# chunks

text:
2023 we will also work with the Port to advance additional outreach and education Sp eci cally we will work w ith the Port and the Seattle Aquarium s Visitor Engagement De partme nt to design ROV and kelp forest research and conservation outreach material such as signage intended for placement along Centennial Park We also lo ok forward to c ontinuing our collab oration with Sea Potential and we await a funding decision that would supp ort Sea Potential summer interns We lo ok forward to continuing to work with the Port to identify ways of sharing our Urban Kelp Research Project with the broade r Seattle community 21 A New Deep Learning Engine for CoralNet Qimin Chen 1 Oscar Beijbom 2 Stephen Chan 1 Jessica Bouwmeester 3 4 David Kriegman 1 qic003 ucsd edu f oscar beijbom stephenjchan jess bouwmeester g gmail com kriegman cs ucsd edu 1 UC San Diego 2 Motional 3 Smithsonian Conservation Biology Institute 4 Hawai i Institute of Marine Biology Abstract CoralNet is a cloud based website and platform for man ual semi automatic and automatic analysis of coral reef images Users access CoralNet through optimized web based work ows for common tasks

embedding:
-0.005519538186490536 -0.011887696571648121 0.027450410649180412 -0.013136080466210842 -0.012154205702245235 0.03172857686877251 -0.020465074107050896 0.013325441628694534 -0.009482103399932384 -0.02085782401263714 0.0011431826278567314 0.02430841140449047 0.021194465458393097 0.001213316572830081 -0.017182806506752968 -0.0027036620303988457 0.02262519672513008 -0.02169943042099476 0.006273477803915739 -0.029344025999307632 -0.017603609710931778 0.022400768473744392 0.018038440495729446 -0.019525278359651566 -0.0016165864653885365 -0.004520130343735218 0.018178708851337433 -0.02010037750005722 0.0045937709510326385 -0.02568303607404232 0.011032063513994217 -0.0001297477283515036 -0.00639621214941144 0.002091743750497699 -0.014770200476050377 -0.002398579614236951 0.01383741945028305 0.0027352222241461277 0.001517522381618619 -0.014840333722531796 0.00552304508164525 -0.009615357965230942 0.0006158633623272181 -0.03862975537776947 -0.025977598503232002 -0.009867840446531773 -0.01608871854841709 -0.019455144181847572 -0.0021986979991197586 0.014391477219760418 0.01436342392116785 0.011901723220944405 -0.007157165091484785 0.0002395511110080406 -0.014700066298246384 0.00043570686830207705 -0.019609440118074417 -0.007139631547033787 0.011866657063364983 0.0027299621142446995 0.031111400574445724 0.003182325977832079 -0.009180528111755848 0.019525278359651566 -0.00038376395241357386 -0.01042189821600914 -0.01694435067474842 0.02178359031677246 0.002195191103965044 -0.008275800384581089 0.04179980605840683 0.019104475155472755 0.02000219002366066 -0.00979770626872778 0.0064172521233558655 -0.008261773735284805 -0.0016630501486361027 -0.01799635961651802 -0.0003627237747423351 0.006967803463339806 1.5355490177171305e-05 -0.019300850108265877 -0.03400091826915741 0.023607071489095688 0.005470444448292255 -0.0033313604071736336 -0.002135577378794551 0.003075371729210019 -0.020927956327795982 0.0002838231448549777 0.0075955018401145935 0.03537554293870926 0.02569706179201603 -0.004281674977391958 -0.024462705478072166 0.01611677184700966 -0.015331271104514599 0.0248414296656847 0.007623555604368448 -0.03641352429986 0.009664451703429222 -0.007167684845626354 -0.004814692307263613 -0.02263922430574894 -0.02482740208506584 -0.012708263471722603 0.027506517246365547 -0.004912879783660173 0.02854449860751629 0.002747495658695698 -0.002903543645516038 0.021194465458393097 -0.011333638802170753 -0.014643958769738674 -0.002668594941496849 -0.04471737891435623 -0.014559798873960972 0.02252700924873352 0.011018035933375359 -0.010302670300006866 0.023971768096089363 0.0024564398918300867 -0.004951453767716885 -0.016916297376155853 3.054660282941768e-06 0.023663179948925972 -0.02242882177233696 -0.02841825783252716 0.0167479757219553 -0.0161027442663908 -0.023031974211335182 0.005088214762508869 0.004748065490275621 0.015639860183000565 -0.026791151612997055 0.036273255944252014 -0.016607709228992462 -0.027562623843550682 -0.009727572090923786 -0.009117407724261284 -0.007932144217193127 0.022288555279374123 -0.016579654067754745 -0.008500229567289352 0.008240733295679092 0.008640496991574764 -0.009566264227032661 0.01179652288556099 0.01768777146935463 -0.005428364034742117 0.004881319589912891 0.0014105681329965591 -0.018136627972126007 0.007195738609880209 0.02579524926841259 -0.01872575283050537 0.024027874693274498 0.02728208899497986 -0.015569726936519146 -0.01895018108189106 -0.005039121024310589 -0.0011878929799422622 -0.008612443692982197 -0.011480920016765594 0.021825671195983887 0.029820935800671577 0.02464505471289158 0.006820522248744965 0.002445919904857874 -0.018178708851337433 -0.007735769730061293 0.014559798873960972 -0.03021368570625782 0.005835141055285931 -6.7229921114631e-05 -0.005807087291032076 -0.002125057391822338 0.0075955018401145935 -0.011361692100763321 -0.03439366817474365 0.008598417043685913 -0.01042189821600914 -0.01683213748037815 0.016902271658182144 -9.210553980665281e-05 -0.013374535366892815 0.04171564802527428 -0.009608345106244087 0.016074690967798233 -0.007819930091500282 0.016481466591358185 0.008963112719357014 -0.004786639008671045 0.01686019077897072 -0.6252577900886536 -0.015443486161530018 0.02757665142416954 -0.005351216997951269 0.004015165846794844 -0.0023600058630108833 -0.0009380409610457718 -0.005375763867050409 0.017926225438714027 0.017421262338757515 0.0047585852444171906 -0.0027071686927229166 -0.025626929476857185 -0.0031770658679306507 0.0001333639957010746 -0.01810857467353344 0.0016542834928259254 -0.008500229567289352 0.022288555279374123 0.01042189821600914 -0.0433708056807518 0.0024371531326323748 -0.004348302260041237 0.013872486539185047 0.011978871189057827 0.01520503032952547 -0.008402042090892792 -0.018473271280527115 -0.00810046587139368 0.014966575428843498 -0.022891705855727196 0.01510684285312891 0.01789817214012146 -0.006617133971303701 0.05641571432352066 -0.010246563702821732 -0.018445216119289398 0.020366886630654335 0.010905821807682514 0.03632936254143715 -0.03708680719137192 -0.00047208883916027844 0.028053561225533485 -0.0035785825457423925 -0.016144825145602226 0.018487296998500824 0.015850262716412544 0.003238433040678501 -0.015962475910782814 -0.008654523640871048 0.0004352685355115682 -0.022555064409971237 -0.01516295038163662 -0.015597780235111713 0.025935517624020576 -0.017182806506752968 0.028572551906108856 -0.024364518001675606 -0.0010300916619598866 0.014643958769738674 -0.024490758776664734 0.002028623130172491 -0.034982793033123016 -0.03444977477192879 -0.020394939929246902 0.020675474777817726 -0.03391675651073456 -0.001407938078045845 0.0005737830069847405 -0.02262519672513008 0.02979288250207901 0.006231397390365601 0.0045937709510326385 -0.0019988163840025663 -0.002617747988551855 0.031195560470223427 0.02296184003353119 -0.003219146281480789 -0.011880683712661266 0.007350033149123192 -0.004583250731229782 -0.015331271104514599 0.017224887385964394 0.014489664696156979 0.007812917232513428 -0.009306768886744976 -0.018767831847071648 -0.009250662289559841 0.018767831847071648 -0.022723384201526642 0.003811777802184224 0.03094307892024517 -0.013395575806498528 -0.014812280423939228 0.0014605385949835181 0.012553968466818333 0.0030490714125335217 0.00885089859366417 0.007357046473771334 -0.03397286310791969 0.005954368505626917 -0.026875311508774757 0.02914765104651451 -0.00591930141672492 0.029400132596492767 -0.004790145438164473 -0.0024161129258573055 0.009089354425668716 0.018178708851337433 -0.025135992094874382 -0.03010147251188755 -0.006729348096996546 -0.024490758776664734 -0.015836235135793686 0.0015911629889160395 -0.0328507199883461 -0.008619456551969051 0.004961973521858454 0.010260590352118015 -0.0024055929388850927 0.016705896705389023 -0.007497314363718033 -0.0031367389019578695 -0.008843885734677315 0.008451135829091072 -0.007700702641159296 -0.01542945858091116 -0.029764829203486443 -0.023200295865535736 -0.013297388330101967 -0.005659806076437235 -0.01558375358581543 0.012610075995326042 -0.004008152522146702 0.03380454331636429 0.03178468719124794 0.019132528454065323 -0.006262957584112883 -0.01673395000398159 -0.01453174464404583 -0.0227374117821455 -0.012294473126530647 0.013072960078716278 -0.024504786357283592 -0.017617637291550636 -0.008177612908184528 -0.017968306317925453 -0.0018725752597674727 -0.015415431931614876 -0.02948429249227047 -0.0061226896941661835 -0.010919848456978798 -0.019413065165281296 0.027618732303380966 0.014131981879472733 -0.0055335648357868195 -0.011950816959142685 -0.005614219233393669 -0.015401405282318592 -0.03254213184118271 0.019188636913895607 -0.003790737595409155 -0.030494222417473793 -0.01590636931359768 0.01758958399295807 0.011235451325774193 0.005403817165642977 0.015822209417819977 -0.0058281272649765015 -0.008647510781884193 0.00036820300738327205 -0.01510684285312891 -0.0020181031432002783 0.004134393762797117 0.004439475946128368 -0.0031051787082105875 -0.027871213853359222 -1.1061158147640526e-05 -0.016341200098395348 -0.0034418213181197643 0.01916058175265789 -0.013620004057884216 0.005985928699374199 -0.013381549157202244 0.016046637669205666 0.005242509301751852 0.05187103524804115 0.03537554293870926 -0.024238277226686478 0.007651608902961016 0.006781948730349541 0.007693689316511154 -0.01873977854847908 0.018823940306901932 0.004144913516938686 0.01311504002660513 -0.00763056892901659 -0.004442982841283083 0.03094307892024517 0.039331093430519104 0.023550964891910553 0.005319656804203987 0.0063856919296085835 -0.0006163016660138965 -0.007258858997374773 0.002260065171867609 0.0035978693049401045 -0.03273850679397583 0.026454508304595947 0.006035022437572479 -0.0003916540299542248 -0.01462993212044239 -0.010821660980582237 -0.005957874935120344 0.017926225438714027 0.018192734569311142 -0.006455826107412577 -0.009601331315934658 -0.02495364286005497 0.019932055845856667 -0.005740460008382797 -0.018501324579119682 0.001404431415721774 0.009601331315934658 0.0033243470825254917 0.007833956740796566 0.00043000851292163134 0.02536042034626007 0.012603062205016613 -0.007307952735573053 -0.009559251368045807 -0.0022530516143888235 0.019441118463873863 0.02136278711259365 -0.0049900272861123085 0.01179652288556099 0.01852937787771225 0.016172878444194794 0.016299119219183922 0.020927956327795982 0.021923858672380447 0.0188519936054945 0.019328903406858444 -0.0033278537448495626 0.0330190435051918 -0.0015780128305777907 0.031307775527238846 0.004267647862434387 -0.009678478352725506 -0.007876037620007992 -0.010141362436115742 0.01042891200631857 -0.03200911357998848 -0.004158940631896257 -0.008275800384581089 -0.025093911215662956 -0.0009617111645638943 0.015962475910782814 0.029007382690906525 0.00941898301243782 0.0023757859598845243 0.008226706646382809 -0.002589694457128644 -0.0016534067690372467 0.0031402455642819405 -0.010772567242383957 0.0031963526271283627 -0.019090449437499046 -0.02399982139468193 -0.022877680137753487 -0.002517807064577937 -0.014335369691252708 0.0005435377825051546 -0.02495364286005497 -0.006305037997663021 0.009341835975646973 -0.005179388914257288 -0.009411970153450966 0.006013982463628054 0.015289191156625748 -0.0014535251539200544 -0.018683671951293945 0.010877768509089947 0.02652464248239994 0.00018234815797768533 -0.009397943504154682 -0.02230258099734783 0.015134896151721478 0.0022214914206415415 0.010225523263216019 0.002489753533154726 0.006070089526474476 -0.00810046587139368 0.013956647366285324 -0.0336642749607563 0.005494991317391396 0.004912879783660173 -0.030045364052057266 -0.010036162100732327 -0.02693141996860504 0.004309728275984526 0.016018584370613098 -0.01736515387892723 -0.019918028265237808 0.04940232262015343 -0.004702478181570768 -0.011852629482746124 -0.009790693409740925 -0.019300850108265877 -0.02147500216960907 0.01653757505118847 -0.00037587390397675335 0.004853266291320324 -0.0005264425999484956 -0.03198106214404106 -0.001555219292640686 -0.004274661652743816 -0.017757903784513474 -0.016902271658182144 -0.004891839809715748 0.001981282839551568 -0.030915025621652603 -0.00100028479937464 0.003248953027650714 0.07905493676662445 0.038910288363695145 0.0014245948987081647 0.028179802000522614 0.005063667893409729 0.001523659098893404 -0.03043811395764351 -0.020563261583447456 -0.0044324626214802265 -0.017112672328948975 -0.0009424243471585214 0.008591403253376484 0.016158850863575935 -0.00549849821254611 0.008991166949272156 0.009727572090923786 0.005617725662887096 -0.009930960834026337 0.0002654129930306226 -0.007483287714421749 -0.008563349954783916 -0.026889339089393616 0.014672012999653816 0.044072143733501434 0.013304401189088821 0.0036329361610114574 0.031953006982803345 0.048280179500579834 0.0024073461536318064 0.00843009538948536 0.0061226896941661835 0.03717096894979477 0.01284151803702116 0.014952548779547215 -0.012624102644622326 0.010029148310422897 0.004604290705174208 0.004064259584993124 0.024280358105897903 0.02388760820031166 0.0013299142010509968 0.014300303533673286 0.0030806318391114473 -0.035431649535894394 -0.014405503869056702 -0.010919848456978798 0.011403772979974747 0.03450588136911392 -0.006802988704293966 -0.03588050603866577 0.028249936178326607 -0.004197514150291681 -0.03680627420544624 -0.024897536262869835 -0.0025441073812544346 0.006992350332438946 0.005779033526778221 -0.006729348096996546 0.02883906103670597 -0.01791219972074032 0.000402174104237929 -0.014573825523257256 -0.009685492143034935 -0.004681438207626343 -0.02064742147922516 -0.011109210550785065 0.0005023340927436948 0.011782496236264706 -0.03966773673892021 0.004292194731533527 -0.00047734889085404575 -0.02820785716176033 -0.040789879858493805 -0.013865472748875618 -0.0029719241429120302 -0.0014351150020956993 0.00758147519081831 0.004751571919769049 0.007876037620007992 0.023733314126729965 0.004334275145083666 -0.004211540799587965 -0.00552304508164525 -0.044044092297554016 0.004895346704870462 -0.0003368619072716683 -0.0008135532843880355 -0.011403772979974747 -0.00020075829525012523 0.03369232639670372 0.030971132218837738 0.002721195574849844 0.02011440321803093 0.013339468277990818 0.015415431931614876 0.009145461022853851 0.04222061112523079 0.023775393143296242 -0.01094088889658451 -0.027955373749136925 0.001849781721830368 -0.03212132677435875 -0.015036708675324917 -0.0017252940451726317 0.023522911593317986 0.006546999793499708 -0.010786594823002815 0.0223306342959404 -0.014854361303150654 -0.004558703862130642 0.022695330902934074 -0.010400857776403427 0.006718827877193689 -0.026777124032378197 0.005098734982311726 0.009461063891649246 -0.006066582631319761 0.02578122355043888 0.006312051322311163 0.00904727354645729 0.025739142671227455 -0.006585573777556419 0.03391675651073456 -0.009937974624335766 -0.005593178793787956 0.01980581507086754 -0.01632717251777649 -0.000842045177705586 -0.019511252641677856 0.017491396516561508 0.003564555663615465 -0.0009380409610457718 -0.01969360001385212 -0.035543862730264664 -0.001768251066096127 -0.02482740208506584 0.008212679997086525 -0.007076511159539223 -0.020591314882040024 -0.012764371000230312 -0.009762639179825783 -0.010456965304911137 0.02357901819050312 -0.012862558476626873 0.023733314126729965 -0.030690597370266914 -0.0027983428444713354 -0.009980054572224617 0.01757555641233921 0.012820477597415447 -0.006312051322311163 0.007097551133483648 -0.0009178774780593812 0.002195191103965044 -0.011053103022277355 -0.016046637669205666 -0.027744973078370094 -0.013991713523864746 0.049963392317295074 0.014391477219760418 0.029764829203486443 -0.0038713915273547173 0.02073158137500286 0.005088214762508869 0.00810046587139368 -0.023494858294725418 -0.013058933429419994 0.0057579935528337955 -0.02998925745487213 0.008759724907577038 0.001702500507235527 0.011607160791754723 -0.01840313710272312 0.010863741859793663 0.004355315584689379 0.027225982397794724 0.004870799835771322 -0.0009178774780593812 -0.029428185895085335 -0.02620202675461769 -0.015766100957989693 0.008752711117267609 -0.013023866340517998 -0.004144913516938686 -0.024027874693274498 0.017309047281742096 0.03694654256105423 0.013290374539792538 0.010821660980582237 0.0053862836211919785 0.01526113785803318 -0.02021259069442749 0.007455233950167894 0.002298638690263033 0.006771428510546684 -0.004127380438148975 -0.009987068362534046 -0.033327631652355194 -0.016691869124770164 0.021937884390354156 0.00994498748332262 0.0025037804152816534 0.017505422234535217 0.02223244681954384 -0.0035891025327146053 0.013963660225272179 -0.0023687726352363825 -0.026608802378177643 -0.0030525780748575926 -0.017828037962317467 -0.0006110416143201292 -0.014223155565559864 -0.0023792926222085953 -0.02327043004333973 -0.006150743458420038 -0.00555811170488596 -0.015864288434386253 0.030915025621652603 -0.006795975379645824 -0.01131259836256504 0.03391675651073456 0.015752075240015984 0.027646785601973534 0.0052845897153019905 0.031083347275853157 0.01042189821600914 0.012238366529345512 -0.015443486161530018 0.020184537395834923 -0.012525915168225765 -0.014910467900335789 0.045446768403053284 0.03400091826915741 -0.03621714934706688 -0.018501324579119682 -0.000978367985226214 0.013086986728012562 -0.01358493696898222 -0.04766299948096275 0.0067749349400401115 0.016776029020547867 0.031027238816022873 -0.015191003680229187 -0.009552237577736378 -0.029007382690906525 -0.00322265294380486 -0.032261595129966736 -0.001338680856861174 -0.005733446683734655 -0.006024502217769623 -0.0136340307071805 0.010548138990998268 -0.005537071730941534 0.031307775527238846 0.02463102713227272 0.0223306342959404 0.005372256971895695 0.02325640246272087 -0.010513071902096272 0.008549323305487633 -0.007188725285232067 0.02158721536397934 -0.021096277981996536 0.007854997180402279 0.011004009284079075 0.01111622340977192 -0.01948319934308529 -0.004404409322887659 -0.02421022392809391 0.03523527458310127 -0.025023777037858963 -0.0041519273072481155 -0.012575008906424046 -0.0026580749545246363 0.010204482823610306 -0.02705766074359417 -0.0026265147607773542 -0.011607160791754723 -0.02472921460866928 -0.005123281851410866 0.03949941322207451 -1.65198216564022e-05 0.01315711997449398 -0.014342383481562138 0.006287504453212023 -0.008345934562385082 -0.012806450948119164 0.017561528831720352 -0.010435924865305424 -0.03450588136911392 -0.023242376744747162 0.0050741881132125854 -0.015345298685133457 0.024673108011484146 0.009334823116660118 0.014475638046860695 -0.003931005485355854 0.015345298685133457 -0.011256491765379906 0.006483879406005144 0.01820676214993 -0.0033120736479759216 -0.05347009003162384 -0.0014666753122583032 -0.011018035933375359 -0.02116641215980053 0.008591403253376484 -0.039415255188941956 -0.0419120229780674 -0.0053862836211919785 -0.015176977030932903 0.027618732303380966 -0.015513619408011436 0.011305585503578186 0.02684725821018219 -0.0054003107361495495 -0.0005913164932280779 -0.00837398786097765 -0.01906239427626133 0.026173973456025124 -0.002116290619596839 -0.004513116553425789 0.023943714797496796 -0.013921580277383327 0.016607709228992462 -0.024252304807305336 -0.005596685688942671 -0.015850262716412544 -0.04558703675866127 -0.028390204533934593 0.01569596864283085 -0.007476274389773607 -0.014952548779547215 -0.015962475910782814 -0.0105200856924057 -0.035740237683057785 -0.021110305562615395 -0.01142481341958046 0.008275800384581089 -0.0077427830547094345 0.01358493696898222 0.01346570998430252 0.022092180326581 -0.004425449296832085 0.008843885734677315 -0.01935695670545101 -0.009131434373557568 -0.001630613231100142 -0.02695947326719761 0.007644595578312874 0.0025213139597326517 0.03545970097184181 0.014728119596838951 -0.043314699083566666 -0.018487296998500824 -0.01833300292491913 -0.03234575688838959 -0.012806450948119164 -0.022484930232167244 0.00771472929045558 0.008710631169378757 -0.005673832725733519 0.017393209040164948 0.033411793410778046 -0.026286186650395393 0.024925589561462402 -0.006276984233409166 -0.006245424039661884 0.020661449059844017 -0.024659080430865288 0.019497225061058998 0.003517215372994542 -0.024771295487880707 -0.004730531945824623 0.02917570434510708 0.014377450570464134 -0.017743878066539764 0.037114862352609634 -0.012560982257127762 -0.022779492661356926 0.030999185517430305 0.0027580158784985542 -0.00423959456384182 0.013058933429419994 0.019342930987477303 -0.053217604756355286 0.004236087668687105 0.016186906024813652 -0.0017691277898848057 -0.016705896705389023 0.013402588665485382 0.019609440118074417 0.009299756027758121 0.015275164507329464 -0.022807545959949493 -0.01652354747056961 0.026187999173998833 0.009089354425668716 0.041098468005657196 0.01578012853860855 0.008486201986670494 0.022400768473744392 0.03470225632190704 -0.00457623740658164 -0.030774757266044617 -0.016355225816369057 -0.0322054885327816 0.005831634160131216 0.010758540593087673 -0.0042992085218429565 0.013984700664877892 -0.032037168741226196 0.010562165640294552 -0.0313919372856617 -0.009222608059644699 -0.001069542020559311 -0.012378633953630924 -0.034169238060712814 0.009755626320838928 0.02010037750005722 -0.02356499247252941 -0.01189471036195755 0.011579107493162155 -0.018711725249886513 -0.014131981879472733 -0.024981696158647537 -0.007721743080765009 -0.016299119219183922 -0.025823304429650307 -3.350537735968828e-05 -0.024981696158647537 -0.032794613391160965 0.0044009024277329445 0.009748612530529499 -0.0028649698942899704 0.008444122038781643 0.19278407096862793 -0.015822209417819977 0.0024406597949564457 0.013199200853705406 -0.003085891716182232 0.005642272531986237 0.010772567242383957 0.009937974624335766 0.008037345483899117 0.006080609280616045 -0.0006956406868994236 0.00497249374166131 -0.009341835975646973 -0.007960198447108269 0.0199040025472641 0.004698971752077341 -0.031223613768815994 -0.021559162065386772 -0.015036708675324917 0.017926225438714027 0.009664451703429222 -0.010583206079900265 -0.007981237955391407 -0.0019181623356416821 0.01622898504137993 -0.005659806076437235 -0.001473688636906445 0.005067174788564444 -0.0006408485351130366 0.009678478352725506 -0.01232252735644579 0.016439387574791908 0.006525959819555283 -0.004236087668687105 -0.008044359274208546 -0.010730487294495106 0.04011659324169159 0.003345387289300561 0.0006973940180614591 0.025206124410033226 0.013977686874568462 -0.019104475155472755 0.02085782401263714 0.0011764962691813707 -0.006869615986943245 0.014952548779547215 -0.0017822778318077326 -0.008458148688077927 0.007960198447108269 0.008128519169986248 -0.04914984107017517 0.012525915168225765 0.02853047288954258 0.014980602078139782 0.0041379001922905445 -0.014840333722531796 -0.017603609710931778 0.01225940603762865 0.017393209040164948 0.028446311131119728 -0.012126152403652668 0.025767195969820023 0.01914655603468418 0.03369232639670372 -0.01925876922905445 0.012708263471722603 -0.014335369691252708 0.03402896970510483 0.021825671195983887 -0.007223791908472776 0.006392705254256725 -0.01608871854841709 -0.02010037750005722 0.0008644003537483513 -0.020507153123617172 -0.043426912277936935 0.02359304577112198 -0.006045542657375336 0.047550786286592484 0.03276655822992325 0.009033246897161007 0.00825476087629795 -0.013577924109995365 -0.003811777802184224 -0.012329540215432644 -0.03725513070821762 0.0206333938986063 0.004513116553425789 -0.0009424243471585214 -0.0011361693032085896 0.007058977615088224 -0.01642535999417305 -0.0032436931505799294 -0.025935517624020576 0.014812280423939228 0.02011440321803093 0.02421022392809391 0.01747736893594265 -0.020885877311229706 0.012385647743940353 -0.02830604463815689 0.04642864316701889 0.01364104449748993 0.014447583816945553 -0.00201284303329885 0.020465074107050896 -0.010919848456978798 0.034898631274700165 0.031111400574445724 -0.010772567242383957 -0.0012378634419292212 -0.01331842876970768 0.01420912891626358 0.010919848456978798 -0.02241479605436325 0.028782954439520836 0.027225982397794724 -0.028348123654723167 0.029203757643699646 0.004705985076725483 -0.009096367284655571 -0.03083086386322975 -0.019749706611037254 0.007258858997374773 -0.0038328177761286497 -0.03778814896941185 -0.004309728275984526 -0.0021180438343435526 -0.006802988704293966 -0.02621605433523655 0.017491396516561508 0.006175290327519178 0.008864925242960453 -0.008317881263792515 0.008338920772075653 -0.0032962935511022806 0.014202116057276726 -0.025556795299053192 -0.010660353116691113 0.005442391149699688 -0.003071865066885948 -0.005477457772940397 -0.006399718578904867 0.009461063891649246 -0.014643958769738674 -0.011081157252192497 0.022583117708563805 0.019497225061058998 -0.017561528831720352 -0.008458148688077927 -0.006392705254256725 0.011347665451467037 0.005561618600040674 -0.00518640223890543 0.033327631652355194 -0.022456876933574677 -0.018361056223511696 -0.008836871944367886 0.0034277946688234806 0.00047954058391042054 -0.035852450877428055 -0.004572730511426926 0.014601878821849823 -0.019230715930461884 -0.02770289219915867 0.0004205842560622841 -0.1807771474123001 0.0018024413147941232 0.020086349919438362 -0.031644418835639954 0.010863741859793663 0.03433755785226822 0.003668003249913454 -0.00810046587139368 -0.01358493696898222 -0.004681438207626343 0.0391627736389637 0.021615268662571907 -0.025753170251846313 -0.027534570544958115 0.006795975379645824 -0.005175882019102573 -0.005267056170850992 0.02399982139468193 0.007826943881809711 -0.009341835975646973 0.03391675651073456 -0.035319432616233826 -0.008907006122171879 -0.009306768886744976 0.007223791908472776 0.00046726714936085045 -0.008359961211681366 0.007728756405413151 0.0055826585739851 -0.030353954061865807 -0.012483835220336914 -0.005859687924385071 0.04095819965004921 0.01284151803702116 -0.0009415476815775037 -6.202467193361372e-05 -0.0033594139385968447 -0.005603699013590813 -0.024055929854512215 0.030774757266044617 0.02328445576131344 0.038994450122117996 0.007819930091500282 0.0033243470825254917 -0.02411203645169735 0.016874216496944427 0.0016034364234656096 -0.009734585881233215 0.019020315259695053 -0.01211212482303381 0.0011870163725689054 -0.03902250528335571 0.008444122038781643 -0.006985337007790804 0.01137571968138218 0.031953006982803345 -0.005740460008382797 -0.0042220610193908215 -0.0036048826295882463 0.0022057113237679005 -0.014244196005165577 0.0001498016354162246 0.013872486539185047 -0.014005741104483604 -0.017000459134578705 -0.023550964891910553 -0.02001621574163437 0.0038328177761286497 -0.03450588136911392 0.010590219870209694 0.015752075240015984 0.002645801519975066 -0.00023034603509586304 0.005978915374726057 -0.0028193830512464046 0.0015876562101766467 0.001755977631546557 0.027394302189350128 0.014054834842681885 0.021825671195983887 0.009959014132618904 0.03217743709683418 -0.02000219002366066 0.026875311508774757 0.004362328909337521 -0.01241370104253292 -0.014770200476050377 -0.008198653347790241 0.0064172521233558655 0.008345934562385082 0.009825759567320347 -0.03823700547218323 0.014714092947542667 0.003236679593101144 0.02442062459886074 0.016495494171977043 0.005982421804219484 0.009447037242352962 -0.012645143084228039 -0.014230169355869293 -0.0013360509183257818 -0.0006557520246133208 0.017014484852552414 0.018375083804130554 0.012441754341125488 0.0038994450587779284 0.0029771842528134584 0.02928791753947735 0.04990728572010994 -0.010008107870817184 -0.016074690967798233 0.00832489412277937 0.030915025621652603 0.02399982139468193 0.0017007471760734916 0.005004053935408592 -0.010590219870209694 0.003955552354454994 0.017954278737306595 0.0031647924333810806 0.030045364052057266 -0.009299756027758121 0.0064172521233558655 -0.000859140302054584 -0.008773751556873322 -0.019104475155472755 -0.10003899782896042 -0.014728119596838951 -0.008226706646382809 0.04454905539751053 -0.022400768473744392 0.04771910980343819 0.007967211306095123 0.024392571300268173 -0.04087403789162636 0.03063448891043663 0.01938501186668873 -0.024462705478072166 -0.012385647743940353 0.01279242429882288 0.017407234758138657 -0.024027874693274498 -0.042893894016742706 -0.02127862721681595 -0.005898261442780495 0.020759636536240578 0.02127862721681595 -0.0001126525821746327 0.006350624840706587 0.0105200856924057 -0.016299119219183922 -0.0027983428444713354 -0.015948450192809105 0.02589343674480915 0.01084270142018795 0.01378832571208477 0.02801148220896721 -0.017757903784513474 0.02526223286986351 -0.01959541253745556 -0.03781620040535927 -0.022246474400162697 -0.027660811319947243 -0.013956647366285324 0.011235451325774193 -0.0378723070025444 0.014798253774642944 0.01788414642214775 0.012013937346637249 -0.020885877311229706 -0.023438751697540283 0.005452910903841257 -0.01864159107208252 0.015176977030932903 -0.0040046460926532745 -0.011515987105667591 -0.033636219799518585 -0.021545134484767914 -0.023649152368307114 0.024041902273893356 0.01587831601500511 -0.013093999586999416 0.006361145060509443 0.01735112816095352 -0.035095006227493286 0.01000109501183033 -0.021839696913957596 0.018599512055516243 -0.01927279680967331 -0.0085773766040802 0.0023775394074618816 -0.006718827877193689 -0.033944807946681976 -0.013977686874568462 0.0037451505195349455 -0.007230805698782206 -0.011151290498673916 0.0059754084795713425 0.002260065171867609 0.0009766146540641785 -0.024602973833680153 -0.018501324579119682 -0.011389746330678463 -0.01642535999417305 0.008500229567289352 0.0006390952039510012 -0.015724021941423416 -0.01946917176246643 0.015092816203832626 -0.007108071353286505 0.004344795364886522 0.0141600351780653 -0.02085782401263714 -0.01969360001385212 -0.0013185173738747835 -0.013627017848193645 0.00020842919184360653 0.010232537053525448 -0.0062384107150137424 0.00397659232839942 0.011382732540369034 0.0007802397012710571 -0.012182259000837803 0.004916386678814888 0.005193415563553572 0.014237182214856148 -0.029315972700715065 -0.011950816959142685 -0.08157975971698761 0.013290374539792538 0.0032822666689753532 -0.019427090883255005 -0.005603699013590813 -0.0006276984349824488 0.0005356476758606732 0.015247111208736897 0.013830405659973621 0.022484930232167244 -0.03473030775785446 0.03228965029120445 0.008829858154058456 -0.004698971752077341 -0.022246474400162697 -0.011852629482746124 0.03843338042497635 -0.015359325334429741 0.03618909418582916 0.00847918912768364 -4.405286017572507e-05 0.004646371118724346 0.02199399285018444 -0.0011800029315054417 -0.0007254475494846702 0.007490301039069891 -0.014005741104483604 -0.000345628650393337 0.008535295724868774 -0.01242071483284235 -0.0009056040435098112 -0.006473359186202288 -0.020689502358436584 0.02757665142416954 -0.025963570922613144 -0.011508973315358162 0.026973498985171318 0.038685861974954605 -0.00952418427914381 0.050384197384119034 -0.028081614524126053 -0.019399037584662437 0.014272249303758144 -0.00927170179784298 -0.03761982545256615 0.0030052377842366695 -0.0035347486846148968 -6.575053703272715e-05 0.0031682990957051516 -0.0031840791925787926 0.027744973078370094 0.012946718372404575 -0.009839787147939205 -0.022905733436346054 0.016257038339972496 -0.017645690590143204 0.0007850613910704851 -0.006140223238617182 0.007321979384869337 -0.00937690306454897 0.02789926715195179 0.007307952735573053 0.015443486161530018 0.0031840791925787926 0.007178205065429211 -0.0004188308957964182 -0.01747736893594265 -0.012932691723108292 0.011018035933375359 -0.023873580619692802 -0.026454508304595947 -0.017617637291550636 -0.0008161833393387496 0.018038440495729446 -0.0049900272861123085 -0.019188636913895607 0.003643456380814314 -0.03245797008275986 -0.018501324579119682 0.024771295487880707 0.012084071524441242 -0.0011238958686590195 -0.0008968373294919729 -0.005849167704582214 0.005305629689246416 0.008542309515178204 0.013444669544696808 0.019413065165281296 -0.003825804451480508 0.006648694165050983 -0.0024950136430561543 0.02199399285018444 0.023929687216877937 -0.011824576184153557 -0.015934422612190247 0.020703528076410294 0.018669646233320236 0.00011172112135682255 0.005887741222977638 0.011978871189057827 0.010029148310422897 0.017196834087371826 -0.007076511159539223 -0.03125166893005371 -0.028165776282548904 0.010190456174314022 -0.011558067053556442 -0.018683671951293945 0.00457623740658164 0.015120869502425194 0.012813464738428593 -0.011922763660550117 0.0014605385949835181 0.0016735702520236373 -0.0023056520149111748 0.01916058175265789 -0.016172878444194794 -0.01747736893594265 -0.028039535507559776 0.031083347275853157 0.002615994540974498 -0.008535295724868774 0.021348759531974792 0.006525959819555283 0.034982793033123016 0.0516185536980629 0.018276896327733994 -0.02580927684903145 0.02780107967555523 -0.006838055793195963 0.003110438585281372 0.01236460730433464 -0.004064259584993124 -0.021334733814001083 -0.011123237200081348 0.008556336164474487 0.00805838592350483 -0.013283361680805683 -0.015625834465026855 0.10060007125139236 0.03865780681371689 -0.02251298353075981 0.030578382313251495 -0.024771295487880707 0.003047318197786808 0.0010055449092760682 0.029708722606301308 0.0017331840936094522 -0.02968066744506359 0.016691869124770164 -0.01062528695911169 -0.0053862836211919785 -0.011593134142458439 -0.01608871854841709 -0.01916058175265789 -0.007665635552257299 0.03273850679397583 -0.009720559231936932 0.0014368683332577348 0.018389109522104263 0.006929229944944382 0.011593134142458439 0.037114862352609634 -0.05902469530701637 -0.009222608059644699 -0.0056808460503816605 -0.018178708851337433 -0.008815831504762173 -0.036497682332992554 0.01174041535705328 0.0068590957671403885 -0.0355999693274498 -0.01021850947290659 -0.009923947043716908 0.020142456516623497 0.00615775678306818 -0.008556336164474487 0.007890064269304276 0.007539394777268171 0.007847984321415424 0.01278541050851345 -0.02632826752960682 -0.01917460933327675 -0.014643958769738674 0.00867556408047676 0.008296840824186802 -0.02883906103670597 -0.0042886883020401


text:
and other systems can interface through API s Today marine scientists are widely using Co ralNet and nearly 3 000 registered users have up loaded 1 741 855 images from 2 040 distinct sources with over 65 million annotations CoralNet is hosted on AWS is free for users and the code is open source 1 In January 2021 we released CoralNet 1 0 which has a new machine learning engine This paper provides an overview of that engine and the process of choosing the particular archi tecture its training and a comparison to some of the most promising architectures In a nutshell CoralNet 1 0 uses transfer learning with an Ef cientNet B0 backbone that is trained on 16M labelled patches from benthic images and a hierarchical Multi layer Perceptron classi er that is trained on source speci c labelled data When evaluated on a hold out test set of 26 sources the error rate of CoralNet 1 0 was 18 4 relative lower than CoralNet Beta 1 Introduction It is commonly understood that coral reefs are in rapid decline globally due to confounding factors including rising temperatures ocean acidi cation pollution over shing disease predators like crown of thorns

