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rmitsch/distance_matrix_umap_bug.py

Created July 17, 2018 13:10
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Exemplary distance matrix for UMAP bug
Raw
distance_matrix_umap_bug.py
high_dim_data = [
[ 0. 3.49753522 3.02660794 2.84250465 3.56685389 2.52528988
2.55323161 2.40778388 2.96434891 2.54889821 2.77240632 3.4098677
3.37132917 3.88512522 3.4479446 3.07118824 2.72022264 3.0514949
3.55990871 2.49992525 1.28789316 3.64068884 2.43015883 3.49005344
3.28969545 4.90884015 3.35593523 3.94372099 2.94004997 2.60276568
3.61007435 3.02692458 3.00512055 3.41895422 3.0188693 2.81568659
3.37344153 3.79362238 3.87271647 2.6809203 1.8798772 4.29976882
2.70462412 3.88317653 2.75354735 3.38018601 2.72213461 2.5788172
2.61540864 2.62093943 3.97909614 2.92664878 2.69721918 2.71499576
2.09813591 2.41817151 1.56405728 3.10680779 2.79403777 7.9923263
6.86426966 6.44898765 5.28872247 5.00883481 6.02654149 4.35973021
5.08665742 5.76473769 5.67333222 5.26672001 6.02946567 5.16265784
5.57021225 5.12505308 4.63879338 6.31579492 5.69759835 5.82785628
4.59753997 4.98106254 5.90179168 4.33299834 6.4215202 6.65359819
4.92157071 4.55283893 6.17553031 6.55564613 6.12687357 6.47558383
6.3640079 6.31642491 6.61971356 5.10303768 5.30404066 4.69139517
5.84142083 5.24760529 4.70482117 5.52123129 5.31940327 5.79601776
4.90971037 6.23867749 5.06048421 6.44082754 5.54458747 6.11446308
5.35445779 4.79516515 6.09971737 5.58955207 6.37243303 6.20121723
5.91631659 7.15005339 5.88116103 5.05921716 6.96893027 5.82761375
4.92085367 6.79894864 6.25632935 6.19926386 6.01088661 5.54985659
5.35463028 7.06051924 5.78244099 6.57777383 5.91025883 6.43568707
7.05549259 6.548424 6.84964323 6.98792623 7.96489282 8.02224469
6.9105896 6.39350064 6.54863196 6.20098035 6.87638949 6.42359961
6.22889484 6.42274016 8.30597806 7.39176152 6.57275874 6.71477329
6.52930962 6.77892711 6.32610686 6.78090729 6.73264237 7.5064915
6.74294215 7.51489503 6.66956869 6.55418498 7.17233464 5.9471401
6.4951191 6.21467338 6.79246613 7.2476026 6.32069957 6.90915721
6.04892628 6.62159258 7.03464954 7.60904713 6.36078287 7.22641666
6.2965127 6.4909413 6.07878091 7.18442107]
[ 3.49753522 0. 4.1429119 4.36061508 4.62747035 3.39175643
2.66537943 3.32440738 2.69245409 2.50121037 3.70474826 2.68188081
2.59766991 4.16194174 4.31796757 3.54915367 4.42502879 4.09965811
4.29655214 2.91420329 3.26440977 3.80108776 2.25320308 2.58981632
3.41921686 6.3742868 2.6107488 2.26765245 3.94302122 2.24541954
4.76900589 3.52369883 2.97739619 4.64719821 3.28431878 3.20332226
3.20637171 2.92252136 1.85735601 3.95554673 3.23765152 3.18315244
2.86339366 3.35358757 2.52485457 3.71753204 3.28998062 2.67950157
3.5929579 3.5123371 3.42562297 3.42133392 3.27040828 3.58892176
2.45065519 4.04765626 3.08241718 3.08919823 3.5164366 5.26386164
5.2133559 4.81657534 3.56128481 4.02702844 5.04404786 3.8838981
3.69957961 3.91682062 4.49476168 5.62184412 5.01725952 5.51296328
