 | 2.260664 || 0.027649 | 1.227411 | 1.565376 | 1.252192 || 46.923429 | 72.410014 | 29.751909 | 46.529831 | 73.960036 | 0.718703 ||
| 234 | 0.332924 | 0.000000 | 12.050324 | 2.850403 || 3.190520 | 0.083231 | 17.888736 | 3.990564 || 0.019817 | 0.000000 | 9.848634 | 2.299980 || 0.027660 | 1.229191 | 1.563157 | 1.247326 || 46.904753 | 72.641815 | 29.564474 | 46.589092 | 73.714142 | 0.716063 ||
| 235 | 0.307162 | 0.000000 | 12.030666 | 2.811087 || 3.138996 | 0.087194 | 17.770788 | 3.990564 || 0.013872 | 0.000000 | 9.868292 | 2.319638 || 0.027461 | 1.225064 | 1.562546 | 1.246822 || 46.892093 | 72.517956 | 29.626734 | 46.546723 | 73.846918 | 0.717662 ||
| 236 | 0.311125 | 0.000000 | 12.050324 | 2.811087 || 3.099362 | 0.085213 | 17.770788 | 3.931590 || 0.015854 | 0.000000 | 9.809318 | 2.339296 || 0.027487 | 1.224476 | 1.562860 | 1.245854 || 46.853541 | 72.652946 | 29.471260 | 46.507677 | 73.959346 | 0.719068 ||
| 237 | 0.313107 | 0.000000 | 11.991351 | 2.870061 || 3.168721 | 0.097103 | 17.829762 | 3.911932 || 0.011890 | 0.000000 | 9.828976 | 2.280322 || 0.027209 | 1.224782 | 1.561644 | 1.245488 || 46.849298 | 72.812519 | 29.356645 | 46.511415 | 74.026597 | 0.719457 ||
| 238 | 0.315089 | 0.000000 | 12.069982 | 2.811087 || 3.091435 | 0.095121 | 17.849420 | 4.010222 || 0.017835 | 0.000000 | 9.789660 | 2.358954 || 0.027284 | 1.219269 | 1.561834 | 1.239132 || 46.907238 | 72.536230 | 29.639771 | 46.552123 | 73.757251 | 0.716970 ||
| 239 | 0.319052 | 0.000000 | 12.050324 | 2.830745 || 3.085490 | 0.093139 | 17.672499 | 3.970906 || 0.013872 | 0.000000 | 9.887950 | 2.299980 || 0.027028 | 1.218444 | 1.563807 | 1.239653 || 46.896490 | 72.649790 | 29.545271 | 46.568738 | 73.893476 | 0.717606 ||
| 240 | 0.311125 | 0.000000 | 11.932377 | 2.771771 || 3.089453 | 0.087194 | 17.613525 | 3.951248 || 0.015854 | 0.000000 | 9.809318 | 2.358954 || 0.027056 | 1.216691 | 1.562132 | 1.236189 || 46.851908 | 72.706484 | 29.432455 | 46.588399 | 73.867265 | 0.717102 ||
| 241 | 0.305180 | 0.000000 | 12.011008 | 2.771771 || 3.107289 | 0.091158 | 17.770788 | 3.970906 || 0.015854 | 0.000000 | 9.927266 | 2.378612 || 0.026849 | 1.216948 | 1.562642 | 1.236339 || 46.873836 | 72.852465 | 29.370803 | 46.482754 | 74.101434 | 0.720438 ||
| 242 | 0.315089 | 0.000000 | 11.991351 | 2.752113 || 3.075582 | 0.091158 | 17.810104 | 3.931590 || 0.013872 | 0.000000 | 9.809318 | 2.398270 || 0.026728 | 1.215516 | 1.563551 | 1.236089 || 46.863814 | 72.864878 | 29.345665 | 46.521108 | 74.125230 | 0.719957 ||