embedding:
-0.013437136076390743 0.0029230809304863214 0.0053560854867100716 0.000774651241954416 0.012616865336894989 0.005206629633903503 -0.015112432651221752 0.006030375137925148 0.004313369281589985 -0.033116664737463 -0.004831251688301563 0.02825065702199936 -0.00907163042575121 0.0021862282883375883 -0.01487608440220356 0.015348781831562519 0.03275519236922264 -0.004466300830245018 -0.023857345804572105 -0.021507758647203445 -0.020826518535614014 0.024677615612745285 -0.0195335503667593 -0.00019181633251719177 -0.0020524130668491125 0.004299466498196125 0.023815637454390526 -0.0283062681555748 -0.002888323739171028 -0.0290848296135664 0.022189000621438026 -0.015251461416482925 -0.013569213449954987 -0.01135170366615057 -0.01878279447555542 8.607839117757976e-05 0.013166029937565327 -0.000845469010528177 -0.0030429933685809374 0.0039032341446727514 0.023760026320815086 -0.011045839637517929 0.0028570422437042 -0.04009591415524483 -0.018629861995577812 0.0015093316324055195 0.00906467903405428 -0.006402277387678623 -0.02185533009469509 0.01812935806810856 0.01373604778200388 0.025275440886616707 0.0008467723964713514 -0.026498893275856972 -0.020826518535614014 -0.004243854898959398 -0.034812815487384796 0.0026797805912792683 0.03272738307714462 -0.015251461416482925 0.0144729008898139 -0.0031107699032872915 -0.029974613338708878 0.006756800692528486 0.0034062061458826065 -0.025428371503949165 0.012053798884153366 0.020186984911561012 -0.0014267832739278674 -0.016266372054815292 0.02509470283985138 0.02355148270726204 -2.9767645628453465e-06 -0.009648600593209267 0.002872683107852936 -0.0035938951186835766 0.004469776526093483 -0.012832360342144966 -0.002884848043322563 -0.012220633216202259 0.001238225493580103 -0.013513601385056973 -0.023662704974412918 0.015029015950858593 0.018296193331480026 -0.02829236537218094 0.004045738838613033 -0.007396333385258913 -0.01807374693453312 0.006065132562071085 0.02049284800887108 0.03664799779653549 0.024927867576479912 -0.008313923142850399 -0.017434215173125267 0.0032793423160910606 -0.011595004238188267 0.03339472413063049 0.01172708161175251 -0.023148298263549805 -0.005383891053497791 -0.007382430601865053 -0.01530707348138094 -0.01290882658213377 5.6045995734166354e-05 -0.01409057155251503 0.021507758647203445 0.009523474611341953 0.02911263518035412 0.0025841982569545507 0.0025390139780938625 0.056028615683317184 -0.010044832713901997 -0.02502518892288208 0.0017517631640657783 -0.03058634139597416 0.01375690195709467 -0.0019099084893241525 0.012095507234334946 0.0019064326770603657 0.008077574893832207 0.00275277066975832 -0.0013781231828033924 -0.013145174831151962 0.01658613793551922 0.0037468266673386097 0.0001408753014402464 -0.007159984204918146 0.013888979330658913 0.00044098205398768187 -0.004678319673985243 -0.010441064834594727 0.00900211650878191 0.009683357551693916 0.011852207593619823 0.006513500120490789 0.008960407227277756 -0.019394520670175552 -7.831233233446255e-05 -0.014000202529132366 0.020896032452583313 0.01058704499155283 -8.189666550606489e-05 -0.021646788343787193 -0.0010522743687033653 0.03144831955432892 -0.005175347905606031 0.01412532851099968 0.015098529867827892 0.004932047333568335 0.0008737092721275985 -0.03047511726617813 -0.02125750668346882 0.006909732706844807 0.007778662722557783 0.008821378462016582 0.00509540643543005 0.020993351936340332 -0.00945395976305008 -0.006242393981665373 0.01055228803306818 0.021660691127181053 -0.019908927381038666 -0.019978441298007965 0.020812613889575005 0.03456256538629532 0.011115354485809803 -0.006770703475922346 0.004556669853627682 -0.014653638005256653 0.006920159794390202 0.027027202770113945 -0.010448016226291656 0.014041910879313946 0.0037398752756416798 -0.010454967617988586 -0.006430082954466343 0.001866461941972375 -0.015126336365938187 -0.05068990960717201 -0.0011721868067979813 0.00945395976305008 -0.0005022416007705033 -0.015918800607323647 0.007806468289345503 -0.016196858137845993 0.024538587778806686 -0.008800524286925793 0.015223655849695206 -0.027889182791113853 0.009655551984906197 0.00039905618177726865 0.00028978820773772895 0.004097874742001295 -0.6295225024223328 -0.022369736805558205 0.012707234360277653 -0.013388475403189659 0.002495567314326763 -0.007347673177719116 -0.012894922867417336 -0.01951964758336544 -0.016252469271421432 0.014681443572044373 -0.013061758130788803 -0.006364044267684221 -0.015988314524292946 -0.02029820904135704 -0.0009045563056133687 -0.017726175487041473 -0.0148621816188097 -0.006350141484290361 0.003206352237612009 0.018504736945033073 -0.04768688604235649 3.386112075531855e-05 -0.010385452769696712 0.029529722407460213 -0.030363894999027252 -0.00828611757606268 0.006019948050379753 -0.01295748632401228 0.014375580474734306 0.018171066418290138 -0.024663712829351425 0.011226577684283257 0.015835382044315338 -0.011052791029214859 0.04446141794323921 -0.0203121118247509 -0.01488998718559742 0.0274581927806139 0.013624824583530426 0.025581303983926773 -0.035674795508384705 -0.0024086744524538517 0.023176105692982674 0.01021166704595089 -0.007771711330860853 0.012032944709062576 0.011511586606502533 -0.018282290548086166 -0.003086439799517393 -0.004355078097432852 0.0036356037016958 -0.019227685406804085 -0.018365707248449326 -0.013923736289143562 -0.00024286597908940166 -0.004789542872458696 0.023092687129974365 -0.015084627084434032 0.0024034606758505106 0.00372597249224782 -0.026318157091736794 -0.004918144550174475 -0.0133745726197958 -0.04479508846998215 -0.02348196879029274 0.00789683684706688 -0.03967882692813873 0.013138223439455032 -0.008779670111835003 -0.014848277904093266 0.02808382175862789 -0.005411697085946798 -0.00568627892062068 -0.011991236358880997 -0.004622708540409803 0.04618537425994873 0.0297243632376194 0.0034670312888920307 -0.021716302260756493 0.002502518706023693 -0.008717107586562634 6.842824950581416e-05 0.016739070415496826 -0.001298181596212089 -0.002499043010175228 -0.0034166332334280014 -0.008967358618974686 -0.004636611323803663 -0.008967358618974686 -0.018657667562365532 0.009301028214395046 0.029501916840672493 -0.030864398926496506 -0.023732220754027367 0.01214416790753603 0.016613943502306938 -0.01063570473343134 -0.0029387217946350574 0.0006182438228279352 -0.023217814043164253 0.0009784153662621975 -0.021563369780778885 0.02360709384083748 -0.0014997734688222408 0.04468386247754097 -0.0076604881323874 -0.008098429068922997 0.016919808462262154 0.03759339451789856 -0.024705421179533005 -0.013423233292996883 -0.009287125431001186 -0.023718317970633507 -0.0023061404936015606 0.008049768395721912 -0.023648802191019058 -0.010691316798329353 0.013576164841651917 0.0034027304500341415 -0.012053798884153366 0.018393512815237045 -0.011115354485809803 -0.0028448773082345724 0.00264154770411551 0.008550272323191166 -0.006715092342346907 -0.01730908825993538 -0.027625026181340218 0.00786903128027916 -0.016127344220876694 0.01372214499861002 0.0037468266673386097 0.00857807882130146 -0.007577070966362953 0.0424594022333622 0.02980777993798256 0.032616160809993744 -0.004452398046851158 -0.01868547312915325 -0.018629861995577812 0.0003651678853202611 -0.00763963395729661 0.018963530659675598 -0.011518537998199463 -0.01792081445455551 -0.00026610985514707863 -0.0188940167427063 0.01530707348138094 -0.013840319588780403 -0.005213581025600433 -0.007173887453973293 -0.027263551950454712 -0.005627191625535488 0.01799033023416996 -0.01098327711224556 0.003979700151830912 -0.018323998898267746 -0.024455169215798378 -0.020715294405817986 -0.04215353727340698 0.018449123948812485 0.0013520553475245833 -0.01965867541730404 0.00431684497743845 0.0009523474145680666 0.0082444092258811 0.0015197588363662362 0.022216806188225746 0.009328833781182766 -0.02277292124927044 0.009683357551693916 -0.010712170973420143 0.0034513904247432947 0.013840319588780403 -0.001275589456781745 0.008550272323191166 -0.0359528549015522 -0.01886621117591858 -0.005592434201389551 -0.015501713380217552 0.012853214517235756 0.011921721510589123 0.008529418148100376 -0.03147612512111664 0.006603869143873453 0.016224663704633713 0.04785371944308281 0.019422326236963272 -0.0326995775103569 0.023760026320815086 0.007017479743808508 0.021452147513628006 -0.024774936959147453 0.024051986634731293 0.0069271111860871315 -0.0137638533487916 -0.010670461691915989 0.012999194674193859 -0.005634143017232418 0.03506306931376457 0.006621247623115778 0.022967562079429626 0.004077020101249218 0.009926658123731613 -0.010072638280689716 0.00274581927806139 0.004163913428783417 -0.015251461416482925 0.023704415187239647 -0.004070068709552288 0.015126336365938187 -0.015918800607323647 -0.003176808590069413 -0.02754160948097706 0.030141448602080345 0.019116463139653206 -0.0002025693393079564 0.00786903128027916 -0.020951643586158752 0.0039588455110788345 -0.010781684890389442 -0.0025633438490331173 0.01651662401854992 0.007618779316544533 0.008390389382839203 -0.0012712448369711637 -0.006850645411759615 0.013193835504353046 0.0019359763246029615 -0.03222688287496567 -0.0074867019429802895 0.009606891311705112 -0.0018490833463147283 0.021618982776999474 0.01736469939351082 0.020520653575658798 0.022091679275035858 0.008112331852316856 0.005599386058747768 0.0180459413677454 0.015543422661721706 0.01894962787628174 0.001582321827299893 -0.0057279872708022594 0.05002257227897644 -0.004240379203110933 0.01736469939351082 0.005415172781795263 -0.007493653334677219 -0.009620794095098972 0.01533487904816866 -0.01644711010158062 -0.032560549676418304 -0.004528863821178675 0.005314376670867205 -0.007340721786022186 0.0005191857344470918 0.023245619609951973 0.03436792641878128 0.01957525871694088 0.035674795508384705 -0.004414164926856756 0.020854324102401733 -0.000561328895855695 0.019088657572865486 -0.022216806188225746 -0.0029804303776472807 -0.012679428793489933 -0.002518159570172429 -0.0015102005563676357 -0.014931695535779 -0.0031264107674360275 0.0011556771351024508 -0.04145839437842369 0.013965445570647717 -0.0028935372829437256 0.011963429860770702 0.0008511170744895935 0.001208681846037507 0.011664518155157566 -0.02669353410601616 -0.01793471723794937 0.023996375501155853 0.024065889418125153 0.01374995056539774 -0.027750153094530106 -0.04396091401576996 0.01333981566131115 -0.010712170973420143 0.01258210837841034 0.00822355505079031 0.007222547195851803 0.003258488141000271 0.00983628910034895 -0.020020149648189545 0.007194741629064083 0.00819574948400259 -0.022480960935354233 -0.0037503025960177183 -0.014069716446101665 0.0068993051536381245 0.001791733899153769 2.4343620680156164e-05 -0.015223655849695206 0.04376627504825592 -0.019005240872502327 -0.020687488839030266 0.0035521865356713533 -0.009134193882346153 -0.023662704974412918 0.013492747209966183 0.003871952649205923 0.019797705113887787 -0.003729448188096285 -0.01374995056539774 0.011094500310719013 -0.00021897039550822228 -0.019450131803750992 -0.009926658123731613 0.00857807882130146 -0.0039901272393763065 -0.019144268706440926 -0.008133186027407646 -0.010051784105598927 0.05416562780737877 0.019839413464069366 -0.012887971475720406 0.026345962658524513 -0.013249446637928486 -0.019978441298007965 -0.03336691856384277 -0.0164888184517622 -0.004275136161595583 0.00015999175957404077 0.009683357551693916 0.01211636234074831 0.036397743970155716 0.01062180195003748 0.017503729090094566 0.01640540175139904 0.009175902232527733 -0.031670764088630676 -0.019019143655896187 -0.00828611757606268 0.009175902232527733 -0.007361575961112976 0.042709656059741974 0.04012371972203255 0.011108403094112873 -0.0038580498658120632 0.023273425176739693 0.028723355382680893 -0.007382430601865053 0.0033836138900369406 0.0030881776474416256 0.02029820904135704 -0.00547078438103199 0.008571126498281956 -0.0012243225937709212 0.02754160948097706 -0.011094500310719013 -0.0001792168477550149 0.017587145790457726 -0.003760729683563113 0.001930762780830264 0.020798711106181145 0.0026363341603428125 -0.00469222292304039 -0.01951964758336544 -0.003176808590069413 0.012818457558751106 0.02812553010880947 -0.021493855863809586 -0.044211164116859436 0.01807374693453312 0.01295748632401228 -0.023078784346580505 -0.01568245142698288 -0.011643663980066776 -0.017559340223670006 -0.0021532089449465275 0.0020437235943973064 0.0021705874241888523 0.0022644319105893373 -0.01410447433590889 -0.005623715929687023 -0.016627846285700798 -0.00725730461999774 -0.008870039135217667 0.0011652352986857295 -0.005036319140344858 0.0053282794542610645 -0.03320008143782616 -0.007973303087055683 0.00022309781343210489 -0.048103973269462585 -0.026054000481963158 -0.015599033795297146 -0.008432097733020782 0.02672133967280388 0.00944005697965622 -0.005015464965254068 0.013256398029625416 0.023329036310315132 0.018629861995577812 -0.0045427666045725346 -0.009349687956273556 -0.051412858068943024 0.0009010805515572429 -0.012415274046361446 -0.005140590947121382 -0.04148619994521141 -0.00508150365203619 0.030808787792921066 0.01173403300344944 -0.00216189818456769 0.020979449152946472 0.02047894522547722 -0.0021375680807977915 0.028667742386460304 0.0328386090695858 0.02433004416525364 -0.005992142483592033 -0.03784364461898804 0.018991338089108467 -0.011657566763460636 -0.010733025148510933 -0.017726175487041473 0.022995367646217346 0.007966351695358753 -0.010781684890389442 0.012463933788239956 0.0005374333122745156 0.007104373071342707 0.015209753066301346 -0.01409752294421196 0.010788636282086372 -0.016321983188390732 0.00527614401653409 3.130863842670806e-05 -0.009495669044554234 0.015181947499513626 0.016878098249435425 0.002535538049414754 0.02975216880440712 -0.006996625568717718 0.031170262023806572 -0.00410135043784976 -0.024858353659510612 0.021313117817044258 -0.007114800158888102 0.006993149872869253 -0.03278299793601036 -0.0030968671198934317 -0.003819816978648305 0.01256125420331955 -0.0019012191332876682 -0.044934116303920746 -0.024441266432404518 -0.020798711106181145 0.000815490959212184 0.0017726174555718899 -0.024107597768306732 -0.014750958420336246 -0.008452952839434147 -0.015084627084434032 -0.001436341553926468 -0.019172074273228645 0.002540751826018095 -0.0275277066975832 0.007382430601865053 -0.000385370512958616 0.014306065626442432 0.024788839742541313 -0.013944591395556927 -0.00861283577978611 0.0007590104942210019 0.0005283095524646342 -0.016196858137845993 -0.007938546128571033 -0.019839413464069366 -0.0037085937801748514 0.06022728607058525 0.0129852918908 0.039511989802122116 -0.014333871193230152 0.014723151922225952 0.021716302260756493 -0.003937991335988045 -0.012366613373160362 -0.027736250311136246 0.0164193045347929 -0.022480960935354233 0.009926658123731613 0.010726073756814003 0.014347774907946587 0.0023860821966081858 0.0035226428881287575 0.006548257544636726 0.005644570104777813 -0.0069236354902386665 -0.024886159226298332 -0.039484184235334396 -0.016627846285700798 -0.01636369153857231 0.020590169355273247 -0.006621247623115778 0.011198772117495537 -0.027944793924689293 -0.004306417889893055 0.0342567004263401 -0.013395426794886589 0.020075762644410133 -0.013645678758621216 0.026095710694789886 -0.0026311203837394714 0.009259319864213467 -0.0032689152285456657 0.009314930997788906 -0.010774733498692513 -0.0026537126395851374 -0.02348196879029274 -0.006235442589968443 0.013597019016742706 -0.0038928070571273565 0.012012090533971786 0.018518639728426933 0.011678420938551426 0.0003834154340438545 0.00942615419626236 -0.013117369264364243 -0.024427363649010658 -0.00490076607093215 -0.01099717989563942 0.0025390139780938625 -0.00898126233369112 -0.017712272703647614 -0.01178269274532795 -0.0037885354831814766 0.010656558908522129 -0.016711264848709106 0.03208785131573677 -0.004629659932106733 -0.019908927381038666 0.031059039756655693 0.022286320105195045 0.03756558895111084 -0.01963086985051632 0.026929883286356926 0.013826416805386543 0.004553194157779217 -0.019755994901061058 0.009127242490649223 0.00012968781811650842 -0.026040097698569298 0.03364497423171997 0.037148501724004745 -0.004855581559240818 -0.007305964827537537 0.022898046299815178 0.004306417889893055 0.00859893299639225 -0.048854727298021317 0.01951964758336544 0.027944793924689293 0.026373768225312233 -0.04065202921628952 -0.015348781831562519 -0.017420312389731407 -0.006593442056328058 -0.014723151922225952 -0.013409329578280449 -0.011108403094112873 -0.030113643035292625 -0.009189805015921593 0.03150393068790436 -0.01637759618461132 0.035674795508384705 0.0007833405397832394 -0.0053665125742554665 0.011518537998199463 0.009203707799315453 -0.0013894193107262254 0.00132424954790622 0.012748942710459232 0.021313117817044258 -0.005898297764360905 0.0028257607482373714 0.020729197189211845 0.009634697809815407 -0.00034431356471031904 -0.008021962828934193 -0.022230708971619606 0.038789041340351105 -0.020645780488848686 0.002791003556922078 -0.02350977435708046 0.030920010060071945 0.019895024597644806 -0.041764259338378906 0.004073544405400753 -0.01064265612512827 -0.011052791029214859 -0.004424592480063438 0.03753778338432312 -0.01057314220815897 -0.002686731982976198 -0.0009097698493860662 0.0098015321418643 -0.00866149552166462 -0.026457184925675392 0.02362099662423134 0.006822839379310608 -0.03901148587465286 -0.026040097698569298 0.010329841636121273 -0.0471307709813118 0.009634697809815407 0.004521912429481745 -0.008348681032657623 -0.023801734670996666 0.018421318382024765 -0.016196858137845993 0.008147088810801506 0.02731916308403015 0.007375479210168123 -0.04607415199279785 0.00946786254644394 -0.025483982637524605 -0.013478844426572323 0.007792565505951643 -0.03294983133673668 -0.030169254168868065 -0.02275901846587658 -0.004793018568307161 0.01490388996899128 -0.006364044267684221 -0.0035070020239800215 0.02587326429784298 0.0047721643932163715 -0.004817348904907703 -0.021007254719734192 -0.016697362065315247 0.01100413128733635 0.004758261609822512 -0.0015197588363662362 0.034117672592401505 -0.01658613793551922 -0.0006069476949051023 -0.028000405058264732 -0.011094500310719013 0.0016561808297410607 -0.031031234189867973 -0.014458997175097466 -0.00191512203309685 0.0038093896582722664 -0.002697159070521593 -0.018546445295214653 0.00764658534899354 -0.02755551226437092 -0.028389684855937958 -0.013603970408439636 0.0005517706158570945 -0.020590169355273247 0.03231029957532883 0.01721176877617836 0.01374299917370081 -0.006040802225470543 -0.0006725519197061658 -0.02665182575583458 -0.0071252272464334965 0.01059399638324976 -0.027277454733848572 0.015473907813429832 -0.015960508957505226 0.037092890590429306 0.00822355505079031 -0.030085837468504906 -0.015015113167464733 -0.016919808462262154 -0.04390530288219452 -0.012769797816872597 -0.02185533009469509 0.01653052680194378 0.00509540643543005 0.01732299104332924 0.03436792641878128 0.031086845323443413 -0.024886159226298332 0.025400565937161446 -0.013562262058258057 -0.009301028214395046 -0.01257515698671341 -0.012304050847887993 0.004257757682353258 -0.00781342014670372 -0.04462825134396553 -0.0009262795210815966 0.02975216880440712 -0.007549264933913946 -0.0008880466339178383 0.03281080350279808 -0.019867219030857086 -0.01103193685412407 0.004737406969070435 -0.004417640622705221 -0.0075075565837323666 -0.0025494410656392574 0.019408423453569412 -0.0468527115881443 -0.017100544646382332 0.02977997437119484 -0.009704211726784706 -0.010017027147114277 0.012005139142274857 0.02029820904135704 0.01254040002822876 0.008918698877096176 -0.01968648098409176 -0.013249446637928486 0.006294529885053635 -0.009704211726784706 0.022341931238770485 0.018588153645396233 0.000505282892845571 0.023690510541200638 0.01890791952610016 -0.00570713309571147 -0.022383639588952065 -0.004254281986504793 -0.009537377394735813 0.0228563379496336 0.020186984911561012 -0.016780778765678406 0.010441064834594727 -0.01737860217690468 0.00938444584608078 -0.02341245301067829 -0.0061415983363986015 0.004132631700485945 -0.001702234148979187 -0.02496957592666149 0.024691518396139145 0.008397340774536133 -0.004730455577373505 -0.0008689301321282983 0.019283298403024673 -0.002017655875533819 -0.00944005697965622 -0.022272417321801186 0.010649607516825199 -0.012484787963330746 -0.008765767328441143 0.017044933512806892 -0.02360709384083748 -0.038761235773563385 0.0053282794542610645 0.019144268706440926 -0.007052237167954445 0.002797954948619008 0.19241589307785034 -0.013868125155568123 0.009113339707255363 0.035619184374809265 0.0008949980256147683 -0.0006651660078205168 -0.0063049569725990295 0.022425349801778793 0.0024903537705540657 0.02897360734641552 0.0031333621591329575 7.081780495354906e-05 -0.026985494419932365 -0.0026067905128002167 0.024441266432404518 0.01868547312915325 -0.024635907262563705 -0.01722567155957222 0.018268387764692307 0.028723355382680893 0.0011991235660389066 -0.0010427162051200867 -0.014458997175097466 -0.004073544405400753 0.02827846258878708 -0.003109032055363059 0.002309616422280669 -0.00763963395729661 0.00945395976305008 0.0033662354107946157 -0.013047855347394943 0.007945497520267963 0.0067255194298923016 0.01097632572054863 -0.024566393345594406 -0.0077160997316241264 0.03267177194356918 0.01573806256055832 -0.001189565402455628 0.013402378186583519 -0.00014348208787851036 -0.009738968685269356 0.03292202576994896 -0.0157102569937706 -0.001010565785691142 0.011567197740077972 0.0041534858755767345 -0.010336793027818203 0.0013894193107262254 0.007180838845670223 -0.023134395480155945 0.017086641862988472 0.009099435992538929 0.01411837711930275 0.013986299745738506 -0.011038888245821 -0.0028865858912467957 0.020145276561379433 0.03150393068790436 0.009127242490649223 -0.020214790478348732 0.02517811954021454 0.00976677518337965 0.025344954803586006 -0.03147612512111664 0.01654442958533764 -0.020784808322787285 0.009732017293572426 0.006656005047261715 0.0032011386938393116 -0.002884848043322563 -0.00942615419626236 -0.02339855022728443 0.013534455560147762 -0.016669556498527527 -0.02047894522547722 0.02024259604513645 0.0035452349111437798 0.04540681466460228 0.0144729008898139 0.031003426760435104 0.007024431135505438 -0.014347774907946587 0.008814427070319653 -0.020923838019371033 -0.044961921870708466 0.020631877705454826 -0.016947614029049873 0.004417640622705221 -0.011831352487206459 -0.006221539806574583 -0.018184969201683998 -0.026429379358887672 -0.018296193331480026 0.0065100244246423244 0.01569635421037674 0.01808764971792698 0.016961516812443733 -0.01219977904111147 0.007590973749756813 -0.03294983133673668 0.06517671048641205 0.030920010060071945 0.01022556982934475 0.005891346372663975 0.009961415082216263 -0.018463028594851494 0.03826073184609413 0.016085634008049965 0.017670562490820885 -0.0173368938267231 -0.015543422661721706 0.010809491388499737 0.008119283244013786 -0.005585482809692621 0.0326995775103569 0.02655450440943241 -0.02574813738465309 0.01958916150033474 0.009231514297425747 -0.004998086020350456 -0.035786017775535583 -0.01375690195709467 0.015001210384070873 -0.01735079661011696 -0.015849286690354347 -0.013020048849284649 0.0030551583040505648 -0.0070765670388937 -0.03509087488055229 0.0074797505512833595 -0.01372909639030695 0.013610921800136566 0.003639079397544265 -0.00334364315494895 -0.0007507556583732367 0.011191819794476032 -0.01892182230949402 -0.011914770118892193 0.020103568211197853 0.0011626285267993808 0.006405753083527088 0.01636369153857231 -0.0029317704029381275 -0.007229498587548733 0.023106589913368225 0.010315938852727413 0.03434012085199356 -0.011136208660900593 0.0020732672419399023 0.006162452511489391 0.011282188817858696 0.010448016226291656 0.00017628420027904212 0.03422889485955238 -0.020604072138667107 -0.011490732431411743 -0.0153209762647748 -0.00782037153840065 -0.0140836201608181 -0.037092890590429306 -0.01056619081646204 0.018504736945033073 -0.024566393345594406 -0.02520592510700226 0.004876435734331608 -0.17829056084156036 0.0014128803741186857 0.015918800607323647 -0.04143058881163597 0.020868226885795593 0.03511868044734001 0.009711163118481636 0.0017526320880278945 -0.006781131029129028 -0.02042333409190178 0.02588716708123684 0.00782037153840065 -0.0049668047577142715 -0.026971591636538506 -0.000782037153840065 0.0027927414048463106 0.0013633513590320945 0.022508766502141953 0.03317227587103844 0.008571126498281956 0.04521217197179794 -0.040234941989183426 0.008932601660490036 -0.025678623467683792 0.00868234969675541 0.009175902232527733 -0.012394419871270657 0.03317227587103844 0.015571228228509426 -0.026137419044971466 -0.009877997450530529 -0.011824401095509529 0.03214346244931221 0.009683357551693916 -0.001660525449551642 0.004563621245324612 0.0012443079613149166 0.004375932272523642 -0.017753981053829193 0.020687488839030266 0.0068993051536381245 0.024691518396139145 0.0037503025960177183 0.004469776526093483 -0.023287327960133553 0.0008280904148705304 0.011977332644164562 -0.021327020600438118 0.02510860562324524 -0.0026398098561912775 0.009565182961523533 -0.01646101288497448 0.009627746418118477 -0.003284555859863758 0.017462020739912987 0.0329776369035244 0.014695346355438232 -0.0016353265382349491 0.005832259077578783 -0.013610921800136566 -0.00472002848982811 -0.021577272564172745 0.01254040002822876 -0.0057557933032512665 -0.006040802225470543 -0.029362887144088745 -0.009697260335087776 -0.003407943993806839 -0.03497965261340141 0.01729518547654152 0.0014971665805205703 -0.006954916752874851 -0.018490834161639214 -0.00945395976305008 0.016822487115859985 0.00371902110055089 -0.02121579833328724 0.021674593910574913 0.012241487391293049 0.012102458626031876 0.023162201046943665 0.025275440886616707 -0.006753324996680021 0.008397340774536133 0.0098015321418643 -0.019783802330493927 -0.0038928070571273565 -0.01377080474048853 -0.008369535207748413 0.00937749445438385 0.022967562079429626 -0.05961555987596512 -0.004911193158477545 0.0014971665805205703 0.00511626061052084 0.007107848767191172 0.02439955808222294 -0.0008432967006228864 -0.0059504336677491665 -0.015557325445115566 0.00745889637619257 0.015348781831562519 0.0005969550111331046 0.024913964793086052 0.03687044233083725 0.011553294956684113 -0.005449929740279913 0.007570119574666023 0.0390671007335186 0.004247330594807863 -0.007368527818471193 0.00527614401653409 0.015029015950858593 0.021605079993605614 -0.01892182230949402 0.014723151922225952 -0.004362029489129782 -0.0235653854906559 0.004824300296604633 -0.024691518396139145 0.03350594639778137 -0.00273886788636446 -0.0075075565837323666 0.013645678758621216 -0.021646788343787193 -0.023662704974412918 -0.11339190602302551 -0.00867539830505848 0.002756246365606785 0.03133709728717804 -0.03584162890911102 0.01947793737053871 -0.008105380460619926 0.04073544591665268 -0.04565706476569176 0.026415476575493813 0.0016101275105029345 -0.0010183861013501883 -0.020548459142446518 0.005001561716198921 -0.0034739826805889606 -0.015960508957505226 -0.025650817900896072 -0.0007672653300687671 -0.016043925657868385 0.0179764274507761 0.04518436640501022 -0.0023217813577502966 0.023203911259770393 -0.006179830990731716 -0.010142152197659016 -0.01876889169216156 -0.036453358829021454 0.023912956938147545 0.003300196724012494 0.018629861995577812 0.03456256538629532 -0.01575196534395218 0.0196030642837286 -0.01176878996193409 -0.021368730813264847 -0.034145478159189224 -0.01871327869594097 -0.008960407227277756 0.018504736945033073 -0.03584162890911102 0.009161999449133873 0.021660691127181053 0.038038287311792374 -0.004010981414467096 -0.030030226334929466 -0.0019915879238396883 -0.013027000240981579 0.027263551950454712 -0.012644671835005283 -0.024496879428625107 -0.018435221165418625 -0.022314125671982765 -0.01658613793551922 0.01871327869594097 -0.004056165926158428 0.010302036069333553 0.006968819536268711 0.0328386090695858 -0.02808382175862789 -0.009683357551693916 -0.0039970786310732365 0.008306971751153469 -0.018449123948812485 0.026902077719569206 0.007104373071342707 0.003385351737961173 -0.03923393413424492 0.004796494264155626 -0.008341729640960693 -0.010726073756814003 -0.014069716446101665 0.014028008095920086 0.00432379636913538 -0.006475267466157675 -0.028431395068764687 0.00763268256559968 -0.028584325686097145 -0.011289140209555626 -0.0032185171730816364 0.00255813030526042 -0.0026797805912792683 -0.017712272703647614 -0.0016440157778561115 -0.020117470994591713 -0.008717107586562634 0.016627846285700798 -0.002791003556922078 -0.013854222372174263 -0.022133389487862587 -0.026012292131781578 -0.008154040202498436 0.01258210837841034 -0.0007251222268678248 0.00225921836681664 0.006211112719029188 0.0026728291995823383 -0.008751864545047283 0.018171066418290138 -0.0003228075511287898 0.01292272936552763 -0.018991338089108467 -0.01023252122104168 -0.06673383712768555 0.020798711106181145 0.001956830732524395 -0.007549264933913946 0.02669353410601616 -0.004327272064983845 0.00820965226739645 0.0017239573644474149 -0.0016101275105029345 0.014750958420336246 -0.050550881773233414 0.021744107827544212 0.02024259604513645 0.0011939100222662091 -0.013444087468087673 0.010739976540207863 0.033978644758462906 -0.004063117317855358 0.0251225084066391 -0.01715615764260292 -0.009495669044554234 0.006718568038195372 0.022494863718748093 0.02516421675682068 -0.01370824221521616 -0.010017027147114277 -0.00117479357868433 0.003060371847823262 0.009572134353220463 -0.008515515364706516 0.0012208468979224563 -0.006965343840420246 -0.022258514538407326 0.020145276561379433 -0.014848277904093266 -0.011574149131774902 0.024051986634731293 0.03153173625469208 0.005189250688999891 0.03940076753497124 -0.03061414696276188 -0.02749990113079548 0.012755894102156162 -0.010517530143260956 -0.024733226746320724 -0.020840421319007874 0.008807475678622723 -0.0024677615147083998 0.004796494264155626 0.01533487904816866 0.023245619609951973 0.014611929655075073 -0.01714225299656391 -0.04307112842798233 -0.007785614114254713 0.0009853667579591274 0.015988314524292946 0.0005739283515140414 0.004608805291354656 -0.01260296255350113 0.02737477608025074 0.026137419044971466 0.00470612570643425 -0.002045461442321539 0.0002782748779281974 -0.0014450307935476303 -0.025456177070736885 -0.0105800935998559 0.01527926791459322 -0.031003426760435104 -0.010017027147114277 -0.017726175487041473 0.00726425601169467 0.0037016423884779215 0.005199677776545286 -0.014347774907946587 -0.022189000621438026 0.008564175106585026 -0.011449023149907589 0.022105582058429718 0.012436128221452236 -0.011935624293982983 -0.011935624293982983 0.01491779275238514 0.013784707523882389 -0.0017143992008641362 0.003618225222453475 0.013805561698973179 -0.0037051180843263865 0.003001284785568714 -0.007549264933913946 0.01874108612537384 0.0033054102677851915 0.009725065901875496 -0.034785009920597076 0.02659621462225914 0.00530394958332181 0.005825307685881853 0.001702234148979187 0.013784707523882389 0.012436128221452236 0.004994610324501991 -0.0031542163342237473 -0.023190008476376534 -0.0362309105694294 0.00829306896775961 -0.004521912429481745 -0.03445134311914444 -0.014250454492866993 -0.00684716971591115 -0.006391850300133228 -0.021021157503128052 0.0023322084452956915 0.003527856431901455 -0.004793018568307161 0.01658613793551922 -0.00864759273827076 -0.010489724576473236 -0.0437384694814682 0.002293975558131933 0.00705571286380291 0.005769696086645126 0.03456256538629532 0.009711163118481636 0.037065085023641586 0.04612976312637329 0.022161195054650307 -0.00547773577272892 0.02900141291320324 -0.012741991318762302 0.002401722827926278 0.013492747209966183 0.006468316074460745 -0.023009270429611206 -0.024580296128988266 0.008362583816051483 0.02423272468149662 0.010441064834594727 -0.023231716826558113 0.08302801102399826 0.00646484037861228 -0.02433004416525364 0.025553498417139053 -0.030308283865451813 -0.0002936983946710825 0.004264709074050188 0.013673484325408936 0.010739976540207863 -0.01871327869594097 0.01451460923999548 0.0007720444118604064 -0.035535767674446106 -0.02355148270726204 -0.0035452349111437798 -0.01062875334173441 -0.008112331852316856 0.028806772083044052 -0.020159179344773293 -0.0022244611755013466 0.017740078270435333 0.0022957134060561657 0.015029015950858593 0.013548358343541622 -0.03787145018577576 -0.000968857086263597 0.00088283303193748 -0.014584123156964779 -0.016752973198890686 -0.029279470443725586 0.01639149896800518 -0.004601853899657726 -0.0389280691742897 -0.00687497528269887 -0.0013755164109170437 0.031698573380708694 0.006996625568717718 -0.0098015321418643 -0.01060789916664362 -0.002982168225571513 0.013124320656061172 0.0078551284968853 -0.019839413464069366 -0.017503729090094566 -0.005999093875288963 0.014750958420336246 -0.010691316798329353 -0.03219907358288765 -0.011309994384646416


text:
etc 9 13 28 20 Consequences include losses of up to 80 of coral cover in the Caribbean and 50 in the Indo Paci c and Great Barrier Reef over the past 30 years 10 19 Quantifying the state of the reefs determining the impact of the various causative factors and measuring the bene t of remediation efforts re quires carefully designed surveys the means for acquiring image data and methods for analysis each of which must operate at large scale The goal of a typical survey is to measure the cover of 1 https github com beijbom coralnet Figure 1 CoralNet 1 0 machine learning system The rst stage is to train a single deep backbone network pooling a large collec tion of data After training the backbone network is then used as a feature extractor In the second stage a per source classi er is trained on feature vectors z extracted by the well trained backbone network study speci c taxa If the goal is simply to estimate coral coverage it may be suf cient to classify coral vs non coral If the health of reefs is degrading it may be relevant to also classify the state of

embedding:
-0.003965200390666723 0.0011964862933382392 0.026817915961146355 -0.035129252821207047 -0.0060776653699576855 0.009537260048091412 -0.010479211807250977 0.01476647611707449 -0.005391980055719614 -0.017384547740221024 -0.0036916190292686224 0.041307348757982254 -0.013568258844316006 0.016248665750026703 0.005762527231127024 0.0020795660093426704 0.03632054477930069 -0.008983170613646507 -0.015182043425738811 -0.011261862702667713 0.0005891526234336197 0.00811048038303852 -0.015126634389162064 0.01580539345741272 -0.0033522394951432943 0.005114935804158449 0.0165395624935627 -0.023091666400432587 -0.017162911593914032 0.008539899252355099 0.022343644872307777 -0.017412252724170685 -0.028895750641822815 -0.013360475189983845 -0.032663557678461075 -0.0030128599610179663 0.01101944874972105 -0.005423147697001696 -0.009350255131721497 -0.023299450054764748 0.019102223217487335 0.004505437333136797 -0.0036881559062749147 -0.01771700195968151 0.007951179519295692 -0.005752138327807188 0.013963047415018082 -0.005831788294017315 -0.0303086768835783 0.017827818170189857 0.01694127544760704 0.01279253326356411 -0.01788322813808918 -0.006978060584515333 -0.011144118383526802 -0.01598547212779522 -0.014641806483268738 -0.004391156602650881 0.014122347347438335 -0.025737442076206207 0.011324197053909302 0.0010614270577207208 -0.015320565551519394 0.008283632807433605 -0.006697552744299173 -0.01791093312203884 0.010686994530260563 0.00635124696418643 0.00010264718002872542 -0.002597292885184288 0.031527671962976456 0.04067014530301094 0.015098929405212402 -0.009523407556116581 -0.004141816403716803 -0.009641151875257492 -0.0005406698328442872 -0.02217741869390011 0.004280338995158672 0.004269949626177549 0.009059357456862926 0.009758895263075829 -0.04122423380613327 0.03598809242248535 0.007500981912016869 -0.0011644529877230525 0.002199041424319148 0.010957113467156887 -0.008311337791383266 0.013450514525175095 0.002508985111489892 0.026069894433021545 0.011878286488354206 -0.016525710001587868 -0.014835737645626068 0.012217666022479534 -0.004740925505757332 0.025460397824645042 0.005783305503427982 -0.029865406453609467 0.0024656967725604773 -0.00021265336545184255 -0.007535612676292658 -0.015472940169274807 -0.02029351517558098 -0.005215364508330822 0.01804945431649685 0.009239437058568 0.018922144547104836 -0.00522229028865695 -0.009544186294078827 0.046765126287937164 -0.0008540765265934169 -0.01768929697573185 -0.006475917063653469 -0.02933902107179165 0.0073416815139353275 0.012889498844742775 0.00569672929123044 -0.007784952875226736 0.005769453477114439 -0.014669510535895824 0.0018458095146343112 -0.01317347027361393 0.017966341227293015 -0.003781658597290516 -0.004578161519020796 -0.0011800368083640933 0.012203813530504704 -0.016899719834327698 -0.015182043425738811 0.010624660179018974 0.001156661193817854 0.02144325152039528 0.0021522901952266693 -0.0022025045473128557 0.005578985437750816 -0.005509724374860525 -0.014489431865513325 -0.02050129882991314 0.00663175480440259 0.01185058243572712 -0.01052769459784031 -0.043385181576013565 0.0013808941002935171 0.022648394107818604 -0.0008246405050158501 0.017813967540860176 0.007577169220894575 -0.011324197053909302 -0.0008657643338665366 -0.03255273774266243 -0.009260214865207672 0.01563916727900505 0.012660937383770943 0.009454146027565002 0.03205405920743942 0.01565301977097988 -0.017162911593914032 -0.00782650988548994 0.007473277859389782 0.027344299480319023 0.0035046138800680637 -0.0062300399877130985 0.013582110404968262 0.018603544682264328 0.017966341227293015 -0.003847456770017743 0.013318918645381927 -0.009204805828630924 -0.00502835912629962 0.03593268245458603 -0.007106193341314793 0.01577768847346306 0.007577169220894575 0.02764904871582985 -0.003795510856434703 0.018478874117136 -0.019046815112233162 -0.04460417851805687 -0.03258044272661209 0.01771700195968151 0.012099922634661198 -0.004862132482230663 0.006406656000763178 -0.00820051971822977 0.02336871065199375 -0.009052432142198086 -0.0011358828051015735 -0.02449074201285839 -0.004533141851425171 0.007085415069013834 -0.0051564923487603664 0.016996685415506363 -0.6409703493118286 0.00019620383682195097 0.012771755456924438 0.00391325494274497 0.002605950692668557 -0.005004117731004953 0.022315941751003265 -0.019864097237586975 0.007036932278424501 0.017620036378502846 -0.012799459509551525 -0.012266148813068867 0.0018267626874148846 -0.02048744633793831 0.009668855927884579 -0.017952488735318184 -0.01565301977097988 0.002834512386471033 0.0033037567045539618 0.004495048429816961 -0.04108571261167526 0.019808687269687653 -0.0003573442227207124 0.038647718727588654 -0.017259877175092697 0.027039552107453346 -0.007030006498098373 -0.026125304400920868 0.02148480713367462 0.00310463085770607 -0.00894161406904459 0.014544840902090073 -0.007805731147527695 0.01577768847346306 0.046017106622457504 -0.012155330739915371 0.011566611006855965 0.0205290038138628 0.008830795995891094 0.03241421654820442 -0.028120025992393494 0.0004965158295817673 0.023576494306325912 0.0049417829141020775 -0.004162594676017761 0.0021886522881686687 0.021609477698802948 0.009440294466912746 -0.005083768162876368 0.0028275863733142614 0.0012207276886329055 -0.0246292632073164 -0.012183035723865032 0.0064551387913525105 0.015694575384259224 -0.015472940169274807 0.012757902964949608 -0.012120700441300869 0.016331778839230537 -0.003513271687552333 -0.01149735040962696 -0.0048967632465064526 -0.019476234912872314 -0.03318994119763374 -0.03028097376227379 0.026263827458024025 -0.017980193719267845 0.020944571122527122 -0.004273412749171257 -0.031527671962976456 0.00978660024702549 0.010396097786724567 -0.007040395401418209 -0.014988112263381481 0.006617902312427759 0.0342981182038784 0.020792195573449135 -0.018908292055130005 -0.022066600620746613 0.013118061237037182 -0.0017176764085888863 0.000726809143088758 0.011649725027382374 0.012951834127306938 -0.004422324243932962 -0.007791879121214151 0.0006307092844508588 -0.005779842846095562 0.0013003780040889978 -0.00017207066412083805 0.008789239451289177 0.034325823187828064 -0.03158308193087578 -0.014087717048823833 -0.004817112814635038 0.01383145060390234 -0.007701839320361614 0.00352885527536273 0.0029851554427295923 -0.02033507265150547 -0.020570559427142143 -0.008491416461765766 0.004872521385550499 0.010541546158492565 0.01996106281876564 -0.013111134991049767 0.0073693860322237015 0.004571235738694668 0.036791522055864334 -0.031001288443803787 -0.003288172883912921 -0.012515489012002945 -0.01885288394987583 0.008713052608072758 0.01053461991250515 -0.03102899342775345 0.01109563559293747 -0.005797157995402813 -0.022052748128771782 -0.001916802255436778 0.025931373238563538 0.013568258844316006 0.02147095464169979 -0.025169501081109047 0.009454146027565002 0.00940566323697567 -0.00460586603730917 -0.01640103943645954 0.012647084891796112 -0.020972274243831635 0.014891146682202816 -0.006167705170810223 0.006919188424944878 -0.022052748128771782 0.031195219606161118 -0.0043842303566634655 0.024130582809448242 -0.001185231376439333 -0.025155648589134216 -0.02220512367784977 -0.014094643294811249 -0.013201174326241016 0.01863124780356884 -0.010119053535163403 -0.02914508990943432 -0.006385877728462219 -0.01419853512197733 0.0045366049744188786 -0.00592875387519598 0.0030942417215555906 -0.012162256985902786 -0.026568574830889702 -0.003061342751607299 0.01655341312289238 -0.002147095510736108 0.0042076148092746735 -0.007591021712869406 -0.01306957844644785 -0.019891800358891487 -0.033799439668655396 0.005835251417011023 0.007327829021960497 -0.022496020421385765 -0.014253944158554077 0.011725911870598793 -0.010825516656041145 -0.0007047321414574981 0.022634541615843773 -0.006655996199697256 -0.02015499398112297 0.01327736210078001 -0.022814622148871422 -0.006320079788565636 0.007237789686769247 -0.00499026570469141 0.020806048065423965 -0.029061976820230484 -0.020639821887016296 -0.02147095464169979 -0.019074520096182823 0.021983487531542778 -0.012487784959375858 -0.015043521299958229 -0.02539113536477089 -0.0019254598300904036 0.0013618472730740905 0.038703128695487976 0.004266486503183842 -0.0028016134165227413 0.017356842756271362 0.014094643294811249 0.020653674378991127 -0.031139811500906944 0.013166544027626514 0.0009670587605796754 0.008740756660699844 -0.00024457843392156065 -0.010873999446630478 0.0030942417215555906 0.03174930810928345 0.017384547740221024 0.027981502935290337 0.011746690608561039 0.015320565551519394 -0.006645606830716133 0.003371286205947399 0.01997491531074047 -0.012467006221413612 0.009010874666273594 0.007473277859389782 0.013429735787212849 -0.033965665847063065 0.001709018717519939 -0.01243237592279911 0.016414891928434372 0.026097599416971207 0.002579977735877037 -0.00011395623005228117 -0.0002973900409415364 0.012349261902272701 0.0035808011889457703 -0.005177270621061325 0.009301772341132164 0.0022509873379021883 -0.010416876524686813 0.004588550888001919 -0.011476571671664715 0.011559685692191124 0.007106193341314793 -0.029477544128894806 -0.0009748506126925349 0.005443925969302654 0.0031375298276543617 0.023396415635943413 0.005883734207600355 0.030641131103038788 0.01694127544760704 0.010846295394003391 0.018908292055130005 0.02708110772073269 0.009253289550542831 0.027344299480319023 0.006572882644832134 -0.009530333802103996 0.03476909548044205 0.01791093312203884 0.041501279920339584 0.005000654608011246 -0.009530333802103996 0.00032899045618250966 0.0023462213575839996 0.0004235751985106617 -0.03332846239209175 -0.007701839320361614 -0.007106193341314793 -0.03050260804593563 0.007251642178744078 0.04241552576422691 0.028729522600769997 0.013665224425494671 0.026984142139554024 0.0021367063745856285 0.01384530309587717 -0.007591021712869406 0.019642461091279984 -0.004211077466607094 -0.002214625244960189 -0.006150389555841684 -0.018312646076083183 -0.0032950991299003363 -0.007383238058537245 -0.010603881441056728 -0.007410942576825619 -0.035461705178022385 0.01728758215904236 -0.011698207817971706 -0.0009324281709268689 0.0019306543981656432 -0.007417868822813034 0.001017273054458201 -0.015749985352158546 -0.00019847646763082594 0.03540629893541336 0.021983487531542778 0.013575184158980846 -0.017606183886528015 -0.017370695248246193 0.013589036650955677 -0.017620036378502846 0.012529341503977776 0.007133897859603167 -0.0032916360069066286 0.004789408296346664 -0.013686002232134342 -0.021554067730903625 0.0017341258935630322 0.01580539345741272 -0.009260214865207672 -0.0018423465080559254 -0.013990751467645168 0.006742572411894798 0.002245792653411627 -0.01921304129064083 -0.012771755456924438 0.03690233826637268 -0.013422810472548008 -0.024934012442827225 0.014267795719206333 -0.02785683237016201 -0.020418185740709305 -0.0020657137501984835 -0.013810672797262669 -0.00631315354257822 0.02277306467294693 -0.022454462945461273 0.017994046211242676 -0.012099922634661198 -0.005859492812305689 0.004283801652491093 0.008906983770430088 0.01458639744669199 -0.03463057428598404 0.011310345493257046 -0.003656988497823477 0.04798412322998047 0.015736132860183716 -0.012099922634661198 0.017564626410603523 -0.015043521299958229 -0.003823215141892433 -0.02217741869390011 -0.02859100140631199 -0.000903857930097729 -0.01788322813808918 0.013526701368391514 0.03102899342775345 0.04554612934589386 0.018132567405700684 0.01579154096543789 0.014711067080497742 0.02670709788799286 -0.031915534287691116 0.0005822264938615263 0.01827109046280384 -0.0017852060263976455 -0.012307705357670784 0.02048744633793831 0.053718943148851395 0.00847063772380352 -0.00019165857520420104 0.02505868300795555 0.047707077115774155 -0.0017886691493913531 0.005856029689311981 -0.010880925692617893 0.025751294568181038 0.011518128216266632 0.02317477948963642 -0.013942268677055836 0.007327829021960497 -0.001818105112761259 -0.009467998519539833 0.01676119677722454 0.004661275073885918 0.01363751944154501 0.019905652850866318 -0.002382583450525999 -0.0007423929055221379 -0.004418861120939255 -0.014530988410115242 0.026097599416971207 0.015375974588096142 -0.002467428334057331 -0.024920159950852394 0.020944571122527122 -0.00488637387752533 -0.028701819479465485 -0.021526364609599113 -0.006309690419584513 -0.02259298600256443 0.014821885153651237 0.007237789686769247 0.013568258844316006 -0.011705134063959122 -0.008913909085094929 -0.014295500703155994 0.00739016430452466 -0.011324197053909302 -0.00811048038303852 -0.019102223217487335 -0.00799273606389761 -0.0033210718538612127 -0.02936672605574131 0.011296493001282215 0.010015161707997322 -0.032829783856868744 -0.026776358485221863 -0.008442933671176434 0.013928416185081005 0.02126317098736763 0.010555398650467396 0.010472285561263561 0.026194564998149872 0.012397744692862034 0.006340858060866594 0.00022185211128089577 -0.02108309231698513 -0.034741390496492386 0.012543193064630032 -0.01410849578678608 -0.022288236767053604 -0.049203116446733475 -0.01204451359808445 0.05272158607840538 0.0028397070709615946 -0.001000823569484055 0.0005086365272291005 0.006655996199697256 -0.002792955609038472 0.01637333445250988 0.0058456407859921455 0.009502628818154335 0.0006978060700930655 -0.03994983062148094 0.03166619688272476 -0.0039894417859613895 -0.00626120762899518 -0.023230187594890594 0.00268040644004941 -0.008068923838436604 -0.025266466662287712 0.007431720849126577 0.007653356529772282 -0.0028726060409098864 0.028147729113698006 -0.016262516379356384 0.025308022275567055 0.0005848237778991461 0.008706126362085342 0.0112895667552948 -0.001523745246231556 0.024033617228269577 0.01036839373409748 0.008325189352035522 0.023964356631040573 0.004432713147252798 0.03136144578456879 0.001241506077349186 -0.022274384275078773 -0.004249171353876591 -0.01597161963582039 -0.014461726881563663 -0.05438385158777237 -0.016788901761174202 0.014738772064447403 -0.003736638929694891 -0.004792871419340372 -0.04812264442443848 -0.028840340673923492 -0.0018025212921202183 0.01005671825259924 0.02087530866265297 -0.009246363304555416 -0.007701839320361614 -0.014517135918140411 0.002128048799932003 -0.001001689350232482 -0.01804945431649685 0.037678062915802 -0.03535088896751404 -0.005108009558171034 -0.007681061048060656 0.010610807687044144 0.021318580955266953 -0.018534282222390175 -0.0027150369714945555 -0.032497331500053406 0.0007358996663242579 -0.006451675668358803 -0.01622096076607704 -0.006628291681408882 -0.012383893132209778 0.037013158202171326 0.01786937564611435 0.035849567502737045 0.00451582670211792 -0.0012657474726438522 0.009564964100718498 -0.0035340499598532915 -0.010770108550786972 0.01807715930044651 -0.0009765821741893888 -0.00978660024702549 -0.00011460555106168613 -0.0023912410251796246 -0.005741748958826065 -0.01083244290202856 -0.012543193064630032 0.028563296422362328 0.02708110772073269 -0.0023531473707407713 -0.018478874117136 -0.029311316087841988 -0.02011343650519848 -0.005824862513691187 0.025086386129260063 0.00044002471258863807 0.034713685512542725 -0.025266466662287712 0.011102561838924885 0.02464311569929123 -0.011192601174116135 0.0020778344478458166 -0.019517790526151657 0.027219630777835846 -0.004945246037095785 0.01786937564611435 -0.028535591438412666 0.005679414141923189 -0.0051010833121836185 -0.018506579101085663 -0.021332433447241783 -0.014835737645626068 0.008567603304982185 -0.0017081530531868339 0.004051777068525553 0.0009055894915945828 0.004280338995158672 -0.009107840247452259 0.013976898975670338 0.0012787339510396123 -0.011885212734341621 -0.002102075843140483 -0.01861739531159401 0.017079798504710197 -0.020445890724658966 -0.013540553860366344 -0.013464367017149925 0.013388179242610931 0.029976224526762962 -0.020612116903066635 0.026790210977196693 -0.0007999662193469703 -0.02802306041121483 0.012446227483451366 0.011802099645137787 0.033411577343940735 -0.018368056043982506 0.04421631619334221 0.010562324896454811 -0.007140824105590582 -0.008969318121671677 0.024172140285372734 -0.008560677990317345 -0.015195894986391068 0.03069653920829296 0.020819900557398796 -0.008456786163151264 -0.005260384175926447 0.02861870639026165 -0.005094157066196203 -0.004006757400929928 -0.03205405920743942 0.02072293497622013 0.010389171540737152 0.005062989890575409 -0.02390894666314125 -0.0040171463042497635 -0.021872669458389282 -0.002299470128491521 -0.01412927359342575 -0.01809101179242134 0.00931562390178442 -0.02579285018146038 -0.0017479781527072191 0.009377959184348583 -0.029782293364405632 0.018949849531054497 0.008207445964217186 -0.0205290038138628 -0.009107840247452259 0.022108158096671104 -0.0002686033840291202 0.004692442715167999 0.009280993603169918 0.00470975786447525 -0.013914564624428749 0.0042076148092746735 -0.009114766493439674 -0.003930570092052221 -0.008733830414712429 -0.007487129885703325 -0.013381252996623516 0.03759495168924332 -0.028507888317108154 -0.006302764173597097 -0.008775386959314346 0.012460079975426197 0.0014319742331281304 -0.02274535968899727 -0.0009410858037881553 -0.02540498785674572 -0.022870030254125595 0.0036050425842404366 0.03291289508342743 -0.012820238247513771 -0.010984817519783974 -0.007881917990744114 0.004526216071099043 -0.0033972591627389193 -0.021180057898163795 0.009010874666273594 0.007397090550512075 -0.008020441047847271 -0.030253268778324127 0.006115759257227182 -0.0227592121809721 0.04438254237174988 0.01543138362467289 -0.0001732610835460946 -0.027579788118600845 0.011781320907175541 -0.011324197053909302 0.0014319742331281304 0.02803691104054451 0.0003508509835228324 -0.0323588065803051 0.010555398650467396 -0.019462382420897484 -0.007743396330624819 0.0030873154755681753 -0.0424986407160759 -0.04274797812104225 -0.03028097376227379 -0.007244715932756662 0.018783623352646828 -0.028646409511566162 0.008283632807433605 0.012944907881319523 -0.009779674001038074 -0.00970348622649908 -0.019351564347743988 -0.015320565551519394 0.012321557849645615 -0.0008553751395083964 0.002147095510736108 0.039811305701732635 -0.011317270807921886 0.018866736441850662 -0.05031129717826843 -0.019129928201436996 -0.003954811487346888 -0.030613426119089127 -0.004204151686280966 -0.006115759257227182 0.030253268778324127 -0.006108833011239767 -0.019268451258540154 -0.012688642367720604 -0.03986671566963196 -0.022440610453486443 0.003059611190110445 -0.000861435488332063 -0.011400384828448296 0.014891146682202816 0.010714699514210224 0.005911438725888729 -0.014863441698253155 0.00036383746191859245 -0.01523745246231556 -0.008394450880587101 0.008325189352035522 -0.02051515132188797 -0.006053423974663019 -0.025737442076206207 0.03917410597205162 0.011760542169213295 -0.013485144823789597 -0.028923453763127327 -0.015334418043494225 -0.032081764191389084 -0.006655996199697256 -0.022149713709950447 0.00827670656144619 0.013616741634905338 0.008526046760380268 0.011171822436153889 0.0492585264146328 -0.008886205032467842 0.019490085542201996 -0.015445235185325146 -0.008283632807433605 -0.006728720385581255 -0.0010467090178281069 0.023479528725147247 -0.010922483168542385 -0.03598809242248535 -0.0018406149465590715 0.02914508990943432 0.008131258189678192 -0.016123995184898376 0.031721603125333786 -0.006649069953709841 0.00518419686704874 0.005163418594747782 -0.001678716973401606 0.024975569918751717 -0.008387524634599686 -0.0009921658784151077 -0.04296961426734924 -0.010790886357426643 0.022066600620746613 0.0043773045763373375 -0.02673480287194252 0.024573855102062225 0.00432189553976059 0.005066453013569117 0.01583309844136238 -0.03158308193087578 -0.031167516484856606 0.0029401355423033237 -0.038897059857845306 0.023811981081962585 0.024975569918751717 -0.0009748506126925349 0.028757227584719658 0.030558018013834953 -0.013124987483024597 -0.04596169665455818 -0.0004372109833639115 -0.0085745295509696 0.01768929697573185 0.03640365973114967 0.0002696855808608234 0.006389340851455927 -0.021609477698802948 0.0037470280658453703 -0.022454462945461273 0.022911587730050087 -0.004869058728218079 -0.015888506546616554 -0.02992081455886364 0.025114091113209724 0.0121345529332757 -0.013963047415018082 0.00251417956314981 0.006901873275637627 -0.02370116487145424 -0.01976713165640831 -0.023631902411580086 0.007784952875226736 -0.03141685575246811 0.005301940720528364 0.00758409546688199 -0.021304728463292122 -0.015680722892284393 -0.009696559980511665 0.012376966886222363 -0.025903668254613876 -0.00583871454000473 0.20556707680225372 -0.01109563559293747 -0.005232679657638073 0.04859362170100212 0.0008138184784911573 -0.0011038494994863868 0.019850244745612144 0.02183111384510994 0.002768714213743806 0.01917148567736149 -0.006122685503214598 0.0038578459061682224 -0.002609413582831621 -0.0010354541009292006 0.019864097237586975 0.004986802581697702 -0.013048799708485603 -0.007805731147527695 0.022523725405335426 0.017813967540860176 0.006146926898509264 -9.39895398914814e-05 -0.0075217606499791145 -0.0022475242149084806 0.03673611208796501 0.010790886357426643 0.0035738751757889986 0.002129780128598213 0.0028154656756669283 0.018478874117136 -0.00047054290189407766 -0.0085745295509696 0.01922689378261566 0.01354748010635376 -0.022357497364282608 0.014988112263381481 0.014420170336961746 -0.01994721032679081 -0.008013514801859856 0.012086070142686367 0.01458639744669199 -0.013554406352341175 0.017162911593914032 -0.0018544672057032585 -0.00820051971822977 0.01252241525799036 -0.0002748801780398935 -0.024033617228269577 0.008027366362512112 -0.0006423971499316394 -0.026804063469171524 0.008325189352035522 0.01846502162516117 0.0055062612518668175 -0.01561146229505539 -0.027538232505321503 0.014724919572472572 0.001298646442592144 0.02108309231698513 0.021969635039567947 -0.01822953298687935 0.02598678134381771 0.01185058243572712 0.020044175907969475 -0.042249299585819244 0.013256583362817764 -0.030807357281446457 -0.004675127565860748 -0.006236966233700514 -0.014904998242855072 -0.006320079788565636 -0.021193910390138626 -0.01843731664121151 0.015916211530566216 -0.019656313583254814 -0.03421500697731972 0.024310661479830742 0.0035028825514018536 0.0447981096804142 0.02054285630583763 0.024407627061009407 -0.00811048038303852 -0.01458639744669199 -0.008262855000793934 -0.019116075709462166 -0.024379923939704895 0.029671475291252136 -0.008740756660699844 0.012280001305043697 0.0018717824714258313 -0.0032847097609192133 -0.006749498657882214 -0.027621345594525337 -0.017024390399456024 0.008297485299408436 0.03244192153215408 0.011220305226743221 0.014877294190227985 -0.018880588933825493 -0.004211077466607094 -0.020570559427142143 0.0647176131606102 0.01752307079732418 -0.007542538922280073 0.0018596617737784982 -0.01196139957755804 -0.020002618432044983 0.030530313029885292 0.014835737645626068 0.0006043034954927862 0.005897586699575186 -0.010382246226072311 0.022329794242978096 -0.005038748495280743 0.01252241525799036 0.015182043425738811 0.025501953437924385 -0.017564626410603523 0.018478874117136 0.00047660325071774423 -0.01081166509538889 -0.037955109030008316 0.0001452319702366367 0.00560668995603919 -0.019337711855769157 -0.04091948643326759 -0.015597609803080559 0.007701839320361614 0.0016553413588553667 -0.03892476484179497 0.004588550888001919 -0.025474250316619873 0.015098929405212402 -0.012106847949326038 0.018866736441850662 -0.00016189792950171977 0.015362122096121311 -0.01788322813808918 -0.026956437155604362 0.010022087953984737 -0.00027249931008554995 0.0003885117475874722 0.009828156791627407 0.00010226840822724625 -0.016899719834327698 0.01842346414923668 0.007126972079277039 0.03909099102020264 0.004294191021472216 0.007881917990744114 -0.02278691716492176 0.007203159388154745 0.0014137931866571307 -0.00782650988548994 0.028147729113698006 -0.010022087953984737 -0.01317347027361393 -0.02256528101861477 0.019462382420897484 -0.01728758215904236 -0.02670709788799286 0.0068222228437662125 0.006500158458948135 -0.007971958257257938 -0.01976713165640831 0.0022613764740526676 -0.1775301694869995 0.013478218577802181 0.030059337615966797 -0.029865406453609467 0.025100238621234894 0.026028338819742203 0.008117406629025936 -0.0024518445134162903 -0.018949849531054497 -0.014946555718779564 0.021886521950364113 0.0015107587678357959 -0.009751969017088413 -0.03277437388896942 -0.016442596912384033 -0.012640159577131271 -0.02223282866179943 0.02939443103969097 0.02597292885184288 0.007923475466668606 0.023285597562789917 -0.018174124881625175 0.004432713147252798 -0.014066938310861588 0.005627468228340149 0.0020518614910542965 -0.01918533816933632 0.037373315542936325 0.012543193064630032 -0.03316223621368408 -0.018007898703217506 -0.0019548959098756313 0.015182043425738811 -0.012065291404724121 -0.0259590782225132 0.00518419686704874 -0.0023185168392956257 0.004114111885428429 -0.008713052608072758 0.007327829021960497 0.0201688464730978 0.03255273774266243 0.0009627299150452018 0.02111079730093479 -0.025308022275567055 0.01692742481827736 0.007147750351577997 -0.01479418110102415 0.028369365260004997 -0.006278522778302431 -0.015514496713876724 -0.012868721038103104 0.010700847022235394 0.001072681974619627 -0.002947061788290739 0.024310661479830742 0.005090694408863783 -0.005295014474540949 -0.005385054275393486 -0.005811010021716356 -0.0058283256366848946 -0.008602234534919262 0.008089701645076275 0.006140000652521849 -0.007452499121427536 -0.03277437388896942 -0.0055062612518668175 0.004301117267459631 -0.031001288443803787 0.013665224425494671 0.009627299383282661 -0.010867074131965637 -0.01384530309587717 0.01806330680847168 0.014184682630002499 0.011421162635087967 -0.0005536563112400472 0.0010501721408218145 -0.008636864833533764 0.012654011137783527 0.008304411545395851 0.0398390106856823 -0.004301117267459631 0.008491416461765766 0.020251959562301636 -0.0033314612228423357 -0.0013497265754267573 0.004328821785748005 -0.006101906765252352 0.006417045369744301 0.01973942667245865 -0.045629244297742844 -0.0013436662266030908 -0.008879278786480427 0.007334755267947912 0.017426105216145515 0.019420824944972992 0.0037885846104472876 0.003146187635138631 -0.001961821923032403 -0.0009722533286549151 0.013776041567325592 0.0018856347305700183 0.014295500703155994 0.003050953382626176 -0.005963384639471769 0.012563971802592278 0.008297485299408436 0.04366222769021988 0.003537513082846999 -0.008844648487865925 0.007258567959070206 0.016872014850378036 0.004166057799011469 -0.012176109477877617 0.021983487531542778 -0.02350723370909691 -0.006223113741725683 0.00028613509493879974 -0.01083244290202856 0.023008553311228752 0.006327005568891764 0.0008099225233308971 0.015528349205851555 -0.005946069490164518 -0.021983487531542778 -0.13486529886722565 0.0028223916888237 -0.003071731887757778 0.024975569918751717 0.004654348827898502 0.015292860567569733 0.007466351613402367 0.04108571261167526 -0.026014486327767372 0.03050260804593563 -0.017412252724170685 -0.00996667891740799 -0.022108158096671104 0.001493443502113223 -0.0011834998149424791 -0.031195219606161118 -0.03410418704152107 -0.010569251142442226 -0.009675782173871994 0.019628608599305153 0.018686657771468163 -0.023978209123015404 0.012189961969852448 -0.008449859917163849 -0.003622357966378331 -0.0016094559105113149 -0.015126634389162064 0.021789556369185448 -0.004200688563287258 0.019836392253637314 0.015098929405212402 -0.01439246628433466 0.00518419686704874 -0.00617116829380393 -0.01383145060390234 -0.024934012442827225 -0.009371032938361168 0.0025643939152359962 0.012127626687288284 -0.03069653920829296 0.0051322509534657 0.010943260975182056 0.008373672142624855 -0.025640476495027542 -0.01827109046280384 0.0002939269761554897 -0.017467660829424858 0.024324513971805573 -0.027939945459365845 0.004263023380190134 -0.02746897004544735 -0.03169390186667442 -0.01824338547885418 0.008539899252355099 -0.014150052331387997 -0.010437654331326485 -0.0005605823826044798 0.007279346231371164 -0.02162333019077778 0.018007898703217506 -0.01677504926919937 0.02199734002351761 -0.03244192153215408 0.027704458683729172 0.013062652200460434 -0.0009670587605796754 -0.04053162410855293 -0.006520936731249094 0.018603544682264328 -0.012363114394247532 -0.018160272389650345 0.03410418704152107 -0.0045469943434000015 0.01412927359342575 -0.03177701309323311 0.008616086095571518 -0.04175061732530594 -0.010153683833777905 0.010361467488110065 -0.013408957980573177 0.009066283702850342 -0.013824524357914925 -0.0020120362751185894 -0.010430729016661644 0.011802099645137787 -0.0017341258935630322 -0.013665224425494671 -0.02576514706015587 -0.018922144547104836 0.005617078859359026 -0.01091555692255497 0.03449204936623573 0.013686002232134342 0.0026994531508535147 0.01052769459784031 0.022911587730050087 -0.005038748495280743 0.0056828767992556095 0.0030665372032672167 0.013201174326241016 -0.030031632632017136 -0.014018455520272255 -0.03909099102020264 0.03551711514592171 -0.010389171540737152 -0.021304728463292122 0.02407517470419407 -0.003357433946803212 -0.0019133391324430704 0.002323711523786187 0.0017852060263976455 0.012086070142686367 -0.02634694054722786 0.037567246705293655 -0.0051461029797792435 -0.0006882826564833522 -0.022149713709950447 -0.0012787339510396123 0.022870030254125595 -0.0034336212556809187 0.016054732725024223 0.005804084241390228 -0.02784297987818718 0.012183035723865032 0.028646409511566162 0.007168528623878956 -0.001354921143501997 -0.0018492726376280189 -0.0010250649647787213 0.01250856276601553 0.004283801652491093 -0.023784277960658073 0.01306957844644785 0.00456777261570096 -0.010292205959558487 0.023216336965560913 -0.007542538922280073 -0.012778681702911854 0.00874768290668726 0.03834297135472298 0.016428744420409203 0.027926094830036163 -0.03136144578456879 -0.018478874117136 0.004588550888001919 -0.031527671962976456 -0.024753933772444725 0.012785607948899269 -0.02278691716492176 -0.008401377126574516 -0.008602234534919262 -0.015472940169274807 0.02447688952088356 0.014420170336961746 -0.000988702871836722 -0.01676119677722454 -0.009551111608743668 -0.03859230875968933 0.013879933394491673 0.008913909085094929 0.009267141111195087 -0.01785552315413952 0.023451823741197586 0.014364761300384998 0.026776358485221863 0.0010224676225334406 -0.00460586603730917 -0.005239605903625488 -0.020210402086377144 -0.021872669458389282 0.002048398368060589 -0.03726249560713768 -0.017758557572960854 -0.00978660024702549 -0.0019791373051702976 0.009848934598267078 0.0051391771994531155 -0.01497425977140665 -0.011144118383526802 -0.0029695716220885515 0.004519289825111628 0.013339696452021599 0.020833753049373627 0.0030492220539599657 -0.013997677713632584 0.016304073855280876 0.024560002610087395 0.016110142692923546 0.00573482271283865 0.008560677990317345 -0.01903296262025833 0.0045746988616883755 0.0010787423234432936 0.019808687269687653 -0.0011384800309315324 -0.0016977638006210327 -0.026443906128406525 0.03571104630827904 0.013776041567325592 -0.0041799102909862995 0.008588382042944431 0.021512512117624283 -0.011698207817971706 0.012106847949326038 -0.026388496160507202 -0.024005912244319916 -0.013907638378441334 0.024407627061009407 0.013041873462498188 -0.037567246705293655 -0.00635124696418643 0.012910277582705021 -0.011331123299896717 -0.0006804907461628318 0.012037587352097034 -0.005173807498067617 0.01562531478703022 0.013644445687532425 -0.011511202901601791 0.0017523069400340319 -0.030751949176192284 0.004238781984895468 -0.009371032938361168 0.0067945183254778385 0.015265156514942646 0.0006592795252799988 0.030253268778324127 0.04327436536550522 0.03560023009777069 -0.007085415069013834 0.010957113467156887 -0.012002956122159958 0.006340858060866594 0.011248010210692883 -0.001807715860195458 -0.021498659625649452 -0.015195894986391068 -0.018866736441850662 0.027953797951340675 0.02142939902842045 -0.028757227584719658 0.0695381909608841 0.018728213384747505 -0.01262630708515644 0.012778681702911854 -0.026056043803691864 0.01975327916443348 -0.012376966886222363 0.010278354398906231 -0.0017886691493913531 -0.03183242306113243 0.024366071447730064 -0.0026284605264663696 -0.010347614996135235 -0.027247333899140358 -0.023562641814351082 -0.006645606830716133 0.0028449015226215124 0.03327305614948273 8.403325045946985e-05 0.008020441047847271 0.023936651647090912 0.004335747566074133 0.01674734428524971 0.010624660179018974 -0.028507888317108154 -0.03138915076851845 -0.017370695248246193 -0.015362122096121311 -0.00739016430452466 -0.02468467317521572 0.006846464239060879 0.0006830880302004516 -0.02068137750029564 -0.0030405642464756966 0.023022405803203583 0.025072535499930382 0.008560677990317345 -0.006133074406534433 -0.016705788671970367 0.0031652343459427357 0.01243237592279911 0.001961821923032403 -0.03424271196126938 -0.025557363405823708 -0.03637595474720001 0.004817112814635038 0.0040102205239236355 -0.034879911690950394 -0.01214840542525053