4.77282387 6.82047718 3.96909014 4.34101839 3.81689254 4.54452018
4.76355293 5.03755532 4.36187684 3.07261881 5.47268313 6.03916136
4.41845359 3.40915449 5.27476276 6.01079964 4.94730155 5.24681234
4.9744215 5.45760474 5.54890758 4.00451533 3.91646428 6.34847353
5.96313663 3.40851259 3.69702225 5.07445385 3.42826927 4.07946373
4.22757673 4.50842004 3.66918169 5.75164082 4.04959297 5.28689679
4.33931146 4.70105674 6.14880236 4.27749398 5.79229819 5.08200749
4.90923671 6.22293426 4.44924892 4.64081722 4.98025049 4.45987483
4.20590633 7.95546482 6.47765771 5.71316738 5.85843583 4.2964541
4.67909002 7.07159839 5.32865137 5.42403543 5.07644134 5.44298037
6.27391493 5.62114993 5.46718702 5.79713849 6.8223384 7.6094342
5.78636162 5.93749819 5.80898482 5.00020352 6.35278982 5.55251199
5.36894191 5.63729969 7.12134129 6.51742126 5.99251007 6.42174853
6.84549512 6.62392442 6.72948164 6.46606324 5.96955547 7.07684351
6.28717632 7.32485832 7.77760453 6.8988438 6.19076555 5.43057683
6.07432023 5.2471129 6.1831129 6.58607485 6.55587752 5.86486435
6.34633922 6.92139388 5.67865079 6.43418671 5.97154664 6.71224915
6.10839259 6.39689969 6.09492714 7.36771922]
[ 3.02660794 4.1429119 0. 3.24648617 2.98110666 2.86778829
2.84019738 3.47107781 3.56149249 2.93866793 2.524301 3.36838197
2.66336984 3.64277809 3.31095843 3.01617998 2.66003796 2.80072993
3.51312765 3.12008108 3.40468185 2.7157602 2.97108114 3.03806885
2.9129617 4.17551011 2.74525753 3.70030397 2.6965798 2.98899399
2.04170182 2.53209397 2.80880221 4.05054651 2.75869087 2.35763721
3.25622423 2.98502989 3.86367262 3.92166314 2.6435267 3.68121499
2.92510382 3.53950075 2.93085219 3.69923218 2.88227947 2.96381375
1.93229732 2.77295349 3.37458266 2.04764209 3.24977764 2.72153285
3.25667558 2.02606875 2.99871654 2.2262869 2.59576769 8.32558343
6.70237707 6.38465512 5.60577036 4.30065357 5.61903328 3.12249528
4.87725144 5.46905728 5.9438512 6.28378654 5.41111244 4.33028763
5.17415108 5.09780947 4.00226998 6.01598954 5.7422442 5.65175085
5.0411278 4.0400451 5.53428539 3.55384093 5.20135637 5.5592051
3.83988147 4.54386856 5.20089532 5.42463491 4.8841338 5.33437297
5.33168417 5.29145829 5.67387792 4.38165015 4.82131271 5.27205831
5.57907677 4.74875131 3.86555706 4.28449117 5.22901472 5.57441117
4.35297868 5.59781608 4.63086335 5.84045103 4.78414617 5.16995847
4.88946323 3.12508116 5.08546751 4.99583776 5.42941085 5.05620426
5.06183922 6.07674738 5.30799406 4.81599709 6.55051809 4.99631777
3.76857026 5.74361944 5.14087677 5.27307578 4.43098673 4.80233549
4.36743651 5.53709346 4.70381788 5.25120444 6.03097049 5.9905533
6.38056048 5.97937822 6.11488818 6.43105026 6.89093593 6.92665334
6.43642463 5.71011277 5.95559508 5.87021951 6.35609496 5.84845178
5.85930166 5.9026039 7.73645592 6.4750777 5.79257135 6.26533569
6.20297469 6.29176639 5.63413332 6.07793585 6.32076726 6.5297539
6.02400183 6.37357548 5.76962578 5.4206782 6.16295314 5.71313186