| 243 | 0.317070 | 0.000000 | 12.030666 | 2.771771 || 3.059728 | 0.087194 | 17.731472 | 3.970906 || 0.017835 | 0.000000 | 9.750344 | 2.319638 || 0.026626 | 1.212399 | 1.564667 | 1.234515 || 46.880829 | 72.723648 | 29.469297 | 46.533154 | 74.097985 | 0.719572 ||
| 244 | 0.305180 | 0.000000 | 12.011008 | 2.771771 || 3.014149 | 0.077286 | 17.751130 | 3.970906 || 0.015854 | 0.000000 | 9.828976 | 2.319638 || 0.026515 | 1.208445 | 1.564027 | 1.230026 || 46.882504 | 72.599858 | 29.555503 | 46.534261 | 74.010388 | 0.718966 ||
| 245 | 0.305180 | 0.000000 | 12.050324 | 2.811087 || 3.071618 | 0.089176 | 17.711814 | 3.970906 || 0.015854 | 0.000000 | 9.770002 | 2.339296 || 0.026411 | 1.210776 | 1.564126 | 1.229542 || 46.844301 | 72.935788 | 29.265229 | 46.528861 | 74.107987 | 0.719711 ||
| 246 | 0.321034 | 0.000000 | 12.089640 | 2.771771 || 3.030003 | 0.099084 | 17.672499 | 3.931590 || 0.015854 | 0.000000 | 9.828976 | 2.319638 || 0.026406 | 1.208050 | 1.563769 | 1.227083 || 46.828906 | 72.854268 | 29.294385 | 46.520138 | 74.031425 | 0.719343 ||
| 247 | 0.305180 | 0.000000 | 12.030666 | 2.771771 || 2.988387 | 0.083231 | 17.652841 | 3.911932 || 0.013872 | 0.000000 | 9.789660 | 2.319638 || 0.026170 | 1.204451 | 1.563999 | 1.224621 || 46.872552 | 72.716193 | 29.460466 | 46.538969 | 74.021768 | 0.718964 ||
| 248 | 0.303198 | 0.000000 | 11.991351 | 2.811087 || 2.944790 | 0.079268 | 17.790446 | 3.931590 || 0.017835 | 0.000000 | 9.789660 | 2.319638 || 0.026253 | 1.201649 | 1.564352 | 1.225438 || 46.906414 | 72.614561 | 29.585617 | 46.510585 | 74.209379 | 0.720697 ||
| 249 | 0.305180 | 0.000000 | 12.089640 | 2.811087 || 2.970552 | 0.081249 | 17.534893 | 3.911932 || 0.015854 | 0.000000 | 9.711028 | 2.358954 || 0.026075 | 1.201570 | 1.561908 | 1.219303 || 46.837964 | 72.880725 | 29.291722 | 46.506985 | 73.952794 | 0.719036 ||
| 250 | 0.309144 | 0.000000 | 11.932377 | 2.811087 || 2.990369 | 0.079268 | 17.770788 | 3.872616 || 0.015854 | 0.000000 | 9.750344 | 2.378612 || 0.025987 | 1.197883 | 1.564411 | 1.217423 || 46.828012 | 72.760923 | 29.355781 | 46.474446 | 73.954863 | 0.719593 ||
| 251 | 0.305180 | 0.000000 | 11.991351 | 2.811087 || 2.972534 | 0.077286 | 17.692156 | 3.833301 || 0.015854 | 0.000000 | 9.750344 | 2.319638 || 0.025929 | 1.197980 | 1.563691 | 1.217141 || 46.786418 | 72.863873 | 29.216800 | 46.437200 | 74.104538 | 0.721220 ||
| 252 | 0.315089 | 0.000000 | 12.030666 | 2.811087 || 2.948754 | 0.077286 | 17.574209 | 3.892274 || 0.017835 | 0.000000 | 9.770002 | 2.339296 || 0.025826 | 1.196957 | 1.563063 | 1.217974 || 46.798324 | 72.983674 | 29.156012 | 46.450493 | 74.301115 | 0.722316 ||