text:
the corals Œ healthy bleached diseased dead It may be desirable to classify the major functional groups on a reef Œ coral algae sand rock Perhaps ner granularity is needed to classify the corals to the genus or species level or to classify algae as crustose coralline algae turf algae or macro algae as well as to categorize sponges and other common invertebrates on the reef The set of la bels varies with each study and typically ranges from a few classes to a hundred Due to the vast scales e g reefs can be hundreds of square kilometers it is impractical to survey an entire reef and so studies rely on sampling Typically surveys 12 are done with downward pointing cameras often photograph ing the reef through a frame or quadrat of a known size e g 0 5 m 0 5 m that is just above the bottom so that the absolute scale and coverage in an area can be determined up to some experimental accuracy The coverage area of each class within the image is traditionally done through la belling of a sample of point locations in the images The point locations may be deterministic e g

embedding:
0.024214910343289375 0.023085787892341614 0.014855438843369484 -0.04592670500278473 -0.010719859041273594 0.02373877353966236 -0.02485429309308529 0.009849210269749165 -0.0032462263479828835 -0.03420015797019005 0.017181703820824623 0.008175932802259922 0.007924261502921581 0.01969842053949833 -0.0035778209567070007 0.012202681973576546 0.03580541908740997 0.005410944111645222 -0.000942919054068625 -0.002914631739258766 -0.00504023814573884 0.03145217522978783 -0.0002463578130118549 0.004230807069689035 -0.018174786120653152 0.006710114888846874 0.012223088182508945 -0.01729053445160389 -0.006672704126685858 0.0034349802881479263 0.023711565881967545 -0.012481561861932278 -0.021807022392749786 -0.0039213187992572784 -0.03175146132707596 0.00023509208403993398 0.018351636826992035 -0.016828002408146858 -0.008638464845716953 -0.009046581573784351 -0.000503768736962229 -0.005370132625102997 0.0016078087501227856 -0.03128892928361893 -0.0002306283131474629 -0.004305628594011068 0.006621689535677433 -0.004897397477179766 -0.01340662594884634 0.013909969478845596 0.024255720898509026 0.012862470000982285 -0.010420573875308037 -0.005162673071026802 0.004237609449774027 -0.018528487533330917 0.004557300359010696 -0.0011155182728543878 0.026133056730031967 -0.030771980062127113 0.0020456837955862284 -0.004417860880494118 -0.011366043239831924 0.01207344513386488 -0.007400511763989925 -0.0067067136988043785 0.026636401191353798 -0.008005884476006031 0.008148725144565105 -0.012672016397118568 0.046906184405088425 0.026173869147896767 0.0031237914226949215 0.015454010106623173 -0.0019997707568109035 -0.016243034973740578 0.007944666780531406 -0.01398479100316763 0.028078412637114525 -0.001004136516712606 0.0022871526889503 0.003270033048465848 -0.02590179070830345 0.01567167229950428 0.013971187174320221 0.0074549270793795586 0.013821544125676155 0.004608314950019121 -0.005393939092755318 -0.004788566380739212 -0.009203026071190834 0.03362879529595375 0.0188277717679739 -0.009203026071190834 -0.021643776446580887 0.008488822728395462 -0.0072032553143799305 0.017344949766993523 -0.010114486329257488 -0.03966892138123512 -0.00580885773524642 0.01567167229950428 -0.016555923968553543 -0.012733233161270618 -0.025820167735219002 -0.016270242631435394 0.021017998456954956 0.0016248136525973678 0.019303908571600914 -0.012121059000492096 -0.01171974465250969 0.05515013635158539 0.02377958595752716 -0.025874583050608635 0.007121632341295481 -0.02066429704427719 0.02652757056057453 0.015644464641809464 -0.003084680298343301 -0.0031969123519957066 0.00908059161156416 -0.022174326702952385 0.01953517459332943 -0.03893430903553963 0.02141251042485237 -0.015603652223944664 -0.00176680414006114 0.00225994479842484 0.001584002049639821 -0.010699452832341194 0.0005904934951104224 0.026051433756947517 0.014596965163946152 0.011216401122510433 0.015413198620080948 -0.0184604674577713 0.00504023814573884 -0.009692765772342682 -0.0014071515761315823 -0.01978004351258278 0.0020065726712346077 0.01605258136987686 -0.020296992734074593 -0.028649775311350822 0.007026405073702335 0.01737215742468834 0.011066758073866367 0.014161640778183937 -0.008536435663700104 0.010964728891849518 -0.015766900032758713 0.0023636745754629374 0.002768389880657196 -0.0006708414293825626 0.010168901644647121 0.015494821593165398 0.014406510628759861 0.028404906392097473 -0.03191470727324486 -0.0036084295716136694 0.015345178544521332 0.017385760322213173 0.015127516351640224 0.00669310986995697 0.016515113413333893 0.018406052142381668 0.008148725144565105 -0.004836180247366428 0.01862371526658535 -0.0005832664319314063 -0.00566261587664485 0.04102930799126625 -0.0024827085435390472 0.014093621633946896 0.006750926375389099 -0.003217318095266819 -0.007176047656685114 0.009951239451766014 -0.016161412000656128 -0.028404906392097473 -0.008114716038107872 0.009032977744936943 -0.0011784363305196166 0.0044348654337227345 -0.0023109593894332647 0.015603652223944664 0.03719301149249077 0.015984561294317245 0.006934578996151686 -0.035397302359342575 0.0012328517623245716 0.02062348462641239 -0.018610110506415367 0.01783468946814537 -0.6434091925621033 -0.03278535604476929 0.03545171767473221 -0.011644923128187656 0.009849210269749165 0.006835950538516045 0.02418770268559456 -0.014678589068353176 -0.0003379714326001704 0.024459779262542725 -0.005938094574958086 -0.00641082925722003 -0.010209713131189346 0.00018577801529318094 0.004033551085740328 -0.005774847697466612 0.002253142884001136 -0.010107683949172497 0.01261760015040636 -0.0031850088853389025 -0.04309709742665291 -0.005308914929628372 -0.008964958600699902 0.006138751748949289 -0.00048378805513493717 0.026010623201727867 0.016855210065841675 -0.024500591680407524 0.010039664804935455 0.013447437435388565 -0.02307218313217163 0.011332033202052116 -0.022106308490037918 0.006400626618415117 0.04679735377430916 -0.006383621599525213 -0.007788222283124924 0.017059268429875374 0.030499903485178947 0.023997247219085693 -0.011454468593001366 -0.00012020304711768404 0.03294860199093819 -0.02660919353365898 -0.00744132325053215 0.017929917201399803 0.00897856242954731 0.014569757506251335 6.254597246879712e-05 0.00669310986995697 0.012141464278101921 -0.028160035610198975 0.004407657776027918 0.00906018540263176 0.029710877686738968 -0.02040582336485386 0.01178096141666174 -0.017480988055467606 0.009379876777529716 0.014297679997980595 -0.01763063110411167 -0.013127746060490608 -0.013957583345472813 -0.04184554144740105 -0.02456860989332199 0.0074073136784136295 -0.046987809240818024 0.0185012798756361 0.0009310156456194818 0.004101570229977369 0.0033873666543513536 -0.0011733347782865167 -0.015576444566249847 -0.014515342190861702 -0.0061625586822628975 0.019970498979091644 0.02003851719200611 -0.004244411364197731 -0.028622567653656006 0.005407542921602726 0.00876770168542862 0.009223432280123234 0.009182619862258434 0.00014443496183957905 0.0011087163584306836 -0.01995689421892166 0.0031237914226949215 0.016283847391605377 0.005611601285636425 0.008713286370038986 0.007808628026396036 0.03528846800327301 -0.019943291321396828 -0.036186326295137405 0.002504814649000764 0.023629942908883095 -0.01394397858530283 -0.021303679794073105 -0.006250983569771051 -0.04326034337282181 -0.0046389237977564335 -0.014284076169133186 -0.0012371030170470476 0.02511276677250862 0.004016546066850424 -0.015345178544521332 -0.0031986127141863108 0.0033805647399276495 0.033900875598192215 -0.027166951447725296 0.018338032066822052 -0.0012898180866613984 -0.017467385157942772 -0.008951354771852493 0.009393480606377125 -0.029656462371349335 0.0018416255479678512 -0.01621582731604576 -0.018188390880823135 -0.03039107285439968 0.0258609801530838 0.018854981288313866 0.034608274698257446 -0.01741296797990799 0.018882188946008682 0.007801826111972332 -0.00543475104495883 -0.011264014057815075 0.002710573375225067 -0.030064579099416733 0.012944093905389309 0.008067102171480656 -0.005431349854916334 -0.005448354873806238 0.01076747290790081 0.011876189149916172 0.034064121544361115 -0.0008527933387085795 -0.01361068431288004 -0.041546255350112915 -0.015263555571436882 -0.029819708317518234 0.0010338950669392943 -0.01284206472337246 -0.0189093966037035 -0.02182062715291977 -0.029003476724028587 0.002057587029412389 -0.012651610188186169 -0.011638120748102665 -0.010148496367037296 -0.02036501094698906 -0.030771980062127113 0.021752607077360153 -0.012774045579135418 0.0013127746060490608 -0.014624172821640968 -0.01084909588098526 0.0009709770674817264 -0.004149184096604586 0.019507966935634613 0.007101226598024368 -0.03520684689283371 -0.018011540174484253 -0.004496083129197359 -0.009679161943495274 0.009842408820986748 0.016161412000656128 0.007448125164955854 -0.03196912258863449 -0.00767939118668437 -0.009393480606377125 0.009617944248020649 0.0187053382396698 -0.010889907367527485 -0.007985478267073631 -0.023099390789866447 0.0034179752692580223 0.007434521336108446 -0.01554923690855503 0.013556268066167831 0.0029265352059155703 0.005407542921602726 -0.005978906061500311 0.0047205472365021706 -0.00810791365802288 0.030581526458263397 -0.007590966299176216 0.0014088520547375083 0.020637089386582375 0.023303449153900146 0.01795712485909462 -0.025044746696949005 0.00010404844215372577 -0.014379302971065044 0.011270816437900066 -0.019399136304855347 -0.021017998456954956 -0.006604684516787529 0.015562840737402439 0.01579410769045353 0.00430222786962986 0.01207344513386488 -0.020351408049464226 0.02157575637102127 0.007074018474668264 0.014188848435878754 -0.006125147920101881 0.04309709742665291 0.01791631244122982 0.012814857065677643 -0.022296762093901634 -0.017766669392585754 -0.014542549848556519 0.020514653995633125 0.019045434892177582 -0.00876770168542862 0.011012342758476734 0.02406526729464531 0.015100308693945408 0.013345408253371716 -0.0026748632080852985 0.021602964028716087 0.008794909343123436 -0.02107241377234459 0.012291107326745987 0.00567281898111105 0.012012227438390255 -0.018133975565433502 -0.020310595631599426 0.008638464845716953 0.0028704190626740456 0.022351177409291267 0.030146202072501183 -0.00908059161156416 0.032159578055143356 0.008005884476006031 0.0011461270041763783 0.012168672867119312 0.000822184607386589 0.013923573307693005 0.04418540745973587 0.011352439410984516 -0.0007171796751208603 0.04282502084970474 0.011862585321068764 0.019630402326583862 0.006965187378227711 -0.01444732304662466 -0.0002574109530542046 0.025044746696949005 -0.0024384958669543266 -0.0368393138051033 -0.008828919380903244 -0.012141464278101921 -0.01072666049003601 0.023017767816781998 0.020296992734074593 0.021766211837530136 -0.00252011907286942 -0.005951698403805494 -0.005737437400966883 -0.008216744288802147 -0.009767587296664715 0.017236119136214256 -0.0002472080523148179 -0.004751155618578196 -0.009189422242343426 -0.025452863425016403 -0.0019640603568404913 -0.008495624177157879 0.0061625586822628975 0.003673048224300146 -0.02070510759949684 0.011746952310204506 -0.0148826465010643 0.003829492721706629 -0.010787878185510635 -0.001448813476599753 -0.006114944815635681 -0.010583819821476936 -0.010706255212426186 0.02992854081094265 0.028296073898673058 0.007053612731397152 -0.02232396975159645 -0.01832442916929722 0.019317511469125748 -0.010026060976088047 0.008985363878309727 -0.0006687158020213246 0.009468302130699158 -0.002222534269094467 0.014760212041437626 -0.013556268066167831 -0.010645037516951561 -0.0095363212749362 -0.005145668517798185 0.01284206472337246 -0.0016307653859257698 0.002923134248703718 0.0038737053982913494 -0.0032547288574278355 -0.007985478267073631 0.04589949920773506 -0.0008659721352159977 -0.028241658583283424 0.003717260668054223 -0.018174786120653152 -0.005329320672899485 -0.013637891970574856 -0.0018178187310695648 0.007182849571108818 0.009815201163291931 -0.028540944680571556 0.0047783637419342995 0.004455271176993847 0.01207344513386488 0.01633826270699501 -0.007298482581973076 0.010121287778019905 -0.026595588773489 0.005577591713517904 -0.02875860594213009 0.04429423809051514 0.033683210611343384 0.0002637877769302577 0.040675606578588486 -0.00041980730020441115 0.008543238043785095 -0.02473185770213604 -0.011808169074356556 -0.007298482581973076 -0.022419197484850883 -0.002649355912581086 0.00897856242954731 0.044539108872413635 0.02515357732772827 0.012903282418847084 0.009488707408308983 0.005553784780204296 -0.013637891970574856 0.012583591043949127 0.014991478063166142 -0.00759776821359992 -0.012291107326745987 0.04266177490353584 0.06404707580804825 -0.005611601285636425 0.02198387309908867 0.016691962257027626 0.0018161182524636388 -0.002715674927458167 0.003076177788898349 -0.027996789664030075 0.02523520030081272 0.004955213982611895 0.020215367898344994 0.008794909343123436 0.010264129377901554 0.009182619862258434 -0.005451755598187447 -0.008169131353497505 -0.025738544762134552 -0.0005305514205247164 0.01775306649506092 0.0021681187208741903 -0.01433849148452282 -0.013325002044439316 0.007257671095430851 0.007318888325244188 0.011610913090407848 -0.008577247150242329 0.002321162261068821 0.022092703729867935 -0.019399136304855347 0.006625090725719929 -0.030064579099416733 -0.006876762490719557 -0.030173409730196 -0.002579636173322797 0.019059037789702415 0.012325117364525795 -0.018487675115466118 -0.0027547860518097878 -0.018814168870449066 0.02614666149020195 -0.01724972203373909 -0.02835048921406269 -0.013767128810286522 0.003161202184855938 0.008924146182835102 -0.038716647773981094 0.0070332069881260395 0.0008532184874638915 -0.02930276095867157 -0.013202567584812641 -0.019235888496041298 0.0024691044818609953 0.007590966299176216 -0.000474010274047032 -0.011570101603865623 0.030608734115958214 0.016202222555875778 0.002329664770513773 0.004118575248867273 -0.01583491824567318 -0.04617157578468323 -0.003802285064011812 -0.012297909706830978 0.00024359450617339462 -0.016433488577604294 0.003720661625266075 0.028132827952504158 0.010107683949172497 0.01924949325621128 -0.00391791807487607 0.019222285598516464 -0.023140203207731247 0.008067102171480656 0.0296020470559597 0.013461041264235973 -0.017032060772180557 -0.03580541908740997 0.01787550002336502 -0.0038090869784355164 -0.003829492721706629 -0.020555466413497925 0.006604684516787529 -0.022337574511766434 -0.02590179070830345 0.012828460894525051 -0.005642210133373737 -0.01674637943506241 0.017018456012010574 -0.014392906799912453 0.02311299555003643 0.022582443431019783 0.002273548860102892 0.006543467286974192 0.0039213187992572784 0.014216057024896145 -0.0041083721444010735 0.005523175932466984 0.028622567653656006 0.0033839656971395016 0.036512818187475204 0.0026136457454413176 -0.0297652930021286 0.025711337104439735 -0.01754900813102722 -0.014583361335098743 -0.03496197611093521 0.0006325804861262441 0.01724972203373909 -0.02356192283332348 -0.023371469229459763 -0.04992624744772911 -0.0074073136784136295 0.00885612703859806 0.010060071013867855 0.016161412000656128 -0.01712728664278984 -0.0019436546135693789 0.004791967570781708 0.021126829087734222 0.004754556808620691 -0.006767931394279003 0.0148826465010643 -0.037356261163949966 -0.006404027342796326 0.01587573066353798 0.010298138484358788 0.021507738158106804 -0.023289846256375313 -0.028132827952504158 -0.0028942259959876537 0.005482364445924759 0.01442011445760727 -0.002275249222293496 -0.01680079475045204 -0.017589818686246872 0.053762540221214294 0.015494821593165398 -0.003730864729732275 -0.0015193835133686662 0.010114486329257488 0.007162443827837706 0.0020677901338785887 -0.0047035422176122665 -0.019426343962550163 -0.01398479100316763 -0.027044517919421196 0.0007180299144238234 -0.0033159463200718164 0.002331365365535021 -0.015426802448928356 -0.014637776650488377 0.028731398284435272 0.03384645655751228 -0.014787419699132442 -0.0031135885510593653 -0.040539566427469254 -0.02307218313217163 -0.017358552664518356 0.0002752660366240889 0.0019079444464296103 0.0049484120681881905 -0.012678817845880985 -0.02365715056657791 0.025792960077524185 -0.007965072989463806 -0.015018685720860958 -0.02796958200633526 0.013651495799422264 -0.011848981492221355 0.021344490349292755 -0.025126369670033455 0.03134334459900856 -0.016773587092757225 -0.009182619862258434 -0.01605258136987686 -0.016936833038926125 -0.02735740691423416 0.011291221715509892 0.010298138484358788 0.00895815622061491 -0.014120829291641712 0.012304711155593395 0.010461385361850262 0.008862929418683052 0.002720776479691267 -0.008679276332259178 -0.01603897660970688 0.004618518054485321 -0.004740952979773283 -0.019507966935634613 -0.031697046011686325 0.008203140459954739 0.004509686958044767 -0.024949518963694572 0.030581526458263397 0.007536550518125296 -0.027629483491182327 0.014828231185674667 0.009896824136376381 0.025085559114813805 -0.024174097925424576 0.02922113798558712 -0.005410944111645222 -0.013522258959710598 -0.023385073989629745 0.015304367057979107 -0.0036968549247831106 -0.021875042468309402 0.014719400554895401 -0.009699568152427673 -0.013107339851558208 -0.006271389778703451 0.033982496708631516 0.01500508189201355 0.011195994913578033 -0.03624074161052704 0.010461385361850262 0.001004136516712606 0.015862125903367996 -0.005720432382076979 -0.00443826662376523 -0.015780502930283546 -0.00035412603756412864 -0.0007333342800848186 -0.020637089386582375 0.0018501279409974813 -0.009951239451766014 -0.0035676180850714445 0.011692536994814873 -0.02319461852312088 0.02673162892460823 0.014624172821640968 -0.009441094473004341 -0.015222744084894657 -0.014202453196048737 -0.026636401191353798 0.014188848435878754 0.01771225407719612 0.004234208259731531 -0.030064579099416733 -0.016270242631435394 0.008414001204073429 0.010971530340611935 0.008434406481683254 -0.008488822728395462 -0.023629942908883095 0.03654002770781517 -0.06007474288344383 0.0031952117569744587 -0.021970270201563835 0.02726217918097973 0.007971874438226223 -0.010760670527815819 0.006550269201397896 0.006196568254381418 -0.020732315257191658 0.005638808943331242 0.021847834810614586 0.013971187174320221 -0.0015312869800254703 -0.011842179112136364 -0.001645219512283802 -0.005210286937654018 -0.0018773357151076198 0.002696969546377659 -0.007060414645820856 -0.016365470364689827 -0.015032289549708366 -0.01103955041617155 -0.005427949130535126 0.004774962551891804 -0.011951010674238205 -0.02747984230518341 -0.017385760322213173 -0.0007924261153675616 -0.030663149431347847 0.013325002044439316 0.011107569560408592 -0.016474300995469093 -0.039505671709775925 -0.002594940597191453 -0.0019130458822473884 -0.03463548421859741 0.010400167666375637 -0.03994099795818329 -0.042090412229299545 -0.014828231185674667 -0.018650922924280167 0.025031141936779022 -0.016079789027571678 0.005033436231315136 0.0032428253907710314 -0.030690357089042664 0.017780274152755737 -0.021466925740242004 -0.028867436572909355 0.0024844089057296515 -0.0004291599616408348 -0.009651954285800457 0.026758836582303047 -0.023752378299832344 0.015494821593165398 -0.025588901713490486 -0.014025602489709854 0.003673048224300146 -0.02590179070830345 0.0057136304676532745 -0.010447781533002853 0.021915853023529053 -0.001011788728646934 -0.00991042796522379 -0.006063930224627256 -0.029710877686738968 -0.019548777490854263 0.010209713131189346 -0.005145668517798185 -0.02199747785925865 0.016610339283943176 0.016351865604519844 -0.001141875865869224 -0.008162328973412514 0.006665902212262154 -0.008658871054649353 -0.0030506704933941364 -0.004737551789730787 -0.033519964665174484 -0.0014598665293306112 -0.012250295840203762 0.05882318690419197 0.013583475723862648 -0.0297652930021286 -0.015345178544521332 -0.002013374585658312 -0.018895791843533516 0.0016035576118156314 0.0016018571332097054 0.0224055927246809 0.009631548076868057 -0.015263555571436882 0.0021596162114292383 0.037056975066661835 -0.0027938971761614084 0.004339638166129589 -0.001316175563260913 -0.0297652930021286 0.018406052142381668 0.003280235920101404 0.015807710587978363 -0.01716809906065464 -0.036431197077035904 -0.010713056661188602 0.037383466958999634 0.005870074965059757 -0.029901333153247833 0.02199747785925865 -0.009481905959546566 0.014542549848556519 0.005519775208085775 0.014624172821640968 0.016447093337774277 0.011985019780695438 0.023616338148713112 -0.030935227870941162 -0.011665328405797482 -0.005781649611890316 0.0011104168370366096 -0.029493216425180435 0.03428178280591965 -0.0008706484222784638 0.0033261491917073727 0.03441782295703888 -0.009475103579461575 -0.03134334459900856 -0.00716924574226141 -0.019426343962550163 0.03629515692591667 0.032812561839818954 -0.0046389237977564335 0.03833574056625366 0.021262867376208305 -0.013352209702134132 -0.01646069623529911 -0.030989643186330795 -0.011923802085220814 0.009767587296664715 0.0370025597512722 -0.00627479050308466 -0.0057714469730854034 -0.024677442386746407 0.008454812690615654 -0.023629942908883095 0.013522258959710598 -0.005016431678086519 -0.03104405850172043 -0.02414689026772976 0.01969842053949833 0.012114256620407104 -0.00642103236168623 -0.009345866739749908 -0.012277503497898579 -0.006366616580635309 -0.002084794919937849 -0.007924261502921581 0.022636858746409416 -0.010889907367527485 0.0060707321390509605 0.0035778209567070007 -0.03294860199093819 -0.009203026071190834 -0.007386907935142517 -0.006808742880821228 -0.026745231822133064 -0.010073674842715263 0.17227956652641296 -0.02456860989332199 0.00716924574226141 0.042879436165094376 -0.006621689535677433 -0.007318888325244188 -0.0010381462052464485 -0.0012898180866613984 0.002838109852746129 0.025330428034067154 0.0055265771225094795 -0.029329968616366386 -0.0004599812673404813 0.0014879246009513736 0.010257326997816563 -0.022664066404104233 0.0006002712761983275 -0.0034213762264698744 0.013773930259048939 0.00252522062510252 0.01224349346011877 0.00893775001168251 -0.00941388588398695 -0.0023466695565730333 0.04353242367506027 0.0035098015796393156 -0.015984561294317245 -0.010964728891849518 0.0029809505213052034 0.008896938525140285 0.004683136474341154 -0.003863502526655793 -0.006495853420346975 0.0021017997059971094 -0.013052924536168575 0.007094424217939377 -0.002035480923950672 -0.015073101036250591 0.01650150865316391 0.021358095109462738 0.02373877353966236 -0.012678817845880985 0.020963581278920174 -0.002390882233157754 0.006159157492220402 0.024990331381559372 0.004557300359010696 0.014202453196048737 -0.01654232107102871 -0.004917803220450878 -0.03444502875208855 0.009379876777529716 0.006679506041109562 0.01500508189201355 0.0003281936515122652 -0.009597538970410824 -0.0023500705137848854 -0.005441552959382534 0.004104971420019865 0.028486529365181923 -0.011590507812798023 0.01783468946814537 0.021181244403123856 0.03305743262171745 -0.007053612731397152 0.021099621430039406 -0.013971187174320221 -0.0076521835289895535 -0.0012821658747270703 -0.01444732304662466 0.017861897125840187 -0.016147807240486145 -0.02382039651274681 0.027547860518097878 -8.279237226815894e-05 -0.007121632341295481 0.022460009902715683 0.0009123103227466345 0.024963123723864555 0.010563414543867111 -0.0041729905642569065 -0.0033839656971395016 -0.0038158888928592205 0.01216187048703432 -0.00850242655724287 -0.02194306068122387 0.03621353209018707 0.006835950538516045 0.017276929691433907 0.003785280045121908 -0.009447895921766758 0.0063802204094827175 -0.005961901042610407 -0.003094883169978857 0.03172425180673599 0.023752378299832344 0.006104742176830769 0.012882876209914684 -0.03686651960015297 -0.015943748876452446 -0.002776892390102148 0.025697732344269753 0.01945355162024498 -0.005295311100780964 -0.010760670527815819 -0.0005764645175077021 -0.0077814203687012196 0.029166722670197487 0.008468416519463062 -0.0075297486037015915 -0.0002759037306532264 -0.01633826270699501 0.01591654121875763 -0.00589048070833087 0.027289386838674545 0.026364322751760483 0.018025143072009087 -0.01405281014740467 0.007788222283124924 -0.014243264682590961 -0.026282699778676033 -0.022582443431019783 0.011257212609052658 -0.003458786988630891 -0.017181703820824623 -0.011250410228967667 -0.029656462371349335 0.017344949766993523 0.0013722915900871158 -0.04151904955506325 0.0023126599844545126 -0.03172425180673599 0.006509457714855671 0.011059955693781376 0.005744239315390587 0.015018685720860958 0.0002584737667348236 -0.014120829291641712 -0.021752607077360153 -0.0031050860416144133 0.0004939909558743238 0.012495165690779686 0.0003520004393067211 -0.009896824136376381 -0.009128204546868801 -9.963780757971108e-05 -0.0030081584118306637 0.026405135169625282 -0.0017429973231628537 -0.011270816437900066 0.0014794222079217434 -0.01018250547349453 -0.012848866172134876 -0.010386563837528229 0.00960434041917324 -0.016202222555875778 -0.015290763229131699 -0.019630402326583862 0.03330230340361595 -0.016828002408146858 -0.014161640778183937 -0.009924031794071198 0.03953288123011589 -0.028078412637114525 -0.004863387905061245 -0.007747410796582699 -0.1724972277879715 0.013705911114811897 0.0226504635065794 -0.016909625381231308 0.013522258959710598 -3.1405837944475934e-05 0.021426113322377205 0.0033023422583937645 -0.0014020501403138041 -0.007897053845226765 0.033519964665174484 -0.007665787357836962 -0.02056906931102276 -0.024432571604847908 -0.0029282355681061745 -0.02165737934410572 0.016351865604519844 0.01816118322312832 0.02331705391407013 0.008849325589835644 0.03985937312245369 -0.029003476724028587 0.0008693730924278498 3.4541106288088486e-05 0.024990331381559372 -0.004730749875307083 -0.0017412968445569277 0.022500820457935333 0.01218227669596672 -0.008420802652835846 -0.006587679963558912 0.0007766966591589153 0.018596505746245384 -0.0014190549263730645 -0.01961679756641388 0.020460238680243492 -0.005866674240678549 0.004734151065349579 -0.012399937957525253 0.01480102352797985 0.013603881932795048 0.00943429209291935 0.005397340282797813 -0.01082868967205286 -0.010209713131189346 0.00980839878320694 0.013719514943659306 -0.004356643185019493 0.03482593595981598 -0.01969842053949833 -0.014474530704319477 -0.00812831986695528 -0.0025082158390432596 0.01832442916929722 0.013685504905879498 0.03545171767473221 0.01020291168242693 0.023330656811594963 -0.007727005053311586 -0.028241658583283424 -0.021507738158106804 -0.00783583614975214 0.002458901610225439 -0.006669302936643362 0.002958844415843487 -0.03142496570944786 -0.012250295840203762 -0.006645496468991041 -0.022596048191189766 -0.00428182166069746 -0.006856356281787157 -0.029493216425180435 -0.0001845026417868212 0.011658526957035065 0.014977874234318733 0.006563873030245304 -0.015603652223944664 0.0018807366723194718 -0.017521800473332405 0.01745378039777279 0.012651610188186169 0.04024028405547142 -0.014705796726047993 -0.007924261502921581 0.029738085344433784 0.004387252032756805 -0.01473300438374281 -0.0014955768128857017 -0.028078412637114525 0.011610913090407848 0.023371469229459763 -0.04263456538319588 -0.01548121776431799 -0.0026612593792378902 0.0027428825851529837 0.024119682610034943 -5.685997530235909e-05 -0.004771561827510595 -0.00943429209291935 0.0034434825647622347 0.012420344166457653 0.003999541513621807 -0.010787878185510635 0.02048744633793831 0.011658526957035065 -0.008577247150242329 0.013930374756455421 0.013529060408473015 0.05316397175192833 0.0077338069677352905 -0.0025660323444753885 0.013787534087896347 0.008828919380903244 0.020133744925260544 -0.01999770663678646 0.01837884448468685 -0.023915624246001244 -0.024242118000984192 0.028704190626740456 -0.012229889631271362 0.03825411573052406 0.002839810447767377 0.003785280045121908 0.01658313162624836 0.0008230348466895521 -0.01791631244122982 -0.14104504883289337 0.020065726712346077 -0.006114944815635681 0.037682753056287766 -0.031125681474804878 0.029874125495553017 -0.007420917507261038 0.01953517459332943 -0.024119682610034943 0.030227825045585632 -0.008536435663700104 -0.014379302971065044 -0.03779158368706703 -0.010923917405307293 0.006886965129524469 0.0010534506291151047 -0.03079918958246708 -0.002953742863610387 -0.01047498919069767 0.012059841305017471 0.010053268633782864 -0.0190726425498724 0.015930145978927612 -0.0006143003120087087 0.003836294636130333 0.010536206886172295 -0.017358552664518356 0.02685406245291233 0.020800335332751274 0.03558775410056114 0.011529290117323399 -0.011903396807610989 0.008801711723208427 -0.00980839878320694 -0.018977414816617966 -0.028921853750944138 -0.008094309829175472 0.008550039492547512 0.004506285768002272 -0.016828002408146858 0.00018227075634058565 0.03278535604476929 -0.0030744774267077446 -0.026949290186166763 -0.024827085435390472 0.008985363878309727 -0.018936604261398315 0.01854209043085575 -0.02343948930501938 -0.004220604430884123 -0.0017719055758789182 -0.04236248880624771 -0.023589130491018295 -0.01579410769045353 0.00046380734420381486 -0.013909969478845596 0.003021762240678072 0.015848523005843163 -0.004220604430884123 0.008992166258394718 -0.021766211837530136 0.02913951501250267 -0.01197141595184803 0.028132827952504158 0.005502770189195871 0.0021766209974884987 -0.03727463632822037 -0.016487905755639076 0.013379418291151524 -0.02709893323481083 -0.01666475459933281 0.040838852524757385 -0.0010917115723714232 0.022555235773324966 -0.026160264387726784 0.00264425459317863 -0.037519507110118866 -0.011230004951357841 0.020609881728887558 -0.03542450815439224 0.005917688831686974 -0.009066987782716751 -0.00237897876650095 -0.03877106308937073 0.0374922975897789 0.006992395501583815 -0.0022939546033740044 -0.01086950208991766 0.006431235000491142 -0.017140891402959824 -0.0013731418875977397 0.007727005053311586 0.023126598447561264 0.001390996971167624 -0.0017549007898196578 0.0013187263393774629 -0.00589048070833087 0.0020983987487852573 0.016528716310858727 -0.0013612384209409356 -0.013631089590489864 -0.02282731421291828 -0.03322067856788635 0.031071266159415245 -0.015698879957199097 0.01159730926156044 0.022786501795053482 -0.011386449448764324 -0.0060979402624070644 0.003156100632622838 -0.01633826270699501 0.023181015625596046 -0.026663608849048615 0.02352111227810383 0.01405281014740467 -0.011835377663373947 -0.030527111142873764 -0.029656462371349335 0.038308531045913696 -0.002659559017047286 0.01874614879488945 0.007958270609378815 -0.01658313162624836 0.02954763174057007 0.012937291525304317 0.010651839897036552 -0.027779126539826393 0.011604111641645432 0.009182619862258434 0.004121976438909769 -0.008223546668887138 -0.023997247219085693 0.005747640039771795 -3.4541106288088486e-05 -0.006737322546541691 0.01613420434296131 -0.022269554436206818 -0.02028338797390461 0.011753753758966923 0.036267951130867004 0.014760212041437626 0.031316135078668594 -0.02044663392007351 -0.04206320270895958 0.01841965690255165 -0.01983446069061756 -0.028867436572909355 0.006801940966397524 -0.018718941137194633 -0.002083094324916601 0.00887653324753046 -0.016025373712182045 0.03833574056625366 0.024718252941966057 -0.005268103443086147 -0.014066413976252079 -0.011311627924442291 -0.01629745028913021 0.02323543094098568 0.007985478267073631 0.01791631244122982 -0.024745460599660873 0.021181244403123856 0.023099390789866447 0.005999311804771423 -0.010304940864443779 -0.015317970886826515 -0.018147578462958336 -0.01617501489818096 -0.005795253906399012 0.011808169074356556 -0.05259260907769203 -0.02497672662138939 0.001324677956290543 0.014896250329911709 0.005676219705492258 0.01215506810694933 0.008672474883496761 -0.02867698296904564 -0.010910313576459885 -0.005495968274772167 0.01828361675143242 0.00810791365802288 0.0060061137191951275 -0.018895791843533516 0.018922999501228333 0.026581985875964165 -0.012569987215101719 0.00315950158983469 0.030200617387890816 -0.006084336433559656 0.007121632341295481 -0.011753753758966923 0.024500591680407524 0.005081050097942352 0.00541434483602643 0.004026749171316624 0.028296073898673058 0.0008919045212678611 0.00970636960119009 -0.009468302130699158 0.012338721193373203 0.00012115957360947505 0.029738085344433784 -0.003945125732570887 -0.01899101957678795 -0.004863387905061245 -0.004924605134874582 -0.011508883908390999 -0.04780404269695282 -0.006744124460965395 0.011059955693781376 -0.005057243164628744 -0.0036050286144018173 0.013100538402795792 0.004907600581645966 0.0012413542717695236 0.004370247013866901 -0.033356718719005585 -0.015073101036250591 -0.023044975474476814 0.006502655800431967 -0.004921204410493374 0.011434062384068966 0.02905789203941822 0.020528258755803108 0.020228972658514977 0.01579410769045353 0.03156100586056709 -0.0020643891766667366 0.016270242631435394 -0.015698879957199097 -0.011753753758966923 -0.019684817641973495 0.0010534506291151047 -0.033519964665174484 0.00094972102669999 -0.021466925740242004 0.023793188855051994 0.020256180316209793 -0.02216072380542755 0.07220940291881561 0.013889563269913197 -0.010617829859256744 0.02743902988731861 -0.026377927511930466 0.039886582642793655 0.013290992937982082 0.010740265250205994 -0.006825747899711132 -0.013699108734726906 0.039424050599336624 -0.007346096448600292 0.000505469215568155 -0.022868124768137932 -0.017018456012010574 -0.007897053845226765 -0.011631319299340248 0.03961450606584549 -0.01733134500682354 -0.012978103011846542 0.017263326793909073 -0.02232396975159645 0.024840688332915306 0.019766440615057945 -0.01995689421892166 -0.02119484730064869 -0.019684817641973495 -0.011848981492221355 0.00022573942260351032 -0.020800335332751274 0.008175932802259922 -0.010243723168969154 -0.028867436572909355 -0.015970956534147263 0.0043124305084347725 0.0016154609620571136 0.001200542552396655 -0.002700370503589511 -0.008250754326581955 0.011107569560408592 -0.003554014256224036 0.016011768952012062 -0.030363865196704865 -0.01629745028913021 -0.03719301149249077 0.01973923295736313 -0.012495165690779686 -0.023140203207731247 -0.011502082459628582


text:
a 10 10 grid or randomly placed An analyst will then classify each point location using the speci c set of labels for that study Com monly used tools for manual annotation include Coral Point Count with Excel Extensions CPCe 23 PhotoQuad 41 PointCount99 32 BIIGLE 24 CoralNet was conceived as a tool for semi automatic and automatic analysis of ben thic images using this same methodology The astute computer vision researcher will recognize that even greater coverage and potentially accuracy could be achieved using semantic segmentation where every pixel in the image is labeled using the study speci c label set rather than up to a few hundred pixel In practice the vast ma jority of marine scientists have opted for manual labelling of points rather than densely segmenting images because dense labelling of objects with complex irregular bound aries is incredibly time consuming Consider that a typ ical survey taken by a pair of divers on scuba may yield about a thousand images per week Manual point annota tion of that data may take one or two months When sci entists have produced manual semantic segmentation of im ages it has usually been for a small number of