5.95230818 5.87795812 6.27419109 6.58124677 5.65781483 6.18803932
5.26969851 5.91803283 6.48904997 7.06709892 5.87930117 6.54588428
5.46490389 6.25367723 5.85179331 6.35388503]
[ 2.84250465 4.36061508 3.24648617 0. 4.49595734 1.90507098
3.16129165 3.35149172 3.46928969 2.72318991 2.69513653 4.01354319
3.48569288 4.07767034 2.89699925 3.24350966 2.90612189 3.24903117
2.44467467 3.55259492 3.2759313 4.63205337 3.68421782 4.3698487
4.35427213 5.78987755 3.39709454 4.3764963 3.81729419 3.53880733
3.39997199 2.57417909 4.26889647 4.22495064 3.97008375 3.54499441
4.30101487 4.34281165 4.77497053 3.80944679 3.01884605 4.60625393
2.45361295 4.61354985 3.50954178 3.61543036 2.91524361 2.77720578
3.02807428 2.51216932 4.21671591 3.45821429 1.88283519 2.83985934
3.1176258 2.75730147 2.31603568 2.91985927 1.73866279 8.93127593
7.84491304 7.30568753 6.33274837 5.43546037 7.42822107 5.30257271
5.69472058 6.67531034 6.50572061 7.24791946 7.14640335 5.80303125
6.44571193 5.79536667 4.93916908 7.60294117 6.82062948 7.18268025
6.38628531 5.95912974 7.13175462 5.33932869 7.30811688 7.34946767
5.94631808 6.0816345 7.34473455 7.59901222 6.96698625 7.2164169
7.48578039 7.48593486 7.63887324 6.33885978 6.18887507 6.3691493
7.19278403 6.30349936 4.80832028 6.57250478 6.46354914 7.09357722
5.84322425 7.08356601 6.0923928 7.65383397 6.70300937 7.15196315
6.52581663 5.55129508 6.67900989 6.40144649 7.45392652 6.99983089
6.65348284 8.30066325 7.01115979 6.56654678 7.77523338 6.92467423
5.52930884 7.09868635 7.17204293 6.69593565 6.49554547 6.33080697
5.85718557 7.74415693 6.71157369 7.12595702 6.92925878 7.2060647
7.66835713 7.10978946 7.38800129 7.57042254 8.49391279 8.54512497
7.57318032 6.9688159 7.36729618 6.85591024 7.66299578 7.07439819
6.84927541 7.09386212 8.86544302 7.61179173 6.74282957 7.16885111
7.06470745 7.11994548 6.69298828 7.05479737 7.41303016 7.7529175
7.02307122 7.69602405 6.29321951 6.30889234 7.2897313 6.72668779
7.37750811 7.04017528 7.17674851 7.879006 6.69096333 7.20407494
6.48427423 6.83232288 7.84221547 7.99160415 6.59722377 7.50152602
6.64758263 6.88885484 6.62663728 7.27519673]
[ 3.56685389 4.62747035 2.98110666 4.49595734 0. 3.88915676
3.98408959 2.97502624 4.43847775 4.04598471 4.24236695 4.0180267
3.87162621 5.12862222 5.42644073 3.11372008 2.61550298 2.43138578
4.73432216 2.98039715 3.55520072 2.50801339 3.44526605 3.14648242
2.64132752 2.13610209 3.15330772 4.17684446 1.91835868 3.90246856
3.05318299 3.87840651 2.89954197 2.8301017 2.18315086 2.69825326
2.24064124 2.87373535 4.10262716 3.84766789 3.15152295 3.99662506
3.74663187 3.11512543 3.58449926 3.16415568 3.84055669 4.18819726
3.00708982 3.99834261 5.51591175 3.69189006 4.07527854 2.81543425
3.5232206 2.99435188 3.46579548 2.82905356 3.83693845 8.06491275
5.43169224 5.326766 4.97763151 4.51430996 4.10620279 2.92954273
5.8747057 5.35465416 4.41686116 6.18641941 4.8018864 3.75009256
4.27497629 4.11542278 4.03919677 5.48537985 5.81791369 4.28713256