| 253 | 0.309144 | 0.000000 | 12.030666 | 2.850403 || 2.954699 | 0.073323 | 17.751130 | 3.892274 || 0.015854 | 0.000000 | 9.789660 | 2.339296 || 0.025658 | 1.194854 | 1.563037 | 1.215559 || 46.802958 | 72.956247 | 29.182247 | 46.454093 | 74.192825 | 0.721530 ||
| 254 | 0.307162 | 0.000000 | 11.952035 | 2.752113 || 2.909120 | 0.077286 | 17.692156 | 3.970906 || 0.017835 | 0.000000 | 9.789660 | 2.339296 || 0.025627 | 1.194415 | 1.563164 | 1.216544 || 46.756129 | 72.996886 | 29.076487 | 46.396355 | 74.467689 | 0.724338 ||
| 255 | 0.305180 | 0.000000 | 11.873403 | 2.791429 || 2.913083 | 0.073323 | 17.495577 | 3.892274 || 0.013872 | 0.000000 | 9.730686 | 2.299980 || 0.025467 | 1.192013 | 1.562624 | 1.209748 || 46.763889 | 73.083191 | 29.031328 | 46.459770 | 74.154544 | 0.721178 ||
| 256 | 0.311125 | 0.000000 | 11.991351 | 2.791429 || 2.936863 | 0.075304 | 17.534893 | 3.931590 || 0.017835 | 0.000000 | 9.750344 | 2.339296 || 0.025493 | 1.190552 | 1.562878 | 1.210397 || 46.764280 | 73.069252 | 29.041374 | 46.382924 | 74.366986 | 0.723887 ||
| 257 | 0.297253 | 0.000000 | 12.030666 | 2.791429 || 2.859578 | 0.069359 | 17.692156 | 3.970906 || 0.015854 | 0.000000 | 9.730686 | 2.299980 || 0.025331 | 1.188076 | 1.563106 | 1.210868 || 46.787311 | 73.021227 | 29.112278 | 46.356063 | 74.574255 | 0.725726 ||
| 258 | 0.307162 | 0.000000 | 12.050324 | 2.771771 || 2.968570 | 0.067377 | 17.357971 | 3.892274 || 0.013872 | 0.000000 | 9.848634 | 2.358954 || 0.025223 | 1.188147 | 1.563916 | 1.203374 || 46.698566 | 73.284756 | 28.786190 | 46.421278 | 74.144888 | 0.721756 ||
| 259 | 0.313107 | 0.000000 | 11.991351 | 2.771771 || 2.871468 | 0.069359 | 17.495577 | 3.951248 || 0.015854 | 0.000000 | 9.730686 | 2.339296 || 0.025182 | 1.183969 | 1.562835 | 1.203794 || 46.718735 | 73.030381 | 28.991332 | 46.426539 | 74.276629 | 0.722552 ||
| 260 | 0.303198 | 0.000000 | 11.932377 | 2.771771 || 2.821925 | 0.073323 | 17.652841 | 3.931590 || 0.017835 | 0.000000 | 9.730686 | 2.319638 || 0.025114 | 1.183661 | 1.563425 | 1.203490 || 46.750462 | 73.154725 | 28.960658 | 46.431247 | 74.380781 | 0.723172 ||
| 261 | 0.313107 | 0.000000 | 11.932377 | 2.791429 || 2.825889 | 0.077286 | 17.534893 | 3.931590 || 0.015854 | 0.000000 | 9.730686 | 2.378612 || 0.025192 | 1.182216 | 1.562209 | 1.204455 || 46.756631 | 73.099627 | 29.008106 | 46.436647 | 74.427339 | 0.723394 ||
| 262 | 0.315089 | 0.000000 | 12.030666 | 2.791429 || 2.869486 | 0.077286 | 17.377629 | 3.931590 || 0.015854 | 0.000000 | 9.750344 | 2.358954 || 0.024897 | 1.178637 | 1.562596 | 1.194100 || 46.809378 | 72.953091 | 29.195120 | 46.486631 | 73.935205 | 0.719258 ||