embedding:
-0.013835127465426922 0.019627545028924942 0.01377261895686388 -0.02308632619678974 -0.008563610725104809 0.01652992144227028 -0.03578241914510727 0.007230103947222233 -0.0037539589684456587 -0.026211732998490334 0.008549720048904419 0.02433648891746998 -0.031392958015203476 0.009105347096920013 -0.0027902922593057156 0.0030472702346742153 0.036365825682878494 0.0201970636844635 -0.012598855420947075 -0.009292871691286564 -0.016641046851873398 0.04253329336643219 -0.008605282753705978 -0.02068323828279972 -0.004330422729253769 0.004129007458686829 0.02797584980726242 -0.018599633127450943 -0.0016451786505058408 -0.009084511548280716 0.017321690917015076 -0.011751524172723293 -0.005858398508280516 -0.008001037873327732 -0.034032192081213 0.011425092816352844 0.018169023096561432 -0.009542903862893581 -0.014418535865843296 -0.003205276792868972 0.0029066267888993025 0.0019394876435399055 -0.01350175030529499 -0.015529791824519634 0.026697905734181404 -0.004108171444386244 0.011105606332421303 -0.001717236591503024 -0.03089289553463459 0.013335062190890312 0.008605282753705978 0.03661585971713066 -0.01928027719259262 -0.008792806416749954 -0.02014150097966194 -0.013342007994651794 -0.008105217479169369 -0.002741674892604351 0.004576982464641333 -0.045839276164770126 0.005785472225397825 -0.014237957075238228 -0.00848026666790247 0.011036152951419353 -0.004535310436040163 -0.03361546993255615 0.002951771719381213 0.029309356585144997 0.0005122192087583244 -0.022891856729984283 0.009904062375426292 0.03894949331879616 -0.0027364660054445267 0.010188820771872997 0.018405163660645485 0.0020419314969331026 0.0004238830879330635 -0.007757950574159622 -0.012265479192137718 0.023461375385522842 0.010042969137430191 -0.01836349256336689 -0.005726437084376812 0.030753986909985542 0.0036636695731431246 -0.00799409206956625 -0.004299168474972248 -0.002387462416663766 -0.013015576638281345 0.008730298839509487 0.013161429204046726 0.031087365001440048 0.02805919386446476 -0.015196414664387703 -0.004938140511512756 0.033476561307907104 -0.0033285566605627537 0.02354471944272518 0.010515252128243446 -0.008938658982515335 -0.012189080938696861 0.002014150144532323 -0.02900376170873642 -0.007757950574159622 -0.008396921679377556 -0.0031636047642678022 0.0327264666557312 0.015071398578584194 0.020155390724539757 -0.002330163260921836 0.00492772227153182 0.0475895032286644 -0.008285796269774437 -0.02428092621266842 0.0024169799871742725 -0.028503695502877235 0.020002594217658043 -0.00845248531550169 -0.01404348760843277 0.014446317218244076 0.016140982508659363 -0.011188950389623642 0.009549849666655064 6.965692591620609e-06 0.029281575232744217 0.011098661459982395 0.009390106424689293 -0.0014897765358909965 -0.006115376483649015 -0.019405294209718704 0.003635888220742345 0.00708772474899888 0.008660845458507538 0.020002594217658043 -0.012578019872307777 -0.002147848019376397 0.010570814833045006 0.008751134388148785 -0.021947290748357773 -0.027045173570513725 0.012453003786504269 0.024267034605145454 0.0021374300122261047 -0.01925249584019184 0.014765803702175617 0.015363102778792381 -0.005247208289802074 0.02276684157550335 0.012612746097147465 -0.0009306762367486954 0.0008008850854821503 0.005288880318403244 -0.008230233564972878 0.020613783970475197 0.0033945373725146055 0.009862390346825123 0.013098920695483685 0.013536477461457253 -0.005202063359320164 -0.023669736459851265 -0.005035375244915485 0.02268349751830101 -0.007459300570189953 0.0030160159803926945 0.029614951461553574 0.029281575232744217 -0.008577501401305199 -0.017224455252289772 -0.005945215467363596 0.006577241700142622 0.011695961467921734 0.04572815075516701 0.003951901104301214 0.0065459879115223885 0.004865214228630066 0.0004206274461466819 -0.007563480641692877 0.010549979284405708 -0.015918731689453125 -0.04850628972053528 -0.0018005806487053633 0.014876929111778736 -0.0004332159005571157 -0.015585354529321194 -0.015835385769605637 -0.00799409206956625 0.031448520720005035 0.006052867975085974 0.008896986953914165 -0.024850444868206978 0.009744319133460522 0.004462384153157473 -0.0013855963479727507 -0.007917692884802818 -0.6311929821968079 -0.004837432876229286 0.003340710885822773 -0.01839127391576767 0.03906061872839928 0.01641879603266716 0.004358204081654549 -0.009362325072288513 -0.025669995695352554 0.03639360889792442 0.0008594864630140364 0.00043842490413226187 0.009529013186693192 0.005379169713705778 -0.005747273098677397 -0.022905748337507248 -0.0025315782986581326 -0.005299298092722893 0.011119497008621693 0.014835257083177567 -0.04822847619652748 -0.0012588438112288713 -0.00822328869253397 0.03700479865074158 -0.012202971614897251 0.0016173971816897392 0.031226271763443947 -0.012376604601740837 -0.0014871719758957624 0.01679384335875511 -0.02219732291996479 -0.010654158890247345 -0.004653381183743477 -0.01377261895686388 0.0437556728720665 -0.018891338258981705 -0.008119108155369759 0.026128387078642845 0.014710240997374058 0.03767155110836029 -0.03258755803108215 -0.015085289254784584 0.017807865515351295 0.00025176876806654036 -0.01193904783576727 -0.0027138935402035713 -0.019058026373386383 0.0062994277104735374 -0.013307280838489532 -0.033420998603105545 -0.006882837042212486 -0.010598596185445786 -0.023961439728736877 -0.006907145492732525 -0.002342317719012499 0.0027312568854540586 0.011175059713423252 -0.024614302441477776 0.01658548414707184 -0.02125275507569313 -0.01839127391576767 -0.02316967025399208 -0.01887744851410389 -0.049895357340574265 -0.025531088933348656 0.0193080585449934 -0.029781639575958252 -0.0027434113435447216 -0.005358333699405193 -0.014696350321173668 0.002156529575586319 0.002894472563639283 -0.016599373891949654 -0.01693275198340416 0.003377174027264118 0.015557573176920414 0.017113329842686653 -0.015182523988187313 -0.005090937949717045 -0.001074792118743062 -0.003128877840936184 -0.01224464364349842 -0.019655326381325722 0.0021652113646268845 0.00496939430013299 0.007987147197127342 -0.010640268214046955 0.0007570426096208394 -0.012612746097147465 -0.009251199662685394 -0.008369140326976776 0.009265090338885784 -0.0042679146863520145 -0.042144354432821274 -0.009494286961853504 0.011237568221986294 -0.0024951151572167873 -0.0011520590633153915 -0.004059554077684879 -0.030753986909985542 -0.009605412371456623 -0.03950512409210205 -0.007091197185218334 0.01804400607943535 0.01455744355916977 0.012501620687544346 0.004212351981550455 0.0072995577938854694 0.02279462292790413 -0.021572241559624672 -0.003906756639480591 -0.0194469653069973 -0.01022354792803526 -0.012515511363744736 0.026586780324578285 -0.03289315477013588 0.0020801308564841747 0.013196155428886414 -0.028698164969682693 -0.006139684934169054 0.00984155386686325 0.001531448564492166 0.013598985970020294 -0.012543292716145515 0.010890301316976547 0.008112163282930851 -0.016696609556674957 -0.007716278545558453 0.00423318799585104 -0.030670642852783203 -0.0037956309970468283 -0.015668697655200958 0.0003932801482733339 -0.01235576905310154 0.02333635836839676 0.008501102216541767 0.017155002802610397 -0.005389587953686714 -0.008459430187940598 -0.019780343398451805 -0.013140592724084854 -0.015613135881721973 0.017057767137885094 -0.017627285793423653 -0.01744670607149601 -0.020377641543745995 -0.031476303935050964 0.016752172261476517 0.0012623164802789688 -0.0034848267678171396 -0.0049173044972121716 -0.020572112873196602 -0.026670124381780624 0.03217083960771561 -0.018405163660645485 0.0034379458520561457 -0.005837562493979931 -0.017238346859812737 -0.009931843727827072 -0.04186654090881348 0.008431648835539818 0.015529791824519634 -0.008841424249112606 -0.011438983492553234 0.009195636957883835 -0.012703035958111286 0.00802187342196703 0.03886615112423897 -0.003236530814319849 -0.027239643037319183 0.01782175526022911 -0.010063804686069489 -0.006709203124046326 0.011744578368961811 -0.03753264620900154 0.01625210791826248 -0.029670514166355133 -0.005379169713705778 -0.007250940427184105 -0.027267424389719963 -0.012091845273971558 -1.1198012543900404e-05 0.011744578368961811 -0.02173892967402935 0.012133517302572727 -0.0014342137146741152 0.03583798184990883 0.013446187600493431 -0.019696999341249466 0.028017520904541016 0.029420481994748116 -0.007410683203488588 -0.003003861755132675 0.019696999341249466 0.005646565463393927 0.026322858408093452 0.001659937435761094 -0.012800270691514015 -0.012564129196107388 0.026767360046505928 0.022294556722044945 0.022641824558377266 -7.406559598166496e-05 -0.008619173429906368 0.03092067688703537 -0.03103180229663849 0.008056600578129292 -0.0350601002573967 0.01684940792620182 -0.001567043480463326 0.002670485060662031 -0.0011807086411863565 -0.0014810948632657528 -0.011383420787751675 0.014279629103839397 0.020988833159208298 -0.008813642896711826 0.0003702737158164382 0.007118978537619114 0.016404904425144196 0.005358333699405193 -0.000782219460234046 0.038227178156375885 0.01947474665939808 0.001852670800872147 0.011244514025747776 0.022780731320381165 0.017002204433083534 -0.004306113813072443 -0.016696609556674957 -0.0009402260766364634 0.010279110632836819 0.013008630834519863 0.0245448499917984 0.024503177031874657 0.004795760847628117 0.025044914335012436 0.012973904609680176 0.010306891985237598 0.01696053333580494 0.007011325564235449 0.02994832769036293 0.012869724072515965 -0.012855833396315575 0.017238346859812737 0.015349212102591991 0.05209008604288101 -0.005802835803478956 0.009417887777090073 0.013411461375653744 0.015432557091116905 -0.024780990555882454 -0.030698424205183983 0.020155390724539757 -0.006344572640955448 0.0014854356413707137 0.029309356585144997 0.018141241744160652 0.03878280520439148 0.021613914519548416 0.006386244669556618 0.005247208289802074 -0.008785861544311047 0.012362713925540447 0.024475395679473877 -0.0027972375974059105 0.0013873326824977994 -0.013133647851645947 -0.01185570377856493 0.00985544454306364 -0.010938918218016624 0.01209879107773304 -0.009091456420719624 -0.008271905593574047 0.010494416579604149 -0.01804400607943535 0.0033424473367631435 0.011168114840984344 0.01998870261013508 0.02076658234000206 -0.032365307211875916 -0.019141370430588722 0.029531607404351234 0.0232807956635952 -0.0005881839315406978 0.0005873157642781734 -0.030281703919172287 -0.02173892967402935 -0.01386985369026661 -0.010188820771872997 -0.003559489268809557 0.003997046034783125 0.007855185307562351 0.00813994463533163 -0.02076658234000206 0.0043616765178740025 0.015001945197582245 -0.005966051481664181 -0.010376345366239548 0.020919378846883774 0.004410293884575367 -0.005969523917883635 0.0031879134476184845 -0.025864465162158012 0.04439464583992958 0.010855574160814285 -0.034337785094976425 -0.0025749867781996727 -0.040005188435316086 -0.004761034157127142 0.01455744355916977 -0.013793455436825752 -0.0050214845687150955 0.041422039270401 0.006618913728743792 -0.0018248894484713674 -0.02330857701599598 0.005729909520596266 0.030809549614787102 0.016377123072743416 -0.014599115587770939 -0.025128258392214775 0.002496851608157158 0.01232798770070076 0.048034004867076874 0.014154613018035889 0.0010114158503711224 0.017071658745408058 -0.021502787247300148 0.0039241197519004345 -0.05403478443622589 0.004149843472987413 0.03850499168038368 0.004139425698667765 -0.027586910873651505 0.013362843543291092 0.024294815957546234 0.004326949827373028 0.0350601002573967 0.022725168615579605 0.01417544949799776 -0.020058156922459602 0.010633323341608047 0.008626118302345276 -0.005375696811825037 -0.01008464116603136 0.017141111195087433 0.02216954156756401 0.01015409454703331 -0.018071787431836128 0.02665623463690281 0.038143835961818695 0.001350869657471776 0.008473320864140987 -0.021988961845636368 0.03194858878850937 0.008258014917373657 0.005549330729991198 0.002739938674494624 0.013647602871060371 0.026934048160910606 -0.003441418521106243 0.024878226220607758 -0.009216472506523132 0.0165021400898695 0.017293909564614296 0.02222510427236557 -0.004851323552429676 -0.022183431312441826 0.005236790049821138 0.02193339914083481 0.02428092621266842 -0.014613006263971329 -0.030531736090779305 0.007445409893989563 -0.014050433412194252 0.012675254605710506 -0.02236401103436947 -0.02422536350786686 -0.01979423314332962 -0.003872029948979616 -0.005733382422477007 -0.002871900098398328 0.00014161992294248194 -0.010536088608205318 -0.008084381930530071 0.00796631071716547 -0.027350768446922302 -0.03644917160272598 0.006223028991371393 -0.01407126896083355 -0.024808771908283234 -0.032393090426921844 0.021377772092819214 0.001602638396434486 -0.02611449733376503 -0.02039153315126896 -0.016140982508659363 0.0039414833299815655 0.014064324088394642 0.007153705228120089 -0.012675254605710506 6.625208334298804e-05 0.030309485271573067 0.005900070536881685 -0.007327339146286249 -0.010994480922818184 -0.05225677415728569 -0.008917823433876038 0.01787731796503067 -0.008695571683347225 -0.025642214342951775 -0.013008630834519863 0.025044914335012436 0.004066499415785074 -0.009244253858923912 -0.004243605770170689 0.004615181591361761 0.005236790049821138 0.004184570163488388 -0.009119237773120403 0.01753005012869835 0.003566434606909752 -0.042144354432821274 0.024322599172592163 -0.03317096829414368 -0.018155131489038467 -0.014154613018035889 0.036171358078718185 -0.014224066399037838 -0.011432037688791752 -0.003611579304561019 0.003314665984362364 0.005990359932184219 -0.005000648554414511 -0.0027208388783037663 0.010320782661437988 -0.008619173429906368 0.00823717936873436 -0.0011051780311390758 0.004278332460671663 0.01773841120302677 0.02357250079512596 -7.13525660103187e-05 -0.0030715789180248976 0.004778397269546986 0.01984979584813118 0.007480136584490538 -0.02428092621266842 0.03186524286866188 -0.02116941101849079 -0.0072926124557852745 -0.03511566296219826 -0.01223075296729803 0.002033249707892537 0.009799881838262081 -0.00973737332969904 -0.041144225746393204 -0.01736336201429367 -0.012446057982742786 0.015140851959586143 0.015738151967525482 -0.005729909520596266 -0.00829274207353592 0.009077565744519234 0.026308966800570488 0.0046950532123446465 -0.02768414467573166 0.010966699570417404 -0.028225881978869438 -0.011438983492553234 0.006816856097429991 -0.0009619302581995726 0.03372659534215927 -0.003326820209622383 0.0019290696363896132 0.02282240428030491 -0.008695571683347225 -0.0008638272993266582 -0.032281965017318726 -0.0193080585449934 -0.009535958990454674 0.05695182830095291 0.022502917796373367 0.023391922935843468 0.0038963386323302984 0.001695532351732254 0.0056778197176754475 -0.007737114559859037 0.007681551389396191 -0.017085548490285873 0.008112163282930851 -0.03325431048870087 0.010668049566447735 4.9919668526854366e-05 0.008355249650776386 -0.01822458580136299 0.0005695183062925935 0.027823051437735558 0.018155131489038467 -0.010737502947449684 -0.0031636047642678022 -0.010147148743271828 -0.030809549614787102 -0.011043098755180836 0.011536218225955963 0.01418934017419815 0.012105735950171947 -0.026892375200986862 0.0018839248223230243 0.030615080147981644 0.009306762367486954 0.02025262638926506 -0.0004069537972100079 0.021808383986353874 -0.005611838772892952 0.00031210645101964474 -0.007445409893989563 0.015682589262723923 -0.02311410754919052 -0.015321430750191212 -0.02914266847074032 0.009348434396088123 0.022127868607640266 0.01225853431969881 -0.004861741326749325 0.016752172261476517 0.012182135134935379 0.01159872580319643 0.009133128449320793 -0.00486868666484952 -0.004531837534159422 -0.010244383476674557 -0.01787731796503067 0.005709073506295681 -0.029753858223557472 -0.01644657738506794 0.007514863274991512 0.014751913025975227 0.007480136584490538 -0.005813253577798605 0.018321819603443146 -0.007757950574159622 -0.023100217804312706 0.02422536350786686 0.010008241981267929 0.03411553427577019 -0.02336413972079754 0.028642602264881134 0.009542903862893581 0.018891338258981705 -0.02239179238677025 0.018266256898641586 -0.009806826710700989 -0.0004644699511118233 0.030448392033576965 0.033448781818151474 0.0006177016184665263 -0.010959754697978497 0.02914266847074032 0.0031462411861866713 -0.006084122229367495 -0.056451763957738876 0.005847980733960867 0.010320782661437988 0.013564258813858032 -0.037282612174749374 -0.020530439913272858 -0.03158742934465408 -0.005656983703374863 -0.005202063359320164 -0.010174930095672607 0.011820977553725243 -0.0009020266588777304 -0.012529402039945126 0.024392051622271538 -0.016085419803857803 0.03286537155508995 -0.002482960931956768 -0.0020228317007422447 -0.0018769794842228293 0.01564091630280018 -0.001685982453636825 0.014751913025975227 0.01354342233389616 -0.0027138935402035713 -0.008952549658715725 -0.0027503566816449165 0.012564129196107388 0.027503566816449165 0.005420841742306948 -0.010633323341608047 -0.0031636047642678022 0.03747708350419998 -0.030170578509569168 -0.004455438815057278 -0.011376474983990192 -0.0003175324818585068 0.018099568784236908 -0.008834478445351124 -0.005406951066106558 -0.011362584307789803 0.002168684033676982 0.010897246189415455 0.027531348168849945 -0.01457133423537016 -0.007382901851087809 -0.002389198634773493 0.007146759890019894 0.01784953661262989 -0.02660067193210125 0.002946562599390745 -0.011980719864368439 -0.03558794781565666 -0.02336413972079754 0.006295955274254084 -0.021072177216410637 0.0012249852297827601 0.010133258067071438 0.0006585055380128324 -0.024919897317886353 0.013105866499245167 -0.024892115965485573 -0.003809521673247218 0.024989351630210876 0.014237957075238228 -0.05614617094397545 -0.0012492939131334424 -0.014474098570644855 -0.024947678670287132 0.016029857099056244 -0.028670383617281914 -0.02989276498556137 -0.023419704288244247 -0.006851582787930965 0.010952808894217014 -0.007987147197127342 0.0020488768350332975 0.013154483400285244 -0.0028458551969379187 0.012821107171475887 -0.016488248482346535 -0.027961958199739456 -0.007535699289292097 -0.015599245205521584 0.02141944319009781 0.023975331336259842 -0.030420610681176186 0.011577890254557133 -0.03669920191168785 -0.01928027719259262 0.0015783297130838037 -0.034393347799777985 -0.024100346490740776 0.006115376483649015 0.030337266623973846 -0.013001685962080956 0.0018057896522805095 -0.0170160960406065 -0.012473839335143566 -0.024100346490740776 0.014724131673574448 -0.0163632333278656 -0.003186176996678114 0.033393219113349915 0.024614302441477776 0.0011546636233106256 0.0030646335799247026 -0.007778786588460207 -0.03664363920688629 0.004517946857959032 -0.003955374006181955 -0.014807475730776787 -0.008084381930530071 -0.021294428035616875 0.033282093703746796 0.010813902132213116 -0.042172133922576904 -0.019183043390512466 -0.018780212849378586 -0.05447928607463837 -0.031615208834409714 -0.00127447082195431 -0.006809910759329796 0.015321430750191212 0.02519771084189415 0.009549849666655064 0.03764377161860466 -0.01758561283349991 0.003660196904093027 -0.01993313990533352 -0.01159872580319643 -0.002342317719012499 0.006750875152647495 0.023447485640645027 -0.019266387447714806 -0.039227306842803955 -0.010077695362269878 0.009633193723857403 0.0016677509993314743 -0.0076954420655965805 0.014974163845181465 -0.023641955107450485 0.0018960791639983654 -0.00727177644148469 0.022669605910778046 0.0032903573010116816 -0.000883361091837287 0.00972348265349865 -0.04075528308749199 0.007625988684594631 0.009452614933252335 0.015071398578584194 -0.030781768262386322 0.001065242337062955 0.00509788328781724 -0.009042839519679546 0.020099828019738197 -0.013640657998621464 -0.024669865146279335 0.014279629103839397 -0.014668568968772888 0.01409905031323433 0.03603244945406914 -0.021863946691155434 0.022641824558377266 0.003573379945009947 0.004743670579046011 -0.027420222759246826 -0.014946382492780685 -0.02208619751036167 -0.00970959197729826 0.015710370615124702 -0.012119626626372337 0.02285018563270569 -0.013654548674821854 0.022641824558377266 -0.024906007573008537 0.0017441497184336185 0.0016087155090644956 0.0009593257564119995 -0.032226402312517166 0.018724650144577026 0.030559517443180084 -0.004337368067353964 0.001878715818747878 -0.018599633127450943 -0.03280980885028839 -0.01652992144227028 -0.007813513278961182 -0.01007075048983097 -0.035310134291648865 0.02068323828279972 0.004497110843658447 -0.01796066202223301 -0.0044693294912576675 0.015404774807393551 0.019113589078187943 -0.008765025064349174 0.02273906022310257 0.18424610793590546 -0.00796631071716547 -0.004205406177788973 0.04997870326042175 0.011063934303820133 0.0163632333278656 0.02044709585607052 0.009772100485861301 0.03486563265323639 0.011334802955389023 0.00993878860026598 -0.011765414848923683 -0.03180968016386032 -0.0006407080800272524 0.04917304217815399 0.0011095188092440367 -0.023266905918717384 -0.03486563265323639 0.004865214228630066 0.013175319880247116 0.0077232238836586475 -0.0008486343431286514 -0.02457263134419918 -0.005188172683119774 0.02668401598930359 -0.006184829864650965 -0.023558611050248146 -0.0016903233481571078 0.02059989422559738 0.014161558821797371 -0.019085807725787163 -0.00852193869650364 -0.001119936932809651 0.010008241981267929 -0.015668697655200958 0.013272554613649845 -0.0021079122088849545 0.023002982139587402 0.012202971614897251 0.018155131489038467 0.008855314925312996 -0.024614302441477776 0.01884966716170311 -0.015599245205521584 -0.0029569806065410376 0.015182523988187313 0.01455744355916977 -0.005615311674773693 -0.014432426542043686 0.0016208698507398367 -0.026822922751307487 0.010723612271249294 0.011258404701948166 0.010119367390871048 -0.00708772474899888 -0.006275119259953499 -0.021377772092819214 0.01682162471115589 0.027906395494937897 0.0201970636844635 -0.026100605726242065 0.014321301132440567 0.004365149419754744 0.015224196016788483 0.005393060389906168 0.004774924833327532 0.0019516419852152467 0.007188431918621063 -0.01185570377856493 -0.0047054714523255825 0.02190561778843403 0.0028753727674484253 -0.015321430750191212 -0.0012145672226324677 -0.020474877208471298 -0.04670049995183945 0.020961051806807518 0.005431259982287884 0.02285018563270569 0.014321301132440567 0.014133777469396591 0.014849147759377956 -0.018516289070248604 -0.01873854175209999 -0.022350119426846504 -0.03303205966949463 0.02911488711833954 -0.008681681007146835 -0.006813383661210537 -0.01402959693223238 -0.028267554938793182 -0.03378215804696083 -0.015474229119718075 -0.0036463062278926373 0.0015253714518621564 0.010959754697978497 -0.0013543423265218735 0.013765674084424973 -0.024155909195542336 0.004385985434055328 -0.03394884616136551 0.03769933432340622 0.031420741230249405 0.0018040533177554607 0.012918341904878616 0.015779823064804077 -0.03311540558934212 0.012237697839736938 0.011959884315729141 0.017432816326618195 0.007688496727496386 -0.029253793880343437 0.009445669129490852 0.014876929111778736 -0.01758561283349991 0.031337395310401917 0.026809031143784523 -0.02508658543229103 0.029753858223557472 0.013355898670852184 -0.0011815768666565418 -0.017627285793423653 0.0044866930693387985 0.012543292716145515 -0.005667401477694511 -0.030670642852783203 -0.008028819225728512 0.006816856097429991 -0.0004844378272537142 -0.019558090716600418 -0.014918601140379906 -0.0170160960406065 0.021961180493235588 0.008056600578129292 -0.002670485060662031 -0.006518206093460321 -0.011973774991929531 -0.023780861869454384 -0.032337527722120285 0.006539042107760906 0.004365149419754744 0.012202971614897251 0.013578149490058422 0.01873854175209999 0.013967088423669338 0.011709852144122124 0.014904710464179516 0.05247902870178223 -5.583406164078042e-05 -0.021919509395956993 0.01018187589943409 -0.003127141622826457 -0.006111903581768274 0.01188348513096571 0.017460597679018974 -0.028392570093274117 0.009813772514462471 -0.005542385391891003 0.009056730195879936 -0.026017261669039726 -0.013598985970020294 -0.013043357990682125 0.04242216795682907 -0.01773841120302677 -0.004535310436040163 0.0007305634790100157 -0.17735633254051208 -0.0027659835759550333 0.031392958015203476 -0.024294815957546234 0.008834478445351124 0.019835906103253365 -0.0024673338048160076 0.001177235972136259 -0.006535569671541452 -0.015349212102591991 0.020405422896146774 -0.009959625080227852 -0.0074940272606909275 -0.029531607404351234 0.016516029834747314 0.0028041829355061054 -0.02076658234000206 0.04353342205286026 0.019835906103253365 0.024350380524992943 0.015613135881721973 -0.020433204248547554 0.010688886046409607 -0.012640528380870819 0.015168633311986923 0.003352865343913436 -0.017432816326618195 0.005886179860681295 -0.004097753670066595 -0.027267424389719963 0.02983720228075981 -0.014863038435578346 0.01178625039756298 0.004962448962032795 -0.011084770783782005 0.0008282323833554983 -0.00850804802030325 0.011452874168753624 -0.010841683484613895 0.010911136865615845 -0.0036463062278926373 0.017835646867752075 -0.0035699072759598494 -0.0019516419852152467 -0.011508436873555183 0.014904710464179516 0.022238994017243385 -0.026183951646089554 0.01990535855293274 -0.025461634621024132 -0.01007075048983097 -0.013564258813858032 0.022377900779247284 -0.0024291344452649355 0.014890819787979126 0.013272554613649845 0.020030375570058823 0.022211212664842606 -0.007139814551919699 0.004122062120586634 -0.013536477461457253 -0.021322209388017654 0.008973386138677597 -0.017613394185900688 -0.021572241559624672 -0.03794936463236809 -0.011348693631589413 0.004490165505558252 -0.006615441292524338 -0.013286445289850235 0.004851323552429676 -0.017682848498225212 -0.011008371599018574 0.0036567242350429296 0.013203101232647896 0.006716148462146521 0.00042258083703927696 0.00986933521926403 0.009799881838262081 0.015126961283385754 0.008702517487108707 0.03364324942231178 0.01238355040550232 -0.01186959445476532 0.004524892196059227 -0.0079246386885643 -0.0002719536714721471 0.0038755026180297136 -0.0008976858225651085 -0.0018804521532729268 0.005656983703374863 -0.032365307211875916 -0.0026791668497025967 -0.014738022349774837 0.02451706863939762 0.034254442900419235 -0.028614820912480354 0.006695312447845936 0.0010114158503711224 -0.028156429529190063 -0.016752172261476517 0.02511436678469181 -0.019641436636447906 0.026781249791383743 0.040060751140117645 0.003771322313696146 0.01200155634433031 0.008799752220511436 0.045950401574373245 0.009917953051626682 -0.003837303025647998 -0.005271516740322113 0.013453133404254913 0.011050043627619743 -0.006233447231352329 0.01377261895686388 -0.004066499415785074 -0.0035768526140600443 0.004156788811087608 -0.005695182830095291 0.030198359861969948 -0.02276684157550335 0.015085289254784584 0.02179449237883091 -0.005851453170180321 -0.033365435898303986 -0.13812902569770813 -0.005261098966002464 -0.0016894551226869226 0.03411553427577019 -0.031198490411043167 -0.0007205795263871551 -0.0022555007599294186 0.019141370430588722 -0.022752949967980385 0.043005574494600296 -0.010938918218016624 -0.01402959693223238 -0.0027659835759550333 -0.01181403174996376 -0.008584446273744106 -0.010515252128243446 -0.01833571121096611 -0.005702128168195486 0.009445669129490852 0.020808253437280655 0.011390365660190582 -0.01587705872952938 0.009730428457260132 -0.008528883568942547 0.0009054993279278278 -0.0034605180844664574 -0.02128053642809391 0.03953290358185768 0.004205406177788973 0.011716797016561031 0.003764376975595951 -0.033420998603105545 0.025642214342951775 -0.01014020387083292 -0.0023700990714132786 -0.003210485680028796 -0.010654158890247345 -0.023016873747110367 0.005587529856711626 -0.023614173755049706 0.005632674787193537 0.03572685644030571 0.00504232058301568 -0.0203359704464674 -0.002061031060293317 -0.006396662909537554 -0.01979423314332962 0.015543682500720024 -0.011515381745994091 -0.016377123072743416 -0.011341748759150505 -0.018321819603443146 -0.00850804802030325 0.0075912619940936565 -0.021863946691155434 0.005674346815794706 0.018071787431836128 0.005573639180511236 -0.021808383986353874 0.001659937435761094 -0.004340840503573418 0.004740198142826557 -0.007438464555889368 0.01402959693223238 -0.006497370079159737 0.005688237491995096 -0.05311799794435501 -0.011994610540568829 0.005323607008904219 -0.01936362124979496 -0.020961051806807518 0.013362843543291092 -0.006653640419244766 0.006389717571437359 -0.013897635042667389 -0.007757950574159622 -0.026836812496185303 -0.0014281366020441055 0.015029726549983025 0.0051152464002370834 -0.015113070607185364 -0.018627414479851723 0.0031688136514276266 -0.01658548414707184 0.022530699148774147 0.013911525718867779 -0.004254024010151625 -0.02476710081100464 0.022502917796373367 -0.030226141214370728 0.01020965725183487 0.034365568310022354 0.029670514166355133 -0.0058201989158988 -0.002774665364995599 0.004945085849612951 -0.008369140326976776 0.010765285231173038 -0.009973515756428242 0.0037157596088945866 -0.015015835873782635 -0.01630767062306404 -0.04950641840696335 0.020558221265673637 0.03005945309996605 -0.0008473320631310344 0.018655195832252502 0.011216731742024422 0.0034987174440175295 0.014418535865843296 -0.013911525718867779 -0.011355639435350895 -0.016293779015541077 0.017863428220152855 0.003153186524286866 -0.002753829350695014 -0.01836349256336689 -0.013953197747468948 0.015738151967525482 -0.009959625080227852 0.018613524734973907 -0.01351564098149538 -0.0010374608682468534 0.026183951646089554 0.00962624792009592 0.033337656408548355 -0.009904062375426292 -0.00975126400589943 -0.014265738427639008 -0.0016964005772024393 -0.018655195832252502 -0.00976515468209982 0.003448363859206438 -0.0009263354004360735 -0.012904451228678226 0.01798844337463379 -0.024100346490740776 -0.015682589262723923 0.01018187589943409 0.02041931450366974 0.005080519709736109 0.025669995695352554 -0.010549979284405708 -0.009424833580851555 0.022752949967980385 -0.006879364140331745 -0.033004280179739 -0.011175059713423252 -0.015946513041853905 -0.004993703216314316 0.0012397441314533353 -0.012202971614897251 0.047895099967718124 0.011980719864368439 -0.016349341720342636 -0.04219991713762283 -0.01836349256336689 -0.020030375570058823 0.004736725240945816 0.022350119426846504 0.004108171444386244 -0.045811496675014496 0.02989276498556137 0.01690497063100338 0.02573944814503193 0.0014533133944496512 -0.025322727859020233 -0.0036636695731431246 -0.01850239932537079 0.011438983492553234 -0.01018187589943409 -0.034032192081213 -0.03386550396680832 -0.0007722355658188462 0.014613006263971329 0.014224066399037838 0.022100087255239487 -0.028809290379285812 0.008056600578129292 0.002741674892604351 0.0027382022235542536 0.021322209388017654 0.016779953613877296 0.0013248245231807232 -0.007653770036995411 0.009515122510492802 0.024503177031874657 0.0007210136391222477 -0.014946382492780685 0.025461634621024132 -0.024933788925409317 -0.0009367534075863659 -0.0025333145167678595 0.024906007573008537 0.012480785138905048 0.012466894462704659 -0.025558870285749435 0.024183690547943115 -0.00819550734013319 0.01658548414707184 0.0029482990503311157 0.031115146353840828 0.011209786869585514 0.007987147197127342 0.0064070806838572025 -0.00973737332969904 -0.023378031328320503 0.003507399233058095 -0.02325301431119442 -0.031142927706241608 -0.003300775308161974 -0.004979812540113926 0.013029467314481735 -0.0207110196352005 0.0042574964463710785 -0.0002250725810881704 -0.013626767322421074 0.0032330581452697515 0.007369011174887419 -0.017127221450209618 -0.015599245205521584 0.009160909801721573 0.008355249650776386 -0.008723353035748005 0.023155780509114265 0.007605152670294046 0.033532124012708664 0.009459559805691242 0.03475450724363327 -0.026781249791383743 0.04125535115599632 -0.009362325072288513 0.009876281023025513 -0.0069488175213336945 0.007459300570189953 -0.005837562493979931 -0.029337137937545776 -0.009508177638053894 0.012605801224708557 0.00995267927646637 -0.00852193869650364 0.08851147443056107 0.01377261895686388 -0.026809031143784523 0.0020940215326845646 -0.029198231175541878 0.021836165338754654 0.007514863274991512 0.004306113813072443 -0.011876540258526802 -0.010918082669377327 0.013585095293819904 -0.018946900963783264 0.012730817310512066 -0.003635888220742345 -0.011765414848923683 -0.01223075296729803 -0.01370316557586193 0.018724650144577026 -0.014460207894444466 0.016710499301552773 0.022475136443972588 -0.031392958015203476 0.015543682500720024 0.029698295518755913 -0.022905748337507248 -0.015390884131193161 -0.007917692884802818 -0.0034969812259078026 -0.007466245908290148 -0.03083733096718788 0.015668697655200958 -0.0010122840758413076 -0.034254442900419235 -0.019558090716600418 -0.009487341158092022 -0.002279809443280101 0.020752690732479095 -0.016182653605937958 0.0024048257619142532 0.021294428035616875 0.000910708389710635 0.011432037688791752 -0.026781249791383743 -0.015738151967525482 -0.01898857392370701 0.00969570130109787 -0.018724650144577026 -0.02654510922729969 -0.01019576657563448


text:
classes often for the purpose of measuring the growth of individual coral heads 31 or determining spatial distributions 11 Given the widespread use and availability of labelled point data CoralNet presently only supports point labelling although semantic segmentation is being developed CoralNet has had three major releases and this paper documents the deep learning classi cation engine for Coral Net 1 0 released in January 2021 CoralNet Alpha was re leased in Fall 2011 and used a method reported in 3 based on texture and color features textons a Bag of Words model and an SVM classi er running on a deskside server Coral Net Beta was released in December 2016 and used a con volutional neural network VGG16 with transfer learning 37 that was trained on 63 000 labeled images that had been uploaded and labelled on CoralNet Alpha CoralNet Beta like the current version ran on Amazon Web Services AWS The contributions of this paper are to provide an overview of the CoralNet 1 0 deep learning engine and the process of choosing particular architecture its training and comparisons to some of the most promising architectures On CoralNet a study is referred to as a ﬂsourceﬂ and it

embedding:
-0.011653677560389042 0.0027628419920802116 0.015023904852569103 -0.02160193771123886 0.0027746851556003094 0.018096361309289932 -0.023483309894800186 0.021656079217791557 -0.011328835971653461 -0.02430894784629345 0.010306940414011478 0.032836031168699265 -0.01808282546699047 0.015091580338776112 -0.008662431500852108 0.017148908227682114 0.026379810646176338 -0.0012612973805516958 -0.013738075271248817 -0.017879800871014595 -0.003813500050455332 0.022928373888134956 -0.009894121438264847 -0.0031993472948670387 -0.0010455825831741095 -0.015944287180900574 0.01656690053641796 -0.02111467719078064 0.002847435884177685 -0.006063702050596476 0.019409259781241417 -0.014062915928661823 -0.016688715666532516 0.004253389313817024 -0.008885759860277176 0.006317484192550182 0.015267536044120789 -7.978277426445857e-05 -0.009298578836023808 0.009088785387575626 0.02110114134848118 -0.005407252348959446 -0.007539022248238325 -0.046344008296728134 -0.0013535049511119723 -0.008682734332978725 0.013406466692686081 -0.0021030083298683167 -0.022698277607560158 0.01639094389975071 0.013819285668432713 0.04534241557121277 0.004425961058586836 -0.02127709798514843 -0.020370248705148697 -0.009833212941884995 -0.012702643871307373 0.0029218788258731365 0.02070862613618374 -0.031130613759160042 0.018515948206186295 0.00017098574608098716 -0.012634968385100365 -0.0038067325949668884 -0.006892723962664604 -0.019950661808252335 6.545465294038877e-05 0.02823411300778389 -0.011619839817285538 -0.016445085406303406 0.02008601278066635 0.029235705733299255 0.002815290354192257 -0.004581614397466183 0.0019456633599475026 0.0019490470876917243 0.00944069679826498 -0.020925186574459076 0.0020116467494517565 -0.008500010706484318 0.009494837373495102 -0.0021622241474688053 -0.015118650160729885 0.029804177582263947 0.01387342531234026 -0.016593970358371735 0.002101316349580884 0.007105900906026363 -0.012648503296077251 -0.003334697801619768 0.02214333973824978 0.027300193905830383 0.01911148987710476 -0.0036476957611739635 -0.01689174212515354 0.02288776822388172 -0.0010024395305663347 0.022035060450434685 0.00912262313067913 -0.023929966613650322 -0.011470953933894634 0.015348745509982109 -0.019314514473080635 -0.007789420895278454 -0.002544589340686798 -0.011267928406596184 0.02352391555905342 -0.00041091564344242215 0.03949527442455292 0.008384962566196918 0.003114753169938922 0.04929465055465698 -0.007349531631916761 -0.036761194467544556 -0.008344357833266258 -0.011741654947400093 0.017500819638371468 0.01339969877153635 -0.00036227406235411763 0.012695875950157642 0.017392538487911224 -0.00438197236508131 0.021710218861699104 -0.00843910314142704 0.02351037971675396 0.0024193900171667337 -0.002492140978574753 -0.01857008785009384 0.009792608208954334 -0.016810530796647072 -0.011227323673665524 0.014103521592915058 0.012005588971078396 0.002378784818574786 0.003042002208530903 -0.0017028783913701773 0.010577641427516937 -0.01792040467262268 -0.009061715565621853 -0.02031610906124115 -0.004090968519449234 0.01958521641790867 0.0025395136326551437 -0.02896500565111637 -0.006852118764072657 0.025716593489050865 -0.005569672677665949 0.029641758650541306 0.014983299188315868 -0.0014567096950486302 -0.0039353156462311745 -0.02663697674870491 -0.008966970257461071 0.017487283796072006 0.01027986966073513 0.021804964169859886 0.02583840861916542 0.01816403679549694 -3.809375994023867e-05 -0.0015446875477209687 0.00010103702516062185 0.021615473553538322 -0.011863471008837223 -0.009176763705909252 0.031726155430078506 0.02440369315445423 0.006808129604905844 -0.02080337144434452 0.008885759860277176 -0.012662038207054138 -0.0014710907125845551 0.03551596775650978 -0.012655271217226982 0.002911727409809828 -0.0052076103165745735 0.00511624850332737 0.01536228135228157 0.00440227473154664 -0.035461828112602234 -0.04217521473765373 -0.0014093370409682393 0.009176763705909252 0.0001505774271208793 -0.02574366331100464 0.0025209030136466026 -0.013785447925329208 0.03191564604640007 -0.00991442333906889 0.004991049412637949 -0.01766323857009411 0.0046120681799948215 0.005661034490913153 -0.01440129242837429 -0.0028948087710887194 -0.6271600723266602 -0.0255271028727293 0.01575479656457901 -0.012140939012169838 0.003928548190742731 0.007369834464043379 -0.005529067479074001 -0.01172135304659605 -0.004821861162781715 0.025229331105947495 -0.007295391522347927 -0.017338398844003677 -0.014942694455385208 0.008824852295219898 -0.00011684554192470387 -0.02104700170457363 -0.016201453283429146 0.008093959651887417 0.001077728345990181 0.012797389179468155 -0.06128670275211334 -0.005901281256228685 -0.009447464719414711 0.033945903182029724 -0.025933153927326202 0.01387342531234026 0.011822865344583988 -0.0005980799905955791 0.015849541872739792 0.005136551335453987 -0.025567708536982536 -0.0033143952023237944 0.024336017668247223 0.0009440697031095624 0.043068528175354004 -0.021547798067331314 -0.02678586170077324 0.021074071526527405 0.013480909168720245 0.04128190129995346 -0.042039863765239716 0.0006141528720036149 0.008621826767921448 -0.00891282968223095 -0.014523107558488846 0.006957015488296747 0.0019456633599475026 -0.0020014953333884478 -0.0076066977344453335 -0.016039032489061356 0.0020979326218366623 -0.02574366331100464 -0.014956229366362095 -0.0032957845833152533 0.0009889045031741261 -0.0097520025447011 0.030832841992378235 -0.009691094979643822 0.015416420996189117 -0.009664025157690048 -0.012161241844296455 -0.015443490818142891 -0.0071871113032102585 -0.03592202067375183 -0.019693497568368912 0.00864212866872549 -0.03464972600340843 0.00944069679826498 -0.001065039192326367 -0.01503743976354599 0.0038980941753834486 0.0031722772400826216 0.003223033621907234 -0.01303425244987011 -0.0008159097051247954 0.03624686226248741 0.02008601278066635 -0.005464775953441858 -0.016174383461475372 0.00477787246927619 -0.012168008834123611 -0.0023821687791496515 0.010171589441597462 0.009934726171195507 0.0007875706651248038 -0.008994040079414845 0.002175759058445692 0.010361080057919025 -0.009731700643897057 -0.0074781146831810474 0.007268321234732866 0.01992359198629856 -0.02055973932147026 -0.03911629319190979 0.011734887957572937 0.027963411062955856 0.0016267437022179365 -0.011213788762688637 -0.008533848449587822 -0.021141747012734413 -0.0002901576226577163 -0.03592202067375183 0.007714977953583002 0.0038507215213030577 0.029885388910770416 0.0011166415642946959 0.011680747382342815 0.02590608410537243 0.028694303706288338 -0.03305258974432945 -0.02256292663514614 -0.0037864299956709146 -0.036761194467544556 0.0020404087845236063 0.002696858486160636 -0.027625035494565964 -0.0037221384700387716 0.015578841790556908 -0.0032501036766916513 -0.01039491780102253 0.0024853735230863094 -0.009115856140851974 0.019300980493426323 0.000254416634561494 0.010570873506367207 -0.013670399785041809 -0.026163250207901 -0.012621433474123478 -0.0032940926030278206 -0.02432248368859291 0.021290631964802742 -0.005816687364131212 -0.0032314930576831102 -0.014726134017109871 0.03908922150731087 0.018285851925611496 0.020816905423998833 0.004933525342494249 -0.028937935829162598 -0.02456611394882202 -0.0041789463721215725 -0.006784443277865648 0.015795402228832245 -0.0023923199623823166 -0.015890147536993027 0.006574650295078754 -0.029262777417898178 -0.0018272316083312035 -0.008730106987059116 -0.009988866746425629 -0.0047237323597073555 -0.018136965110898018 -0.032917238771915436 0.013291418552398682 -0.005732093472033739 0.0029151111375540495 -0.01583600789308548 -0.021182352676987648 -0.024268344044685364 -0.035949092358350754 0.019788242876529694 0.003830418922007084 -0.011349138803780079 0.019707031548023224 -0.006033248268067837 -0.00381011632271111 -0.005217761266976595 0.03454144671559334 -0.013771913014352322 -0.027530290186405182 0.007830025628209114 -0.006828432437032461 0.0038980941753834486 0.009115856140851974 -0.009867050684988499 0.011484488844871521 -0.022860698401927948 -0.0027679174672812223 -0.0074781146831810474 -0.02368633635342121 0.011795795522630215 0.0018272316083312035 0.00944069679826498 -0.026027899235486984 0.00445979880169034 0.01092278491705656 0.04493636265397072 0.031076472252607346 -0.018434736877679825 0.012140939012169838 0.016363874077796936 0.016269128769636154 -0.03080577217042446 0.026095574721693993 -0.002304342109709978 0.014387757517397404 0.020180758088827133 -0.019977733492851257 0.0017392538720741868 0.037789858877658844 0.015470561571419239 0.020776299759745598 0.007769118063151836 0.022698277607560158 -0.0019304363522678614 0.006310716737061739 0.0028745061717927456 -0.02303665317595005 0.006033248268067837 -0.0019761172588914633 0.008066889829933643 -0.011951448395848274 -0.017379002645611763 -0.025256402790546417 0.0201401524245739 0.02055973932147026 -0.003096142550930381 -0.0008637053542770445 -0.016025498509407043 0.006368240807205439 0.007471347227692604 0.015714192762970924 0.030020739883184433 0.008703036233782768 0.0017713995184749365 0.0045308577828109264 0.016039032489061356 0.00875717680901289 0.014265942387282848 -0.045234136283397675 -0.004327831789851189 0.011998821049928665 0.017324863001704216 0.018380597233772278 0.011328835971653461 0.007951841689646244 0.036273930221796036 0.00024870652123354375 0.003373611019924283 0.005051956977695227 0.00791123602539301 0.03248411789536476 0.0008560918504372239 -0.0085947560146451 0.0435287170112133 0.008513545617461205 0.022671207785606384 -0.008743641898036003 -0.01143711619079113 -0.0010286637116223574 0.0280716922134161 -0.015578841790556908 -0.02391643263399601 -0.016133779659867287 -0.002370325615629554 -0.011315301060676575 0.01599842868745327 0.030751632526516914 0.01736546866595745 0.02088458091020584 0.032917238771915436 -0.01507804449647665 0.0007275089155882597 -0.009664025157690048 0.013541816733777523 -0.003948850557208061 0.003766127396374941 -0.02111467719078064 -0.02183203399181366 0.0010083612287417054 0.0020556356757879257 0.0049504442140460014 -0.00364092830568552 -0.030291439965367317 0.011464186944067478 -0.008357892744243145 -0.0035529504530131817 0.011044600047171116 0.011687515303492546 0.01808282546699047 -0.022738883271813393 -0.021615473553538322 0.016972951591014862 0.03397297486662865 0.0010430447291582823 -0.025851944461464882 -0.03056214191019535 0.019720567390322685 -0.026664046570658684 0.0032484119292348623 -0.005891130305826664 -0.002285731490701437 0.003904861630871892 0.008682734332978725 -0.0343790240585804 0.0019439714960753918 0.0011927762534469366 -0.016986487433314323 -0.012574060820043087 -0.002553048776462674 0.0032856331672519445 0.004909839015454054 -0.012269522063434124 -0.0159172173589468 0.051947519183158875 0.00021381147962529212 -0.02942519634962082 0.014171196147799492 -0.028694303706288338 -0.008195471949875355 0.019233305007219315 0.010293404571712017 0.002789912046864629 0.01767677441239357 -0.008148099295794964 0.006567882839590311 -0.007491649594157934 -0.0008611675002612174 0.005640731658786535 0.006006177980452776 -0.005251599010080099 -0.017230117693543434 -0.0017011865274980664 -0.013027484528720379 0.03998253494501114 0.036273930221796036 -0.010516732931137085 0.01862422749400139 -0.012364267371594906 -0.018136965110898018 -0.04157967120409012 -0.000543939764611423 0.012269522063434124 -0.00496059563010931 -0.01928744465112686 0.005589975509792566 0.021642543375492096 0.007552557624876499 0.019950661808252335 0.01687820628285408 0.005769314710050821 -0.009684327989816666 -0.001379729132167995 -0.007410439662635326 0.0005608585779555142 -0.012350732460618019 0.0343790240585804 0.025716593489050865 0.0026985504664480686 -0.008628593757748604 0.026988888159394264 0.03318794071674347 0.01059794332832098 -0.003969153389334679 -0.009217368438839912 0.03232169896364212 0.012228917330503464 0.004896304104477167 -0.011849936097860336 0.011031065136194229 0.0032974763307720423 0.005542602855712175 0.00960311759263277 -0.02160193771123886 -0.005295588169246912 0.01138974353671074 0.007789420895278454 -0.0006843659211881459 -0.018543018028140068 0.001073498628102243 0.04369113966822624 0.024281878024339676 -0.011971751227974892 -0.03405418246984482 0.00268839905038476 -0.005305739119648933 -0.008709804154932499 -0.008635361678898335 -0.02486388571560383 -0.022968977689743042 0.009041412733495235 0.006215971428900957 0.011274696327745914 -0.011098740622401237 -0.020031873136758804 -0.024511974304914474 -0.004750802181661129 -0.022373436018824577 -0.016972951591014862 -0.011450652033090591 -0.008296985179185867 0.008114262484014034 -0.029614686965942383 -0.0015683738747611642 -0.005397100932896137 -0.023077258840203285 -0.011450652033090591 -0.014536642469465733 0.012472547590732574 0.029641758650541306 0.0042906105518341064 0.004324448294937611 -0.0030132404062896967 0.044746872037649155 0.01536228135228157 -0.012810924090445042 -0.007640535477548838 -0.05037745460867882 -0.009792608208954334 -0.005390333477407694 -0.0011098739923909307 -0.023239679634571075 0.006957015488296747 0.029966598376631737 0.009955029003322124 -0.0022755800746381283 0.009007574990391731 0.0033228546380996704 -0.004588381852954626 0.0036476957611739635 0.02223808504641056 0.007153273560106754 -0.008486475795507431 -0.05500644072890282 0.0165533646941185 -0.0066423253156244755 -0.012546990998089314 -0.015741262584924698 0.025648918002843857 -0.005928351543843746 0.0032416442409157753 0.022116269916296005 0.0027543825563043356 0.019937127828598022 0.01567358709871769 0.00912262313067913 0.01375837717205286 -0.006845351308584213 0.004984281957149506 0.0018255397444590926 -0.007491649594157934 0.012546990998089314 0.011179951019585133 0.008378195576369762 0.021453052759170532 0.0037153710145503283 0.022427577525377274 -0.006628790404647589 -0.041471391916275024 0.0234427060931921 -0.010821271687746048 -0.0058674439787864685 -0.036192722618579865 0.002669788431376219 -0.002053943695500493 0.0002649909001775086 -0.022671207785606384 -0.03343157097697258 -0.010300172492861748 0.005427554715424776 0.020383784547448158 0.01767677441239357 -0.009704629890620708 -0.017893334850668907 -0.017216581851243973 0.003793197451159358 0.0003203999949619174 -0.023699872195720673 0.014699063263833523 -0.03532647714018822 -0.015213395468890667 -0.0004445417725946754 0.019328050315380096 0.0326465405523777 0.0018543017795309424 -0.002070862567052245 0.005106097552925348 -0.013941100798547268 -0.002992937806993723 0.006622022949159145 -0.02391643263399601 -0.0003595247399061918 0.052028730511665344 0.003969153389334679 0.043474577367305756 0.0016901892377063632 0.018109895288944244 0.010428755544126034 -0.005133167374879122 -0.0053192744962871075 -0.01630973443388939 0.011816098354756832 -0.036977753043174744 0.012012355960905552 0.0017730914987623692 -0.008317288011312485 0.006229506339877844 0.007220948580652475 0.025716593489050865 0.021561333909630775 0.012052961625158787 -0.010828039608895779 -0.026528697460889816 -0.0339188352227211 -0.011173183098435402 0.005884362850338221 0.008899294771254063 0.01387342531234026 -0.019233305007219315 -0.010611478239297867 0.02287423238158226 -0.011822865344583988 0.007038225419819355 -0.012743248604238033 0.025161657482385635 0.011538629420101643 -0.007349531631916761 0.0016436625737696886 0.019476935267448425 -0.005123015958815813 -0.0038439540658146143 -0.028261182829737663 -0.004764337558299303 0.021466588601469994 -0.0026241077575832605 0.019693497568368912 0.013738075271248817 0.011308534070849419 -0.004984281957149506 0.012986879795789719 -0.00249044899828732 -0.008249612525105476 -0.009244438260793686 -0.009582814760506153 0.011985286138951778 -0.020194293931126595 -0.026772327721118927 -0.010164822451770306 0.0038236514665186405 0.0012350731994956732 -0.019260374829173088 0.023740475997328758 -0.0048387800343334675 -0.020898116752505302 0.030453860759735107 0.01792040467262268 0.03640928119421005 -0.021886175498366356 0.039711833000183105 0.020492063835263252 -0.0010193584021180868 -0.03031850978732109 0.017582029104232788 -0.014509572647511959 -0.028179973363876343 0.024336017668247223 0.032023925334215164 0.0008814700995571911 0.012499618344008923 0.016810530796647072 0.016011962667107582 -0.000752887106500566 -0.06496823579072952 0.017379002645611763 0.03548889979720116 0.014333616942167282 -0.03510991856455803 -0.02271181344985962 -0.037627436220645905 -0.018299385905265808 -0.006124609615653753 -0.01800161600112915 0.004821861162781715 -0.019558146595954895 -0.028098762035369873 0.026461021974682808 -0.011782260611653328 0.024457834661006927 0.004994433373212814 0.012452245689928532 0.013189905323088169 0.00823607761412859 0.00213853782042861 -0.0054952302016317844 0.01760909892618656 0.018908463418483734 -0.019707031548023224 -0.007572859991341829 0.021899709478020668 0.013629795052111149 -0.008608290925621986 -0.007200646214187145 -0.024742070585489273 0.038926802575588226 -0.020600344985723495 -0.003226417349651456 -0.015700656920671463 0.013792214915156364 0.01598489284515381 -0.026109110563993454 0.004744034726172686 -0.011288231238722801 -0.0015311524039134383 -0.0023838605266064405 0.047237321734428406 -0.0035834042355418205 0.0042906105518341064 0.007904469035565853 -0.0006953631527721882 -0.0021063920576125383 -0.03527233749628067 0.0028305172454565763 -0.0009889045031741261 -0.0380876287817955 -0.03613858297467232 0.0016284355660900474 -0.032836031168699265 0.005085794720798731 -0.0025970374699681997 -0.010503198020160198 -0.01847534254193306 0.018218176439404488 -0.02031610906124115 0.0037965814117342234 0.01760909892618656 0.0052719018422067165 -0.053463444113731384 0.008357892744243145 -0.0024143143091350794 -0.011362673714756966 0.024187132716178894 -0.03538062050938606 -0.025324076414108276 -0.020979326218366623 -0.006537428591400385 0.012628201395273209 -0.017785055562853813 0.012113869190216064 0.035705458372831345 -0.009427161887288094 0.0018441504798829556 -0.00017669584485702217 -0.014644923619925976 0.009169995784759521 -0.0026359509211033583 -0.011010762304067612 0.016756391152739525 -0.01953107677400112 0.023618660867214203 -0.04807649552822113 -0.009650490246713161 0.012168008834123611 -0.047318533062934875 -0.01287859957665205 0.0004445417725946754 0.013819285668432713 -0.012946275062859058 -0.004463182296603918 -0.004348134621977806 -0.014577248133718967 -0.02030257321894169 -0.0023754010908305645 -0.012147706933319569 -0.018367061391472816 0.018258782103657722 0.023848757147789 0.010652083903551102 -0.019801776856184006 0.001487163593992591 -0.02559477835893631 -0.0010658851824700832 0.0007440047338604927 -0.0272054485976696 -0.010009168647229671 -0.015592376701533794 0.02983124926686287 0.01255375798791647 -0.024132993072271347 -0.008202239871025085 -0.03592202067375183 -0.029452268034219742 -0.006764140911400318 -0.015064509585499763 0.013013949617743492 0.005312507040798664 0.011626607738435268 0.020383784547448158 0.0326465405523777 -0.015551771968603134 0.010273102670907974 -0.02640688046813011 -0.002593653742223978 -0.01593075320124626 -0.015863077715039253 0.007092365995049477 -0.0167834609746933 -0.04509878531098366 -0.011010762304067612 0.0092309033498168 -0.00024257345648948103 -0.003969153389334679 0.02480974607169628 -0.021412447094917297 0.006808129604905844 0.005549370311200619 0.019977733492851257 -0.0006907104980200529 -0.008574454113841057 0.013650096952915192 -0.03280895948410034 -0.01862422749400139 0.009535442106425762 0.007809723261743784 -0.02166961319744587 0.018285851925611496 0.017338398844003677 0.01959875226020813 0.01287859957665205 -0.022414041683077812 -0.01878664828836918 0.000523214228451252 0.0035732530523091555 0.021561333909630775 0.036842405796051025 -0.006273495499044657 0.02070862613618374 0.021128211170434952 0.011646909639239311 -0.02422773838043213 -0.02158840373158455 -0.004923374392092228 0.01323727797716856 0.018597157672047615 -0.008418800309300423 0.010909250006079674 -0.024985700845718384 0.03630100190639496 -0.023023119196295738 0.01203265879303217 0.009839980863034725 -0.007214181125164032 -0.033323291689157486 0.02272534742951393 0.000891621399205178 -0.011653677560389042 0.01055733859539032 0.002015030477195978 -0.010909250006079674 -0.009251206181943417 -0.010029471479356289 0.014699063263833523 -0.01976117119193077 -0.0023940119426697493 0.004713580943644047 -0.028694303706288338 -0.010273102670907974 -0.009366254322230816 0.0027628419920802116 -0.014969764277338982 -0.010983692482113838 0.1944715827703476 -0.009623420424759388 0.0023178772535175085 0.028017552569508553 0.005928351543843746 -0.012925972230732441 0.017947474494576454 0.0076066977344453335 0.01904381439089775 0.021737288683652878 0.005035038106143475 0.010645315982401371 -0.02319907397031784 -0.0006361473351716995 0.026894142851233482 0.015957823023200035 -0.0247150007635355 -0.03478507697582245 0.00975877046585083 0.021656079217791557 -0.009339183568954468 -0.002553048776462674 -0.015429955907166004 -0.009007574990391731 0.034433163702487946 -0.003398989327251911 -0.008791014552116394 -0.006192285101860762 0.013798982836306095 0.016269128769636154 -0.01103783305734396 0.015632981434464455 0.002360174199566245 0.0010337394196540117 -0.020654484629631042 -0.005133167374879122 0.02447136864066124 0.0031773527152836323 -0.002509059850126505 0.03199685737490654 0.01219507958739996 -0.020843975245952606 0.02207566611468792 -0.015605911612510681 -0.0022332831285893917 0.03110354393720627 0.00839849840849638 0.008161635138094425 -0.009833212941884995 -0.004784639924764633 -0.024363089352846146 0.01760909892618656 0.014577248133718967 -0.0004817631561309099 -0.0013771912781521678 -0.0030724562238901854 -0.013744842261075974 0.015443490818142891 0.019219769164919853 0.0234427060931921 -0.03167201578617096 0.018651297315955162 0.00014983722940087318 0.02950640767812729 -0.015010369941592216 0.00182046415284276 -0.014211801812052727 0.009623420424759388 0.003515728982165456 0.007978911511600018 0.0159172173589468 -0.0126755740493536 -0.014888553880155087 -0.002833900973200798 -0.028992075473070145 -0.035245269536972046 0.028125831857323647 -0.0016411247197538614 0.029208635911345482 0.02799048274755478 0.027151308953762054 -0.002994629554450512 0.002471838379278779 0.004750802181661129 -0.020532669499516487 -0.04320387542247772 0.02183203399181366 -0.03567839041352272 0.014604317955672741 -0.013257580809295177 -0.018813718110322952 -0.03161787614226341 -0.022765953093767166 -0.015105115249752998 0.01694588176906109 0.022576462477445602 0.027327263727784157 0.03280895948410034 -0.0020251816604286432 0.00803305208683014 -0.02632567100226879 0.0515143983066082 0.05641408637166023 0.013501212000846863 0.011450652033090591 0.012486082501709461 -0.026163250207901 0.016593970358371735 0.010882179252803326 0.0017358700279146433 -0.008682734332978725 -0.020492063835263252 0.023009583353996277 0.013277883641421795 -0.01419826690107584 0.02864016406238079 0.008486475795507431 -0.03581374138593674 0.02110114134848118 0.007924770936369896 -0.013203440234065056 -0.03237583860754967 -0.009779073297977448 0.011301766149699688 -0.005749012343585491 -0.026298601180315018 -0.001338277943432331 0.007092365995049477 -0.0030639967881143093 -0.03261946886777878 -0.004206016659736633 -0.03343157097697258 0.02095225639641285 0.004848931450396776 0.0016309734201058745 -0.011870237998664379 0.0018255397444590926 -0.008540616370737553 -0.01992359198629856 0.0057388609275221825 -0.00275945826433599 0.013298185542225838 0.006682930514216423 0.0047237323597073555 -0.017243653535842896 0.003407448763027787 -0.002190986182540655 0.034676797688007355 -0.012411640025675297 -0.018448272719979286 0.0037796625401824713 -0.012898902408778667 0.0014880094677209854 -0.0020217979326844215 0.01935512013733387 -0.025391751900315285 7.856672891648486e-05 -0.012411640025675297 0.010334010235965252 -0.029939528554677963 -0.029235705733299255 -0.01958521641790867 0.015118650160729885 -0.026027899235486984 -0.022292226552963257 -0.014915624633431435 -0.1709747463464737 0.00991442333906889 0.03110354393720627 -0.03797934949398041 0.010530268773436546 0.022116269916296005 0.0063377870246768 -0.004497020039707422 -0.01760909892618656 -0.012343964539468288 0.019964197650551796 0.0063547054305672646 -0.0037221384700387716 -0.02152072824537754 0.011565699242055416 0.0025885782670229673 0.0021520727314054966 0.024890955537557602 0.028342392295598984 0.011951448395848274 0.03532647714018822 -0.0280716922134161 0.011254393495619297 -0.011849936097860336 -0.009691094979643822 0.006875805091112852 -0.0006285338313318789 0.02543235756456852 0.009142925962805748 -0.037004824727773666 0.0018170803086832166 -0.016133779659867287 0.01783919520676136 0.022996049374341965 -0.013311721384525299 0.020586809143424034 0.005346344318240881 -0.0005160237778909504 -0.018773112446069717 0.01419826690107584 0.007518719881772995 0.02966882847249508 -0.0001449730625608936 0.00019900752522516996 -0.018434736877679825 0.0015303065301850438 0.017419608309864998 -0.023957036435604095 0.03776278719305992 -0.02030257321894169 -0.007518719881772995 -0.019964197650551796 0.022129805758595467 -0.0016292815562337637 0.02087104506790638 0.023456240072846413 0.012736481614410877 0.020925186574459076 0.004588381852954626 -0.016336804255843163 -0.021006396040320396 -0.017094766721129417 0.006469753570854664 0.006161831319332123 -0.01436068769544363 -0.023957036435604095 -0.009224136359989643 -0.0022620451636612415 -0.04214814305305481 0.008608290925621986 0.005830222275108099 -0.023090794682502747 -0.018908463418483734 0.0019693495705723763 0.0037898137234151363 0.011010762304067612 -0.020031873136758804 0.015538236126303673 0.013765145093202591 0.025405287742614746 0.026285065338015556 0.027462614700198174 0.008371427655220032 -0.003158742096275091 0.011883772909641266 0.0003271675086580217 -0.0017629401991143823 -0.0011902383994311094 0.00891282968223095 0.003945467062294483 0.01351474691182375 -0.03903508186340332 0.007748815696686506 -0.005796384997665882 0.00577946612611413 0.010672386735677719 0.004324448294937611 -0.003942083101719618 0.0012739865342155099 -0.017473747953772545 0.003820267738774419 0.008127797394990921 -0.009054947644472122 0.028504813089966774 0.032998450100421906 -0.0038439540658146143 0.0012257678899914026 0.022671207785606384 0.05140611529350281 0.004266924224793911 0.004206016659736633 -0.013798982836306095 0.029695898294448853 0.018488876521587372 -0.01471259817481041 0.01672932133078575 -0.014225336723029613 -0.017785055562853813 0.016174383461475372 -0.01792040467262268 0.02815290167927742 0.003206114750355482 0.018597157672047615 0.01679699681699276 -0.01728425733745098 -0.024674395099282265 -0.12852883338928223 -0.01440129242837429 -0.01648568920791149 0.039711833000183105 -0.026461021974682808 0.024024711921811104 -0.003251795656979084 0.039874255657196045 -0.060366321355104446 0.029019145295023918 -0.007972143590450287 -0.0005595897091552615 -0.01583600789308548 0.006990852765738964 -0.007586394902318716 -0.007200646214187145 -0.008689501322805882 0.007951841689646244 -0.003011548426002264 0.020343178883194923 0.035082846879959106 -0.0056914882734417915 0.00619566859677434 0.0013061322970315814 -0.00289988424628973 -0.014455433003604412 -0.02480974607169628 0.034351956099271774 0.002796679502353072 0.010090379044413567 0.01483441423624754 -0.019003208726644516 0.020207827910780907 -0.0047101969830691814 -0.020356714725494385 -0.024268344044685364 -0.011775492690503597 0.0004229702753946185 0.009779073297977448 -0.030832841992378235 0.006232890300452709 0.027218984439969063 0.010902482084929943 -0.016688715666532516 -0.023659266531467438 0.0021876024547964334 -0.026136180385947227 0.02246818132698536 -0.010164822451770306 -0.017230117693543434 -0.018827253952622414 -0.029452268034219742 -0.007193878758698702 -0.004449647385627031 -0.012953042052686214 -2.7046967261412647e-06 0.011653677560389042 0.016918811947107315 -0.03207806497812271 -0.002434616908431053 -0.008344357833266258 0.022373436018824577 -0.027002424001693726 0.007951841689646244 -0.005075643304735422 0.0003203999949619174 -0.04880738630890846 -0.011863471008837223 0.003114753169938922 -0.003904861630871892 -0.01792040467262268 0.01806929148733616 0.013013949617743492 0.006957015488296747 -0.01536228135228157 -0.008175170049071312 -0.032105136662721634 0.0028575873002409935 0.008357892744243145 0.008357892744243145 -0.01139651145786047 -0.014793808571994305 -0.007796188350766897 -0.028531884774565697 -0.003148590913042426 0.010496431030333042 -0.0006860577850602567 -0.0257571991533041 -0.007830025628209114 -0.017297793179750443 -0.0016411247197538614 0.007031457964330912 0.016336804255843163 -0.004104503896087408 0.00487600127235055 0.0014380989596247673 -0.0022062130738049746 0.007593162823468447 0.005569672677665949 0.02414652705192566 -0.027773920446634293 -0.02152072824537754 -0.05343637615442276 0.020492063835263252 0.009197065606713295 -0.00803305208683014 0.012533456087112427 -0.006134761031717062 0.00759993027895689 0.0030690724961459637 0.002546281088143587 0.005840373691171408 -0.03543476015329361 0.010421987622976303 0.010266334749758244 0.008933132514357567 -0.028992075473070145 -0.027719780802726746 0.04929465055465698 -0.028937935829162598 0.02264413796365261 -0.006456218659877777 -0.0056745694018900394 0.006564498879015446 0.030589211732149124 0.006605104077607393 -0.014861484058201313 -0.015971358865499496 -0.005620429292321205 0.004348134621977806 0.013108694925904274 -0.00808042474091053 0.002678247867152095 -0.00487600127235055 -0.0031384394969791174 0.022508786991238594 -0.02191324532032013 0.0005206764326430857 0.01087541226297617 0.029019145295023918 0.013914030976593494 0.029885388910770416 -0.041633810847997665 -0.04136310890316963 0.00711943581700325 -0.012371035292744637 -0.03448730707168579 -0.006977317854762077 0.0059351189993321896 -0.017961010336875916 0.003075839951634407 -0.004236470442265272 0.03903508186340332 0.02520226128399372 -0.008296985179185867 -0.04393476992845535 -0.012526688165962696 -0.009670793078839779 0.01808282546699047 -0.00010003247007261962 -0.00017849345749709755 -0.02248171716928482 0.04463859274983406 0.01071299146860838 0.010564105585217476 0.0017680157907307148 -0.0009161536581814289 -0.01008361205458641 -0.010361080057919025 8.850653102854267e-05 -0.0012951350072398782 -0.011362673714756966 -0.023469775915145874 -0.019382189959287643 0.0016555057372897863 0.006554347462952137 0.011369441635906696 -0.022603532299399376 -0.010882179252803326 -0.014983299188315868 -0.004544392693787813 0.02999367006123066 0.01967996172606945 0.0017680157907307148 0.011646909639239311 0.012912437319755554 0.015132185071706772 -0.004195865243673325 0.0008738565957173705 0.024701464921236038 -0.0019998035859316587 0.010090379044413567 0.009224136359989643 0.027218984439969063 0.017771519720554352 -4.33280183642637e-05 -0.03917043283581734 0.02767917513847351 0.002852511592209339 0.009704629890620708 0.006090772338211536 0.019179165363311768 0.01840766705572605 0.01440129242837429 -0.0037695111241191626 -0.016418015584349632 -0.03048093058168888 0.017622634768486023 0.00935271941125393 -0.016499225050210953 0.0014287936501204967 0.010198659263551235 0.014861484058201313 -0.04823891445994377 0.010503198020160198 0.011349138803780079 -0.011964983306825161 0.01687820628285408 0.004601916763931513 -0.0017527888994663954 -0.03175322711467743 -0.007775885984301567 0.017798589542508125 0.003701835870742798 0.04401598125696182 0.009169995784759521 0.014983299188315868 0.03335035964846611 0.03906215354800224 -0.0034615888725966215 0.03413539379835129 -0.006127993576228619 -0.010976924560964108 0.0001261508878087625 0.00741720711812377 -0.009109088219702244 -0.02510751597583294 -0.01744667813181877 0.025012770667672157 0.010584408417344093 -0.014658458530902863 0.08223895728588104 0.0074781146831810474 -0.02942519634962082 0.00275945826433599 -0.029398126527667046 -0.0012545299250632524 0.006341170519590378 0.016621040180325508 -0.012086799368262291 -0.006134761031717062 0.004764337558299303 -0.014820879325270653 -0.013853122480213642 -0.018678367137908936 -0.014902088791131973 -0.019625822082161903 -0.025297006592154503 0.02215687558054924 0.00309783429838717 3.5291584936203435e-05 0.02414652705192566 -0.01371100451797247 0.019720567390322685 0.02046499401330948 -0.026041435077786446 -0.0010100530926138163 -0.012668806128203869 -0.019233305007219315 0.009291810914874077 -0.04385355859994888 0.02918156608939171 -0.002947256900370121 -0.05749689042568207 -0.015213395468890667 -0.025256402790546417 0.017933940514922142 0.010740061290562153 -0.005238064099103212 0.0006086542271077633 -0.0074307420291006565 0.0006754835485480726 0.018136965110898018 -0.01894906908273697 -0.013738075271248817 -0.013149300590157509 0.009812911041080952 -0.018136965110898018 -0.03662584349513054 0.007065295707434416