5.1226489 2.91825304 5.1672621 3.8526853 4.48095872 4.67343961
4.00101371 3.88056745 4.31791857 4.35064885 4.09090708 4.8969746
4.73744796 4.45813468 5.01532628 4.19326812 4.23038876 5.1405186
4.18070807 4.8641034 4.47544858 4.55160989 5.27244417 5.31553236
3.12363312 5.15349869 4.55989572 4.70560147 4.67713774 4.47713813
4.71962423 3.40468895 5.92553246 4.17976024 3.71688483 4.172211
3.90034428 5.69156157 5.03039007 3.67226503 5.88288762 4.81683973
3.5102892 4.53369595 3.47325861 5.02058184 4.99269019 4.19259618
3.94854863 4.15167554 3.95954884 4.48493117 4.92248336 4.86669803
5.28755345 4.87532469 5.46225732 5.5527957 5.70292392 5.3949084
5.41755124 3.84965818 4.36176607 5.00130998 4.50953961 4.64612194
5.30368521 5.08091756 6.81851418 5.51722751 5.01062468 5.27484283
4.94528852 5.4863134 4.21514622 5.69953485 5.64800584 5.78934957
5.39702087 5.15511572 5.67166991 5.25416899 5.2089445 4.10461772
4.23454885 4.75006898 5.55357515 5.60490064 4.62892001 5.65406216
4.2492017 4.4936689 5.40952303 6.2552621 5.22092815 5.60039028
4.4398797 5.49276723 4.94958771 5.13520886]
[ 2.52528988 3.39175643 2.86778829 1.90507098 3.88915676 0.
2.34729471 2.61641085 2.43583899 2.39477405 2.07606276 2.80616411
2.325198 2.98258935 2.33580716 2.13458301 2.11584922 2.18103243
1.58098168 3.19347672 2.94546483 4.2210452 3.04596043 3.66303827
3.82292031 5.30928668 2.58776511 3.32819125 3.06438573 2.88211308
2.90041547 1.93379582 2.88447918 3.15720543 2.96246295 3.10489076
3.21970132 3.19623457 3.52920505 3.74857327 2.59714799 4.00602435
2.51560502 4.08199783 3.08138944 3.32085888 2.65354588 2.57307315
2.18098063 1.72581699 3.65729871 2.72819858 1.60351029 1.60500926
2.51053185 2.67406116 2.04947904 1.93336639 1.76718549 7.83389986
6.3748149 6.06177662 5.18758424 4.99544812 6.15427134 4.19906636
5.12584302 5.96761377 5.21640658 6.56501628 6.02403016 5.44749717
5.77429292 5.80844049 4.74642414 6.41122177 5.83474461 6.14483481
5.3658551 5.34361174 6.24389677 4.50752956 6.37255964 6.41429508
5.48625804 5.12840865 6.22829249 6.80620515 6.03917484 6.47463374
6.30689969 6.49343935 6.48330015 5.70153954 5.62978347 5.77725936
6.56942898 5.35690026 4.38002453 5.69605055 5.51985373 6.11419975
5.38657505 6.25532322 5.40446873 6.78583911 5.82553294 6.19780294
5.8332458 5.14457898 6.5956658 5.81600726 6.29933758 6.08607514
6.01251057 7.24595605 6.33333111 5.77985523 6.83868926 6.16075457
5.19623105 7.11901349 6.7376907 6.49029662 6.55143505 5.7763308
5.41658126 7.05720006 6.08246036 6.46360357 5.98588052 6.36452533
6.9245329 6.40288064 6.27557635 6.47511178 7.52421546 7.77087833
6.54962146 6.17567978 6.46361467 6.06156135 6.77786166 6.21033221
6.16973328 6.24808163 8.07127648 6.99706058 6.11265368 6.54963516
6.61101546 6.71738776 6.32835009 6.28912183 6.49884863 7.03258049
6.38920329 7.01104697 6.24960762 5.9943651 6.64841835 5.67507291
6.41257787 6.11094355 6.4410461 7.03080122 6.02041093 6.44937394
5.87530068 6.56442625 6.95387805 7.20860698 5.90746499 6.81311721