| 263 | 0.305180 | 0.000000 | 11.952035 | 2.791429 || 2.867504 | 0.075304 | 17.475919 | 3.892274 || 0.013872 | 0.000000 | 9.789660 | 2.339296 || 0.024816 | 1.178116 | 1.563017 | 1.197294 || 46.748215 | 73.099246 | 28.994276 | 46.442739 | 74.233175 | 0.721990 ||
| 264 | 0.317070 | 0.000000 | 12.069982 | 2.791429 || 2.817962 | 0.073323 | 17.377629 | 3.911932 || 0.015854 | 0.000000 | 9.828976 | 2.398270 || 0.024755 | 1.175669 | 1.563252 | 1.192365 || 46.781323 | 72.984507 | 29.126996 | 46.484554 | 74.053152 | 0.720084 ||
| 265 | 0.307162 | 0.000000 | 11.893061 | 2.830745 || 2.782292 | 0.067377 | 17.240024 | 3.892274 || 0.015854 | 0.000000 | 9.868292 | 2.437586 || 0.024647 | 1.174038 | 1.563977 | 1.190459 || 46.736197 | 73.071090 | 28.993131 | 46.418093 | 74.079362 | 0.721370 ||
| 266 | 0.313107 | 0.000000 | 11.991351 | 2.850403 || 2.764456 | 0.071341 | 17.240024 | 3.872616 || 0.015854 | 0.000000 | 9.809318 | 2.378612 || 0.024799 | 1.169473 | 1.562527 | 1.187465 || 46.797458 | 72.789010 | 29.285718 | 46.450770 | 74.090398 | 0.720898 ||
| 267 | 0.301217 | 0.000000 | 11.932377 | 2.791429 || 2.790218 | 0.069359 | 17.377629 | 3.911932 || 0.013872 | 0.000000 | 9.828976 | 2.358954 || 0.024504 | 1.171444 | 1.563093 | 1.188795 || 46.712566 | 73.202022 | 28.865364 | 46.422385 | 74.232486 | 0.722325 ||
| 268 | 0.307162 | 0.000000 | 12.011008 | 2.752113 || 2.760493 | 0.075304 | 17.259682 | 3.911932 || 0.015854 | 0.000000 | 9.809318 | 2.437586 || 0.024547 | 1.169542 | 1.561259 | 1.186903 || 46.732121 | 73.173103 | 28.917578 | 46.407985 | 74.289045 | 0.722945 ||
| 269 | 0.307162 | 0.000000 | 11.971693 | 2.870061 || 2.810035 | 0.061432 | 17.240024 | 3.911932 || 0.015854 | 0.000000 | 9.770002 | 2.378612 || 0.024361 | 1.167421 | 1.562278 | 1.181731 || 46.741487 | 73.106597 | 28.978063 | 46.434570 | 74.109366 | 0.721296 ||
| 270 | 0.315089 | 0.000000 | 11.971693 | 2.752113 || 2.790218 | 0.061432 | 17.318655 | 3.872616 || 0.015854 | 0.000000 | 9.789660 | 2.398270 || 0.024373 | 1.165064 | 1.561333 | 1.186207 || 46.698678 | 73.152194 | 28.875690 | 46.345955 | 74.608052 | 0.726122 ||
| 271 | 0.305180 | 0.000000 | 11.893061 | 2.791429 || 2.756530 | 0.065396 | 17.259682 | 3.872616 || 0.013872 | 0.000000 | 9.750344 | 2.417928 || 0.024302 | 1.163154 | 1.562668 | 1.181392 || 46.710012 | 73.176432 | 28.878330 | 46.383478 | 74.381126 | 0.723973 ||
| 272 | 0.309144 | 0.000000 | 11.971693 | 2.811087 || 2.655464 | 0.073323 | 17.043444 | 3.852959 || 0.015854 | 0.000000 | 9.730686 | 2.417928 || 0.024225 | 1.160752 | 1.561574 | 1.177645 || 46.701358 | 73.087526 | 28.923746 | 46.402308 | 74.159028 | 0.722168 ||