text:
contains a collection of images and set of user selected labels drawn from a globally de ned label set CoralNet s machine learning engine performs automatic point annota tion for a given pixel location in an image the location is classi ed from a set of labels in a source s label set The in put to the classi er is an image patch cropped from the full size image about that point and the output is score ranging from 0 0 to 1 0 over each of the n mutually exclusive labels in the label set For a typical CoralNet source there are be tween 5 and 80 labels with most sources having fewer than 20 labels The label with the highest score is taken to be the annotation for the point The n scores sum to 1 0 akin to a probability and provide a measure of the con dence of the decision This score is used in the alleviation ability of CoralNet that will be described below It should be noted that labelling of benthic coral reef images even by experts tends to be much more ambigu ous than object category labelling typically used in object recognition

embedding:
-0.018151013180613518 0.010688929818570614 0.01369323581457138 -0.005744343623518944 -0.014604263938963413 0.006898776162415743 -0.00758726242929697 0.010528978891670704 -0.03315863385796547 -0.011300918646156788 0.016954854130744934 0.023756269365549088 -0.029486702755093575 0.0027209133841097355 -0.009381501004099846 0.015341430902481079 0.03232410177588463 0.002367977052927017 -0.022977374494075775 -0.01649586297571659 -0.014520810917019844 0.049209412187337875 -0.01301170326769352 -0.01649586297571659 0.00030099559808149934 0.005083674564957619 0.027845462784171104 -0.021071866154670715 0.00026013844762928784 -0.017525115981698036 0.017149578779935837 0.00015125844220165163 -0.008602607063949108 -0.003984877839684486 -0.02189248614013195 0.006943979766219854 0.009145050309598446 -0.010382936336100101 -0.0030964515171945095 0.005601778160780668 0.019291536882519722 -0.019653165712952614 -0.011099240742623806 -0.025675686076283455 0.01062634028494358 -0.015716969966888428 0.01808146946132183 -0.00503499386832118 -0.01808146946132183 0.009096370078623295 0.014604263938963413 0.033186450600624084 -0.01744166389107704 -0.024729887023568153 -0.01369323581457138 -0.013971412554383278 -0.0175529345870018 -0.006989183370023966 0.013303788378834724 -0.016746222972869873 0.016162050887942314 -0.009777902625501156 -0.02274092473089695 -0.0061685629189014435 0.005181036423891783 -0.036302026361227036 0.009298047982156277 0.025258421897888184 0.0035641358699649572 -0.002468816004693508 0.03240755572915077 0.029041621834039688 0.010855835862457752 0.007747214287519455 0.011453915387392044 0.006589304655790329 0.006154654081910849 -0.01178772747516632 0.01808146946132183 0.013345515355467796 0.01787283644080162 -0.01728866621851921 -0.017636386677622795 0.025995589792728424 0.0037866770289838314 -0.025814775377511978 0.009186777286231518 0.0033555033151060343 -0.013728007674217224 0.003527624998241663 0.02183685079216957 0.03343680873513222 0.02923634462058544 -0.022754833102226257 -0.008574789389967918 0.02151694893836975 -0.0051114922389388084 0.032185014337301254 0.028109729290008545 -0.02459079772233963 0.0002455776557326317 0.005914726760238409 -0.0377485454082489 -0.007524672895669937 -0.004756817128509283 8.198598516173661e-05 0.013609782792627811 0.004781157709658146 0.021377859637141228 0.008366156369447708 0.010063032619655132 0.04601038619875908 -0.0016933991573750973 -0.021433494985103607 -0.0014873746549710631 -0.021294407546520233 0.011127058416604996 0.015689151361584663 -0.0032703119795769453 0.021169228479266167 0.0004261750145815313 0.013686281628906727 -0.01234408002346754 0.0030668952967971563 0.006738824304193258 0.020320789888501167 0.00978485681116581 -0.01728866621851921 -0.0013587181456387043 -0.014186998829245567 0.011043605394661427 0.0026548465248197317 0.012754390016198158 0.013477648608386517 -0.0018064082833006978 0.008846011012792587 -0.0018637821776792407 -0.004266531206667423 -0.02740038000047207 -0.011669501662254333 0.018693458288908005 0.016579316928982735 -0.013679326511919498 -0.021433494985103607 -0.0016873140120878816 0.025355784222483635 0.0036893151700496674 0.027261292561888695 0.011203556321561337 -2.4095948901958764e-05 -0.003393752733245492 -0.0007732436060905457 -0.018415281549096107 0.0205711480230093 -0.002341897925361991 0.015035437420010567 0.017330393195152283 0.020473787561058998 -0.005480076186358929 -0.013846232555806637 -0.005163650494068861 0.02045987732708454 -0.021586492657661438 -0.02781764417886734 0.04570439085364342 0.0293476153165102 0.005132355261594057 -0.029681427404284477 -0.011189647950232029 0.00641196733340621 0.010890607722103596 0.04876433312892914 -0.011252237483859062 0.017566842958331108 0.007253450807183981 -0.014868531376123428 -0.007622034754604101 -0.002096754964441061 -0.014437357895076275 -0.032602280378341675 -0.017080033197999 0.022128935903310776 0.005334033630788326 -0.014312177896499634 -0.006057292222976685 -0.012337125837802887 0.02819318324327469 -0.009666631929576397 0.016203777864575386 -0.02660757675766945 0.0016351559897884727 0.008811239153146744 0.0001942888629855588 0.010118667967617512 -0.6315718293190002 -0.020070429891347885 0.0028895579744130373 -0.007712441962212324 0.013644554652273655 0.006269401870667934 0.0012822195421904325 -0.011300918646156788 -0.016259413212537766 0.03173993155360222 -0.012524894438683987 0.0018672593869268894 0.009798765182495117 0.00684661790728569 0.0017872836906462908 -0.024604706093668938 -0.014395630918443203 -0.004576002713292837 -3.89827364415396e-05 0.008706922642886639 -0.05335424467921257 0.009096370078623295 -0.001928110490553081 0.02347809262573719 -0.014868531376123428 0.007510764058679342 0.011989405378699303 0.003513716161251068 0.007747214287519455 0.010883653536438942 -0.009444090537726879 -0.013734961859881878 0.0007958454079926014 0.007816758006811142 0.0428391732275486 -0.016774039715528488 -0.013978366740047932 0.026830118149518967 0.003571090055629611 0.042866989970207214 -0.03410443291068077 -0.0008145354222506285 0.023450274020433426 -0.013728007674217224 0.0026722324546426535 -0.006790982559323311 -0.016857493668794632 0.0026044270489364862 -0.002294955775141716 -0.02247665636241436 -0.016676677390933037 -0.023227732628583908 -0.01298388559371233 -0.0041517834179103374 4.365522909210995e-05 -0.022184571251273155 0.030488139018416405 -0.008790375664830208 0.01592560112476349 -0.010459434241056442 -0.03237973898649216 -0.018957724794745445 -0.014270451851189137 -0.04617729038000107 -0.005883431993424892 0.007260405458509922 -0.01408963743597269 0.008074071258306503 -0.011071423068642616 -0.02247665636241436 -0.005243625957518816 -0.0031242691911756992 -0.018735183402895927 -0.011732092127203941 0.004968926776200533 0.03282482177019119 -0.006749256048351526 -0.01575869508087635 -0.024813339114189148 -0.0030877585522830486 -0.0034824213944375515 -0.0026391991414129734 -0.004541230387985706 0.015355340205132961 -0.005076720379292965 0.01239971537142992 -0.007649852428585291 0.02153085730969906 -0.019653165712952614 -0.007844575680792332 0.023199915885925293 0.034772057086229324 -0.015091072767972946 -0.03911161050200462 6.87291394569911e-05 0.01618986949324608 -0.023756269365549088 -0.02094668708741665 0.006387626752257347 -0.030015239492058754 -0.01612032577395439 -0.028791261836886406 -0.018011925742030144 -0.002303648740053177 0.034716419875621796 0.009979580529034138 0.0009405841119587421 0.0222680252045393 0.020877143368124962 -0.04356243088841438 -0.01691312901675701 -0.004429960157722235 -0.029903968796133995 -0.010076941922307014 0.00291563686914742 -0.024660341441631317 0.009610996581614017 0.022991282865405083 -0.00773330545052886 -0.003685837844386697 0.010918425396084785 0.007420356851071119 0.01834573596715927 0.0011187909403815866 0.00294693186879158 0.006804891396313906 0.0028513085562735796 -0.011773818172514439 0.00650585163384676 -0.012024177238345146 0.008901646360754967 0.006165085360407829 0.004652501083910465 -0.00911723356693983 0.03193465620279312 0.008957281708717346 0.020237335935235023 -0.001928110490553081 0.0017368642147630453 -0.0322684682905674 -0.02453516237437725 -0.014047910459339619 0.024549070745706558 -0.008025390096008778 -0.0240622628480196 -0.011732092127203941 -0.020348606631159782 -0.004457777366042137 -0.0030668952967971563 0.0051114922389388084 -0.008679104968905449 -0.032657913863658905 -0.024549070745706558 0.023352913558483124 -0.023492000997066498 0.00552527979016304 -0.021030139178037643 -0.022671381011605263 -0.017413845285773277 -0.033353354781866074 0.01596732810139656 0.02723347395658493 -0.015132798813283443 -0.007719396613538265 0.0019159403163939714 -0.011043605394661427 0.01303952094167471 0.025606142356991768 -0.004224804695695639 -0.025745229795575142 0.005316647235304117 -0.015897784382104874 -0.010042170062661171 0.006884867325425148 -0.020960595458745956 0.00988917239010334 -0.02659366838634014 -0.012239763513207436 -0.014326087199151516 -0.02517496794462204 0.01139132585376501 -1.5864750821492635e-05 0.007879347540438175 -0.024243077263236046 0.004290871787816286 -0.003287697909399867 0.035300590097904205 0.007232587784528732 -0.02660757675766945 0.02232366055250168 0.009986534714698792 0.010056078433990479 -0.03780417889356613 0.028220999985933304 -0.01581433042883873 0.00162646290846169 0.0033381173852831125 -0.008074071258306503 -0.002463600132614374 0.03966796025633812 0.01591169275343418 0.025675686076283455 0.004569048061966896 0.003998786676675081 0.016565406695008278 -0.017539024353027344 0.011885088868439198 -0.02808191254734993 0.017970198765397072 0.0007702010334469378 -2.2235099095269106e-05 -0.01555006392300129 -0.005838228389620781 -0.022226298227906227 0.02538360096514225 0.019527986645698547 0.009457998909056187 0.003268573200330138 -0.007649852428585291 -0.0034963302314281464 -0.0010761951562017202 0.023547636345028877 0.02368672378361225 0.017386028543114662 0.01771984063088894 0.006637985352426767 0.017733749002218246 0.011412188410758972 -0.0031799045391380787 -0.030154326930642128 0.005278398282825947 -0.01169036515057087 0.030961038544774055 0.019277628511190414 0.010028260760009289 -0.004117011558264494 0.028123639523983 0.013581965118646622 0.0011118365218862891 0.001696876366622746 0.010049124248325825 0.02870780974626541 0.006561486981809139 -0.006012088619172573 0.03438260778784752 -0.010049124248325825 0.026357218623161316 -0.010647203773260117 0.002569654956459999 0.003755382029339671 0.016356775537133217 -0.018276192247867584 -0.03121139667928219 0.0063563319854438305 -0.015077163465321064 -0.0015916908159852028 0.013227290473878384 0.01771984063088894 0.04292262718081474 0.010139531455934048 0.010584614239633083 -0.009200685657560825 0.014632081612944603 0.0035102390684187412 0.026204220950603485 -0.010772382840514183 -0.0052992613054811954 -0.03110012784600258 -0.00666232593357563 0.0022671381011605263 -0.010473343543708324 0.0021089252550154924 -0.003195551922544837 -0.028109729290008545 0.02073805406689644 -0.016245504841208458 0.006290264893323183 0.019680984318256378 0.011850317008793354 0.024131806567311287 -0.04542621597647667 -0.027567286044359207 0.02719174697995186 0.0249107014387846 0.005720003042370081 -0.012079812586307526 -0.028220999985933304 0.005059333983808756 -0.01205894909799099 0.0029573633801192045 0.012684846296906471 0.0028478314634412527 0.012274535372853279 0.006391103845089674 -0.0013874050928279757 -0.012017223052680492 -0.010174303315579891 -0.013095156289637089 -0.005956453271210194 0.009026825428009033 -0.0012257149210199714 0.002072414616122842 0.016162050887942314 -0.009930899366736412 0.03824926167726517 -0.00798366405069828 -0.013658463954925537 -0.004395187832415104 -0.020821508020162582 -0.008922509849071503 0.017998015508055687 0.021016230806708336 0.00978485681116581 0.01194767840206623 0.0030356005299836397 0.007288223132491112 -0.017928471788764 -0.004871564917266369 0.006989183370023966 0.011794681660830975 -0.014506901614367962 -0.017692022025585175 -0.01121051050722599 0.00506281154230237 0.027539469301700592 0.03427133709192276 -0.007684624288231134 0.018679548054933548 -0.02279656007885933 0.003315515583381057 -0.04178210347890854 -0.005716525949537754 0.002752208150923252 0.014326087199151516 -0.02136395126581192 0.010883653536438942 0.02797064185142517 0.015716969966888428 0.03274136781692505 0.006495419889688492 0.03326990455389023 -0.009910035878419876 -0.00220802566036582 -0.00025926914531737566 -0.0020567672327160835 -0.008345293812453747 0.02808191254734993 0.032018110156059265 -0.010480297729372978 -0.02115531824529171 -0.0010188212618231773 0.020904960110783577 -0.0012517940485849977 -0.017970198765397072 -0.018220556899905205 0.018011925742030144 -0.005427917931228876 -0.005688708275556564 -0.002154128858819604 0.02596777118742466 0.022518383339047432 -0.006331991404294968 0.015897784382104874 -0.011127058416604996 -0.003325947094708681 0.021614309400320053 0.004541230387985706 0.0035780444741249084 -0.01628723181784153 0.013394195586442947 0.016746222972869873 0.025091515854001045 -0.0018516120035201311 -0.01734430156648159 0.01329683419317007 -0.014882439747452736 0.012789161875844002 -0.00401964969933033 -0.01988961547613144 -0.027539469301700592 -0.003485898720100522 0.006947456859052181 0.0049063372425735 -0.006864003837108612 -0.02791500650346279 -0.015716969966888428 0.0015517029678449035 -0.017678113654255867 -0.03930633142590523 -4.267726399120875e-05 -0.0034198316279798746 -0.008546971715986729 -0.024034446105360985 0.011328736320137978 -0.014242634177207947 -0.02951452136039734 -0.028596539050340652 -0.0034876372665166855 -9.793223398446571e-06 0.021377859637141228 -0.010459434241056442 0.0004815929860342294 0.002385362982749939 0.019583621993660927 0.013053430244326591 -0.0012170219561085105 -0.020334698259830475 -0.03644111379981041 -0.003852743888273835 0.006380672100931406 -0.0016907912213355303 -0.017970198765397072 -0.01664886064827442 0.021795125678181648 -0.0005854744813404977 0.0025105425156652927 -0.014924166724085808 0.00450993562117219 -0.0057095717638731 -0.005170604679733515 0.020487695932388306 0.004718568176031113 -0.005014130380004644 -0.03421570360660553 0.02411789819598198 -0.023519819602370262 -0.013755825348198414 0.000135285037686117 0.0403912216424942 -0.013985320925712585 -0.006759687792509794 0.00798366405069828 -0.0041761239990592 0.015675242990255356 -0.0031451324466615915 -0.007677670102566481 0.023519819602370262 0.02036251686513424 -0.006512806285172701 0.010570704936981201 -0.006992660462856293 0.018067561089992523 0.014534719288349152 0.0016429796814918518 0.001569089014083147 -0.011259191669523716 0.031183579936623573 0.004064853303134441 -0.01745557226240635 0.024827247485518456 -0.022727016359567642 -0.0070969765074551105 -0.0349111445248127 -0.012392761185765266 0.003451126627624035 0.0076915789395570755 -0.018790818750858307 -0.028207091614603996 -0.01303952094167471 0.000688052037730813 0.008783421479165554 0.005229717120528221 -0.025939954444766045 -0.017163487151265144 -0.002710481872782111 -0.005222762934863567 0.0006059031002223492 -0.0324631929397583 0.01261530164629221 -0.03251882642507553 -0.008442655205726624 0.014326087199151516 0.009965671226382256 0.029848333448171616 0.002833922626450658 0.005963407456874847 0.010675021447241306 -0.0013422013726085424 -0.006818800233304501 0.0062485383823513985 -0.024243077263236046 0.0007406448130495846 0.04945977404713631 0.011940724216401577 0.022518383339047432 -0.005678276997059584 0.009798765182495117 0.011898997239768505 -0.011064467951655388 0.011752954684197903 -0.014896349050104618 -0.0015769127057865262 -0.03602385148406029 0.0146738076582551 0.006655371747910976 0.007816758006811142 -0.001234408002346754 0.005542665719985962 0.020557239651679993 0.021558674052357674 0.010090850293636322 0.0009066813508979976 -0.01936108060181141 -0.028624355792999268 -0.014040956273674965 0.02125268056988716 -0.014590354636311531 0.021503038704395294 -0.01983398012816906 -0.00368236075155437 0.024841157719492912 -0.009457998909056187 0.014270451851189137 -0.015424883924424648 0.027511650696396828 -0.013971412554383278 0.007176952436566353 -0.0005615687114186585 0.006140745244920254 -0.0064363074488937855 -0.016732312738895416 -0.01022993866354227 0.013874050229787827 0.01776156574487686 0.011467823758721352 0.0012309307930991054 0.0041587380692362785 0.0074064480140805244 -0.00404746737331152 0.014492993243038654 -0.022546201944351196 -0.010216030292212963 -0.024103989824652672 -0.0005454866332001984 -0.0046351151540875435 -0.01301170326769352 -0.027372563257813454 -0.012065903283655643 0.018693458288908005 0.02098841220140457 -0.017998015508055687 0.023811904713511467 -0.015146708115935326 -0.02072414569556713 0.022921739146113396 0.014096591621637344 0.027316927909851074 -0.03891688585281372 0.024980245158076286 0.015786513686180115 0.02368672378361225 -0.02521669492125511 0.01541097555309534 -0.02506369724869728 -0.0124553507193923 0.03310299664735794 0.034827690571546555 -0.007496855221688747 0.0019889615941792727 0.0334089919924736 0.005014130380004644 0.0048228842206299305 -0.0445360504090786 0.025661777704954147 0.02987615019083023 0.010974060744047165 -0.04834706708788872 -0.015077163465321064 -0.01955580525100231 -0.015800422057509422 -0.008894692175090313 -0.021183136850595474 0.010104759596288204 -0.0011605173349380493 -0.01377668883651495 0.03733127936720848 -0.015132798813283443 0.027539469301700592 0.0004920245846733451 -0.0006093803094699979 -0.005723480600863695 0.02400662750005722 0.006245061289519072 0.019263718277215958 0.002463600132614374 0.009937853552401066 -0.010612431913614273 -0.0026531079784035683 0.007260405458509922 0.0032807434909045696 0.008171433582901955 -0.0006841401918791234 -0.002072414616122842 0.0377485454082489 -0.04066939651966095 -0.011968541890382767 -0.02993178553879261 -0.0012622256763279438 0.02204548381268978 -0.0053757596760988235 0.0004016172606498003 0.0023001714143902063 -0.0008162740268744528 0.01092537958174944 0.04901469126343727 -0.019820071756839752 -0.029041621834039688 0.001582997851073742 0.004892428405582905 0.011363508179783821 -0.022866103798151016 0.007712441962212324 -0.0041483063250780106 -0.03780417889356613 -0.021489130333065987 0.0024114421103149652 -0.026204220950603485 0.009110278449952602 0.017274757847189903 -0.007747214287519455 -0.016954854130744934 0.033714987337589264 -0.009179823100566864 0.003091235877946019 0.013241198845207691 0.010960152372717857 -0.05023866519331932 0.007232587784528732 -0.004579479806125164 -0.022601837292313576 0.019917434081435204 -0.03574567288160324 -0.018317919224500656 -0.021085774526000023 -0.026092950254678726 1.9881874777638586e-06 -0.0033989683724939823 -0.016579316928982735 0.011613866314291954 -0.013734961859881878 0.0013422013726085424 -0.0161342341452837 0.000971009663771838 0.002314080251380801 0.009033780544996262 4.7213932703016326e-05 0.034549515694379807 -0.01258748397231102 0.018637822940945625 -0.03785981610417366 -0.012357988394796848 0.0020463354885578156 -0.04167083278298378 -0.02185075916349888 0.008922509849071503 0.03838834911584854 -0.0033085611648857594 -0.0054870303720235825 -0.012337125837802887 -0.0165097713470459 -0.029625792056322098 -0.00438823364675045 -0.017747657373547554 -0.010299483314156532 0.03427133709192276 0.01369323581457138 -0.0002727433166000992 0.009541451930999756 -0.004068330395966768 -0.04183773696422577 0.01734430156648159 0.0022740925196558237 -0.01851264201104641 -0.013442876748740673 -0.02132222428917885 0.042282819747924805 0.03382625803351402 -0.019444534555077553 -0.03162866085767746 -0.018957724794745445 -0.050739385187625885 -0.024201350286602974 -0.013241198845207691 0.009284138679504395 0.003911856096237898 0.016259413212537766 0.01411745510995388 0.03173993155360222 -0.024340439587831497 0.036302026361227036 -0.018429189920425415 -0.011989405378699303 0.00988917239010334 -0.0032859593629837036 0.008331384509801865 -0.0021523903124034405 -0.04509240388870239 -0.012295398861169815 0.0005780854262411594 0.024938518181443214 -0.00843570102006197 0.030961038544774055 -0.029597973451018333 0.01009780541062355 -0.0011848577996715903 0.03352026268839836 0.00739253917708993 -0.006704052444547415 0.017803292721509933 -0.023756269365549088 -0.006029474548995495 0.011593003757297993 0.013811460696160793 -0.0240622628480196 0.011801635846495628 0.021197045221924782 0.0062381066381931305 0.013616736978292465 -0.012288444675505161 -0.008588697761297226 0.01234408002346754 -0.01420090813189745 0.03232410177588463 0.024715976789593697 -0.02364499866962433 0.018804727122187614 0.01194767840206623 0.015675242990255356 -0.014409540221095085 -0.021920304745435715 -0.016940945759415627 -0.004603820387274027 0.01639850251376629 -0.009054643101990223 0.00404746737331152 -0.009805719368159771 0.02845745161175728 -0.023033009842038155 0.006756210699677467 0.016593225300312042 -0.008366156369447708 -0.03093322180211544 0.01940280757844448 0.013700190000236034 -0.012316262349486351 0.015508336946368217 0.002347113797441125 -0.02607904188334942 -0.013018657453358173 0.007434265688061714 0.004739431198686361 -0.01242753304541111 0.010967106558382511 0.0037971085403114557 -0.028652174398303032 -0.033548079431056976 0.00846351869404316 -0.00650585163384676 -0.01988961547613144 0.014896349050104618 0.1849317103624344 -0.015563972294330597 -0.006985706277191639 0.03329772129654884 0.009082460775971413 0.010723701678216457 0.004106579814106226 0.03538404405117035 0.022490566596388817 0.008143615908920765 0.011780772358179092 0.005699140019714832 -0.010542887263000011 -0.00028947737882845104 0.025731321424245834 0.01639850251376629 -0.013651508837938309 -0.026732755824923515 0.013679326511919498 0.015341430902481079 0.008025390096008778 -0.004433437250554562 -0.012142402119934559 0.0015673504676669836 0.040057409554719925 -0.0021732535678893328 0.006471079774200916 -0.006133790593594313 0.02094668708741665 0.03129484876990318 -0.004103102721273899 0.011676456779241562 0.006693620700389147 0.010528978891670704 -0.017219122499227524 0.009270230308175087 -0.007103931158781052 0.009242412634193897 0.011189647950232029 0.042282819747924805 0.012316262349486351 -0.030655045062303543 0.02100232243537903 -0.0062589701265096664 -0.004002263769507408 0.0036093394737690687 0.007441219873726368 -0.010473343543708324 -0.0035884762182831764 -0.0065545327961444855 -0.022434931248426437 0.002569654956459999 0.007267359644174576 0.013289880007505417 -0.00856783427298069 0.006978751625865698 -0.007062204647809267 0.015424883924424648 0.012949113734066486 0.006989183370023966 -0.02153085730969906 0.02521669492125511 0.013575010932981968 0.0232138242572546 -0.018902089446783066 0.002978226635605097 -0.01250403095036745 0.014687716960906982 -0.00776112312451005 0.0007854138384573162 0.011092285625636578 -0.006884867325425148 -0.013428968377411366 0.006853572092950344 -0.014242634177207947 -0.0258565004914999 0.011036650277674198 0.01660713367164135 0.028471359983086586 0.02013997547328472 0.021975940093398094 0.00424219062551856 -0.00851219892501831 -0.01607859879732132 -0.031127944588661194 -0.060419924557209015 0.012065903283655643 -0.01420090813189745 -0.00401964969933033 -0.0219898484647274 -0.015800422057509422 -0.03702528402209282 -0.012622256763279438 -0.0128795700147748 0.0026478921063244343 0.01555006392300129 0.015800422057509422 0.018220556899905205 -0.01591169275343418 0.01781720109283924 -0.023408548906445503 0.04292262718081474 0.02776200883090496 0.0279289148747921 0.009270230308175087 -0.007239541970193386 -0.03724782541394234 0.005438349675387144 0.024521254003047943 0.014242634177207947 -0.015424883924424648 -0.022866103798151016 0.012051994912326336 0.01777547597885132 -0.00975703913718462 0.035996031016111374 0.016579316928982735 -0.02072414569556713 0.02468816004693508 0.005514848046004772 -0.00018353125778958201 -0.03738691657781601 -0.010981014929711819 0.0077889407984912395 -0.002710481872782111 -0.026037314906716347 -0.006596258841454983 0.007322994992136955 0.0022132412996143103 -0.029264163225889206 -0.0011326997773721814 -0.0351058691740036 0.016523681581020355 -0.0012578790774568915 -0.009138096123933792 -0.009110278449952602 0.004235236439853907 -0.023784086108207703 -0.019917434081435204 0.0014300007605925202 -0.0021697762422263622 0.011697319336235523 0.010264710523188114 0.006005133967846632 -0.010661112144589424 0.011537368409335613 0.02189248614013195 0.04008522629737854 -0.013275970704853535 -0.011426097713410854 0.008797329850494862 -0.0021715150214731693 -0.004603820387274027 -0.009131141938269138 0.022198481485247612 -0.02951452136039734 0.003717132844030857 -0.019472351297736168 0.0006737085641361773 -0.020640691742300987 -0.030376868322491646 -0.02332509495317936 0.02881908044219017 -0.01730257458984852 -0.023186007514595985 -0.01855436898767948 -0.1781442016363144 0.0004185686120763421 0.031155763193964958 -0.04172646626830101 0.009131141938269138 0.021934213116765022 -0.011036650277674198 0.011203556321561337 -0.017386028543114662 -0.011245283298194408 0.023450274020433426 -0.0020254722330719233 -0.01883254572749138 -0.034299157559871674 0.021113593131303787 0.011752954684197903 -0.005466167349368334 0.030376868322491646 0.03268573433160782 0.02600949816405773 0.013700190000236034 -0.01687140204012394 0.024256985634565353 -0.0028426155913621187 -0.0028704332653433084 -0.006231152452528477 -0.013171655125916004 0.010939288884401321 0.019625348970294 -0.02385362982749939 0.019221993163228035 -0.01803974248468876 0.014284360222518444 0.012239763513207436 -0.00497240386903286 0.009527543559670448 -0.008825147524476051 0.0019594053737819195 0.0013152529718354344 0.018053650856018066 0.0013491557911038399 0.027720283716917038 -0.006029474548995495 0.018902089446783066 -0.00991699006408453 0.025745229795575142 0.023408548906445503 -0.024994153529405594 0.022754833102226257 -0.014110499992966652 0.005226240027695894 -0.014979802072048187 0.021280499175190926 -0.01025775633752346 0.01823446713387966 0.03157302737236023 0.017219122499227524 0.013679326511919498 0.00046724951243959367 -0.0034789443016052246 -0.004499503877013922 -0.03137830272316933 0.005052379798144102 -0.013359423726797104 -0.012017223052680492 -0.03569003939628601 -0.004948063753545284 0.013004749082028866 -0.01523016020655632 -0.006053815130144358 0.0011796420440077782 -0.02247665636241436 -0.008602607063949108 0.014180044643580914 0.011405234225094318 0.0023210346698760986 -0.012191083282232285 0.019792255014181137 0.009464954026043415 0.022170662879943848 0.02300519309937954 0.029597973451018333 0.010779337026178837 -0.01591169275343418 0.017622478306293488 -0.021127501502633095 0.007455128710716963 0.004496026784181595 0.009770947508513927 -0.0015004142187535763 0.02221238985657692 -0.03738691657781601 -0.0006398058612830937 -0.004909814335405827 0.022615745663642883 0.032657913863658905 0.0019159403163939714 0.005125401075929403 -0.010974060744047165 -0.02470206841826439 -0.01808146946132183 0.018888181075453758 -0.013665418140590191 0.02696920745074749 0.02791500650346279 0.0075038098730146885 0.004318689461797476 0.009096370078623295 0.03938978537917137 -0.0073160408064723015 -0.0031729501206427813 -0.003817971795797348 0.0360516682267189 0.0356622189283371 -0.031600844115018845 0.013227290473878384 0.004402142483741045 -0.00883210264146328 0.02681620977818966 -0.01623159646987915 0.031183579936623573 -0.0146738076582551 0.013762779533863068 0.00970140378922224 -0.012830888852477074 -0.0284018162637949 -0.11727919429540634 -0.01022993866354227 -0.007656806614249945 0.021405678242444992 -0.0439796969294548 0.00901987124234438 0.011252237483859062 0.025578323751688004 -0.026983115822076797 0.02666321210563183 0.0003722783294506371 -0.01541097555309534 -0.011746000498533249 0.0030234302394092083 -0.014270451851189137 -0.0017438186332583427 -0.022907830774784088 0.013067338615655899 0.003581521799787879 0.014979802072048187 0.033353354781866074 -0.007048295810818672 0.019430624321103096 -0.0010205598082393408 0.006923116277903318 -0.011460869573056698 -0.030655045062303543 0.02940325066447258 0.0030495093669742346 0.02093277871608734 0.038638707250356674 -0.04105884209275246 0.009172867983579636 -0.01887427270412445 -0.010556796565651894 -0.006099018733948469 -0.024980245158076286 -0.009096370078623295 0.012963022105395794 -0.01702439785003662 0.0030095214024186134 0.02258792705833912 0.013769734650850296 -0.012295398861169815 -0.020181700587272644 0.012385806068778038 -0.02125268056988716 0.009527543559670448 -0.0053861914202570915 -0.019917434081435204 -0.011864225380122662 -0.030849767848849297 -0.03165648132562637 0.016690587624907494 -0.009437136352062225 -0.002920852741226554 0.011516504921019077 0.012608347460627556 -0.056720178574323654 -0.0061372676864266396 -0.013206426985561848 0.0015369248576462269 -0.026635395362973213 -0.00991699006408453 0.004819407127797604 0.003282482037320733 -0.04089193791151047 0.003967491444200277 0.0016108155250549316 -0.009903081692755222 -0.013255108147859573 0.014124409295618534 0.010292528197169304 -0.006676234770566225 -0.016370683908462524 0.001215283409692347 -0.036246392875909805 0.0034632966853678226 0.005222762934863567 0.008581743575632572 -0.0028321840800344944 -0.021920304745435715 -0.0010814109118655324 -0.029542338103055954 0.012128492817282677 0.005334033630788326 -0.00739253917708993 -0.024674251675605774 0.0004659455444198102 -0.02602340653538704 -0.009423227049410343 0.018443098291754723 0.025564415380358696 -0.000911027891561389 -0.014270451851189137 0.0007336903945542872 -0.0025227125734090805 0.01036902703344822 0.0014108761679381132 0.011655593290925026 -0.005466167349368334 -0.033659350126981735 -0.05557965487241745 0.013755825348198414 0.011335690505802631 -0.0031972904689610004 0.01808146946132183 -0.0033607191871851683 0.0071978154592216015 0.013255108147859573 -0.012253672815859318 -0.0002510107879061252 -0.02628767490386963 -0.0005867784493602812 0.013387241400778294 0.009249366819858551 -0.010146485641598701 -0.01472944300621748 0.022434931248426437 -0.005939067341387272 0.006787505466490984 -0.02068241871893406 -0.012726572342216969 -0.0023071258328855038 0.01020907610654831 0.025675686076283455 -0.01205894909799099 -0.011746000498533249 -0.005055856890976429 0.023019101470708847 -0.013109065592288971 -0.014993710443377495 0.01034120935946703 -0.00199591601267457 -0.01671840436756611 0.027539469301700592 -0.028318362310528755 -0.004315212368965149 0.012274535372853279 0.0252862386405468 0.011759909801185131 0.012211945839226246 -0.02845745161175728 -0.033130813390016556 -0.004026603884994984 -0.006019042804837227 -0.0293476153165102 -0.01823446713387966 -0.015327522531151772 -0.02306082844734192 0.001860304968431592 -0.003717132844030857 0.044814225286245346 0.0052888295613229275 -0.012184128165245056 -0.04155956208705902 -0.017733749002218246 -0.015104981139302254 0.027845462784171104 0.01332465186715126 0.002168037695810199 -0.03293609246611595 0.039640143513679504 0.022142846137285233 0.03051595576107502 -0.0061476994305849075 -0.005281875375658274 -0.004214373417198658 -0.013248153030872345 0.0009258060017600656 0.003244232852011919 -0.02168385498225689 -0.04556530341506004 -0.016857493668794632 -0.0052888295613229275 0.004009217955172062 0.03499459847807884 -0.03087758645415306 -0.003880561562255025 0.0019993933383375406 -0.011231373995542526 0.018178831785917282 0.014353904873132706 -0.006551055237650871 -0.0034441722091287374 0.012698754668235779 0.019764436408877373 -0.005114969331771135 -0.009520589374005795 0.031072309240698814 -0.012476213276386261 0.015897784382104874 0.005907772108912468 0.030543774366378784 0.020974503830075264 0.014604263938963413 -0.03691401332616806 0.023241642862558365 0.004899382591247559 -0.004735954105854034 -0.0010761951562017202 0.028068004176020622 0.007225633133202791 0.009381501004099846 -0.007844575680792332 -0.02655194140970707 -0.028040185570716858 0.009082460775971413 -0.016774039715528488 -0.03855525702238083 0.008213159628212452 0.000930152484215796 0.007545536383986473 -0.013060384429991245 0.005556574556976557 0.015383157879114151 -0.014993710443377495 0.012636165134608746 0.020056521520018578 -0.002529666991904378 -0.02898598648607731 0.00798366405069828 0.014186998829245567 -0.010243847966194153 0.04773508012294769 0.0074064480140805244 0.03087758645415306 0.04178210347890854 0.025786956772208214 -0.01909681409597397 0.03813799098134041 0.003946628421545029 0.0021697762422263622 0.00531317014247179 -0.0008380065555684268 -0.011711228638887405 -0.024660341441631317 -0.01904117874801159 0.03646893426775932 0.0076707154512405396 -0.009937853552401066 0.09146441519260406 0.0032111993059515953 -0.027275200933218002 0.006704052444547415 -0.04150392487645149 -6.28070265520364e-05 0.009138096123933792 0.007830667309463024 -0.004610774572938681 -0.009457998909056187 0.007844575680792332 -0.011940724216401577 -0.015675242990255356 -0.018331827595829964 -0.023186007514595985 -0.015675242990255356 -0.014854622073471546 0.02089105173945427 -0.011905952356755733 -0.0036023850552737713 0.012545757927000523 -0.0155222462490201 0.03649675101041794 0.01977834478020668 -0.027316927909851074 -0.005834750831127167 -0.014659899286925793 -0.016843583434820175 -0.006884867325425148 -0.03719219192862511 0.009666631929576397 -0.004005740862339735 -0.03237973898649216 -0.012357988394796848 -0.01623159646987915 -0.00061459606513381 0.012476213276386261 0.002324511995539069 -0.02009824849665165 1.248262469744077e-05 0.002635721815750003 0.015480519272387028 -0.020000886172056198 -0.015188434161245823 -0.00703090988099575 0.01036902703344822 -0.01983398012816906 -0.018526552245020866 -0.019861798733472824