5.95462653 6.25045955 5.81736053 6.76164305]
[ 2.55323161 2.66537943 2.84019738 3.16129165 3.98408959 2.34729471
0. 2.48411623 1.90142784 2.01829404 2.42927098 1.8325489
1.59350367 3.08009833 3.10270721 2.82099846 3.01300467 3.22058617
3.26491977 2.8632565 3.05838297 3.38534497 1.82668367 2.61174046
2.7220176 5.42690704 2.05092673 2.58686115 2.92047015 1.45131026
3.33796565 2.60039317 2.43389867 4.02449158 2.60988055 2.52863934
3.07969474 2.81097154 2.99479768 3.70354616 2.95407202 3.22698844
2.33213831 3.56553191 2.92622656 3.09744431 2.402368 2.42453521
2.23130622 2.60859204 3.45817139 1.85362565 3.00462815 2.55152351
2.46353036 3.0384895 2.4824457 2.42812807 2.82348392 7.12931473
6.13684354 5.8264855 4.45519909 4.82043714 5.71346724 3.99345749
4.52144495 4.90946498 5.11882261 6.39245202 5.32924541 4.86926366
4.79889001 6.27556616 4.56261039 5.77785171 4.98762983 5.56631183
5.34638858 4.97201016 5.48803218 3.4808955 5.53744121 5.78057012
4.64573047 4.22837906 5.56878612 6.0580637 5.26972283 5.43768416
5.39833893 5.57677647 5.60691896 4.71167691 5.21484666 6.30964303
6.23343195 4.64739091 4.46600126 5.29966014 4.898671 4.9410827
4.64269747 5.61615267 4.2851622 5.90919327 4.62720243 5.25064677
5.06262841 4.68196141 6.50071327 5.05622196 5.94897326 5.68926136
5.3263077 6.81947789 5.27529649 5.13101529 5.87299492 5.12990668
4.78256214 7.56965904 6.17042245 5.76078436 5.82257399 5.04624299
4.97237918 6.74302398 5.39913035 5.66492421 5.72773817 5.81730144
6.37285291 6.03517587 5.79912537 6.09028613 6.96075678 7.39239526
5.8455018 5.82119329 5.69025893 5.01462515 6.07950439 5.50558279
5.77327913 5.63402843 7.15577085 6.41618483 5.71839518 6.41451101
6.54536595 6.58775016 6.35439039 6.1274566 6.16242596 6.70792612
5.87368332 6.85357065 6.46302711 5.99688055 6.37134245 5.25657839
5.95687184 5.50850252 5.8555763 6.28922482 5.98113579 5.9259055
5.53706812 6.36713911 6.22663877 6.66832263 5.38336192 6.34285375
5.63616452 6.22468178 5.82733624 6.53466798]
[ 2.40778388 3.32440738 3.47107781 3.35149172 2.97502624 2.61641085
2.48411623 0. 3.37718755 2.98991448 3.09440091 2.67640291
2.88015765 4.71611846 4.46057682 2.0541715 2.21669918 2.49439101
3.40447073 2.47029395 2.86723325 3.29879618 2.31652819 2.70716864
2.72858158 4.19161976 2.47943401 3.08478573 2.38467784 2.86076282
3.40231549 2.73644015 2.80165424 2.37596537 1.83772688 2.66170165
2.458086 2.73288713 3.39184286 3.45640917 3.18706667 3.64356714
2.79966784 3.59675038 3.34062596 2.32939054 3.19693729 3.44527064
2.94444208 3.04175486 5.00180338 2.96739277 3.22357651 1.79209956
2.19448521 2.93681678 2.58922203 2.35640088 3.10617351 7.56483222
5.75657192 5.68005789 4.54876617 5.25864644 5.21339017 4.20449385
5.85094772 5.33398026 4.46245219 5.97631032 5.20168493 4.92262573
4.74727385 4.87108557 4.36531688 5.86380289 5.72602753 4.98524092
5.36910369 4.67689176 5.7647911 4.11108979 5.55309826 5.92075249