| 273 | 0.311125 | 0.000000 | 11.991351 | 2.850403 || 2.764456 | 0.065396 | 17.279339 | 3.911932 || 0.015854 | 0.000000 | 9.730686 | 2.378612 || 0.024161 | 1.160179 | 1.561951 | 1.177637 || 46.646461 | 73.213153 | 28.747222 | 46.336678 | 74.393196 | 0.724835 ||
| 274 | 0.295272 | 0.000000 | 11.971693 | 2.752113 || 2.736713 | 0.059451 | 17.161392 | 3.931590 || 0.017835 | 0.000000 | 9.809318 | 2.339296 || 0.024086 | 1.159667 | 1.561840 | 1.176906 || 46.644451 | 73.372449 | 28.636532 | 46.333770 | 74.465620 | 0.725370 ||
| 275 | 0.305180 | 0.000000 | 11.932377 | 2.791429 || 2.697079 | 0.051524 | 17.141734 | 3.833301 || 0.015854 | 0.000000 | 9.770002 | 2.358954 || 0.023975 | 1.156492 | 1.561623 | 1.174953 || 46.646391 | 73.246024 | 28.724958 | 46.339863 | 74.440099 | 0.725097 ||
| 276 | 0.305180 | 0.000000 | 12.030666 | 2.811087 || 2.677262 | 0.057469 | 17.004128 | 3.813643 || 0.013872 | 0.000000 | 9.770002 | 2.378612 || 0.023837 | 1.154062 | 1.563554 | 1.169745 || 46.635309 | 73.209304 | 28.731149 | 46.340140 | 74.241797 | 0.723762 ||
| 277 | 0.305180 | 0.000000 | 12.030666 | 2.870061 || 2.649518 | 0.069359 | 17.122076 | 3.911932 || 0.015854 | 0.000000 | 9.789660 | 2.398270 || 0.023984 | 1.152717 | 1.560953 | 1.171663 || 46.604741 | 73.239610 | 28.659567 | 46.253463 | 74.552183 | 0.727292 ||
| 278 | 0.321034 | 0.000000 | 11.952035 | 2.830745 || 2.695097 | 0.059451 | 17.043444 | 3.872616 || 0.017835 | 0.000000 | 9.828976 | 2.437586 || 0.023891 | 1.152849 | 1.559174 | 1.168141 || 46.585367 | 73.422658 | 28.503812 | 46.318955 | 74.453894 | 0.725539 ||
| 279 | 0.299235 | 0.000000 | 11.991351 | 2.850403 || 2.605921 | 0.053506 | 17.004128 | 3.872616 || 0.013872 | 0.000000 | 9.770002 | 2.398270 || 0.023789 | 1.149330 | 1.560971 | 1.169338 || 46.625999 | 73.246163 | 28.690732 | 46.238786 | 74.657714 | 0.728245 ||
| 280 | 0.309144 | 0.000000 | 11.853745 | 2.752113 || 2.627720 | 0.047561 | 16.964812 | 3.833301 || 0.015854 | 0.000000 | 9.730686 | 2.417928 || 0.023844 | 1.146915 | 1.559755 | 1.162081 || 46.586400 | 73.234096 | 28.632584 | 46.310509 | 74.201792 | 0.723989 ||
| 281 | 0.307162 | 0.000000 | 12.011008 | 2.850403 || 2.645555 | 0.053506 | 17.181050 | 3.833301 || 0.015854 | 0.000000 | 9.848634 | 2.378612 || 0.023663 | 1.146857 | 1.560858 | 1.167942 || 46.574410 | 73.372241 | 28.519441 | 46.236433 | 74.758761 | 0.728963 ||
| 282 | 0.317070 | 0.000000 | 12.030666 | 2.791429 || 2.625738 | 0.051524 | 16.964812 | 3.774327 || 0.013872 | 0.000000 | 9.711028 | 2.378612 || 0.023507 | 1.143510 | 1.559651 | 1.160060 || 46.600456 | 73.222827 | 28.663702 | 46.281294 | 74.355950 | 0.725511 ||