text:
This holds when comparing labels by experts of previously unseen data or relabeling their own image data and because of this inconsistency one expects a ceiling on accuracy by automatic systems such as CoralNet 2 The CoralNet classi cation engine is built on a transfer learning approach with two stages to classi cation The rst stage is a feature extractor convolutional neural network that takes an image patch usually 224 224 pixels cen tered on the given point and outputs a feature vector with length that ranges from 1 024 to 4 096 depending upon the particular network The classi er takes the feature vector as input and outputs the n scores The CoralNet feature extractor is a convolutional neural network that has been trained on large quantities of ben thic images feature vectors are computed when images are uploaded and they are stored in a database The classi er is trained repeatedly on a per source basis using manually labelled points from that source For a fresh source the la belset is created by the user In a typical work ow the user starts manually labelling points in images through a web based graphical user interface Once 20 images

embedding:
-0.019409405067563057 0.015420608222484589 0.022795086726546288 -0.006192231085151434 0.001883027609437704 0.005023691337555647 -7.785265188431367e-05 0.008525882847607136 -0.012096610851585865 -0.02283620834350586 0.013597549870610237 0.039065539836883545 -0.031060531735420227 0.009882896207273006 -0.013412502594292164 0.026139644905924797 0.0385446660220623 0.01725737378001213 -0.02079383283853531 -0.040655575692653656 -0.01854585111141205 0.01410471647977829 -0.02820943295955658 -0.007504696026444435 -0.007189430296421051 -0.0010288972407579422 0.030402585864067078 -0.024275464937090874 -0.003402814269065857 -0.014680419117212296 0.006079146638512611 -0.001322745461948216 -0.011335860937833786 -0.008313421159982681 -0.02238387055695057 -0.005674784071743488 0.005983196198940277 -0.02509789727628231 0.0072442591190338135 0.020314080640673637 0.03890105336904526 0.002002965658903122 -0.017600053921341896 -0.028044946491718292 0.0017510957550257444 -0.011678541079163551 0.011479786597192287 -0.00917697511613369 -0.015557680279016495 0.028757721185684204 0.01086981501430273 0.022753965109586716 0.0002123546291841194 -0.020547103136777878 -0.03311661258339882 -0.006860457360744476 -0.02666051872074604 -0.002023526467382908 0.021218756213784218 -0.024371415376663208 0.016736499965190887 -0.004166990984231234 -0.017764540389180183 -0.001163399196229875 0.0011993806110695004 -0.031691063195466995 0.012288511730730534 0.039284855127334595 0.001954990439116955 0.000926949898712337 0.03319885581731796 0.03245866671204567 -0.0033685462549328804 -0.005527431610971689 0.01587294600903988 -0.005431480705738068 -0.0036666779778897762 -0.01638011261820793 -0.003519325517117977 -0.008361396379768848 0.016928400844335556 -0.007806254550814629 -0.015393193811178207 0.015365779399871826 0.013035554438829422 -0.005815282929688692 -0.011925270780920982 -0.0076691824942827225 0.0017922173719853163 0.009039903059601784 0.015845531597733498 0.026729054749011993 0.022123433649539948 -0.006438960786908865 -0.005273847840726376 0.01308352965861559 0.008327128365635872 0.03114277496933937 0.02058822475373745 -0.01766858994960785 -0.010986327193677425 0.0023216581903398037 -0.03465181961655617 -0.010972619988024235 -0.0063875587657094 0.000398151547415182 0.026290424168109894 0.00849161483347416 0.014844905585050583 -0.003933968488126993 0.01591406762599945 0.04767366871237755 -0.0029350558761507273 -0.03045741468667984 -0.0097458241507411 -0.00549659039825201 0.009053610265254974 -0.0016894133295863867 -0.005352664273232222 0.011795052327215672 0.008059837855398655 0.0011959538096562028 0.004136149771511555 -0.006860457360744476 0.02616705931723118 -0.007771986536681652 -0.005575406830757856 -0.020972026512026787 0.008539590053260326 0.007696596905589104 0.005345810670405626 0.005246433429419994 0.007922765798866749 0.0006258196663111448 0.0041772713884711266 0.0078473761677742 0.0178879052400589 -0.0021366109140217304 -0.005691918078809977 -0.013940230011940002 0.016736499965190887 0.00806669145822525 -0.004170417785644531 -0.019519062712788582 -0.00996513944119215 0.02372717671096325 -0.019834328442811966 0.03868173807859421 0.008265445940196514 -0.004807802848517895 0.009992553852498531 -0.03624185547232628 -0.013652378693223 0.017175130546092987 0.009882896207273006 0.026605689898133278 0.022329041734337807 0.019601305946707726 -0.006946127396076918 -0.014502225443720818 -0.005626808851957321 0.026043694466352463 -0.013857986778020859 -0.02198636159300804 0.031718477606773376 0.02215084806084633 0.012795678339898586 -0.009807506576180458 0.003858578857034445 -0.012548948638141155 0.0028459590394049883 0.03717394545674324 -0.0035261791199445724 0.015818117186427116 0.023343374952673912 -0.006425253581255674 0.010540842078626156 -0.002587235299870372 -0.01592777483165264 -0.037283603101968765 -0.005188177805393934 0.033719729632139206 0.017367031425237656 -0.015187585726380348 -0.0015377773670479655 -0.01655830629169941 0.026290424168109894 -0.012473559007048607 -0.0010023395298048854 -0.03232159465551376 -0.009670434519648552 0.010821839794516563 -0.006952980998903513 0.0035467399284243584 -0.6386461853981018 -0.01766858994960785 0.009971993044018745 -0.011514054611325264 -0.011219349689781666 0.018175756558775902 -0.006911859381943941 -0.01902560330927372 -0.012411876581609249 0.017819369211792946 -0.0046535967849195 -0.0221919696778059 -0.004427427891641855 0.012398169375956059 -0.005006557330489159 -0.03991538658738136 -0.013700353913009167 -0.003779762424528599 0.01973837800323963 0.006754226516932249 -0.027592608705163002 0.01787419803440571 -0.009766384959220886 0.04227302595973015 -0.03276022523641586 0.0012002373114228249 4.537835138762603e-06 -0.012679167091846466 0.02102685533463955 0.01791531965136528 -0.01790161244571209 0.0010494580492377281 0.008662954904139042 -0.011253617703914642 0.03758516162633896 -0.020889783278107643 0.0005114501691423357 0.006360144354403019 0.000621964514721185 0.043122872710227966 -0.03177330642938614 -0.0073127951472997665 0.026290424168109894 0.0013912816066294909 -0.0060483054257929325 -0.003185212379321456 -0.0073333559557795525 -0.0014384001260623336 0.006157963071018457 -0.02553652785718441 -0.010862961411476135 -0.021314706653356552 0.0003180500352755189 0.005657650064677 -0.006260767113417387 -0.0059592085890471935 0.0340212881565094 -0.005986623000353575 0.010061089880764484 -0.018299121409654617 -0.01389910839498043 -0.008642394095659256 -0.011452372185885906 -0.03070414438843727 -0.01401561964303255 0.007086626254022121 -0.024919703602790833 0.006103134248405695 -0.007114040665328503 -0.00919068232178688 -0.0023250849917531013 0.007134601473808289 0.0023816272150725126 -0.009574484080076218 -0.01097947359085083 0.03048482909798622 0.013295991346240044 -0.022630600258708 -0.0068296161480247974 0.012343340553343296 -0.0066411420702934265 -0.01680503599345684 0.00863554049283266 0.01927233301103115 -0.01879258081316948 0.00018472604278940707 -0.001351873273961246 0.007141455076634884 -0.011623712256550789 -0.01356328185647726 0.022534649819135666 0.018847409635782242 -0.028730306774377823 -0.029223766177892685 0.003844871651381254 0.02378200553357601 -0.028977036476135254 -0.007285380735993385 -0.002899074461311102 -0.026523446664214134 0.00023216582485474646 -0.03267798200249672 -0.0014024187112227082 -0.009725263342261314 0.0340212881565094 0.0063944123685359955 -0.002760289004072547 0.030567072331905365 0.03668048605322838 -0.038380179554224014 -0.003728360403329134 -9.750322351465002e-05 -0.028620649129152298 -0.013590696267783642 0.006668556481599808 -0.02152031473815441 0.0032486082054674625 0.020259251818060875 -0.002797983819618821 -0.012720288708806038 0.02106797695159912 -0.005476029589772224 0.01052028127014637 -0.002044087275862694 -0.005140202585607767 0.0038414448499679565 -0.02191782556474209 -0.009122146293520927 0.009869189001619816 -0.016722792759537697 0.014378860592842102 0.009128999896347523 0.007518403232097626 -0.004996276926249266 0.033226270228624344 0.01230907253921032 0.02505677565932274 -0.0018590399995446205 -0.012665459886193275 -0.0239464920014143 -0.012096610851585865 -0.0028031240217387676 0.018669215962290764 0.0008331412100233138 -0.018682923167943954 -0.0061374022625386715 -0.002251408761367202 0.007545817643404007 -0.0018384791910648346 -0.011219349689781666 -0.010616231709718704 -0.030567072331905365 -0.025701014325022697 0.008471054024994373 -0.013302844949066639 -9.193467121804133e-05 -0.02216455526649952 -0.03245866671204567 -0.024933410808444023 -0.045590173453092575 0.016517184674739838 0.02618076652288437 -0.014255495741963387 0.020752711221575737 0.0005187321221455932 -0.0038140304386615753 0.00304814032278955 0.03221193701028824 -0.005153909791260958 -0.037475503981113434 0.0020869222935289145 -0.009320900775492191 -0.0042081126011908054 0.01521500013768673 -0.00717572309076786 0.006397839169949293 -0.012124025262892246 -0.010026821866631508 -0.008902831003069878 -0.02801753208041191 0.023453032597899437 0.000634386669844389 0.013056115247309208 -0.02311035245656967 0.009115292690694332 0.004650169983506203 0.030155856162309647 0.005054532550275326 -0.04260199889540672 0.01521500013768673 0.012459851801395416 0.00863554049283266 -0.024755217134952545 0.028785135596990585 0.00036902373540215194 0.013604403473436832 0.005099080968648195 -0.018463607877492905 0.0067987749353051186 0.03495337814092636 0.012706581503152847 0.020218130201101303 0.00046518835006281734 0.0012430723290890455 -0.008978220634162426 -0.0050476789474487305 0.009149560704827309 -0.01435144618153572 0.007634914480149746 -0.001100860070437193 0.00882744137197733 -0.01499568484723568 -0.005924940574914217 -0.01749039627611637 0.016832450404763222 0.0381060354411602 0.01995769329369068 0.018532143905758858 -0.005822136532515287 0.0013441629707813263 -0.006068866234272718 0.004735840018838644 0.018874824047088623 0.014981977641582489 0.03070414438843727 0.005637089256197214 0.010705328546464443 0.016284162178635597 0.01813463494181633 -0.04273907095193863 0.007641768082976341 0.011596297845244408 0.020725296810269356 0.012788824737071991 0.03498079255223274 0.00738133117556572 0.03473406285047531 0.012768263928592205 0.010931498371064663 -0.0002724307414609939 0.014913441613316536 0.029744639992713928 -0.00248785805888474 -0.018052391707897186 0.034596990793943405 -0.005421200301498175 0.022054897621273994 -9.343389683635905e-05 -0.018216878175735474 0.011589444242417812 0.0239464920014143 -0.006692544091492891 -0.01906672492623329 -0.0003925829951185733 -0.003964809700846672 0.0039031272754073143 0.01143181137740612 0.018628094345331192 0.02892220765352249 0.021109098568558693 0.022068604826927185 -0.005609674844890833 0.009910310618579388 -0.0012610630365088582 0.029004450887441635 -0.012651752680540085 -0.003522752318531275 -0.039750900119543076 -0.0016491484129801393 0.007909058593213558 -0.01500939205288887 -0.012274804525077343 0.007429306395351887 -0.02711285650730133 0.011013741604983807 0.0019567038398236036 0.001814491581171751 0.005140202585607767 0.005589114036411047 0.03626926988363266 -0.03410353139042854 -0.026537153869867325 0.023357082158327103 0.02147919312119484 0.008923391811549664 -0.02105426974594593 -0.04967492073774338 0.02308293804526329 -0.0013861414045095444 -0.00616824347525835 0.0032366144005209208 0.01836765743792057 -0.008649247698485851 0.002417608629912138 -0.021438071504235268 0.007326502352952957 0.014488518238067627 -0.015804409980773926 0.0031303835567086935 -0.003676958382129669 0.0076486216858029366 0.0037831892259418964 0.009944578632712364 -0.019107846543192863 0.025029361248016357 -0.0020098192617297173 -0.018957067281007767 -0.009272925555706024 -0.009403144009411335 -0.015324657782912254 0.02797641046345234 -0.0013090382562950253 0.020026229321956635 -0.0001733747631078586 -0.00805298425257206 0.013816865161061287 -0.014611883088946342 -0.004180698189884424 0.006637715268880129 0.00815578829497099 -0.00010366075730416924 -0.0016885566292330623 -0.0033394184429198503 -0.015187585726380348 0.04339701682329178 0.035035621374845505 -0.018614387139678 0.012021221220493317 -0.00666512968018651 -0.011294739320874214 -0.03939451277256012 -0.008923391811549664 -0.0027568622026592493 0.005099080968648195 -0.022986987605690956 -0.005907806567847729 0.0264274962246418 0.014447396621108055 0.01990286447107792 0.00536979828029871 0.01792902685701847 -0.028127189725637436 -0.007724011316895485 0.004564499948173761 -0.015722166746854782 0.0012422156287357211 0.04419203847646713 0.019628720358014107 -0.01017074752599001 -0.010191308334469795 0.023850541561841965 0.047180209308862686 0.0010537415510043502 -0.001656858716160059 -0.011219349689781666 0.021547729149460793 0.00313552375882864 -0.0012722001411020756 0.003037859918549657 0.02685241959989071 -0.004242380615323782 -0.017421860247850418 0.022027483209967613 0.004074467346072197 0.007607500068843365 0.016489770263433456 0.00884114857763052 -0.006332729943096638 -0.011411250568926334 -0.014680419117212296 0.037036873400211334 0.03292471170425415 -0.01524241454899311 -0.037036873400211334 0.002820258028805256 0.01883370243012905 -0.02014959417283535 0.00048446410801261663 -0.01835395023226738 -0.014666711911559105 -0.004129296168684959 -0.004681011196225882 0.006678836885839701 0.007915912196040154 -0.01616079732775688 -0.024330293759703636 0.0035638739354908466 -0.01433773897588253 -0.01698322966694832 0.004064186941832304 -0.00929348636418581 -0.0025581074878573418 -0.029689811170101166 0.008964513428509235 -0.016476063057780266 -0.04542568698525429 -0.03177330642938614 -0.00818320270627737 0.005777588114142418 0.01322745531797409 0.007703450508415699 0.0009209529962390661 -0.0031218165531754494 0.020286666229367256 0.013357673771679401 -0.004591914359480143 -0.019162675365805626 -0.03736584633588791 -0.00414300337433815 -0.007881644181907177 -0.005441761109977961 -0.03177330642938614 -0.008950806222856045 0.02799011766910553 0.012747703120112419 -0.009800652973353863 0.008409371599555016 0.012953311204910278 0.006524630822241306 0.013152065686881542 0.017545225098729134 0.0014049888122826815 0.0008759762276895344 -0.03382938727736473 0.008258592337369919 -0.01860067993402481 -0.004468549508601427 -0.004866058472543955 0.021561436355113983 -0.0106230853125453 0.0054554687812924385 -0.0008849715813994408 0.006298461928963661 0.002367920009419322 0.008203763514757156 -0.005918086972087622 0.022329041734337807 -0.0021862995345145464 -0.003954529296606779 0.00487291207537055 -0.005421200301498175 0.0194916483014822 0.010773864574730396 -0.009389436803758144 0.007854229770600796 -0.0015960329910740256 0.028291676193475723 -0.014077302068471909 -0.02284991554915905 0.02371346950531006 -0.004492537118494511 -0.011747077107429504 -0.03651599958539009 -0.007127747870981693 -0.0015771855833008885 0.005616528447717428 -0.008107813075184822 -0.03276022523641586 -0.027715973556041718 -0.00683989655226469 0.017860490828752518 0.008532736450433731 -0.011226203292608261 -0.012069196440279484 -0.0029898846987634897 0.007991301827132702 0.0016225907020270824 -0.01969725638628006 0.010499720461666584 -0.025207554921507835 -0.005414346698671579 0.016243040561676025 0.003738640807569027 0.028346505016088486 0.009005635045468807 0.010239283554255962 -0.015160171315073967 -0.013364527374505997 0.011075424030423164 0.0017536658560857177 -0.0174492746591568 -0.000599261955358088 0.04619329050183296 0.018724044784903526 0.047344695776700974 0.009142707102000713 0.013193187303841114 0.017134008929133415 -0.016859864816069603 0.011760784313082695 -0.017613761126995087 0.0061271218582987785 -0.027058027684688568 0.014310324564576149 0.0032211937941610813 0.0029521898832172155 -0.010890375822782516 0.00212290370836854 0.01616079732775688 0.01476266235113144 0.012487266212701797 -0.018093513324856758 -0.018216878175735474 -0.028839964419603348 -0.014954563230276108 0.0313895046710968 -0.0016482917126268148 0.018491022288799286 -0.012363901361823082 -0.009327754378318787 0.02309664525091648 -0.021575143560767174 0.01790161244571209 -0.014419982209801674 0.034843720495700836 0.0005221589235588908 -0.01040377002209425 -0.0019498502369970083 0.00610998785123229 -0.021328413859009743 -0.013056115247309208 -0.026756469160318375 0.018093513324856758 0.020930904895067215 0.0074018919840455055 0.01966984197497368 0.0019172956235706806 0.024590730667114258 -0.00402649212628603 0.0026814723387360573 -0.019203796982765198 -0.020752711221575737 -0.020218130201101303 -0.009403144009411335 0.002880227053537965 -0.025015654042363167 -0.026084816083312035 -0.0037112263962626457 0.0070660654455423355 0.017092887312173843 -0.020547103136777878 0.035035621374845505 -0.011191935278475285 -0.023233717307448387 0.02979946881532669 0.02685241959989071 0.03827052190899849 -0.02485116757452488 0.04230044037103653 0.02398761361837387 0.02464555948972702 -0.016873572021722794 0.012034928426146507 -0.006576032843440771 -0.011555176228284836 0.023411910980939865 0.030841216444969177 0.002448449842631817 0.009156414307653904 0.031691063195466995 -0.008978220634162426 -0.0050271181389689445 -0.0728675127029419 0.017970148473978043 0.014886027202010155 0.026496032252907753 -0.03632409870624542 -0.019080432131886482 -0.017805662006139755 -0.004430854693055153 -0.017805662006139755 -0.0006506639765575528 0.004424001090228558 -0.009622459299862385 -0.017353324219584465 0.02331596054136753 -0.02687983401119709 0.04101196303963661 -0.005301262252032757 -0.00396823650225997 -0.005493163596838713 0.017079180106520653 -0.007014663424342871 -0.0004062902007717639 0.01388540118932724 0.009547069668769836 0.0024124684277921915 0.006894725374877453 0.006733665708452463 -0.0018967348150908947 -0.0016371546080335975 -0.0001833339047152549 0.004886619281023741 0.03585805371403694 -0.044932227581739426 -0.007621207274496555 -0.018408779054880142 0.01208975724875927 0.010047382675111294 -0.013282284140586853 -0.0014058455126360059 -0.014310324564576149 -0.0026900393422693014 0.007470428012311459 0.03163623437285423 -0.013323405757546425 -0.027866752818226814 0.0045233783312141895 0.009026195853948593 0.005719332490116358 -0.03023809939622879 0.017983855679631233 0.0012242249213159084 -0.04487739875912666 -0.031252432614564896 0.0007706020842306316 -0.0344599187374115 0.005770734511315823 -0.0038997004739940166 -0.016010018065571785 -0.008573858067393303 0.01925862580537796 -0.015776995569467545 0.0016448649112135172 0.014461103826761246 0.009793799370527267 -0.05576092004776001 0.005431480705738068 -0.00781996175646782 0.0013715774985030293 0.01810722053050995 -0.04410979524254799 -0.023192595690488815 -0.029443081468343735 -0.016188211739063263 0.0026677651330828667 0.009211243130266666 -0.0043760258704423904 0.015365779399871826 -0.005609674844890833 0.005328676663339138 -0.017983855679631233 -0.0031509443651884794 -0.009560776874423027 -0.005657650064677 -0.0037215068005025387 0.0331440269947052 -0.018614387139678 0.0029110682662576437 -0.032349009066820145 -0.02512531168758869 0.015557680279016495 -0.03848983719944954 -0.007271673530340195 -0.0006562325288541615 0.024714095517992973 -0.005407493095844984 -0.016859864816069603 -0.009471680037677288 -0.015379486605525017 -0.021136512979865074 -3.48034564012778e-06 -0.01521500013768673 -0.014502225443720818 0.026591982692480087 0.009917164221405983 0.014666711911559105 0.012377608567476273 -0.01565363071858883 -0.03955899924039841 -0.0039031272754073143 -0.000324475287925452 -0.008025569841265678 -0.002724307356402278 -0.028291676193475723 0.04682382196187973 0.013460477814078331 -0.014378860592842102 -0.018847409635782242 -0.03043000027537346 -0.04866058751940727 -0.010780718177556992 -0.012062342837452888 0.016887279227375984 0.0031183897517621517 0.009622459299862385 0.005510297603905201 0.02952532470226288 -0.01902560330927372 0.01879258081316948 -0.00997884664684534 -0.0009089591912925243 -0.023014402016997337 0.004105308558791876 0.0024107550270855427 -0.012165146879851818 -0.03267798200249672 -0.013652378693223 -0.0040196385234594345 0.025015654042363167 0.004053906537592411 0.029470495879650116 -0.03509045019745827 -0.002338792197406292 0.018326535820961 0.03308919817209244 0.016010018065571785 0.0036049955524504185 0.0156947523355484 -0.0340212881565094 0.008244885131716728 0.00291620846837759 0.0017159710405394435 -0.021342121064662933 0.009314047172665596 0.012446144595742226 0.01592777483165264 0.0029727506916970015 -0.011322153732180595 -0.010794425383210182 0.003419948276132345 -0.008752051740884781 0.012699727900326252 0.023343374952673912 -0.019203796982765198 0.019806914031505585 0.0076486216858029366 0.014666711911559105 -0.019354576244950294 -0.008553297258913517 -0.0057124788872897625 0.00024994235718622804 0.015256121754646301 -0.016393819823861122 0.0053732250817120075 -0.022013776004314423 0.026523446664214134 -0.03421318903565407 -0.0037420676089823246 0.012603777460753918 -0.004951728507876396 -0.03045741468667984 0.02933342382311821 3.1510513508692384e-05 -0.020670467987656593 -0.00011019309749826789 0.0011685393983498216 -0.0021571717225015163 -0.004489110317081213 -0.0005380078800953925 0.0097458241507411 -0.020231837406754494 0.001617450499907136 -0.01086981501430273 -0.024947118014097214 -0.02352156862616539 -0.004492537118494511 -0.004811229649931192 -0.0036838119849562645 -0.0014486805303022265 0.1792902797460556 -0.01566733792424202 0.004506244324147701 0.039038125425577164 0.0016551453154534101 0.0013921383069828153 0.013378234580159187 0.02106797695159912 0.004238953813910484 0.0015934628900140524 -0.0016722793225198984 -0.0012662032386288047 -0.028401333838701248 -0.003461069893091917 0.029251180589199066 0.005260140635073185 -0.028620649129152298 -0.03777706250548363 0.013576989062130451 0.015598801895976067 -0.0025529672857373953 -0.0057021984830498695 -0.009266071952879429 -0.0017836503684520721 0.04049108922481537 -0.01008165068924427 -0.0077377185225486755 -0.0042766486294567585 0.016229333356022835 0.020190715789794922 -0.016010018065571785 0.00404019933193922 0.007257966324687004 0.02442624419927597 -0.034788891673088074 0.012768263928592205 0.011514054611325264 0.010307819582521915 0.01188414916396141 0.0212461706250906 0.020327787846326828 -0.024768924340605736 0.024686681106686592 -0.012843653559684753 -0.012110318057239056 0.018518436700105667 0.006442387588322163 -0.011424957774579525 -0.008251738734543324 -0.010691621340811253 -0.01858697272837162 0.017161423340439796 0.011877295561134815 0.018682923167943954 0.0020869222935289145 -0.0017125442391261458 -0.007874790579080582 0.0003840159915853292 0.026153352111577988 -0.007504696026444435 -0.01457076147198677 0.020259251818060875 0.014831198379397392 0.03048482909798622 -0.0199302788823843 0.014927148818969727 -0.006983822211623192 0.013576989062130451 -0.003284589620307088 0.007292234338819981 -0.009327754378318787 0.000183548079803586 -0.023823127150535583 0.010054236277937889 -0.025385748594999313 -0.029196351766586304 0.025920329615473747 0.014173252508044243 0.033281099051237106 0.022904744371771812 0.02445365861058235 -0.0004639032995328307 -0.020643053576350212 -0.009375729598104954 -0.023370789363980293 -0.037694819271564484 0.01772341877222061 -0.021808167919516563 0.01401561964303255 -0.028510991483926773 -0.006493789609521627 -0.042218197137117386 -0.022246798500418663 -0.020478567108511925 -0.0018710338044911623 0.025207554921507835 0.01743556745350361 0.028401333838701248 -0.013734621927142143 -0.0002544400340411812 -0.04166990891098976 0.05351293832063675 0.047810740768909454 0.017408153042197227 0.013624964281916618 -0.004722132813185453 -0.0073333559557795525 0.021561436355113983 0.028785135596990585 0.0001332169194938615 -0.015489144250750542 -0.035501666367053986 0.00906046386808157 0.015406901016831398 -0.014461103826761246 0.02958015352487564 0.0011856734054163098 -0.027277342975139618 0.03341817110776901 -0.0031783587764948606 -0.005328676663339138 -0.023028109222650528 0.0008832581806927919 0.015310950577259064 0.004598767962306738 -0.011918417178094387 -0.008861709386110306 0.006260767113417387 -0.01566733792424202 -0.028099775314331055 0.007586939260363579 -0.0313895046710968 0.02287732996046543 0.013152065686881542 0.006397839169949293 -0.017572639510035515 0.0038722860626876354 -0.01611967571079731 -0.027811923995614052 -0.005057959351688623 -0.0034644966945052147 0.007436159998178482 0.01477636955678463 0.013090383261442184 -0.017147716134786606 0.0156947523355484 0.006068866234272718 0.036817558109760284 -0.006870737764984369 -0.008601272478699684 0.010335233993828297 -0.0127751175314188 0.01019816193729639 -0.011925270780920982 0.012829946354031563 -0.012747703120112419 -0.006284754723310471 -0.013830572366714478 0.00627104751765728 -0.022534649819135666 -0.03202003613114357 -0.01265860628336668 -0.0011813899036496878 -0.027441829442977905 -0.03783189132809639 -0.02215084806084633 -0.17479431629180908 -0.010595670901238918 0.021218756213784218 -0.02845616266131401 -0.0026917527429759502 0.01812092773616314 0.004023065324872732 0.012466705404222012 -0.033472999930381775 -0.004204685799777508 0.01544802263379097 -0.01946423389017582 -0.0004818940069526434 -0.03917519748210907 -0.009752677753567696 -0.008354542776942253 -0.02083495445549488 0.01086981501430273 0.03043000027537346 0.011020595207810402 0.037475503981113434 -0.024234343320131302 0.016462355852127075 -0.009149560704827309 -0.006524630822241306 -0.007203137502074242 -0.0097458241507411 0.0068878717720508575 0.017791954800486565 -0.034158360213041306 0.007031797431409359 -0.01119878888130188 0.012137732468545437 0.01927233301103115 0.00347135029733181 0.008443639613687992 0.0026797589380294085 0.008676662109792233 -0.013364527374505997 0.01432403177022934 -0.0003870144428219646 0.022959573194384575 -0.006617154460400343 0.018847409635782242 -0.013453624211251736 0.004985996522009373 0.01816204935312271 -0.012514680624008179 0.03566615283489227 -0.0132137481123209 0.011644273065030575 -0.017983855679631233 0.018765166401863098 -0.011815613135695457 0.020081058144569397 0.023151474073529243 0.00808039866387844 0.006716531701385975 0.02102685533463955 -0.016434941440820694 -0.013391941785812378 -0.004725559614598751 0.022082312032580376 -0.006956407800316811 -0.016256747767329216 -0.021342121064662933 0.008580711670219898 0.004732413217425346 -0.03607736900448799 0.011013741604983807 0.011116545647382736 -0.015790702775120735 -0.019628720358014107 -0.018915945664048195 0.024138392880558968 0.0017056906362995505 -0.028538405895233154 0.004328050650656223 -0.0026523445267230272 0.006558898836374283 -0.00554113881662488 0.041971467435359955 0.0047906688414514065 -0.005129922181367874 -0.003906554076820612 -0.004163564182817936 -0.002445023041218519 0.02375459112226963 -0.01378259714692831 -0.007682889699935913 0.017504103481769562 -0.028099775314331055 -0.008820587769150734 -0.007230551913380623 0.01699693687260151 0.015557680279016495 0.006435533985495567 0.004842070862650871 0.0007042078068479896 -0.012809385545551777 0.004855778068304062 0.012028074823319912 -0.023466739803552628 0.019121553748846054 0.03947675600647926 0.018079806119203568 0.009697848930954933 0.011630565859377384 0.03868173807859421 -0.004156710579991341 0.021616265177726746 -0.01084240060299635 0.016448648646473885 0.031225018203258514 -0.011829320341348648 0.013261723332107067 -0.009142707102000713 -0.008176349103450775 0.03388421609997749 -0.023562690243124962 0.02911410853266716 -0.014748955145478249 -0.0018658936023712158 0.015804409980773926 -0.015516558662056923 -0.012240536510944366 -0.12577733397483826 -0.020972026512026787 0.002494711661711335 0.02661939710378647 -0.03045741468667984 0.0190530177205801 -0.006935846991837025 0.04254717007279396 -0.04572724550962448 0.04813971370458603 4.353778422228061e-06 -0.010883522219955921 -0.002780849812552333 0.005020264536142349 -0.003512471914291382 0.0012053775135427713 -0.018532143905758858 0.016476063057780266 -0.016256747767329216 0.030813802033662796 0.014899734407663345 0.00027692841831594706 0.01099318079650402 -0.0016637123189866543 -0.0072236983105540276 -0.012370754964649677 -0.033692315220832825 0.01375518273562193 0.011383836157619953 0.011315300129354 0.029909126460552216 -0.02216455526649952 0.013076676055788994 -0.01743556745350361 -0.009183828718960285 -0.006911859381943941 -0.015845531597733498 -0.010232429951429367 0.014392567798495293 -0.03785930573940277 -0.0018864544108510017 0.014735247939825058 -0.001972124446183443 -0.018203170970082283 -0.0313895046710968 -0.0015951762907207012 -0.018710337579250336 0.01570845954120159 -0.020519688725471497 -0.017627468332648277 -0.02016330137848854 -0.02530350536108017 -0.019752085208892822 0.004783815238624811 -0.0004429141408763826 0.018024977296590805 -0.0007384758209809661 0.005815282929688692 -0.02801753208041191 -0.010561402887105942 0.00536979828029871 0.009553923271596432 -0.020505981519818306 -0.001922435825690627 0.014173252508044243 0.01118508167564869 -0.04750918224453926 -0.007676036097109318 -0.009485387243330479 -0.013762036338448524 -0.0007179150125011802 0.006469801999628544 0.002909354865550995 0.02509789727628231 -0.025701014325022697 0.016174504533410072 -0.02820943295955658 -0.008025569841265678 0.001671422622166574 0.0008035850478336215 0.006716531701385975 -0.02419322170317173 0.002818544628098607 -0.023425618186593056 0.007813108153641224 0.0021348975133150816 0.0029230620712041855 -0.03160881996154785 -0.007532110437750816 -0.03382938727736473 -0.010321526788175106 0.013631817884743214 0.032349009066820145 -7.613925117766485e-05 0.0027722828090190887 -0.004242380615323782 -0.0006712247850373387 0.01185673475265503 0.004951728507876396 0.020314080640673637 -0.01609226129949093 -0.017833076417446136 -0.04819454252719879 0.020876076072454453 -0.005263567436486483 -0.008251738734543324 0.02799011766910553 -0.006952980998903513 0.014721540734171867 0.009067317470908165 -0.0024244622327387333 0.009115292690694332 -0.025605063885450363 0.009588191285729408 0.005664503667503595 -0.008779466152191162 -0.01568104512989521 -0.004824936855584383 0.02508419007062912 -0.003322284435853362 0.0022051469422876835 -0.02014959417283535 -0.01522870734333992 0.004204685799777508 0.030567072331905365 0.009156414307653904 -0.023206302896142006 -0.00929348636418581 -0.0010545982513576746 0.013645525090396404 0.013645525090396404 -0.01946423389017582 0.0013193186605349183 -0.010479159653186798 -0.018299121409654617 0.03136209025979042 -0.005236153025180101 -0.0077377185225486755 0.0050271181389689445 0.021122805774211884 0.011041156016290188 0.017421860247850418 -0.029826883226633072 -0.05057959631085396 0.002280536573380232 0.006233352702111006 -0.02936083823442459 -0.016064846888184547 -0.011281032115221024 -0.02194523997604847 -0.007984448224306107 0.010876668617129326 0.036625657230615616 0.0062264990992844105 -0.004797522444278002 -0.03964124247431755 -0.011815613135695457 0.007388184778392315 0.010225576348602772 -0.012185707688331604 0.01502309925854206 -0.02886737883090973 0.04232785478234291 0.010527134872972965 0.026715347543358803 0.002013246063143015 0.004728986416012049 -0.003137237159535289 -0.01188414916396141 -0.006493789609521627 0.001100860070437193 -0.008135227486491203 -0.007031797431409359 0.008964513428509235 -0.011411250568926334 -0.00525328703224659 0.034377675503492355 -0.0012285084230825305 -0.004324623849242926 -0.0018401925917714834 0.00442057428881526 0.03021068498492241 0.0064046927727758884 -0.019615013152360916 0.0030515671242028475 -0.0019858316518366337 0.019094139337539673 0.010808132588863373 -0.00818320270627737 0.014063594862818718 0.0006840753485448658 0.010746450163424015 -0.00202009966596961 0.022959573194384575 0.00676793372258544 0.023576397448778152 -0.025152726098895073 0.020081058144569397 -0.01766858994960785 0.010540842078626156 0.00906046386808157 0.02441253699362278 0.00927977915853262 0.010342087596654892 -0.010732742957770824 -0.01973837800323963 -0.016023725271224976 0.0013741475995630026 -0.014282910153269768 -0.02420692890882492 0.0055342852137982845 0.011795052327215672 0.026989491656422615 -0.024316586554050446 0.004540512338280678 0.0034148080740123987 -0.016051139682531357 0.012048635631799698 0.0014032754115760326 -0.004650169983506203 -0.030347757041454315 0.0006155392620712519 0.0068296161480247974 -0.007007809821516275 0.05713164061307907 0.008752051740884781 0.01677762158215046 0.0443839393556118 0.03108794614672661 -0.023192595690488815 0.03717394545674324 -0.0027637158054858446 0.00024458797997795045 -0.0017767967656254768 0.016421234235167503 -0.005338957067579031 -0.03180072084069252 -0.014653004705905914 0.022959573194384575 0.009307193569839 -0.02374088391661644 0.08575228601694107 0.020012522116303444 -0.027482951059937477 0.007114040665328503 -0.023384496569633484 0.0005602820892818272 0.0048797656781971455 0.018175756558775902 -0.014707833528518677 -0.01334396656602621 0.023466739803552628 -0.005835843738168478 -0.014721540734171867 -0.017284788191318512 -0.015831824392080307 -0.023809419944882393 -0.014029326848685741 0.019354576244950294 -0.011246764101088047 -0.0031132495496422052 0.014707833528518677 0.006682263687252998 0.034624405205249786 0.012548948638141155 -0.027935288846492767 -0.015324657782912254 -0.00374892121180892 -0.002397047821432352 -0.002986457897350192 -0.021218756213784218 0.011308446526527405 -0.004629609175026417 -0.04454842582345009 -0.01769600436091423 -0.0010357508435845375 0.00688444497063756 0.0031183897517621517 6.800059782108292e-05 -0.0046227555721998215 -0.004393159877508879 -0.0028116910252720118 0.02239757776260376 -0.014666711911559105 -0.005143629387021065 -0.021451778709888458 -0.014886027202010155 -0.001333025866188109 -0.028346505016088486 -0.01636640541255474


text:
have been manually labelled a classi er is trained using the precom puted features as input with the output compared to these manual labels With a trained classi er for a source in hand CoralNet can now use inference to suggest potential labels which the user can verify or manually correct Every time a user labels 10 additional images another classi er is trained Using a validation set comprised of 1 8 of the already labelled images CoralNet will replace a previous classi er if the new classi er is at least 1 more accurate than the previous classi er Generally speaking supervised networks require 1000 s of examples of each class label to be effectively trained which is typically not available for sources in the CoralNet scenario The alternative that we developed on CoralNet is to train a single feature extractor pooling a large collec tion of data and then to train individual classi ers for each source During the life cycle of a source classi ers are re peatedly trained for a number of reasons Ł Users manually annotate additional points Ł Users con rm automatic annotations Figure 2 Examples from different coral sources Original high resolution varies