5.08950524 4.29128128 5.51274438 5.64910056 5.22792884 5.73198232
5.79278395 5.67601124 6.00756374 5.17085355 5.07144846 5.66072409
5.16736237 5.33471857 5.02220992 5.94324984 5.12346574 5.3641247
4.30683495 5.89891684 4.68682044 5.88455676 5.21562121 5.5164757
5.58674332 4.91653574 7.01294769 5.09521726 5.22926913 5.61854777
5.15149594 6.93834252 5.55358702 4.77958724 6.25052632 5.54148727
4.73379281 6.57887996 5.54700024 6.06223073 6.41204914 5.17720585
5.27518237 6.30754255 5.51077184 5.69885446 5.12823274 5.41656664
5.98671222 5.49411995 6.10255664 6.05107128 6.66146438 6.86911254
5.8853153 5.07540652 5.2125804 4.91917587 5.42604197 5.35616365
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2.82025781 3.10981945 2.43485056 3.05069846 2.29602825 2.15657376
0. 1.84444595 3.25408332 2.02806138 2.86812452 2.31034903
2.38801967 1.75694419 2.02143388 2.17769845 2.3435811 7.36114102
5.93208639 5.35056412 4.31719377 3.97512128 5.14648337 3.00610343
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3.25408332 3.14359308 0. 3.1846404 3.71501102 4.44690971
3.58359622 3.63201181 3.55841291 3.81985832 3.38353165 6.9265714
7.13015616 6.39589195 5.3477781 4.14626233 6.47582242 4.16350865
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5.84707071 4.47311098 4.0648276 4.81139194 4.84778372 5.08877655
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2.38801967 2.37444374 3.58359622 2.90927172 2.7678854 2.67941246
0. 2.19977503 1.47168498 2.53897081 2.26016396 6.51710442
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1.75694419 2.3955028 3.63201181 2.52729793 3.06917045 2.65814196
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2.06510362 2.65305976 4.67857342 3.77082803 2.33729867 2.19404957
2.39054705 2.16044166 2.16779953 2.07116924 1.81522131 2.43677597
1.76847684 2.43395865 2.91081874 3.19930453 2.30900174 2.12767885
0. 2.28021186 2.40939657 2.14369433]
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6.22468178 5.76140301 6.316188 6.27493853 6.77396933 5.84935273
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5.50092976 5.86624566 6.97239236 6.70417169 6.80873382 5.77343219
5.42588862 5.77552493 5.89311979 5.91087724 6.42276218 7.51894038
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3.92702426 3.76414115 4.72756123 3.52549485 4.20695534 4.37354323
3.64616762 4.20930622 4.17196745 3.87652461 4.42549965 3.86940282
2.23895044 3.08961265 4.31286855 3.1057517 2.54401919 1.74487179
3.14690173 2.86529773 4.18953933 2.59585241 3.47131972 2.84611029
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3.60079322 2.77008373 2.89659792 3.32496102 2.17728845 2.68854648
3.03111708 3.3376488 3.60608282 3.49531754 3.00166369 2.75299877
2.28021186 0. 1.82621785 3.39251526]
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5.11815174 4.96527563 5.5239334 6.23014913 5.48209536 5.25016841
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5.08550485 5.52445077 6.78532811 6.3155721 6.4240407 5.20612106