| 283 | 0.303198 | 0.000000 | 11.971693 | 2.771771 || 2.625738 | 0.051524 | 16.984470 | 3.833301 || 0.015854 | 0.000000 | 9.770002 | 2.378612 || 0.023547 | 1.142170 | 1.559969 | 1.158120 || 46.635127 | 73.225982 | 28.719608 | 46.385416 | 74.248005 | 0.723047 ||
| 284 | 0.299235 | 0.000000 | 11.991351 | 2.771771 || 2.601958 | 0.057469 | 17.023786 | 3.813643 || 0.019817 | 0.000000 | 9.789660 | 2.437586 || 0.023501 | 1.140613 | 1.557899 | 1.159144 || 46.629698 | 73.283647 | 28.671669 | 46.262879 | 74.575634 | 0.727292 ||
| 285 | 0.299235 | 0.000000 | 11.971693 | 2.830745 || 2.576196 | 0.047561 | 17.043444 | 3.813643 || 0.015854 | 0.000000 | 9.809318 | 2.437586 || 0.023420 | 1.140650 | 1.560170 | 1.158507 || 46.569399 | 73.484379 | 28.435501 | 46.260525 | 74.635987 | 0.727736 ||
| 286 | 0.315089 | 0.000000 | 11.952035 | 2.850403 || 2.617811 | 0.055487 | 17.023786 | 3.813643 || 0.013872 | 0.000000 | 9.750344 | 2.437586 || 0.023275 | 1.139076 | 1.559360 | 1.154088 || 46.544428 | 73.529006 | 28.363639 | 46.256509 | 74.486657 | 0.726802 ||
| 287 | 0.315089 | 0.000000 | 11.971693 | 2.830745 || 2.607903 | 0.061432 | 16.925496 | 3.793985 || 0.019817 | 0.000000 | 9.750344 | 2.417928 || 0.023413 | 1.134583 | 1.558915 | 1.148853 || 46.559168 | 73.319812 | 28.529253 | 46.281432 | 74.221795 | 0.724609 ||
| 288 | 0.305180 | 0.000000 | 11.991351 | 2.870061 || 2.566288 | 0.045579 | 17.004128 | 3.754669 || 0.015854 | 0.000000 | 9.809318 | 2.437586 || 0.023209 | 1.132213 | 1.560784 | 1.147028 || 46.564374 | 73.231288 | 28.597611 | 46.281294 | 74.171443 | 0.724273 ||
| 289 | 0.317070 | 0.000000 | 11.971693 | 2.830745 || 2.510800 | 0.057469 | 16.846865 | 3.852959 || 0.013872 | 0.000000 | 9.828976 | 2.417928 || 0.023197 | 1.131313 | 1.557992 | 1.147813 || 46.546187 | 73.345472 | 28.490239 | 46.276586 | 74.456308 | 0.726263 ||
| 290 | 0.309144 | 0.000000 | 11.971693 | 2.771771 || 2.562324 | 0.047561 | 16.925496 | 3.872616 || 0.015854 | 0.000000 | 9.868292 | 2.378612 || 0.023194 | 1.128899 | 1.558074 | 1.144575 || 46.569762 | 73.240442 | 28.600461 | 46.293201 | 74.268352 | 0.724724 ||
| 291 | 0.307162 | 0.000000 | 11.873403 | 2.850403 || 2.544489 | 0.049542 | 16.846865 | 3.833301 || 0.015854 | 0.000000 | 9.770002 | 2.417928 || 0.023134 | 1.128243 | 1.559102 | 1.144112 || 46.560047 | 73.271753 | 28.563105 | 46.254986 | 74.373194 | 0.726066 ||
| 292 | 0.295272 | 0.000000 | 12.050324 | 2.870061 || 2.552416 | 0.051524 | 16.886180 | 3.813643 || 0.015854 | 0.000000 | 9.770002 | 2.398270 || 0.023008 | 1.127432 | 1.557662 | 1.145734 || 46.552273 | 73.340167 | 28.503999 | 46.164848 | 74.719101 | 0.729893 ||