embedding:
-0.004500776529312134 0.010729406028985977 0.008360575884580612 -0.027617769315838814 0.002182458760216832 0.013209709897637367 -0.00679645175114274 0.014589205384254456 -0.01529985386878252 -0.023841576650738716 -0.0004615734505932778 0.03517015650868416 -0.017027705907821655 0.010513423942029476 -0.017069509252905846 0.012687173672020435 0.03508654981851578 0.01124497503042221 -0.012324882671236992 -0.0460667721927166 -0.020218659192323685 0.03547671064734459 -0.018630150705575943 -0.01766868308186531 -0.024524355307221413 0.007392142433673143 0.01890883594751358 -0.03007020428776741 -0.01386462152004242 -0.002647515619173646 0.002487271325662732 0.0010999382939189672 -0.01018596813082695 -0.016553940251469612 -0.016358859837055206 0.0056259711273014545 0.017125247046351433 -0.004647086840122938 -0.015829356387257576 0.005023312754929066 0.02502598986029625 -0.013147005811333656 -0.015355590730905533 -0.019814565777778625 0.006827803794294596 -0.0022695481311529875 -0.004281311761587858 -0.0011112599167972803 -0.013565034605562687 0.02267109602689743 0.01868588663637638 0.01876949332654476 -0.002403665566816926 -0.0068870242685079575 -0.03015381097793579 0.006799934897571802 -0.030460365116596222 0.010945387184619904 0.024189932271838188 -0.031240684911608696 -0.00014750755508430302 -0.007928612641990185 -0.018323596566915512 -0.00764992693439126 -0.0036821370013058186 -0.029652176424860954 0.009015487506985664 0.027422688901424408 0.0036786533892154694 -0.01594083197414875 0.017083443701267242 0.019494077190756798 0.0057060932740569115 0.016456400975584984 -0.002947102999314666 -0.008325740694999695 -0.006437643431127071 -0.01833752915263176 -0.007789270021021366 0.0029383942019194365 0.013453559949994087 -0.021639958024024963 -0.029902992770075798 0.02289404347538948 0.014296584762632847 0.004441556055098772 0.003779676975682378 -0.0025099145714193583 -0.009747038595378399 0.012004394084215164 0.0276735071092844 0.030042335391044617 0.021152257919311523 -0.005768797360360622 -0.006329652853310108 0.020176855847239494 -0.010973256081342697 0.026907119899988174 0.002095369389280677 -0.008353608660399914 -0.013948227278888226 0.004556513857096434 -0.03684227168560028 -0.005918591283261776 -0.0015745750861242414 -0.0027276379987597466 0.027492361143231392 -0.012060130946338177 0.021974381059408188 0.01348839607089758 0.01396912895143032 0.04863068461418152 0.012826517224311829 -0.030989868566393852 -0.0035410523414611816 -0.022740766406059265 0.016330990940332413 -0.003366873599588871 0.004138485062867403 0.021291600540280342 0.0007110844017006457 -0.013140038587152958 0.0015109999803826213 0.002140655880793929 0.017208851873874664 -0.003561953781172633 0.005437857937067747 -0.008973685093224049 -0.00801918562501669 -0.01534165721386671 0.0019856367725878954 0.016094109043478966 0.016358859837055206 0.01233184989541769 -0.010443752631545067 0.004633152391761541 0.011084730736911297 0.007322471123188734 -0.007036818191409111 -0.012366685084998608 0.0065386672504246235 0.009217535145580769 0.0050024110823869705 -0.024454684928059578 -0.005998713430017233 0.018504740670323372 -0.010192935355007648 0.021946512162685394 0.0040653301402926445 -0.00040540084592066705 -0.003786644199863076 -0.03360951691865921 -0.030543969944119453 0.00403049448505044 0.014589205384254456 0.01647033542394638 0.012241276912391186 0.022991584613919258 -0.0026684170588850975 -0.0029680044390261173 0.010520391166210175 0.015954766422510147 -0.004765528254210949 -0.01652607135474682 0.011168336495757103 0.019772762432694435 0.016540005803108215 -0.02094324305653572 0.015313788317143917 -0.0008373639429919422 0.004009592812508345 0.04888150095939636 0.0027154453564435244 0.015564605593681335 0.015773620456457138 0.00177662237547338 0.007116940338164568 -0.0009205342503264546 -0.02537434734404087 -0.04578808695077896 -0.0008260423201136291 0.020539147779345512 0.0026666754856705666 -0.02049734629690647 -0.005904656834900379 -0.01709737814962864 0.029150541871786118 -0.0194801427423954 -0.00024080200819298625 -0.019898170605301857 -0.010332278907299042 0.006991531699895859 -1.8384014765615575e-05 0.009558925405144691 -0.6336202025413513 -0.01492362841963768 0.0076568941585719585 -0.018630150705575943 0.013126104138791561 0.022044051438570023 0.0038737335707992315 -0.014658876694738865 0.0016703733708709478 0.024426816031336784 -0.021403074264526367 -0.011196204461157322 0.010248673148453236 0.01571788266301155 -0.0036821370013058186 -0.03383246436715126 -0.003264108207076788 -0.01330725010484457 0.018546544015407562 0.006712845992296934 -0.02917841076850891 -0.0034609301947057247 -0.015703948214650154 0.033860333263874054 -0.026071062311530113 -0.016498202458024025 -0.006131088826805353 -0.02187683992087841 0.03207674250006676 0.012032262049615383 -6.341192056424916e-05 -0.0035985312424600124 0.005371670238673687 -0.009670399129390717 0.03879307210445404 -0.02244814671576023 -0.021988315507769585 0.015731817111372948 0.012227342464029789 0.05019132420420647 -0.027422688901424408 0.00939171388745308 0.02476123906672001 0.0006070126546546817 -0.00100762362126261 -0.009489254094660282 -0.015620342455804348 0.005204458720982075 -0.00812369305640459 -0.0036124654579907656 0.0038772171828895807 -0.027004661038517952 -0.006120638456195593 -0.012143736705183983 -0.004361433908343315 -0.006845221389085054 0.010213837027549744 -0.01299372874200344 0.005476177204400301 -0.003939921502023935 -0.01518837921321392 -0.01705557480454445 -0.010555227287113667 -0.03826357051730156 -0.017794093117117882 0.014728548005223274 -0.020135054364800453 -0.00512781972065568 -0.006099736783653498 -0.011321613565087318 0.004964091815054417 -0.0018584863282740116 -0.006779033690690994 -0.014101504348218441 -0.014296584762632847 0.020608820021152496 0.0006300913519226015 -0.0077614011242985725 -0.008639262057840824 0.011851116083562374 0.0019211906474083662 -0.012931023724377155 0.002590036718174815 0.019020309671759605 -0.010924485512077808 -0.0025917785242199898 -0.0024942385498434305 0.0110707962885499 -0.028453826904296875 -0.009001553058624268 0.0009257596102543175 0.030794788151979446 -0.01581542193889618 -0.019591616466641426 0.0022747733164578676 0.028244812041521072 -0.014122406020760536 -0.002461144467815757 0.016804758459329605 -0.04202582687139511 0.0034731226041913033 -0.03689800947904587 -0.00746181420981884 -0.0020849185530096292 0.015355590730905533 0.00896671786904335 0.0020222142338752747 0.01634492538869381 0.018212120980024338 -0.03801275044679642 0.007740499917417765 0.005288064479827881 -0.020427674055099487 -0.0017722679767757654 0.003119539935141802 -0.027074331417679787 -0.002029181458055973 0.0363127700984478 -0.0007306794868782163 -0.014951496385037899 0.024998122826218605 0.005890722386538982 0.019521944224834442 -0.016637546941637993 0.010276541113853455 0.007210996933281422 -0.030627576634287834 -0.010708504356443882 0.04436678811907768 -0.026252208277583122 0.002880915068089962 -0.0007986091659404337 0.0034487375523895025 -0.009614662267267704 0.030404627323150635 0.01071547158062458 0.022434212267398834 -0.001997829182073474 -0.00020651058002840728 -0.00620076060295105 -0.028816118836402893 -0.006967146415263414 -0.0007019400363788009 0.002001312794163823 -0.00740607688203454 -0.01828179322183132 -0.017125247046351433 0.007573288399726152 -0.013648640364408493 0.002954070223495364 -0.0009144379873760045 -0.0323275588452816 -0.024635830894112587 0.01974489353597164 -0.028189076110720634 0.0001839762117015198 -0.03430623188614845 -0.03383246436715126 -0.011892919428646564 -0.04406023398041725 0.018086712807416916 0.03285706415772438 -0.021821103990077972 0.007454846985638142 0.005260195583105087 -0.00958679337054491 0.026405485346913338 0.02683744952082634 -0.008472050540149212 -0.030934130772948265 0.022880109027028084 -0.005514496471732855 -0.003779676975682378 0.029819387942552567 -0.018128516152501106 0.016540005803108215 -0.0190481785684824 -0.002945361193269491 -0.009754004888236523 -0.03352591022849083 0.010353179648518562 -0.0055075292475521564 0.007130874786525965 -0.032773457467556 0.016219517216086388 -3.1008564747025957e-06 0.04584382474422455 0.007022883743047714 -0.024162065237760544 0.02750629559159279 0.01065276749432087 0.007601156830787659 -0.023799773305654526 0.03029315359890461 -0.011196204461157322 0.013140038587152958 0.011328580789268017 -0.007545419968664646 0.009133929386734962 0.028105469420552254 0.018964573740959167 0.01872768998146057 0.0016555682523176074 -0.004605283960700035 0.0023548954632133245 -0.010966288857161999 0.021180124953389168 -0.016135912388563156 0.021444877609610558 0.00553539814427495 0.006385389715433121 -0.005462242756038904 0.0017330776900053024 -0.03402754291892052 0.029680045321583748 0.03216034919023514 -0.00040692489710636437 0.0011347740655764937 -0.005256711971014738 0.004713274538516998 -0.0009841094724833965 0.005998713430017233 0.04015863314270973 0.016066240146756172 0.023841576650738716 0.012143736705183983 0.013850687071681023 0.004267377313226461 0.013042498379945755 -0.037622593343257904 0.010415884666144848 0.001477035111747682 0.015271984972059727 0.02661450020968914 0.024747304618358612 0.02777104638516903 0.026934988796710968 0.009106060490012169 0.018616216257214546 0.004215123597532511 0.012283079326152802 0.03689800947904587 -0.003957339096814394 -0.011642102152109146 0.03647997975349426 -0.004504260141402483 0.017724420875310898 -0.011774477548897266 -0.016191648319363594 0.025541558861732483 0.0161637794226408 -0.005984778981655836 -0.011238007806241512 -0.0016390212113037705 -0.014296584762632847 -0.0006727650761604309 0.023353874683380127 0.01652607135474682 0.0243571437895298 0.008381477557122707 0.026516960933804512 -0.012136769481003284 0.008513852953910828 -0.014136340469121933 0.0272415429353714 0.001662535360082984 -0.005772280972450972 -0.018616216257214546 0.008423279970884323 -0.0020587919279932976 -0.022253066301345825 0.0009196633473038673 -0.0003875475376844406 -0.028189076110720634 0.019285062327980995 -0.0025412668474018574 -0.012910122983157635 0.021277666091918945 0.004929256159812212 0.01677688956260681 -0.05375850200653076 -0.010736373253166676 0.022782569751143456 0.018435070291161537 0.015703948214650154 -0.028621038421988487 -0.04171927273273468 0.00661878939718008 -0.0014413284370675683 0.0020692425314337015 0.006841737776994705 0.003901602001860738 -0.019939973950386047 0.007601156830787659 -0.010736373253166676 0.004135001450777054 0.022754700854420662 -0.01691623218357563 -0.008799506351351738 0.004027010872960091 0.022030116990208626 -0.01127284299582243 0.0018532610265538096 -0.0192711278796196 0.037483248859643936 -0.007440912537276745 -0.024580093100667 0.0024628862738609314 -0.014658876694738865 -0.026210404932498932 0.015007234178483486 0.007963448762893677 0.014366256073117256 0.006754648871719837 0.006249530706554651 -0.014853956177830696 -0.014199044555425644 0.0013289832277223468 0.012854385189712048 0.006970630027353764 -0.0074339453130960464 -0.01673508621752262 -0.012694140896201134 -0.0006122380145825446 0.032884933054447174 0.02484484575688839 -0.01961948536336422 0.018058843910694122 -0.020051447674632072 -0.026809580624103546 -0.049884770065546036 -0.012944958172738552 0.006880057509988546 0.00994211807847023 -0.016219517216086388 0.010199902579188347 0.02413419634103775 0.02098504640161991 0.03157510980963707 0.013153973035514355 0.01828179322183132 -0.01594083197414875 -0.009119994938373566 -0.014010932296514511 0.005486628040671349 -0.010868748649954796 0.04194222390651703 0.025889916345477104 -0.00122099241707474 -0.008179429918527603 0.03282919526100159 0.03915536403656006 0.0041872551664710045 0.006907925941050053 -0.003485315013676882 0.014840022660791874 0.00928023923188448 0.002825177973136306 0.00823516771197319 0.029652176424860954 -0.006789484526962042 0.012492094188928604 0.015271984972059727 -0.006691944319754839 0.0026109381578862667 0.013941260054707527 0.012986761517822742 -0.001992603996768594 -0.02568090334534645 0.0015005492605268955 0.017389997839927673 0.028899723663926125 0.003217079909518361 -0.04166353866457939 0.007872875779867172 0.010443752631545067 -0.007698697037994862 3.388319328223588e-06 -0.026948923245072365 -0.02090143971145153 -0.005758346524089575 -0.005876788403838873 0.00027650862466543913 0.00025821986491791904 -0.01842113584280014 -0.008973685093224049 0.003325070720165968 -0.0019664771389216185 -0.027882520109415054 0.003769226372241974 -0.002220778027549386 -0.0012497319839894772 -0.023089123889803886 -0.005866337567567825 -0.00770566426217556 -0.030850525945425034 -0.021194059401750565 -0.0013472719583660364 0.0016607935540378094 0.024942385032773018 0.0024942385498434305 0.009433516301214695 0.0030219999607652426 0.02923414669930935 0.0055249473080039024 -0.007845006883144379 -0.010687602683901787 -0.04478481784462929 -0.012680206447839737 0.00710648950189352 -0.019786696881055832 -0.026907119899988174 -0.0073294383473694324 0.02795219235122204 0.00644461065530777 -0.003915536217391491 -0.0019629935268312693 -0.006305267568677664 0.0005160042783245444 0.00022534365416504443 0.015494934283196926 0.015230182558298111 0.004528645426034927 -0.03427836298942566 0.015271984972059727 -0.009935150854289532 -0.015090839937329292 -0.011990459635853767 0.013718311674892902 -0.017654750496149063 -0.007259766571223736 0.007803204003721476 -0.00890401378273964 0.006674526259303093 0.025346480309963226 0.0070855882950127125 0.021026847884058952 0.013885523192584515 0.0023583790753036737 0.010694569908082485 -0.007343372330069542 0.03324722498655319 0.0219186432659626 -0.01253389660269022 0.009196633473038673 -0.008806473575532436 0.03104560449719429 -0.006472479086369276 -0.036730796098709106 0.019953908398747444 -0.005570233799517155 -0.01211586780846119 -0.0287882499396801 0.008165495470166206 0.007712631486356258 0.012366685084998608 -0.01589902862906456 -0.03731603920459747 -0.027478426694869995 0.0009475319529883564 0.009071225300431252 0.019201455637812614 -0.012882254086434841 -0.005312449298799038 -0.0027241543866693974 0.006573502905666828 -0.0017870730953291059 -0.03285706415772438 0.006225145421922207 -0.031547240912914276 0.0049153221771121025 0.02126373164355755 -0.002875689882785082 0.0028182107489556074 0.010645800270140171 0.004667988047003746 -0.01341872476041317 -0.007998283952474594 -0.0008190751541405916 0.007468780968338251 -0.017348194494843483 0.00583498552441597 0.039211101830005646 0.02175143174827099 0.04021437093615532 -0.008534754626452923 0.00866016373038292 0.009963019751012325 -0.013899457640945911 0.008409346453845501 -0.019772762432694435 0.0017574627418071032 -0.030404627323150635 0.014094538055360317 -0.007064686622470617 -0.0008116725948639214 0.010910551995038986 0.011133500374853611 0.01762688159942627 0.017376063391566277 0.0018044909229502082 -0.022782569751143456 -0.01744573563337326 -0.04079961031675339 0.002678867895156145 0.031993135809898376 0.0009597244206815958 0.027074331417679787 -0.0037065220531076193 -0.004148935899138451 0.032773457467556 -0.021779300644993782 0.004591349512338638 -0.014547402039170265 0.024078458547592163 0.0009135670843534172 0.002650999231263995 -0.014094538055360317 0.014017898589372635 -0.026948923245072365 0.0014761642087250948 -0.03224395588040352 0.023019451647996902 0.014798219315707684 0.014380190521478653 0.006695427931845188 0.01235275063663721 0.02262929268181324 0.004929256159812212 0.01470067910850048 -0.0121785718947649 -0.02405058965086937 -0.02616860345005989 -0.007635992486029863 0.004563481081277132 -0.020789965987205505 -0.012394553981721401 0.01846293918788433 0.0095240892842412 0.020803900435566902 -0.011363415978848934 0.026544827967882156 -0.005336834117770195 -0.03157510980963707 0.03285706415772438 0.013648640364408493 0.04344712570309639 -0.026015326380729675 0.03932257741689682 0.016971969977021217 0.011056861840188503 -0.012582667171955109 0.0073712412267923355 0.001618119771592319 -0.009468352422118187 0.022462081164121628 0.020162923261523247 -0.00116002990398556 -0.005511012859642506 0.03007020428776741 0.0005194878904148936 -0.012903155758976936 -0.05389784649014473 0.021403074264526367 0.00710648950189352 0.030878392979502678 -0.041524194180965424 -0.004957125056535006 -0.019103916361927986 -0.0028408539947122335 -0.013362986966967583 -0.014219946227967739 0.010994157753884792 -0.017571143805980682 -0.014631007798016071 0.03742751106619835 -0.02338174358010292 0.02895546145737171 -0.01563427783548832 -0.009976954199373722 -0.0031090890988707542 0.016804758459329605 0.007468780968338251 0.0037518085446208715 0.013119136914610863 0.018616216257214546 -0.007308536674827337 -0.002464628079906106 0.005190524272620678 0.005214909091591835 -0.0073294383473694324 -0.003992175217717886 0.005082533694803715 0.034835733473300934 -0.032522641122341156 -0.005552815739065409 -0.0137252788990736 0.0042290580458939075 -0.0006997627788223326 -0.012854385189712048 0.010394982993602753 -0.0052810972556471825 0.002415858209133148 0.0005486627924256027 0.037845540791749954 -0.008165495470166206 -0.014951496385037899 0.015522802248597145 0.014867890626192093 0.009126962162554264 -0.024287473410367966 0.002825177973136306 -0.0011051635956391692 -0.0341111496090889 -0.02895546145737171 -0.007747467141598463 -0.01187201775610447 0.009712202474474907 -0.0033912586513906717 -0.017334260046482086 -0.00854868907481432 0.018490808084607124 -0.007998283952474594 -0.009154831059277058 0.03051610291004181 0.008569590747356415 -0.05264376103878021 -0.0016216033836826682 -0.003811029251664877 -0.002346186665818095 0.02120799385011196 -0.04157993197441101 -0.03430623188614845 -0.030404627323150635 -0.009377779439091682 -0.004305696580559015 0.0016163779655471444 -0.002131946850568056 0.009252370335161686 -0.007747467141598463 0.009614662267267704 -0.001321145216934383 -0.005333350971341133 -0.010192935355007648 0.002941877581179142 0.0015649952692911029 0.038235701620578766 -0.010569161735475063 0.007831072434782982 -0.03436196595430374 -0.014115438796579838 0.01935473270714283 -0.04177501052618027 -0.025221070274710655 -0.006117154844105244 0.014491665177047253 -0.01042981818318367 -0.008116725832223892 -0.007517551071941853 0.0029941312968730927 -0.032661981880664825 -0.00868106447160244 0.002778149675577879 -0.011781444773077965 0.026739908382296562 0.011962590739130974 0.01837933249771595 0.012094966135919094 -0.004779462702572346 -0.026823515072464943 0.0011800604406744242 0.002954070223495364 -0.011398252099752426 0.006716329138725996 -0.031909532845020294 0.03489147126674652 0.019243258982896805 -0.035588186234235764 -0.017153115943074226 -0.02090143971145153 -0.05718633905053139 -0.004232541657984257 -0.02023259364068508 0.018741624429821968 -0.0007611607434228063 0.009224502369761467 0.020539147779345512 0.032773457467556 -0.019145719707012177 0.018713755533099174 -0.005981295369565487 -0.0036403341218829155 -0.02218339405953884 0.015132642351090908 -0.0022887077648192644 -0.012735944241285324 -0.04539792612195015 -0.00358111341483891 0.008674097247421741 0.014491665177047253 -0.0038423812948167324 0.017292458564043045 -0.02710220031440258 -0.006228629034012556 0.014157242141664028 0.017682617530226707 0.018184252083301544 -0.004507743753492832 0.008472050540149212 -0.02993086166679859 -0.004661021288484335 0.01886703260242939 -0.0020587919279932976 -0.031547240912914276 0.014010932296514511 -0.003605498466640711 0.010095395147800446 0.006409775000065565 -0.015550671145319939 -0.015090839937329292 0.0007245832239277661 -0.019549813121557236 0.011837182566523552 0.019368667155504227 -0.016888363286852837 0.02222519740462303 0.0055249473080039024 0.01687442883849144 -0.024343211203813553 -0.010130231268703938 -0.0016999837243929505 0.0016442466294392943 0.02471943572163582 -0.005883755162358284 -0.00770566426217556 -0.02506779320538044 0.025611231103539467 -0.036117687821388245 -0.0012532154796645045 0.014240847900509834 9.786663576960564e-05 -0.019591616466641426 0.03015381097793579 0.001360335387289524 -0.015773620456457138 0.0009814967634156346 0.004664504900574684 -0.003946888726204634 -0.026544827967882156 0.002581327920779586 0.012018327601253986 -0.030014468356966972 0.0041071330197155476 -0.013390855863690376 -0.023883378133177757 -0.017473604530096054 -0.00934294331818819 0.02104078233242035 -0.01169087179005146 0.011307679116725922 0.1856047809123993 -0.015118707902729511 0.0013403048506006598 0.048296261578798294 0.00016416338621638715 0.012589634396135807 0.023395678028464317 0.029066935181617737 0.014157242141664028 0.010597029700875282 0.01415027491748333 0.007684762589633465 -0.03583900257945061 -0.0021946511697024107 0.02993086166679859 0.005347284954041243 -0.018936704844236374 -0.046707749366760254 0.009558925405144691 0.02285224013030529 0.005364703014492989 -0.010966288857161999 -0.017515406012535095 -0.007169194053858519 0.042583201080560684 -0.00740607688203454 -0.0057060932740569115 0.006507314741611481 0.024900581687688828 0.020748162642121315 -0.027046462520956993 0.014129373244941235 0.005514496471732855 0.023966984823346138 -0.032661981880664825 0.00033268125844188035 0.0096285967156291 -0.0041872551664710045 0.003985207993537188 0.022866174578666687 0.0232563354074955 -0.026015326380729675 0.022559620440006256 -0.014296584762632847 -0.006402807775884867 0.026015326380729675 0.0006858285050839186 -0.011265875771641731 0.003915536217391491 -0.0016137653728947043 -0.009119994938373566 0.030237415805459023 0.0076568941585719585 -0.002337477635592222 0.0024367596488445997 0.0047585610300302505 -0.020051447674632072 0.004925772547721863 0.029958730563521385 0.015773620456457138 -0.012833484448492527 0.015104773454368114 0.010067527182400227 0.022963715717196465 -0.019772762432694435 0.0037483249325305223 -0.011844148859381676 0.01071547158062458 0.0009806258603930473 0.00928023923188448 -0.0020135054364800453 0.00704030180349946 -0.021904708817601204 0.008799506351351738 -0.018574412912130356 -0.031296420842409134 0.022517817094922066 0.02600139193236828 0.05041427165269852 0.007782302796840668 0.017654750496149063 0.026851383969187737 -0.021291600540280342 -0.008534754626452923 -0.0031073472928255796 -0.03712095692753792 0.010450719855725765 -0.027422688901424408 0.008799506351351738 -0.007942547090351582 -0.006064901128411293 -0.04587169364094734 -0.022880109027028084 -0.026252208277583122 0.00116002990398556 0.031547240912914276 0.018365398049354553 0.020162923261523247 -0.004821265581995249 -0.006239079870283604 -0.020957177504897118 0.06833377480506897 0.03464065492153168 0.019912105053663254 0.002945361193269491 0.005737445317208767 -0.007252799812704325 0.021639958024024963 0.018086712807416916 0.0048979041166603565 -0.001557157258503139 -0.024454684928059578 0.00872286781668663 0.002633581403642893 -0.009719169698655605 0.021110454574227333 -0.004093198571354151 -0.02870464324951172 0.015425262972712517 0.007642959710210562 0.001021557836793363 -0.03096199966967106 -0.005674740765243769 0.0069183767773211 0.004981509875506163 -0.02993086166679859 0.007022883743047714 0.005517980083823204 -0.016261320561170578 -0.029958730563521385 0.0003030708758160472 -0.03218821808695793 0.028091534972190857 0.005514496471732855 0.015439196489751339 -0.023925181478261948 0.0031125727109611034 -0.01612197794020176 -0.010645800270140171 -0.006364488508552313 0.007259766571223736 -0.014617073349654675 0.011656036600470543 0.015355590730905533 -0.002118012635037303 0.01803097501397133 0.005744412541389465 0.022838307544589043 -0.001052039093337953 -0.004657537676393986 0.01673508621752262 0.0043265982531011105 0.011286777444183826 -0.01326544675976038 0.021417008712887764 -0.021974381059408188 -0.01176054310053587 -0.0025499756447970867 0.007426978088915348 -0.024733370169997215 -0.027339084073901176 -0.025039924308657646 0.005814083851873875 -0.018630150705575943 -0.03595047816634178 -0.01943833939731121 -0.17824748158454895 -0.0059743281453847885 0.02147274650633335 -0.041468456387519836 0.00794951431453228 0.017153115943074226 0.014686744660139084 0.002140655880793929 -0.021723562851548195 -0.02736695110797882 0.01722278632223606 -0.007252799812704325 -0.02648909203708172 -0.04553727060556412 0.0004924901877529919 0.01368347555398941 -0.020957177504897118 0.011286777444183826 0.03291280195116997 0.009266304783523083 0.02852349914610386 -0.03759472444653511 0.01766868308186531 -0.017083443701267242 -0.0029680044390261173 -0.003605498466640711 -0.00735033955425024 0.00764992693439126 0.0011504500871524215 -0.04406023398041725 -0.002290449570864439 -0.0015327722067013383 0.006162441335618496 0.0096285967156291 -0.004476391710340977 0.0018358430825173855 -0.0037936114240437746 -0.012673240154981613 -0.006291333585977554 0.015244117006659508 -0.0038040620274841785 0.030321022495627403 -0.003633366897702217 0.027868585661053658 -0.014408059418201447 0.003981724381446838 0.025499757379293442 -0.01748753897845745 0.0009283722611144185 -0.02706039696931839 -0.0037239398807287216 -0.0274644922465086 0.00949622131884098 -0.01872768998146057 0.013432658277451992 0.018017040565609932 0.013356019742786884 0.010750307701528072 0.0032884932588785887 0.001997829182073474 0.002212068997323513 -0.02019079029560089 0.011718740686774254 -0.016219517216086388 0.0007946901605464518 -0.024287473410367966 0.004284795373678207 0.015007234178483486 -0.013335119001567364 0.004974542651325464 0.004020043648779392 -0.011837182566523552 -0.011426120065152645 0.0015197088941931725 0.020427674055099487 -0.002044857479631901 -0.017961304634809494 0.01036014687269926 0.005044213961809874 0.013572001829743385 0.00998392142355442 0.04099469259381294 0.002816468942910433 -0.007454846985638142 -0.0026248726062476635 -0.007538452744483948 -6.950817623874173e-05 0.0077544343657791615 0.003497507655993104 0.006869606673717499 0.013160940259695053 -0.023103058338165283 -0.02236454002559185 -0.01935473270714283 0.012666272930800915 0.01499329973012209 -0.013321184553205967 -0.004514710977673531 0.00547966081649065 -0.02378583885729313 -0.0021110454108566046 0.009259337559342384 -0.011565463617444038 0.020748162642121315 0.03564392402768135 0.0025430084206163883 0.0009109544334933162 0.0026631918735802174 0.04495203122496605 0.0011278068413957953 0.023284204304218292 0.008883112110197544 0.029039066284894943 0.018212120980024338 -0.015285919420421124 0.01966128870844841 -0.020204724743962288 -0.005009378306567669 0.01748753897845745 -0.032773457467556 0.027032528072595596 -0.011217106133699417 -0.0015885094180703163 0.0028408539947122335 -0.00890401378273964 -0.016860494390130043 -0.1315397322177887 -0.0031735352240502834 0.008569590747356415 0.027882520109415054 -0.04227664694190025 0.007921645417809486 0.005086016841232777 0.04135698080062866 -0.040102895349264145 0.015104773454368114 0.0067650992423295975 -0.009273272007703781 -0.0010921002831310034 -0.010450719855725765 -0.006587437354028225 -0.011788411997258663 -0.02173749729990959 0.012715042568743229 -0.004441556055098772 0.02281043864786625 0.021556351333856583 0.0006144152721390128 -0.001323757809586823 -0.008102791383862495 0.002412374597042799 -0.0016538264462724328 -0.0332193560898304 0.020204724743962288 -0.0013176616048440337 0.0031787606421858072 0.036647193133831024 -0.027478426694869995 0.016358859837055206 -0.007378208450973034 -0.009405648335814476 -0.009607695043087006 -0.016442466527223587 -0.006423708982765675 0.017194917425513268 -0.03533736616373062 0.010443752631545067 0.030014468356966972 0.0011330322595313191 -0.010931452736258507 -0.012283079326152802 -0.003441770328208804 -0.02023259364068508 0.020998980849981308 -0.018671952188014984 -0.019062113016843796 -0.04099469259381294 -0.02608499675989151 -0.017194917425513268 0.003002840094268322 0.0033268125262111425 0.0194801427423954 0.004730692598968744 0.009287206456065178 -0.02864890731871128 -0.010764241218566895 -0.005430890712887049 -0.0048804860562086105 -0.014366256073117256 0.005472693592309952 0.010179000906646252 -0.0013133070897310972 -0.0438372865319252 -0.0029680044390261173 -0.016637546941637993 -0.021138323470950127 -0.0035340851172804832 0.008179429918527603 0.0018602281343191862 0.01665148138999939 -0.021639958024024963 0.0073294383473694324 -0.024733370169997215 -0.004800363909453154 0.010708504356443882 0.0025917785242199898 0.0009858512785285711 -0.0263497494161129 -0.015439196489751339 -0.02754809707403183 0.0032153381034731865 0.0011077763047069311 0.017292458564043045 -0.024789107963442802 -0.010304410010576248 -0.02803579717874527 -0.004831716418266296 0.01534165721386671 0.012380619533360004 -0.0061554741114377975 -0.00554584851488471 0.003011549124494195 -9.465521725360304e-05 0.010792110115289688 0.010158100165426731 0.03486360237002373 -0.004859584849327803 -0.023702232167124748 -0.04157993197441101 0.013578969053924084 0.002159815514460206 -0.00018648002878762782 0.03171445056796074 0.004971059039235115 0.017989173531532288 -0.0007454846636392176 -0.009760972112417221 -0.0012140253093093634 -0.024635830894112587 0.004925772547721863 0.010095395147800446 0.0003559776523616165 -0.02090143971145153 0.0015144834760576487 0.01687442883849144 -0.01534165721386671 0.0036159490700811148 -0.022253066301345825 -0.013258480466902256 -0.007691729813814163 0.02701859548687935 0.017292458564043045 -0.018351463600993156 -0.018253924325108528 -0.004316147416830063 0.016553940251469612 0.003783160587772727 -0.01634492538869381 0.0071900952607393265 -0.0018341013928875327 -0.02719973959028721 0.023172730579972267 0.001043330179527402 -0.01718098297715187 0.023242400959134102 0.027701374143362045 0.019298996776342392 0.01975882798433304 -0.023813707754015923 -0.0407438725233078 -0.005619003903120756 0.0005534527008421719 -0.04216517135500908 -0.010729406028985977 -0.020483411848545074 -0.011328580789268017 0.0023531538899987936 0.013787982985377312 0.03436196595430374 0.0007920775096863508 -0.019549813121557236 -0.040548793971538544 -0.011816280893981457 -0.008409346453845501 0.017167048528790474 -0.0014456829521805048 0.002492496743798256 -0.02281043864786625 0.034557048231363297 0.004354466684162617 0.016261320561170578 0.004984993487596512 0.0024385012220591307 -0.005709576886147261 -0.011426120065152645 0.01499329973012209 0.007075137458741665 -0.006531700026243925 -0.023047320544719696 0.006786000914871693 -0.011844148859381676 -0.006350554060190916 0.037093088030815125 -0.0025395250413566828 6.401065911632031e-05 0.007266733795404434 0.001146095572039485 0.014463796280324459 0.01908998191356659 -0.012485126964747906 -0.009837610647082329 0.0011225815396755934 0.02675384283065796 0.018741624429821968 0.0026614500675350428 0.0021389140747487545 -0.017738355323672295 0.012478159740567207 -0.0024715953040868044 0.017919501289725304 0.013335119001567364 0.017557209357619286 -0.02754809707403183 0.024816976860165596 -0.009858512319624424 0.004344015847891569 0.005716543644666672 0.014101504348218441 0.019772762432694435 0.004135001450777054 0.006068384740501642 -0.028439892455935478 -0.037706196308135986 0.0043509830720722675 -0.017027705907821655 -0.021458812057971954 0.0008469437598250806 0.012722009792923927 0.014408059418201447 -0.00907819252461195 0.011154402047395706 0.0048979041166603565 -0.010520391166210175 0.028760381042957306 0.01067366823554039 -0.02360469289124012 -0.03659145534038544 -0.006556084845215082 0.010687602683901787 -5.7533390645403415e-05 0.04400449991226196 -0.00023296396830119193 0.03556031733751297 0.0394061803817749 0.02864890731871128 -0.041997961699962616 0.05275523290038109 -0.013446592725813389 0.01348142884671688 -0.0027502812445163727 0.004566964693367481 -0.01368347555398941 -0.031101342290639877 -0.03096199966967106 0.02222519740462303 0.018936704844236374 -0.021486680954694748 0.08477623760700226 0.009976954199373722 -0.023451415821909904 0.004549546632915735 -0.03427836298942566 -0.0007337276474572718 0.011063829064369202 0.02067849040031433 -0.021904708817601204 -0.008945816196501255 0.02626614272594452 -0.0027276379987597466 0.0010320085566490889 -0.020929308608174324 -0.02444075047969818 -0.01114046759903431 -0.014192077331244946 0.028983330354094505 -0.01114046759903431 0.0017113053472712636 0.007789270021021366 -0.006489897146821022 0.025722704827785492 0.015174445696175098 -0.019243258982896805 -0.0256948359310627 -0.0068870242685079575 -0.01131464634090662 -0.004887453280389309 -0.03255051001906395 0.009133929386734962 -0.000742436561267823 -0.029707912355661392 -0.013697410002350807 -0.015313788317143917 0.017515406012535095 0.002422825200483203 -0.0012114126002416015 -0.01612197794020176 0.0047341762110590935 0.003161342814564705 0.005214909091591835 -0.010924485512077808 -0.02378583885729313 -0.0290111992508173 0.007266733795404434 -0.007026367355138063 -0.015550671145319939 -0.007482715416699648


text:
from 1948 1980 pixels to 3556 3264 pixels coral images from 8 different sources First row from left to right Moorea Labeled Corals LTER Back Reef KI Benthic Analysis 2014 OV1 362 Second row from left to right GU CESU AAFB SPP Taiping Islands Barbuda Reef Cover Canopy forming Species Levantine Basin For each coral image the number of annotated points might vary from 20 to 200 depending upon the source Figure 4 shows an example from Moorea Labeled Corals and patches centered at each annotated point with a window size of 224 224 We point out that images from this gure are hand picked to clearly demonstrate the diversity of each coral source Figure 3 Distribution of Labels The number of time a label is used to annotate a point varies signi cantly and the most common label turf occurs almost 10M times whereas other labels are far rarer A log plot of the number of annotations sorted in descending order for each of the 1 275 labels Ł Users may decide to add or remove labels from the source s label set Once a classi er is deemed to be suf ciently well trained the CoralNet user may

embedding:
-0.0035165962763130665 0.010734512470662594 0.0016890267143025994 -0.02264578454196453 -0.004464161582291126 0.020237533375620842 -0.020087016746401787 0.005558821838349104 -0.011801806278526783 -0.029090598225593567 0.017624031752347946 0.027612807229161263 -0.007033192552626133 -0.007327382452785969 -0.012718584388494492 0.02022385038435459 0.03210091218352318 0.0056443423964083195 -0.011343417689204216 -0.026340264827013016 -0.024451974779367447 0.03382500261068344 -0.013731145299971104 0.006533753592520952 -0.0011468277079984546 0.01104922778904438 0.021742690354585648 -0.01795242913067341 -0.016132555902004242 -0.0026613930240273476 0.011487091891467571 -0.000927895656786859 -0.025231920182704926 -0.012725425884127617 -0.03732791543006897 -0.0012289272854104638 0.01402533520013094 -0.01280752569437027 0.004299962427467108 -0.02208477258682251 0.01280752569437027 -0.012855417095124722 -0.00011406275007175282 -0.009496178478002548 -0.0031539900228381157 -0.00450179073959589 0.009249879978597164 -0.004060505423694849 -0.03051365725696087 0.028009621426463127 0.012451761402189732 0.012314928695559502 -0.013881660997867584 -0.014107435010373592 0.0014153615338727832 -0.021742690354585648 -0.007334223948419094 -0.006095889490097761 0.0015667325351387262 -0.03467336669564247 0.01214388757944107 -0.025574002414941788 -0.012547544203698635 0.0009210540447384119 -0.011370783671736717 -0.02101747877895832 0.011357100680470467 0.024725640192627907 0.01691250130534172 -0.01903340592980385 0.029391629621386528 0.029884226620197296 0.015092629007995129 0.011247634887695312 -0.006071943789720535 -0.019443903118371964 -0.006704794708639383 -0.015571543015539646 0.011870223097503185 0.00983141828328371 0.020853279158473015 -0.004512052983045578 -0.022290021181106567 0.02312469854950905 0.004758351482450962 -0.004614677280187607 0.006369554903358221 0.008387834765017033 -0.032812442630529404 0.006550857797265053 0.022207921370863914 0.03727318346500397 0.026914961636066437 -0.01800716295838356 -0.0071152918972074986 0.008770965971052647 -0.01663883775472641 0.04014666751027107 0.012246512807905674 -0.039626702666282654 0.01240387000143528 -0.00463520223274827 -0.020388048142194748 -0.0068039982579648495 -0.014052702113986015 -0.005866695195436478 0.018937623128294945 -0.0017788229743018746 0.011069752275943756 -0.01392271090298891 0.007532631512731314 0.05372045561671257 0.009126730263233185 -0.008558874949812889 -0.007587364409118891 -0.020552247762680054 0.016543054953217506 0.01719984970986843 -0.012048104777932167 -0.0013666149461641908 0.00016922336362767965 0.0019892030395567417 -0.0058222245424985886 -0.017856646329164505 0.026093965396285057 0.007881554774940014 0.013915869407355785 -0.0043478538282215595 0.0007376128924079239 0.00483018858358264 0.011521300300955772 0.013731145299971104 0.00517911184579134 0.010276123881340027 0.0018438184633851051 0.012698059901595116 -0.0008231332758441567 -0.002909401897341013 -0.002428777515888214 -0.01444951631128788 0.018362926319241524 0.02703811042010784 0.011610240675508976 -0.029254797846078873 0.00407760962843895 0.01252017728984356 0.0008825698751024902 0.024862471967935562 0.001713827601633966 -0.008394676260650158 0.0036705329548567533 -0.0055759260430932045 -0.01689881831407547 0.023056283593177795 0.012759634293615818 0.006095889490097761 0.017829280346632004 0.009701427072286606 -0.03190934658050537 -0.0029726868961006403 0.005401464644819498 0.028214870020747185 -0.009126730263233185 -0.007601047400385141 0.023275215178728104 0.019211288541555405 0.017131434753537178 -0.006191672291606665 -0.0020730129908770323 0.0055211931467056274 -9.674487955635414e-05 0.03678058832883835 0.004286279436200857 0.01855449192225933 0.01460003200918436 0.009373028762638569 -0.007156341802328825 -0.004115238785743713 -0.0006914319237694144 -0.04176129028201103 -0.010050349868834019 0.0021431397181004286 0.007929446175694466 -0.012007055804133415 -0.0067355819046497345 -0.002996632596477866 0.025779251009225845 -0.0035029130522161722 0.011555507779121399 -0.04115922749042511 -0.002230370417237282 0.008921481668949127 0.003302795346826315 0.017596663907170296 -0.644536018371582 -0.010214549489319324 0.0030428136233240366 -0.010885028168559074 0.01717248372733593 0.01666620373725891 -0.008264685049653053 -0.00011406275007175282 -0.014846330508589745 0.010864503681659698 -0.018376609310507774 0.006886097602546215 0.02267315238714218 -0.010146132670342922 0.004765193443745375 -0.03171778470277786 -0.020388048142194748 0.0008680314058437943 0.00701266760006547 0.00898305606096983 -0.05254369601607323 -0.013252231292426586 0.01007087528705597 0.03891517594456673 -0.006171147804707289 0.00901726447045803 0.013826928101480007 -0.02286471799015999 -0.0025365331675857306 0.03294927626848221 -0.0002274840953759849 -0.018458709120750427 0.009229354560375214 0.002724678022786975 0.036698486655950546 -0.024219360202550888 -0.011021860875189304 0.006766369100660086 0.017391415312886238 0.03023999184370041 -0.043786413967609406 -0.00030894222436472774 0.0463862307369709 -0.009243038482964039 -0.006256667897105217 0.01665252074599266 -0.005545138847082853 -0.005976160988211632 0.0010305200703442097 -0.013122241012752056 -0.01444951631128788 -0.023261532187461853 -0.02452039159834385 -0.009099364280700684 0.005551980342715979 -0.013731145299971104 0.004707039333879948 -0.016214655712246895 0.015352611429989338 0.0018044791650027037 -0.026572879403829575 -0.01607782393693924 -0.011097119189798832 -0.020100699737668037 -0.012178095988929272 0.011637607589364052 -0.030595755204558372 0.006978459656238556 0.005637500900775194 -0.02265946939587593 -0.002091827569529414 0.002165375044569373 -0.016693569719791412 -0.024725640192627907 -0.0009561173501424491 0.028214870020747185 0.009113047271966934 -0.013724303804337978 -0.016502004116773605 0.0027777005452662706 -0.013416430912911892 0.00269389059394598 -0.0029487411957234144 0.013033299706876278 0.0088804317638278 0.003070180071517825 -0.016994601115584373 0.007033192552626133 -0.002428777515888214 0.014818964526057243 0.007053717505186796 0.024862471967935562 -0.008770965971052647 -0.01537997741252184 -0.010022983886301517 0.024493025615811348 -0.017295632511377335 -0.002736650872975588 0.004960179794579744 -0.02371307834982872 -0.0030667593237012625 -0.017555614933371544 0.0026494201738387346 0.012629643082618713 0.04668726399540901 -0.004888342693448067 -0.012410711497068405 -0.013676412403583527 0.02669602818787098 -0.027913838624954224 -0.007238441612571478 -0.01184285618364811 -0.02805067040026188 -0.0005417713546194136 0.018896574154496193 -0.032894544303417206 0.0051927948370575905 0.011801806278526783 -0.00662269489839673 -0.0007581377867609262 0.025450851768255234 0.017651397734880447 0.015078946016728878 -0.0034191031008958817 0.015284194611012936 0.021044844761490822 -0.005894061643630266 -0.010515580885112286 0.033113475888967514 -0.022166872397065163 0.013642203994095325 0.003735528327524662 0.011719707399606705 -0.013430113904178143 0.023220481351017952 0.010433481074869633 0.037765782326459885 -0.016132555902004242 -0.0006503821932710707 -0.04198022186756134 -0.029391629621386528 -0.00788839627057314 -0.009078838862478733 -0.01803452894091606 -0.02892639860510826 -0.023247849196195602 -0.023097332566976547 0.008504142053425312 -0.01102870237082243 -0.0071837082505226135 0.0020781441126018763 -0.032018814235925674 -0.018937623128294945 0.018212411552667618 -0.0075668394565582275 0.015940990298986435 -0.018075577914714813 -0.02397306077182293 -0.015366294421255589 -0.025491902604699135 0.014901063404977322 0.00928408745676279 -0.028844298794865608 -0.012390186078846455 0.007710513658821583 0.0011348548578098416 0.008935164660215378 0.021947938948869705 0.017528248950839043 -0.025820299983024597 0.011685498990118504 -0.016748303547501564 -0.008859907276928425 0.0020678818691521883 -0.03330504149198532 0.014860013499855995 -0.02018279954791069 -0.0008184296311810613 -0.0102008655667305 -0.028296969830989838 0.026093965396285057 0.015968358144164085 0.005350152496248484 -0.026873910799622536 -0.006780052557587624 0.002291945042088628 0.026860227808356285 0.008702549152076244 -0.01458634901791811 0.021988989785313606 0.02538243681192398 0.0014410177245736122 -0.022755252197384834 0.020087016746401787 0.0008560585556551814 0.017897697165608406 0.005127799231559038 -0.021687958389520645 -0.0058906408958137035 0.04529156908392906 0.030623123049736023 0.015913624316453934 -0.0016035063890740275 -0.011767598800361156 0.018595542758703232 -0.030924154445528984 0.0062293014489114285 -0.022508952766656876 0.03407130390405655 0.010700304992496967 0.00832626037299633 -0.023918328806757927 -0.015311561524868011 -0.008162060752511024 0.01797979511320591 0.015995724126696587 -0.005442514084279537 0.01184285618364811 -0.002478379290550947 -0.0011673526605591178 0.0034789673518389463 0.005770912393927574 0.022741567343473434 0.019539685919880867 -0.01611887291073799 -0.002009727992117405 0.009366187267005444 0.008387834765017033 0.004515473730862141 -0.015462077222764492 -0.009578278288245201 -0.014381100423634052 0.016584103927016258 0.022276338189840317 0.011883906088769436 0.01460003200918436 0.02130482718348503 0.00039766955887898803 0.00929092988371849 0.004795980639755726 0.023357314988970757 0.030212625861167908 0.006875835359096527 -0.005692233797162771 0.017281949520111084 -0.005716179497539997 0.03404393792152405 0.010932919569313526 -0.022768935188651085 0.014134800992906094 0.03330504149198532 -0.00215340219438076 -0.024616174399852753 -0.0008470789180137217 -0.016460955142974854 -0.0057948580943048 0.0204701479524374 0.03439969941973686 0.036151155829429626 0.009824576787650585 0.010953444987535477 -0.01938917115330696 0.003742370055988431 -0.011918114498257637 0.020579613745212555 -0.00832626037299633 -0.026244482025504112 -0.006047998089343309 -0.010802929289638996 0.013587471097707748 -0.013183815404772758 0.00929092988371849 0.002933347597718239 -0.02205740474164486 -0.0011322892969474196 -0.018923940137028694 -0.012581751681864262 -0.006174568552523851 -0.006581644993275404 0.03127991780638695 -0.0380668118596077 -0.01907445676624775 0.030896788462996483 0.018951306119561195 -0.0020063070114701986 -0.023370997980237007 -0.0355217270553112 0.011151852086186409 -0.010043508373200893 -0.011192901991307735 0.009995616972446442 0.0014547009486705065 0.0055075096897780895 -0.004176813177764416 -0.0163788553327322 -0.010180341079831123 -0.00010513656889088452 -0.005168849136680365 -0.000958682969212532 0.019498636946082115 0.0018403977155685425 0.015612592920660973 -0.002279972191900015 -5.981078720651567e-05 0.039955101907253265 -0.006205355748534203 -0.014066385105252266 0.011459724977612495 -0.021058527752757072 -0.012916991487145424 0.00847677607089281 -0.006626115646213293 0.006933989003300667 0.02018279954791069 -0.015872575342655182 0.003513175528496504 -0.017049334943294525 0.0015487732598558068 0.007279491052031517 -0.0019139451906085014 -0.007731038611382246 -0.017938746139407158 -0.0070058261044323444 -0.01611887291073799 0.04854818433523178 0.03842257708311081 0.00401945598423481 0.028707467019557953 -0.010324015282094479 -0.0018455288372933865 -0.02561505138874054 -0.004566785879433155 -0.001334972446784377 -0.0033370035234838724 -0.012301245704293251 0.015557860024273396 0.04411480948328972 0.011083436198532581 0.02807803638279438 -0.002953872550278902 0.012232828885316849 -0.028160136193037033 -0.00701266760006547 0.007505265064537525 -0.01880079135298729 -0.021386926993727684 0.019471270963549614 0.045428402721881866 -0.00788839627057314 -0.010946603491902351 0.03360607102513313 0.041296061128377914 0.0068005770444869995 0.014216900803148746 -0.008688866160809994 0.02917269803583622 0.00110577791929245 0.01603677310049534 0.012410711497068405 0.011808648705482483 0.020333316177129745 -0.011781281791627407 0.01282805111259222 0.001235768897458911 -0.01825346052646637 0.026312896981835365 0.006044577341526747 0.008572558872401714 -0.0055211931467056274 0.004029718227684498 0.01047453097999096 0.028406435623764992 -0.003376342821866274 -0.027202308177947998 0.01416216790676117 -0.0025485060177743435 0.02015543356537819 -0.011493933387100697 -0.011685498990118504 -0.01796611212193966 -0.013334331102669239 -0.003940777387470007 -0.0038142071571201086 -0.011240793392062187 -0.004399165976792574 -0.022180555388331413 0.0006580789922736585 -0.03106098622083664 -0.02592976577579975 0.00544935604557395 0.004570206627249718 0.003297664225101471 -0.039161473512649536 0.003988668322563171 0.004399165976792574 -0.01829451136291027 -0.01826714351773262 -0.006595328450202942 0.0016958683263510466 0.04717985913157463 0.001174194272607565 -0.009824576787650585 0.01717248372733593 0.026572879403829575 0.012964882887899876 -0.006051419302821159 -0.020278582349419594 -0.026654979214072227 0.010057191364467144 0.0067458441480994225 0.006882676854729652 -0.03377027064561844 -0.0019498637411743402 0.032593511044979095 0.014531616121530533 0.0005776899051852524 -0.00573670445010066 0.007532631512731314 -0.01201389729976654 0.004029718227684498 0.027366507798433304 0.0026340263430029154 -0.013717462308704853 -0.039407771080732346 0.017021968960762024 -0.013204339891672134 -0.013929552398622036 -0.006061681546270847 0.006550857797265053 0.006899781059473753 -0.015407344326376915 -0.0024989042431116104 -0.01033769827336073 -0.001301619573496282 -0.007354748900979757 -0.023247849196195602 0.018061894923448563 0.013361698016524315 -0.005616975948214531 0.004939654842019081 -0.0023141803685575724 -0.0034019991289824247 -0.0034858090803027153 -0.006174568552523851 0.013300122693181038 -0.008873590268194675 0.016023090109229088 -0.0022098454646766186 -0.025136137381196022 0.024438291788101196 -0.024917205795645714 -0.011227110400795937 -0.014928430318832397 -0.01639253832399845 0.019006039947271347 -0.00722475815564394 -0.01719984970986843 -0.04072136431932449 -0.014367416501045227 0.0046865143813192844 0.027147576212882996 0.012787001207470894 -0.0071837082505226135 0.0010356513084843755 -0.022467903792858124 0.015188411809504032 0.008367310278117657 -0.011069752275943756 -0.013580629602074623 -0.03344187140464783 -0.011309209279716015 -0.0019892030395567417 0.025683468207716942 0.02920006401836872 -0.004313645884394646 -0.0018472393276169896 0.008969373069703579 0.017610348761081696 -0.016023090109229088 -0.004826767835766077 -0.04501790553331375 -0.011617083102464676 0.042445454746484756 0.0007679726113565266 0.01610518991947174 -0.014244267717003822 0.010009299963712692 0.006089047994464636 0.00014378107152879238 0.012650168500840664 -0.007594205904752016 0.004453899338841438 -0.028187504038214684 0.005083329044282436 0.0013118819333612919 0.01364904548972845 -0.014107435010373592 0.002779410919174552 0.027681222185492516 0.031799882650375366 -0.019512319937348366 0.0088530657812953 -0.008757282979786396 -0.026039231568574905 -0.01636517234146595 0.007430006749927998 -0.007778930012136698 -0.0022953657899051905 -0.013840611092746258 -0.010919236578047276 0.03078732080757618 -0.010522422380745411 0.0006195948226377368 -0.017336683347821236 0.021975306794047356 -0.002601528773084283 0.027407558634877205 -0.018923940137028694 0.020661713555455208 -0.017856646329164505 -0.026271848008036613 -0.02506772056221962 0.006920305546373129 -0.008586241863667965 -0.011555507779121399 -0.004532577935606241 0.012506494298577309 -0.007751563563942909 0.01539366040378809 -0.004276016727089882 -0.016761986538767815 0.005288577638566494 -0.02479405701160431 -0.007430006749927998 1.9709765183506534e-05 -0.014805280603468418 -0.019553370773792267 -0.011610240675508976 0.004898604936897755 0.012246512807905674 -0.022221604362130165 0.03292191028594971 -0.007854187861084938 -0.03218301385641098 0.027434924617409706 0.016159923747181892 0.04419691115617752 -0.02294681780040264 0.041049763560295105 0.008620450273156166 0.014558982104063034 -0.01995018497109413 0.017076700925827026 -0.018718691542744637 -0.008162060752511024 0.025806616991758347 0.019977550953626633 -0.0075668394565582275 -0.007642097305506468 0.027448607608675957 0.010501897893846035 0.00689293909817934 -0.05147640034556389 0.025478219613432884 0.013676412403583527 0.024602491408586502 -0.03196408227086067 0.012438077479600906 -0.03346924111247063 -0.005490405485033989 -0.016748303547501564 -0.012759634293615818 0.021701641380786896 -0.026340264827013016 -0.01934812031686306 0.006372975651174784 -0.018951306119561195 0.01603677310049534 -0.016283072531223297 -0.0102350739762187 -0.003309637075290084 0.017637714743614197 -0.001460687373764813 0.00531252333894372 -0.005764070898294449 -0.0014470041496679187 -0.014682131819427013 0.010542946867644787 -0.00015554011042695493 0.009783526882529259 0.013744828291237354 -0.02021016553044319 -0.029938960447907448 0.03689005225896835 -0.03582276031374931 0.006728740409016609 -0.0491228811442852 0.01238334458321333 0.020018599927425385 -0.006253247149288654 0.000582393491640687 -0.006058260798454285 0.0044231116771698 0.012123363092541695 0.03853204473853111 -0.023015232756733894 0.0034498905297368765 -0.010378748178482056 0.007991020567715168 0.0004023732035420835 -0.03483756631612778 0.008182586170732975 0.0021243251394480467 -0.03330504149198532 -0.010173499584197998 -0.004269175231456757 -0.02404147759079933 0.022686835378408432 0.011664974503219128 -0.023357314988970757 -0.021633224561810493 0.016447272151708603 -0.01691250130534172 0.0036842161789536476 0.043786413967609406 -0.0010407825466245413 -0.051093269139528275 -0.02151007577776909 -0.005206478293985128 -0.012089154683053493 0.007279491052031517 -0.03166304901242256 -0.03294927626848221 -0.01741878315806389 -0.007101608905941248 -0.0030257096514105797 -0.014080068096518517 -0.006089047994464636 -0.002545085269957781 -0.0068039982579648495 0.003441338427364826 -0.014914747327566147 -0.011295526288449764 0.0019036827143281698 0.013505371287465096 0.0051927948370575905 0.03437233343720436 -0.007970495149493217 0.021947938948869705 -0.047015659511089325 -0.019772302359342575 0.01524314470589161 -0.03319557383656502 -0.01170602347701788 0.0029059811495244503 0.01855449192225933 -0.02534138597548008 -0.009338821284472942 -0.027393873780965805 -0.02211213856935501 -0.026572879403829575 0.0018403977155685425 0.005127799231559038 0.002083275467157364 0.03218301385641098 0.04748089239001274 0.005849590990692377 0.0018711850279942155 0.0037628947757184505 -0.023808861151337624 0.013546421192586422 0.022467903792858124 -0.0032874017488211393 -0.009427761659026146 -0.019553370773792267 0.02239948697388172 0.001001443131826818 -0.02531401999294758 -0.016433587297797203 -0.018923940137028694 -0.042390722781419754 -0.028789566829800606 0.0035473837051540613 0.005517772398889065 0.011343417689204216 0.018663957715034485 0.02148270793259144 0.02345309779047966 -0.019430220127105713 0.014422149397432804 -0.025847667828202248 -0.022166872397065163 0.003077021799981594 -0.004802822135388851 0.02073013037443161 -0.00901726447045803 -0.041049763560295105 -0.006732161156833172 0.004795980639755726 0.014093752019107342 -0.012328611686825752 0.02534138597548008 -0.025259286165237427 0.013587471097707748 -7.878561154939234e-05 0.022809984162449837 0.0033558181021362543 0.008928323164582253 0.011056069284677505 -0.04195285588502884 0.007594205904752016 0.009010422974824905 0.010871345177292824 -0.014271633699536324 0.019484953954815865 0.01321802381426096 0.013286439701914787 0.02699705958366394 -0.010330856777727604 -0.02125009335577488 0.007908920757472515 -0.014080068096518517 0.03382500261068344 0.02558768540620804 -0.028844298794865608 0.02235843800008297 0.02096274495124817 0.012636485509574413 -0.00768998870626092 -0.018458709120750427 -0.016994601115584373 0.0056306589394807816 0.030951520428061485 0.002238922519609332 0.011664974503219128 -0.03084205463528633 0.019019722938537598 -0.03166304901242256 0.019293388351798058 0.004125501029193401 -0.03319557383656502 -0.03212828189134598 0.02539611980319023 0.029528461396694183 -0.019252339377999306 -0.0012041263980790973 0.0081894276663661 -0.038313113152980804 -0.01348484680056572 0.0045975735411047935 -0.0001419637555954978 -0.021318510174751282 0.01881447434425354 -0.0020422255620360374 -0.028734833002090454 -0.006578224245458841 -0.00018440322310198098 0.006793735548853874 -0.017350366339087486 0.020018599927425385 0.18631118535995483 -0.02265946939587593 0.0019002618500962853 0.055170878767967224 0.001966967713087797 0.022809984162449837 0.00537067698314786 0.025847667828202248 0.012787001207470894 0.032292477786540985 -0.0041699716821312904 -0.013354855589568615 -0.004012614022940397 0.0025485060177743435 0.036643754690885544 0.0015470628859475255 -0.020552247762680054 -0.00687925610691309 0.011487091891467571 0.019731251522898674 0.013840611092746258 -0.008319418877363205 -0.00929092988371849 0.006020631641149521 0.022413169965147972 -0.013525896705687046 -0.009400395676493645 -0.02101747877895832 0.006773210596293211 0.017063017934560776 -0.003981826826930046 -0.01606414094567299 -0.006437971256673336 0.016283072531223297 -0.019197605550289154 0.0077036721631884575 0.0011177507694810629 -7.429579272866249e-05 0.02313838340342045 0.02835170179605484 0.011555507779121399 -0.00471046008169651 0.016009407117962837 -0.007217916660010815 -0.011254476383328438 0.025970816612243652 0.012397028505802155 0.010597680695354939 -0.01390902791172266 -0.00846309307962656 -0.00647217920050025 0.012985408306121826 0.012246512807905674 0.01118606049567461 0.007313699461519718 -0.025163503363728523 -0.0008004703558981419 0.016488321125507355 0.003673953702673316 0.008736757561564445 -0.022235287353396416 0.029117964208126068 -0.005339889787137508 0.005681971088051796 -0.024178309366106987 0.009496178478002548 -0.0034840984735637903 -0.0002161526499548927 -0.011514457874000072 -0.018677642568945885 0.016693569719791412 -0.019416537135839462 -0.0190607737749815 0.015735741704702377 -0.010850820690393448 -0.025943448767066002 0.024985622614622116 -0.0055861882865428925 0.030130526050925255 -0.0009689454454928637 0.011370783671736717 -0.015256828628480434 -0.011090277694165707 -0.0075668394565582275 -0.009940884076058865 -0.03333240747451782 0.021687958389520645 0.0017001442611217499 0.019006039947271347 0.0020199904683977365 -0.019703885540366173 -0.01741878315806389 -0.009311454370617867 0.006756106857210398 0.005924848839640617 0.017049334943294525 0.006304559297859669 0.017870329320430756 -0.03166304901242256 0.0088804317638278 0.003656849730759859 0.03294927626848221 0.027995938435196877 0.0022833929397165775 0.001692447462119162 -0.008552033454179764 -0.0009116468136198819 0.017323000356554985 0.024958254769444466 0.0034840984735637903 -0.005134641192853451 -0.025519268587231636 0.0060822064988315105 0.013703779317438602 0.005764070898294449 0.030349457636475563 0.011281843297183514 -0.033387139439582825 0.02178374119102955 0.020278582349419594 -0.02123641036450863 -0.03292191028594971 0.014846330508589745 0.0009757870575413108 -0.002651130547747016 -0.029008498415350914 -0.023617297410964966 0.006461916957050562 -0.00483018858358264 -0.03606905788183212 0.007525789551436901 -0.03601432591676712 0.02649077959358692 0.013505371287465096 0.0006978459423407912 0.009612485766410828 -0.005404885392636061 -0.021044844761490822 -0.011767598800361156 0.003916831687092781 0.005962477996945381 0.012862258590757847 0.0071289753541350365 0.00641060434281826 -0.010228232480585575 0.011623924598097801 0.002324442844837904 0.03081468865275383 0.011822331696748734 -0.007847346365451813 -0.005257790442556143 -0.011829173192381859 -0.005647763144224882 -0.0007111016311682761 0.015995724126696587 -0.0006461061420850456 -0.016529370099306107 -0.01553049311041832 -0.0020131487399339676 -0.0034310759510844946 -0.013669570907950401 -0.003273718524724245 0.02290576696395874 -0.018143994733691216 -0.017815597355365753 -0.007395798806101084 -0.17525511980056763 0.0032839810010045767 0.014668447896838188 -0.038860440254211426 0.009735635481774807 0.01609150692820549 0.017925063148140907 -0.010529263876378536 0.002970976522192359 -0.008394676260650158 0.023576246574521065 0.011227110400795937 -0.005945373792201281 -0.017391415312886238 0.010146132670342922 -0.00316767324693501 -0.006280613597482443 0.040201399475336075 0.023890960961580276 0.0010382168693467975 0.032839808613061905 -0.013354855589568615 0.013710620813071728 -0.015954673290252686 0.0003281843091826886 0.00648928340524435 -0.01687145233154297 0.020100699737668037 0.028296969830989838 -0.02538243681192398 0.00407760962843895 -0.005723020993173122 0.020784862339496613 0.012506494298577309 -0.016433587297797203 0.009626169688999653 -0.013997969217598438 -0.004652306437492371 -0.011904430575668812 0.021920572966337204 0.008599924854934216 0.023781495168805122 0.004125501029193401 0.0017488909652456641 -0.021058527752757072 0.012698059901595116 0.03680795431137085 -0.015229461714625359 0.018622908741235733 -0.007368432357907295 -0.01741878315806389 -0.024711957201361656 0.016556737944483757 -0.00639692135155201 0.0050012292340397835 0.027913838624954224 0.018212411552667618 0.010399272665381432 -0.0009475653641857207 -0.01501053012907505 -0.004351274576038122 -0.02452039159834385 -0.00689293909817934 -0.013053824193775654 0.0037081618793308735 -0.04397797957062721 -0.004713880829513073 0.0005567374173551798 -0.010009299963712692 0.006762948352843523 0.005196215584874153 -0.024670906364917755 -0.006013790145516396 0.014969480223953724 0.021126944571733475 -0.006944251246750355 -0.01022139098495245 0.01718616671860218 0.005480143241584301 0.024876154959201813 0.0049362340942025185 0.05128483474254608 0.004642043728381395 0.0019464428769424558 0.012082313187420368 -0.004758351482450962 -0.018992356956005096 -0.00031193543691188097 0.007744721602648497 -8.001496462384239e-05 0.012431235983967781 -0.03357870504260063 -0.009708268567919731 -0.025519268587231636 0.02369939535856247 0.019252339377999306 -0.012458602897822857 0.006154043599963188 -0.008374151773750782 -0.008257843554019928 -0.016570420935750008 -0.005343310534954071 -0.0026100806426256895 0.04247282072901726 0.037711046636104584 0.0022098454646766186 -0.004826767835766077 0.013170132413506508 0.05240686237812042 -0.0024664064403623343 -0.01583152450621128 -0.0032395103480666876 0.023316264152526855 0.006458495743572712 -0.02183847315609455 0.010146132670342922 -0.0031762253493070602 -0.011179219000041485 0.02259105257689953 -0.005562242586165667 0.013142765499651432 -0.0204701479524374 0.0010288096964359283 0.008093644864857197 -0.014517932198941708 -0.02969266101717949 -0.10744091123342514 -0.0016693569486960769 0.006821101997047663 0.039079371839761734 -0.031498849391937256 0.018486076965928078 -0.0035337002482265234 0.027954887598752975 -0.012971724383533001 0.03511122986674309 -0.005343310534954071 -0.01309487409889698 0.00030060397693887353 -0.00222010794095695 -0.01692618615925312 -0.007895237766206264 -0.02564241737127304 0.0009663798264227808 -0.015037896111607552 0.018609225749969482 0.019129188731312752 -0.007347907405346632 0.002603239146992564 -0.001775402226485312 0.0030547864735126495 -0.023028915748000145 -0.03489229828119278 0.033113475888967514 0.0017907958244904876 0.024369874969124794 0.017131434753537178 -0.023111015558242798 0.01797979511320591 -0.01226703729480505 -0.019813351333141327 -0.014750547707080841 -0.006923726759850979 -0.009585119783878326 0.0034225238487124443 -0.030924154445528984 -0.000755144574213773 0.019991233944892883 0.009509861469268799 -0.04696092754602432 -0.0163514893501997 -0.009858784265816212 -0.026545513421297073 0.020538564771413803 -0.008401517756283283 -0.008004703558981419 -0.012910149991512299 -0.027694907039403915 -0.013142765499651432 0.0071152918972074986 0.014353733509778976 -0.002187610138207674 0.009544069878757 0.015051579102873802 -0.038121547549963 -0.0049362340942025185 -0.010105082765221596 0.010529263876378536 -0.025491902604699135 -0.0016813297988846898 0.012444919906556606 0.0010613073827698827 -0.03606905788183212 -0.0057948580943048 0.007354748900979757 -0.016200972720980644 -0.007642097305506468 0.019813351333141327 0.005897482391446829 0.004689935129135847 -0.018171360716223717 0.006496124900877476 -0.055252980440855026 -2.766048419289291e-05 0.019963867962360382 -0.015653641894459724 0.00587011594325304 -0.01875974051654339 -0.008264685049653053 -0.03601432591676712 0.01993650197982788 0.02920006401836872 -0.0071837082505226135 -0.01886920817196369 0.01417585089802742 -0.031526219099760056 -0.010091399773955345 0.029802126809954643 0.011281843297183514 -0.010515580885112286 0.007731038611382246 0.028187504038214684 0.014668447896838188 0.020004916936159134 0.0011348548578098416 -0.0013666149461641908 -0.017856646329164505 -0.020360682159662247 -0.04884921759366989 0.03579539433121681 0.009078838862478733 0.005688813049346209 0.024876154959201813 -0.0022337911650538445 -0.0016069271368905902 0.006294297054409981 -0.01995018497109413 0.001507723587565124 -0.02941899560391903 0.02067539654672146 -0.004908867180347443 -0.010666096583008766 -0.020661713555455208 -0.0022611578460782766 0.0020422255620360374 0.011377626098692417 0.02810540422797203 -0.010016142390668392 -0.013183815404772758 0.021865839138627052 0.023808861151337624 0.014476883225142956 -0.006017210893332958 -0.0016787642380222678 -0.008873590268194675 -0.008647816255688667 0.0017788229743018746 -0.009975092485547066 0.017582980915904045 -0.0003356673114467412 -0.011959164403378963 0.043485380709171295 -0.023234166204929352 -0.011227110400795937 -0.0014427280984818935 0.020648030564188957 0.016419904306530952 0.01324538979679346 -0.026107648387551308 -0.021455341950058937 0.014558982104063034 -0.011110802181065083 -0.02371307834982872 -0.0027759901713579893 -0.008107327856123447 -0.009776685386896133 0.01213020458817482 -0.001436741673387587 0.03984563425183296 0.014517932198941708 -0.005155166145414114 -0.023836228996515274 -0.008620450273156166 -0.0034242342226207256 0.019224971532821655 0.0004981559468433261 0.019717568531632423 -0.030978886410593987 0.033934470266103745 0.008271527476608753 0.02238580398261547 -0.014121118001639843 7.825111242709681e-05 -0.016433587297797203 -0.0036021166015416384 -0.008237319067120552 -0.006017210893332958 -0.02947372943162918 -0.02895376645028591 -0.00018205141532234848 -0.0018403977155685425 0.019772302359342575 0.021373242139816284 -0.012506494298577309 -0.005110695492476225 0.0033643702045083046 0.010050349868834019 -0.00571960024535656 0.013450638391077518 -0.018185043707489967 -0.027585439383983612 0.009701427072286606 0.02148270793259144 -0.002663103397935629 -0.0031710942275822163 0.04165182635188103 -0.017651397734880447 0.006106152199208736 -0.012424394488334656 0.011972847394645214 0.015366294421255589 0.006841626949608326 -0.03782051429152489 0.02776332199573517 0.015913624316453934 0.0042828586883842945 0.005935111548751593 0.010782403871417046 -0.0017890854505822062 0.003691057674586773 -0.0020422255620360374 -0.021072210744023323 -0.028515901416540146 0.015872575342655182 0.0007401785114780068 -0.051695335656404495 0.018705008551478386 0.001775402226485312 -0.002476668916642666 -0.006602169945836067 -0.009756159968674183 0.007279491052031517 -0.0177061315625906 0.01348484680056572 -0.010187182575464249 -0.00966037716716528 -0.03415340185165405 0.00927040446549654 -0.00010000534530263394 0.003378053428605199 0.027995938435196877 0.011247634887695312 0.022440535947680473 0.020839596167206764 0.04934181272983551 -0.015544177033007145 0.03136201947927475 -0.005288577638566494 0.0016992890741676092 0.011069752275943756 0.007176866754889488 -0.01881447434425354 -0.012485968880355358 0.004631781484931707 0.02640867978334427 0.01609150692820549 -0.017323000356554985 0.08292052149772644 -0.004481265787035227 -0.036151155829429626 0.023494146764278412 -0.03508386388421059 0.02643604762852192 0.009913517162203789 0.015352611429989338 0.015270511619746685 -0.025779251009225845 0.0019943341612815857 -0.013115398585796356 -0.012698059901595116 -0.021496392786502838 -0.02832433581352234 -0.009906675666570663 -0.007826820947229862 0.02159217558801174 -0.016406221315264702 -0.006482441443949938 0.012376503087580204 -0.019471270963549614 0.012698059901595116 0.005144903436303139 -0.02509508840739727 -0.017624031752347946 -0.005603292491286993 -0.0286527331918478 -0.01033769827336073 -0.013573788106441498 -0.0006089048110879958 -0.018650274723768234 -0.045921001583337784 -0.004604415036737919 -0.00483018858358264 -0.006263509392738342 0.006417446304112673 -0.0036226415541023016 -0.004132342524826527 -0.0018575016874819994 -0.002982949372380972 0.005401464644819498 -0.01852712593972683 -0.0014931850600987673 -0.00552461389452219 0.01665252074599266 -0.0028324336744844913 -0.025998182594776154 -0.028461167588829994