5.12248385 5.40829552 5.5366265 5.45612435 6.06544383 7.25333784
5.10011479 3.98953475 5.44457597 6.93980267 5.57964155 5.09939115
7.12858259 6.2010531 4.46836977 6.96238331 3.93607032 7.16925884
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5.12872606 4.83066175 4.66788387 6.41131074 6.44595445 6.69659932
5.3201825 6.38741581 6.68906906 7.01656373 6.17804884 5.49835807
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5.42326698 5.65749081 5.55040905 5.16059785 3.98407462 3.61888239
3.73428297 4.1241604 3.64737525 2.71301599 4.2557577 4.48773619
3.42674778 3.62315705 3.51377407 3.59864253 4.01093859 4.16997129
2.8895048 3.02905608 4.85999354 3.46373299 2.40038117 2.48898787
3.39393028 3.04043668 3.72162071 2.1749573 2.31321676 3.23092632
2.99238792 3.28975657 4.52827532 3.66094829 3.27176999 2.91712246
2.95770149 2.71955067 2.81345284 3.53746752 2.35025274 2.90677558
2.55037482 3.88314055 3.42036085 3.16361428 2.62068311 3.51059034
2.40939657 1.82621785 0. 3.32427633]
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6.53466798 6.24851041 6.70995252 6.76219264 7.31155758 6.29794983
6.35737116 7.62465212 8.13596166 6.30188023 5.79021064 5.64995371
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6.16514295 5.93264169 6.01773676 6.30936622 6.05104945 6.55843205
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5.85049773 5.75881967 6.73476313 6.88403205 6.52184233 5.58459458
7.00522563 5.13104548 6.5576366 5.26917174 6.58497308 6.8977735
5.66493386 6.496442 7.98069981 6.85985952 7.25270366 6.04882445
6.45467823 6.27499217 6.52136425 6.10676362 6.90407953 8.79915734
6.27868367 5.37556241 6.32914616 7.40898064 6.27819425 5.9235061
7.93458587 6.90009574 5.57999065 9.07974462 5.50216364 6.60717889
5.22293988 7.83555457 7.23078325 6.84268133 7.20304004 5.65895014
7.69639919 5.6119073 7.60689598 6.34267092 6.27326552 3.41004233
6.73170353 6.68258684 5.96103743 6.43718353 5.47898232 6.34946681
5.70751915 5.32074814 5.09168741 6.7651565 7.14300306 8.55517965
6.55750926 7.23805505 7.34825968 7.24725676 7.43843589 6.59816296
5.45325627 6.50012998 6.50035574 5.26923366 6.15071675 4.84860676
6.51558023 6.95182623 8.02487972 5.95450469 5.42464915 6.22251554
5.77425711 8.12203752 6.80041988 6.10781913 5.35249331 6.29222383
6.37906817 7.54066051 4.9864034 5.81302082 7.10718141 6.09928685
5.65213032 5.19386702 5.67777358 4.8142728 5.74944401 4.3932134
4.21456681 4.67403745 4.70097877 3.93805482 4.00220987 3.24963051
3.44482525 3.26710694 3.46954331 4.06713845 3.25767108 3.49757203
4.61237473 3.915986 4.1670106 2.67415534 2.31052984 3.28550268
3.84212929 3.9862266 3.87501513 3.08659642 4.36671198 2.54958426
2.27554737 2.85613113 3.91726793 3.34617988 3.03655175 3.13223575
3.11998582 3.82746769 2.86840899 2.78386913 2.3642854 3.4352204
2.49346021 2.93202017 4.35780275 3.75551638 2.52832835 2.51370155
2.14369433 3.39251526 3.32427633 0. ]
]
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