| 293 | 0.313107 | 0.000000 | 11.991351 | 2.850403 || 2.524672 | 0.041615 | 16.768233 | 3.774327 || 0.019817 | 0.000000 | 9.711028 | 2.378612 || 0.023041 | 1.124194 | 1.556162 | 1.140404 || 46.533792 | 73.201641 | 28.566399 | 46.277417 | 74.274560 | 0.725030 ||
| 294 | 0.301217 | 0.000000 | 12.109298 | 2.850403 || 2.492965 | 0.047561 | 16.905838 | 3.813643 || 0.013872 | 0.000000 | 9.770002 | 2.378612 || 0.022864 | 1.123565 | 1.557580 | 1.139893 || 46.555888 | 73.331012 | 28.516217 | 46.190048 | 74.478035 | 0.727854 ||
| 295 | 0.305180 | 0.000000 | 11.952035 | 2.791429 || 2.506837 | 0.049542 | 16.827207 | 3.774327 || 0.013872 | 0.000000 | 9.711028 | 2.378612 || 0.022837 | 1.123652 | 1.557382 | 1.138684 || 46.470368 | 73.548875 | 28.226294 | 46.169279 | 74.551148 | 0.728692 ||
| 296 | 0.311125 | 0.000000 | 12.069982 | 2.830745 || 2.479093 | 0.041615 | 16.886180 | 3.852959 || 0.019817 | 0.000000 | 9.809318 | 2.378612 || 0.022840 | 1.121094 | 1.557132 | 1.133415 || 46.464240 | 73.529699 | 28.228957 | 46.229786 | 74.234555 | 0.725557 ||
| 297 | 0.307162 | 0.000000 | 12.089640 | 2.830745 || 2.445404 | 0.047561 | 16.709259 | 3.852959 || 0.015854 | 0.000000 | 9.848634 | 2.417928 || 0.022850 | 1.116966 | 1.557812 | 1.133269 || 46.510525 | 73.254242 | 28.492014 | 46.183679 | 74.351812 | 0.727114 ||
| 298 | 0.295272 | 0.000000 | 12.050324 | 2.889719 || 2.443423 | 0.047561 | 16.689601 | 3.833301 || 0.015854 | 0.000000 | 9.730686 | 2.398270 || 0.022602 | 1.117573 | 1.556386 | 1.132445 || 46.460513 | 73.436771 | 28.285330 | 46.185894 | 74.438030 | 0.727655 ||
| 299 | 0.305180 | 0.000000 | 12.030666 | 2.870061 || 2.433514 | 0.053506 | 16.630627 | 3.774327 || 0.015854 | 0.000000 | 9.730686 | 2.417928 || 0.022770 | 1.114536 | 1.557371 | 1.128643 || 46.475225 | 73.324944 | 28.385296 | 46.190464 | 74.301805 | 0.726665 ||
| 300 | 0.311125 | 0.000000 | 11.991351 | 2.850403 || 2.381990 | 0.047561 | 16.689601 | 3.833301 || 0.015854 | 0.000000 | 9.828976 | 2.398270 || 0.022602 | 1.111643 | 1.556720 | 1.126298 || 46.515829 | 73.217764 | 28.525469 | 46.220233 | 74.214897 | 0.725585 ||
}}
*今週の研究計画 [#n48a6002]
-ILSVRC2015CLSの1000ClassのデータはLearningデータ1281167枚、Validationデータ50000枚が提供されている。&br;
以前のPreTrainingにおける実験においては、学習データを1231167枚、Validationデータを50000枚(LOCのみ)として使用。&br;
1231167枚から位置情報が付加されていないデータ(CLSのデータ)50000枚を評価を行うためのデータとして決定。&br;
その中から、LOCの100Classで使用されているクラスと同じクラスのデータを抽出し、それを用いて100Class LOCにおいて評価を行う。&br;
--100CLS_LOCの実験における実験データからCLSで評価を行うためのデータ数分を抽出し、&br;
それを除いたデータで100Classの実験におけるデータを学習し、CLS、LOCそれぞれのデータに対しての評価を行う。&br;
--時間に余裕があれば、MIに物体の有無の機能を付け加えたアーキテクチャーにおいて、&br;
どれほどの性能が獲得できるかを100Class LOC,CLS_LOCにおいて検証。&br;
&br;
--来週から1000Class LOCにおいて、実験が行えるように100Classの実験を完結させます。&br;
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