text:
choose to fully rely on all suggested labels or those where the con dence is greater than a user speci ed threshold the rest are then veri ed or labelled manually This signi cantly alleviates the manual burden with little impact on accuracy CoralNet also offers a web API that lets users programmatically classify images using a previously trained classi er on CoralNet by simply passing a URL to an image along with a set of row column locations to be classi ed In one study the API was used to classify over ve million points in more than 175 000 im ages 29 2 Related Work There are many potential choices of deep network fea ture extractors in the computer vision literature and many potential classi ers from the machine learning literature CoralNet Beta s feature extractor was based on the VGG 37 classi er and was trained in 2017 on 2 4M annotations from 62 000 images CNN s usage for image classi cation are well known and publicized and full literature review is beyond the scope of this paper In the course of selecting a next generation feature extractor for CoralNet we exam ined the ResNet 17

embedding:
-0.009784615598618984 0.0028944110963493586 0.004888805560767651 -0.013006464578211308 0.004328484181314707 0.008867088705301285 -0.02388370782136917 0.010344937443733215 -0.009217290207743645 -0.03165816888213158 -0.00044606850133277476 0.03241460397839546 -0.02291715145111084 0.008026606403291225 -0.02088598720729351 0.007361224852502346 0.031069831922650337 0.0078094820491969585 -0.009014173410832882 -0.03048149310052395 -0.010085788555443287 0.025186454877257347 -0.021572381258010864 -0.018504619598388672 -0.011780761182308197 -0.0017203623428940773 0.016613533720374107 -0.03524422645568848 -0.011738737113773823 0.0008032735204324126 0.01360180601477623 -0.01570301130414009 -0.009623522870242596 -0.007060051895678043 -0.016459446400403976 0.008292758837342262 0.008755024522542953 -0.009791619144380093 -0.005606717895716429 0.023281361907720566 0.03555240482091904 -0.005708275828510523 -0.011528616771101952 -0.03684114292263985 -0.011696713045239449 -0.009350365959107876 0.005694267805665731 0.0024163867346942425 -0.018910853192210197 0.026167018339037895 0.009154253639280796 0.02506038174033165 0.006447200197726488 -0.01465240865945816 -0.0357765331864357 0.007084565702825785 -0.01480649784207344 -0.0018648202531039715 0.020017487928271294 -0.027960047125816345 0.017524057999253273 -0.0034932547714561224 -0.009749595075845718 0.0002141697914339602 -0.0004622653068508953 -0.03580454736948013 0.013692858628928661 0.03689717501401901 0.009315346367657185 -0.013545773923397064 0.011059346608817577 0.022973183542490005 0.004654170945286751 0.009056197479367256 0.011353516019880772 -0.003960772883147001 -0.002397125819697976 -0.018252475187182426 -0.008684984408318996 -0.022398855537176132 0.004381014499813318 -0.017061792314052582 -0.016543494537472725 0.016081228852272034 0.022707032039761543 -0.011780761182308197 -0.0026895436458289623 -0.0014244425110518932 -0.002785848919302225 0.0074452729895710945 0.022314807400107384 0.034431759268045425 0.0222867913544178 -0.003771664574742317 -0.004797753412276506 0.02162841334939003 0.0008400445803999901 0.008530896157026291 0.012985452078282833 -0.007557337172329426 -0.01765012927353382 0.010400969535112381 -0.02517244592308998 -0.007592357229441404 -0.008488872088491917 -0.00435650022700429 0.010632101446390152 -0.00439502252265811 0.033647309988737106 0.007361224852502346 0.006321127526462078 0.0537068210542202 -0.0017711414257064462 -0.03849409148097038 -0.008839072659611702 -0.02700749970972538 0.015576940029859543 0.0010970046278089285 0.0012712295865640044 0.00787251815199852 0.003495005890727043 -0.010344937443733215 0.022398855537176132 0.0006251087761484087 0.015604956075549126 -0.009931700304150581 -0.0012414625380188227 -0.011108375154435635 0.01182978879660368 -0.007333208806812763 0.011878817342221737 0.0027525797486305237 0.024051804095506668 -0.003988789394497871 0.008734012953937054 0.008061626926064491 0.010716150514781475 -0.008670976385474205 -0.009497450664639473 -0.004100853577256203 0.0035790540277957916 0.011038335040211678 -0.0037646605633199215 -0.012018897570669651 -0.006926975212991238 0.020829955115914345 -0.014330224134027958 0.014750465750694275 0.015338802710175514 0.006797401234507561 -0.01444228831678629 -0.03897036612033844 -0.016375398263335228 0.024738198146224022 0.015815075486898422 0.022188734263181686 0.015520907938480377 0.0187427569180727 -0.008026606403291225 -0.011220439337193966 0.01221500989049673 0.019191013649106026 -0.023743625730276108 -0.02213270217180252 0.025886856019496918 0.014337228611111641 0.021838532760739326 -0.012943428009748459 0.005018380004912615 -0.013237597420811653 0.0016301855212077498 0.039306558668613434 -0.007851505652070045 4.41307965957094e-05 0.007669401355087757 -0.014155123382806778 0.015562932007014751 -0.010169836692512035 -0.024794230237603188 -0.03238658607006073 -0.008874093182384968 0.024654150009155273 0.004104355350136757 -0.02770790085196495 0.0036035680677741766 -0.00018254226597491652 0.029276801273226738 -0.010029756464064121 0.004843279719352722 -0.04188403859734535 0.00727717624977231 0.0007975827320478857 -0.00048108858754858375 0.0029662023298442364 -0.6302496790885925 -0.00841883197426796 0.016165276989340782 -0.001166169298812747 0.007711425423622131 0.02400977909564972 0.003803182626143098 -0.01435824017971754 -0.007305192295461893 0.02801607921719551 -0.008895104750990868 -0.031153880059719086 -0.013272617012262344 0.001120643108151853 0.0026019932702183723 -0.022104686126112938 -0.01870073191821575 0.006608292460441589 0.02407982014119625 0.009154253639280796 -0.04216419905424118 0.007732437923550606 -0.028030086308717728 0.04297666624188423 -0.03252666816115379 0.004240933805704117 0.004990363959223032 -0.014568360522389412 0.032134443521499634 0.019821375608444214 -0.012572214938700199 0.013293629512190819 0.01258622296154499 -0.0026597764808684587 0.056872639805078506 -0.017411991953849792 -0.014232167974114418 0.016375398263335228 0.016473453491926193 0.04790749400854111 -0.03317103534936905 -0.0030765156261622906 0.018308507278561592 0.0045421067625284195 -0.014876537956297398 0.00740324892103672 -0.0033531743101775646 0.006524244323372841 -0.01258622296154499 -0.007844502106308937 -0.0028278729878365993 -0.027847982943058014 -0.012137966230511665 -0.013980023562908173 -0.004615649115294218 0.0056837620213627815 0.019106965512037277 -0.024640141054987907 0.010590077377855778 -0.009833643212914467 -0.01994744874536991 -0.011010318994522095 -0.005186476744711399 -0.046086449176073074 -0.013832938857376575 0.012495171278715134 -0.022707032039761543 0.0048362757079303265 -0.005414107348769903 -0.014624392613768578 0.00966554693877697 0.0037891746032983065 -0.00045132150989957154 -0.011850801296532154 -0.004675182979553938 0.02744174934923649 0.028506359085440636 -0.00029526319121941924 -0.003705126466229558 0.026587259024381638 0.00580633245408535 -0.013769902288913727 0.02158638834953308 0.023631561547517776 -0.004773239605128765 0.008159683085978031 -0.007284180261194706 0.003037993563339114 -0.01913498155772686 -0.022272782400250435 -0.0036666044034063816 0.027581829577684402 -0.020801939070224762 -0.02104007452726364 0.008033610880374908 0.012446142733097076 -0.018812796100974083 -0.007865513674914837 0.009350365959107876 -0.03216245770454407 0.01145857572555542 -0.04076339304447174 -0.004051825497299433 -0.009210285730659962 0.02431795559823513 0.009896679781377316 0.001759759965352714 0.010688133537769318 0.01898089237511158 -0.03706527128815651 -0.010464005172252655 -0.007669401355087757 -0.02980910800397396 -0.013496746309101582 0.01435824017971754 -0.024416012689471245 -0.00590438861399889 0.033143021166324615 -0.00827875081449747 -0.013090512715280056 0.009966719895601273 -0.006842927075922489 0.007711425423622131 0.014540344476699829 0.004633158911019564 -0.001810539048165083 -0.02427593246102333 -0.017411991953849792 0.010176840238273144 -0.012719299644231796 0.02513042278587818 0.0033356642816215754 -0.001645944663323462 -0.00444405060261488 0.03325508534908295 0.021026067435741425 0.022847112268209457 0.0058028302155435085 -0.014862529933452606 -0.021642420440912247 -0.0043845162726938725 -0.002607246395200491 0.013104520738124847 0.005725786089897156 -0.02291715145111084 0.002472418826073408 -0.011122383177280426 0.013664842583239079 -0.003988789394497871 -0.002630009315907955 -0.004388018511235714 -0.016613533720374107 -0.018294500187039375 0.013524762354791164 -0.009749595075845718 0.0037611585576087236 -0.022552942857146263 -0.03675709664821625 -0.01769215427339077 -0.04157586023211479 0.013594802469015121 0.01455435249954462 -0.015534915961325169 -0.0014472055481746793 -0.0005533175426535308 -0.004156885668635368 -0.00014423903485294431 0.041603878140449524 0.0034669896122068167 -0.032750796526670456 0.015408842824399471 -0.011059346608817577 0.004510588478296995 0.024261923506855965 -0.005459633190184832 0.020759914070367813 -0.01854664459824562 0.007256164215505123 -0.006678332574665546 -0.020801939070224762 0.013832938857376575 0.012348086573183537 0.008698992431163788 -0.033030956983566284 0.018518628552556038 0.0035177688114345074 0.03101379983127117 0.022496910765767097 -0.04922425001859665 0.0054071033373475075 0.011290479451417923 0.005126942414790392 -0.0147084416821599 0.034739937633275986 -0.00732620432972908 0.012964440509676933 0.009595506824553013 -0.015801068395376205 -0.0007008397369645536 0.02206266112625599 0.005151456221938133 0.023631561547517776 -0.004181399941444397 0.002936435164883733 0.0019050933187827468 -0.0036946204490959644 0.013966015540063381 -0.01863069273531437 0.003405704628676176 -0.014932570047676563 0.004727713298052549 -0.004871295765042305 -0.007130092009902 -0.02606896124780178 0.031742218881845474 0.025774791836738586 0.0046296571381390095 0.011031330563127995 -0.008769032545387745 0.01239011064171791 0.010702141560614109 0.0006487473146989942 0.028422310948371887 0.015997180715203285 0.007725433446466923 0.004706701263785362 0.0025564671959728003 -0.010688133537769318 0.013994031585752964 -0.05547183379530907 -0.0034477286972105503 0.010428985580801964 0.017594097182154655 0.017411991953849792 0.022440878674387932 0.00740324892103672 0.031630150973796844 0.0027438246179372072 -0.0027350697200745344 0.00034648008295334876 0.005295038688927889 0.024962326511740685 0.0023025714326649904 -0.0026947965379804373 0.04392921179533005 0.008285755291581154 0.025928881019353867 -0.00408334331586957 -0.014498320408165455 0.00158115744125098 0.01311152521520853 0.0008763779769651592 -0.022454887628555298 0.0078094820491969585 0.0038347006775438786 -0.0038802269846200943 0.02123618684709072 0.024654150009155273 0.020857971161603928 0.021600397303700447 0.03689717501401901 -0.007704421412199736 0.011717724613845348 -0.00568025978282094 0.02206266112625599 -0.0038066846318542957 0.000262650748481974 -0.024640141054987907 0.001270354026928544 0.005617223680019379 -0.006765882950276136 -0.014260184019804 0.008867088705301285 -0.01722988858819008 0.006450701970607042 -0.001257221563719213 -0.015464875847101212 0.01994744874536991 -0.005056902300566435 0.015044634230434895 -0.036532968282699585 -0.019191013649106026 0.016151269897818565 0.03109784796833992 0.007753449957817793 -0.02346346527338028 -0.04782344773411751 0.015562932007014751 -0.013020472601056099 -0.001704603317193687 0.001943615498021245 -0.0005699521279893816 -0.009735587053000927 0.01434423215687275 -0.02700749970972538 0.005960420705378056 0.004885303787887096 -0.018420571461319923 -0.015058642253279686 -0.003477495862171054 0.00420941598713398 0.012250030413269997 -0.004479070659726858 -0.004198909737169743 0.0374855138361454 -0.005193480756133795 -0.0295849796384573 0.006447200197726488 -0.010646109469234943 -0.010099796578288078 0.013846946880221367 0.009903683327138424 0.009315346367657185 0.007133593782782555 -0.007007521577179432 0.009434414096176624 -0.017313936725258827 0.0027438246179372072 0.009035184979438782 0.007098573725670576 -0.005235504824668169 -0.016515478491783142 0.0018455592216923833 -0.013265613466501236 0.03530025854706764 0.024962326511740685 -0.012116953730583191 0.015464875847101212 0.005515665281563997 -0.021390276029706 -0.043901193886995316 -0.00789352972060442 0.0065487585961818695 0.0011749243130907416 -0.010639105923473835 0.0033724354580044746 0.018966885283589363 0.014498320408165455 0.02661527507007122 0.015717020258307457 0.00834178738296032 -0.015114674344658852 -0.015324794687330723 -0.0015286272391676903 0.001810539048165083 0.0024531579110771418 0.036729078739881516 0.0204937607049942 0.0036105720791965723 -0.013146544806659222 0.039810847491025925 0.03880226984620094 0.002129222033545375 0.008720003999769688 -0.003312901360914111 0.023491481319069862 0.01003676000982523 -0.002603744389489293 0.011619668453931808 0.02073189802467823 -0.010562061332166195 0.006601288449019194 0.008194702677428722 0.0029346842784434557 0.018490612506866455 0.007942558266222477 0.007984582334756851 -0.001247590989805758 -0.00632462976500392 -0.009231298230588436 0.025984913110733032 0.03317103534936905 0.004097351338714361 -0.04426540434360504 -0.0022763062734156847 0.01605321280658245 -0.013987027108669281 -0.00993870384991169 -0.031125864014029503 -0.01893886923789978 -0.0069444854743778706 0.0024811739567667246 0.012425131164491177 -0.007907537743449211 -0.0006264219991862774 -0.01311152521520853 -0.0028208689764142036 -0.011843796819448471 -0.007823489606380463 0.0008680606842972338 -0.011318495497107506 -0.0026247564237564802 -0.028828544542193413 -0.0034669896122068167 -0.008292758837342262 -0.02888457663357258 -0.01652948558330536 -0.0009420406422577798 -0.0010829964885488153 0.03530025854706764 0.006433192174881697 0.004437046591192484 0.003244612133130431 0.027679884806275368 0.011997886002063751 -0.011073354631662369 -0.005428115371614695 -0.040511250495910645 -0.003477495862171054 -0.00512344017624855 -0.009154253639280796 -0.03737344965338707 -1.406275805493351e-05 0.027133572846651077 0.01679563894867897 -0.00855190772563219 0.00370162446051836 0.0015592698473483324 0.02127821184694767 9.471842349739745e-05 0.027875998988747597 -0.00028716481756418943 0.002032916760072112 -0.04048323258757591 0.02101205848157406 -0.011745740659534931 -0.02311326563358307 -0.013734882697463036 0.007021529600024223 -0.006618798710405827 0.010092792101204395 0.009798623621463776 -0.0033916966058313847 0.009203282184898853 0.020101536065340042 0.015520907938480377 0.021992621943354607 -0.004114861600100994 -0.0006163537036627531 0.01640341430902481 -0.003757656551897526 0.029444899410009384 0.02746976539492607 -0.00976360309869051 0.010814206674695015 -0.004762733355164528 0.02385569177567959 -0.006398172117769718 -0.033927470445632935 0.027847982943058014 -0.009819635190069675 -0.0160952378064394 -0.02119416370987892 0.0019383624894544482 -0.010127812623977661 0.014015043154358864 -0.0116336764767766 -0.028940608724951744 -0.030369428917765617 -0.006415681913495064 0.012271041981875896 0.018448587507009506 -0.017411991953849792 -0.0197233185172081 -0.010842222720384598 -0.00309402565471828 -0.010106800124049187 -0.03588859736919403 0.017131831496953964 -0.03252666816115379 -0.0002836627827491611 0.010555057786405087 -0.0034669896122068167 0.018756764009594917 0.004913319833576679 0.016963735222816467 -0.007305192295461893 -0.014890545979142189 -0.019345102831721306 0.003964275121688843 -0.020017487928271294 0.0027368206065148115 0.05776915326714516 0.011591652408242226 0.044601596891880035 0.00018691977311391383 0.02333739399909973 0.01994744874536991 -0.017397984862327576 0.0014971091877669096 -0.015016618184745312 0.022202743217349052 -0.02930481731891632 0.011857804842293262 0.0027578326407819986 0.0025337040424346924 0.00014314465806819499 0.015927141532301903 0.01246715523302555 0.021222179755568504 0.0030765156261622906 -0.013671846129000187 -0.032246507704257965 -0.04112760350108147 -0.005627729929983616 0.027147579938173294 0.004184901714324951 0.024191884323954582 -0.025970904156565666 0.003291889326646924 0.02801607921719551 -0.02287512831389904 0.008425835520029068 -0.012999460101127625 0.026839403435587883 0.005365079268813133 -0.002034667646512389 0.0025319531559944153 0.007298188284039497 -0.01589912548661232 2.441831020405516e-05 -0.026363130658864975 0.00425844406709075 0.02646118588745594 0.00954647921025753 0.017089808359742165 0.00855190772563219 0.015324794687330723 -0.012628247030079365 0.004465062636882067 0.0053895930759608746 -0.01760810613632202 -0.024654150009155273 -0.009959716349840164 0.007690413389354944 -0.019905423745512962 -0.030873717740178108 0.004293464124202728 0.0121029457077384 0.004584130831062794 -0.01769215427339077 0.030117284506559372 -0.004310973919928074 -0.027231628075242043 0.033451199531555176 0.015717020258307457 0.057545024901628494 -0.01629135012626648 0.038017816841602325 0.012116953730583191 0.015759043395519257 -0.02038169652223587 0.015016618184745312 -0.009224293753504753 -0.01171072106808424 0.021880557760596275 0.03874623775482178 0.00543511938303709 -0.008951136842370033 0.01727191172540188 0.0061460272409021854 -0.017033776268363 -0.05589207634329796 0.01808437891304493 0.017874257639050484 0.02779195085167885 -0.030537525191903114 -0.01847660355269909 -0.019653279334306717 0.00538609130308032 -0.027371708303689957 -0.010569065809249878 0.003069511614739895 -0.02829623967409134 -0.014190143905580044 0.02626507356762886 -0.022454887628555298 0.03336714953184128 -0.015282770618796349 0.0007765706977806985 0.0043845162726938725 0.010975298471748829 0.010569065809249878 -0.004990363959223032 0.00892312079668045 0.01320958137512207 0.00029460657970048487 0.0005813336465507746 0.008348791860044003 0.00843984354287386 -0.016977744176983833 -0.005256516858935356 0.000995446345768869 0.035636451095342636 -0.028128143399953842 -0.006797401234507561 -0.009658543393015862 0.007578349206596613 0.009693562984466553 -0.022118693217635155 -0.0035790540277957916 -0.004489576444029808 -0.006436693947762251 -0.002102956874296069 0.03849409148097038 -0.009798623621463776 -0.021404283121228218 0.004923825617879629 0.0074943010695278645 0.007347216829657555 -0.031069831922650337 0.015058642253279686 0.00018494989490136504 -0.036532968282699585 -0.018462596461176872 0.0034809978678822517 -0.018882837146520615 0.00024295193725265563 -0.002405880717560649 -0.010435989126563072 -0.015408842824399471 0.015534915961325169 -0.016711590811610222 0.0023656075354665518 0.030257364735007286 0.004920323844999075 -0.055359769612550735 0.007886526174843311 -0.004769737366586924 -0.005869368556886911 0.003435471560806036 -0.03841004520654678 -0.02388370782136917 -0.03639288619160652 -0.016781631857156754 0.008797048591077328 0.004367006476968527 0.004773239605128765 0.011157403700053692 0.003062507603317499 0.0030765156261622906 -0.01629135012626648 -0.008152678608894348 -0.007256164215505123 -0.006454204209148884 -0.005641737952828407 0.024836253374814987 -0.013412697240710258 -0.002223776187747717 -0.0447416789829731 -0.023547513410449028 0.01444228831678629 -0.04126768559217453 -0.020255625247955322 -0.017566081136465073 0.02548062428832054 -0.013559781946241856 -0.023253345862030983 0.0018262980738654733 -0.010078784078359604 -0.032050393521785736 -0.00039922911673784256 -0.004895809572190046 -0.025004349648952484 0.018854821100831032 0.010492021217942238 0.016109244897961617 0.0036876164376735687 -0.0028716479428112507 -0.03476795181632042 -0.00521099055185914 -0.0072701722383499146 -0.008187699131667614 0.0022115192841738462 -0.03048149310052395 0.029837124049663544 0.032834842801094055 -0.019583238288760185 -0.026783371344208717 -0.02033967338502407 -0.03706527128815651 -0.004142877645790577 -0.017047783359885216 0.026181025430560112 4.7085617552511394e-05 -0.01239011064171791 0.017397984862327576 0.019303077831864357 -0.02545260824263096 0.016851671040058136 -0.010996310971677303 0.01320958137512207 0.0015522658359259367 -0.003342668293043971 0.0080476189032197 -0.02162841334939003 -0.05244610086083412 -0.00927332229912281 0.0021852541249245405 0.013994031585752964 0.0029014151077717543 0.028660448268055916 -0.028394294902682304 0.005428115371614695 0.015646979212760925 0.02267901599407196 0.007049545645713806 -0.0004198034293949604 0.018294500187039375 -0.04177197441458702 -0.007907537743449211 0.011423556134104729 0.001901591313071549 -0.01793028973042965 0.013517757877707481 0.005186476744711399 0.024766214191913605 0.008691987954080105 -0.020857971161603928 -0.017720170319080353 0.004349496215581894 0.002353350631892681 0.006384164094924927 0.02716158889234066 -0.007235152181237936 0.016711590811610222 0.007242156192660332 0.0232673529535532 -0.02104007452726364 -0.010513033717870712 -0.005673255771398544 0.0077394419349730015 0.023673586547374725 -0.0058028302155435085 0.005459633190184832 -0.02871648035943508 0.037821706384420395 -0.02263699099421501 0.0017396233743056655 0.007154606282711029 -0.002701800549402833 -0.02392573095858097 0.016725599765777588 0.006310621742159128 -0.0054771434515714645 -0.0048677935265004635 0.008250734768807888 -0.0016695831436663866 -0.017411991953849792 -0.005585705861449242 0.012796344235539436 -0.014918562024831772 -0.003705126466229558 -0.004860789515078068 -0.013216584920883179 -0.005949914921075106 -0.005379087291657925 -0.0006671328446827829 0.005337062757462263 0.00034932547714561224 0.1951039731502533 -0.013657838106155396 0.004675182979553938 0.031854283064603806 0.011913837864995003 0.005105930380523205 0.02136225998401642 0.019541215151548386 0.00879004504531622 0.011794769205152988 0.011920841410756111 0.015128682367503643 -0.03395548835396767 -0.012130961753427982 0.026335114613175392 0.029136721044778824 -0.039110444486141205 -0.05051298812031746 -0.0013999284710735083 0.017019767314195633 -0.004363504238426685 -0.015674995258450508 -0.013594802469015121 -0.005207488778978586 0.033731359988451004 0.008460856042802334 -0.007368228863924742 -0.0019628764130175114 0.019303077831864357 0.023365410044789314 -0.016305357217788696 0.012425131164491177 0.0003998857573606074 0.02202063798904419 -0.026237057521939278 -0.007235152181237936 0.012172985821962357 0.001476972596719861 0.003820692654699087 0.02330937795341015 0.0036596001591533422 -0.01924704574048519 0.03485200181603432 -0.01089125033468008 -0.009700567461550236 0.01983538456261158 0.00025061258929781616 -0.011472583748400211 0.006114508956670761 -0.007592357229441404 -0.005046396050602198 0.022847112268209457 0.011024327017366886 0.0013018721947446465 -0.005182974506169558 0.003495005890727043 -0.016865679994225502 0.004951841663569212 0.027343692258000374 0.015436858870089054 -0.022384846583008766 0.0053580752573907375 0.009812631644308567 0.023253345862030983 -0.011759748682379723 0.010274896398186684 -0.01059708185493946 0.02088598720729351 -0.00586586631834507 0.004717207048088312 -0.005344066768884659 -0.005725786089897156 -0.037905752658843994 0.016431430354714394 -0.026643291115760803 -0.033339135348796844 0.021642420440912247 0.01773417741060257 0.05723685026168823 0.017482032999396324 0.03359127789735794 0.018406564369797707 -0.004832773469388485 -0.00613902322947979 -0.01742600090801716 -0.024219900369644165 0.024878278374671936 -0.022244766354560852 0.008152678608894348 -0.016389405354857445 -0.002652772469446063 -0.046506691724061966 -0.01687968708574772 -0.026279082521796227 0.0005725786322727799 0.03420763090252876 0.015380826778709888 0.015310786664485931 -0.0013053742004558444 0.0008339160704053938 -0.03359127789735794 0.05502357706427574 0.02727365307509899 0.018798789009451866 0.005182974506169558 0.006314123515039682 -0.013363669626414776 0.027343692258000374 0.021684445440769196 0.008152678608894348 -0.008832069113850594 -0.025774791836738586 0.012313066981732845 0.017047783359885216 -0.008061626926064491 0.02272103913128376 0.012733307667076588 -0.027693893760442734 0.03140602260828018 0.015436858870089054 -0.006576774641871452 -0.031041815876960754 -0.00890210922807455 0.009322349913418293 0.000635177013464272 -0.020787930116057396 -0.0061460272409021854 -0.004195407964289188 -0.010365949012339115 -0.025704752653837204 -0.005652243737131357 -0.02318330481648445 0.03614073991775513 0.007077561691403389 0.008061626926064491 -0.013566786423325539 0.011402543634176254 -0.018056362867355347 -0.015058642253279686 0.006202059332281351 0.011094367131590843 0.002265800256282091 0.015128682367503643 3.906929850927554e-05 -0.015086658298969269 0.017369968816637993 0.007466285023838282 0.04603041708469391 -0.005512163508683443 0.005361577030271292 0.004489576444029808 -0.00613902322947979 7.715365063631907e-05 -0.014834513887763023 0.0303974449634552 -0.015689004212617874 -0.003337415400892496 -0.01227804645895958 0.014386256225407124 -0.01659952662885189 -0.023645570501685143 -0.020787930116057396 0.0003917873546015471 -0.021908573806285858 -0.03737344965338707 -0.018448587507009506 -0.17963910102844238 0.011038335040211678 0.021530356258153915 -0.034823983907699585 0.00929433386772871 0.03028538078069687 0.006223071366548538 -0.005690766032785177 -0.023995772004127502 -0.023827675729990005 0.025550663471221924 -0.012677275575697422 -0.01963927038013935 -0.04266848787665367 0.0019401134923100471 -0.004360001999884844 -0.01734195277094841 0.026825394481420517 0.03656098246574402 0.003796178614720702 0.042500391602516174 -0.022314807400107384 0.00888810120522976 -0.009049193002283573 0.00297670834697783 -0.0030642584897577763 -0.006779890973120928 0.017019767314195633 0.00538609130308032 -0.0410715714097023 -0.0001257440453628078 -0.00318157603032887 0.021894564852118492 0.010786190629005432 -0.0032988933380693197 0.00398528715595603 0.0007643136195838451 0.0030765156261622906 -0.016151269897818565 0.020241616293787956 0.011031330563127995 0.029753075912594795 -0.006160035263746977 0.02311326563358307 -0.011059346608817577 0.00035654837847687304 0.01734195277094841 -0.017902273684740067 0.025578679516911507 -0.02532653510570526 -0.006531248334795237 -0.02980910800397396 0.017019767314195633 -0.007963570766150951 0.01500261016190052 0.03165816888213158 0.012733307667076588 0.006429689936339855 0.00991769228130579 -0.009931700304150581 0.0018175430595874786 -0.011276471428573132 0.011255459859967232 -0.0006557513261213899 -0.0030397444497793913 -0.02961299568414688 -0.010632101446390152 -0.01190683338791132 -0.023673586547374725 0.008909112773835659 -0.002631760435178876 -0.006783393211662769 -0.01694972813129425 -0.0027560817543417215 0.028380287811160088 0.008397819474339485 -0.0303974449634552 0.00591489439830184 0.011255459859967232 0.002819117857143283 0.010001740418374538 0.029472915455698967 0.004948339890688658 0.0046296571381390095 0.0055261715315282345 0.0027911018114537 -0.00794956274330616 0.014932570047676563 -0.01455435249954462 0.008187699131667614 0.022735048085451126 -0.03717733547091484 -0.011598656885325909 -0.015254754573106766 0.006884951144456863 0.004458058625459671 0.017033776268363 -0.0021835032384842634 0.013216584920883179 -0.029977204278111458 0.0015330048045143485 0.006401673890650272 -0.009056197479367256 0.027735916897654533 0.04395722597837448 -0.003134298836812377 0.002011904725804925 0.019457167014479637 0.04146379604935646 -0.0034722427371889353 0.0374014638364315 -0.008881096728146076 0.018378548324108124 0.008993160910904408 -0.014470304362475872 0.015731027349829674 -0.032834842801094055 -0.006499730050563812 0.01679563894867897 -0.03000522032380104 0.024696173146367073 0.001579406438395381 0.004566621035337448 0.013475733809173107 -0.02081594616174698 -0.019583238288760185 -0.12640854716300964 -0.0060584768652915955 0.0003620202769525349 0.02871648035943508 -0.041519828140735626 0.009903683327138424 -0.00827875081449747 0.03126594424247742 -0.042808566242456436 0.03196634724736214 -0.002176498994231224 -0.0020189087372273207 -0.00521099055185914 -0.008061626926064491 0.001589037012308836 -0.0019366114865988493 -0.01808437891304493 0.014512328431010246 -0.019106965512037277 0.023785650730133057 0.01886882819235325 -0.007291184272617102 0.006751874927431345 -0.01683766394853592 -0.010393965058028698 -0.017047783359885216 -0.02810012735426426 0.016935719177126884 -0.002038169652223587 0.0003880664589814842 0.022889135405421257 -0.022300798445940018 0.014316216111183167 -0.013300633057951927 -0.01190683338791132 -0.022356830537319183 -0.02314128167927265 0.0014848521677777171 0.009658543393015862 -0.026040945202112198 0.00269304565154016 0.02661527507007122 -0.007620373275130987 -0.017902273684740067 -0.026993492618203163 0.004496580455452204 -0.01788826659321785 0.010513033717870712 -0.01040797308087349 -0.011136391200125217 -0.03191031515598297 -0.03684114292263985 -0.006671328563243151 -0.002125720027834177 -0.00937137845903635 0.008432839997112751 0.010162832215428352 0.012495171278715134 -0.03877425193786621 -0.004037817474454641 7.638758688699454e-05 0.0008032735204324126 -0.023491481319069862 0.009266317822039127 0.01313253678381443 0.004647166933864355 -0.04325682669878006 -0.011528616771101952 -0.016347382217645645 -0.015240746550261974 -0.011059346608817577 0.002451406791806221 0.007634381297975779 0.02451406791806221 -0.024107836186885834 0.010849226266145706 -0.037821706384420395 -0.012116953730583191 0.012943428009748459 0.005988436751067638 0.000720538548193872 -0.01510066632181406 -0.006310621742159128 -0.0249763336032629 0.01620730198919773 0.002836627885699272 0.0034862507600337267 -0.02342144213616848 -0.027329685166478157 -0.025634711608290672 -0.00394676486030221 0.014764473773539066 0.018532635644078255 -0.005886878352612257 -0.0066293044947087765 0.005568195600062609 0.007914542220532894 -0.000985815771855414 0.0077394419349730015 0.028828544542193413 -0.023561522364616394 -0.003638588124886155 -0.05631231889128685 0.020647849887609482 -0.004479070659726858 -0.013769902288913727 0.0018648202531039715 -0.016501469537615776 0.011290479451417923 -0.007676405366510153 -0.010884246788918972 0.007795474026352167 -0.01933109387755394 0.012712296098470688 0.01742600090801716 0.008082638494670391 -0.01893886923789978 -0.020017487928271294 0.02302921749651432 -0.013279621489346027 0.016305357217788696 -0.007956566289067268 -0.006258091423660517 0.0011040086392313242 0.039418622851371765 0.004240933805704117 -0.027875998988747597 -0.012719299644231796 -0.01079319417476654 0.010337932966649532 0.013013468123972416 -0.013692858628928661 5.099801637697965e-05 -0.00591489439830184 -0.015044634230434895 0.01455435249954462 -0.018140411004424095 -0.012817355804145336 0.006853433325886726 0.01933109387755394 0.020325664430856705 0.023561522364616394 -0.02318330481648445 -0.04224824532866478 -0.0032428610138595104 -0.007711425423622131 -0.02871648035943508 -0.021894564852118492 -0.001901591313071549 -0.031546104699373245 -0.0009280326194129884 0.014372248202562332 0.021642420440912247 0.00740324892103672 -0.0206198338419199 -0.047991544008255005 -0.0028909090906381607 0.000875940197147429 0.013349661603569984 -0.014596376568078995 0.009217290207743645 -0.01220100186765194 0.03300293907523155 0.01405006367713213 0.03426366299390793 0.006061979103833437 0.005963922943919897 0.003407455515116453 -0.017818225547671318 0.0017221133457496762 0.017524057999253273 -0.014736457727849483 -0.015955157577991486 -0.007718429435044527 -0.003845206694677472 0.01136051956564188 0.019036926329135895 -0.0116126649081707 0.006990011781454086 -0.0007144099799916148 -0.017089808359742165 0.021404283121228218 0.01582908444106579 -0.01023287232965231 -0.0032848853152245283 -0.0008492373744957149 0.0161372609436512 0.012495171278715134 -0.005372083280235529 0.011605660431087017 -0.0002897913218475878 0.004794251639395952 0.003967777360230684 0.022006629034876823 0.016739606857299805 0.018056362867355347 -0.02611098438501358 0.009826639667153358 -0.013335653580725193 0.02888457663357258 -0.0037401465233415365 0.026867419481277466 0.012915411964058876 -0.00789352972060442 -0.005561191588640213 -0.030229348689317703 -0.03524422645568848 0.004899311810731888 -0.006212565582245588 -0.00966554693877697 -0.013104520738124847 0.01075817458331585 0.0215163491666317 -0.025592688471078873 -0.006891955155879259 0.013321645557880402 -0.011381532065570354 0.021250195801258087 0.015030626207590103 -0.0029206762555986643 -0.034319695085287094 0.0054386211559176445 0.014372248202562332 0.011857804842293262 0.055359769612550735 0.009266317822039127 0.013994031585752964 0.03297492489218712 0.02720361202955246 -0.020717890933156013 0.04731915518641472 -0.010492021217942238 -0.002992467489093542 -0.003596564056351781 0.012130961753427982 -0.005459633190184832 -0.023687593638896942 -0.024037795141339302 0.014750465750694275 0.009476438164710999 -0.01313253678381443 0.08729810267686844 0.0060269590467214584 -0.027455756440758705 -0.006902461405843496 -0.018462596461176872 -0.0015995430294424295 -0.009238301776349545 0.02162841334939003 -0.01340569369494915 -0.007851505652070045 0.019275061786174774 -0.015843091532588005 -0.01529677864164114 -0.0017299928003922105 -0.022090677171945572 -0.019863400608301163 -0.01285937987267971 0.025158438831567764 -0.01171072106808424 0.008124662563204765 0.005690766032785177 -0.008397819474339485 0.025508640334010124 0.01510066632181406 -0.03535629063844681 -0.01060408540070057 -0.0076834093779325485 -0.009819635190069675 -0.012495171278715134 -0.028170166537165642 0.013237597420811653 -0.0011267716763541102 -0.04804757609963417 -0.01854664459824562 -0.006751874927431345 0.008937128819525242 0.008117659017443657 -0.007529321126639843 -0.015058642253279686 0.006608292460441589 -0.005743295885622501 0.014624392613768578 -0.021376267075538635 -0.011206431314349174 -0.015520907938480377 -0.00991769228130579 -0.014820505864918232 -0.034235648810863495 0.006534750107675791


text:
and Ef cientNet 39 families 2 1 Machine learning for coral analysis An early research method proposed by Beijbom et al 3 used a bag of visual words approach together with a Support Vector Machine and evaluated it across 9 classes on images from the island of Moorea in French Polynesia Other earlier works including 26 36 also relied on combi nations of hand engineered feature extractors and machine learning Treibitz et al used uorescence signals to utilize the chlorophyll signature present in living organisms and further improve classi cation performance 40 More recent works demonstrate signi cant performance improvement using deep convolutional neural networks 30 18 15 27 These studies ne tune deep networks for each study site which requires an abundance of annotations In contrast this work performs a shared ﬁpre tuningﬁ of a large network on the joint CoralNet data corpus and then uses that network in turn as a feature extractor This allows a more feasible cloud deploy and provides good operating perfor mance even on surveys with very few samples available Deep learning has also been extended to semantic seg mentation of both 2D images 1 21 33 and 3D reconstruc tions 18 2 2

embedding:
-0.023875392973423004 0.019403057172894478 0.009536395780742168 -0.009137325920164585 0.008208456449210644 0.0217011496424675 -0.013017937541007996 0.009839138947427273 -0.009254295378923416 -0.03456771746277809 0.00024812863557599485 0.04918193444609642 -0.012660150416195393 0.0012806361773982644 -0.009213011711835861 0.012962893582880497 0.029586222022771835 0.00034596098703332245 -0.009914824739098549 -0.016678372398018837 -0.01914159767329693 0.04045743867754936 0.0002030827454291284 -0.023242386057972908 0.0018388180760666728 0.008628168143332005 0.006536490749567747 -0.03264117240905762 -0.026668881997466087 0.002931100083515048 0.021893804892897606 -0.01131844986230135 -0.00948135182261467 -0.011442299000918865 -0.02774224430322647 -0.01699487678706646 0.01063039805740118 -0.002511388622224331 0.004200555384159088 -0.004861085209995508 0.034017276018857956 -0.010251970030367374 -0.013327561318874359 -0.02347632311284542 -0.02237544022500515 -0.005566338077187538 0.013183070346713066 0.0015816587256267667 -0.025760654360055923 0.029476134106516838 0.0009426308097317815 0.021398406475782394 0.0017364703817293048 -0.021480973809957504 -0.03162285313010216 0.0030738709028810263 -0.0052601550705730915 0.00018749407900031656 0.012295483611524105 -0.016719656065106392 0.005855319555848837 0.005604180973023176 -0.014655500650405884 0.004007901065051556 -0.005349601618945599 -0.014029373414814472 0.01588023267686367 0.04040239378809929 0.010203806683421135 -0.013898643665015697 0.020600266754627228 0.03200816363096237 -0.012274841777980328 0.0033473714720457792 0.009020357392728329 -0.008600645698606968 0.002167362719774246 -0.01272895559668541 -0.0007258945261128247 0.007630493026226759 -0.010706083849072456 -0.005913804285228252 -0.012825283221900463 0.024577206000685692 0.017710449174046516 -0.0008832863532006741 -0.013733511790633202 0.01290096901357174 -0.001724429544992745 0.008896508254110813 0.02227911353111267 0.032833825796842575 0.007307108957320452 -0.008339186199009418 -0.01085057482123375 0.010534071363508701 -0.010816172696650028 0.023462561890482903 0.020104870200157166 -0.024646010249853134 -0.016004081815481186 0.006839233450591564 -0.01404313463717699 -0.013004176318645477 -0.011834489181637764 -0.0026249170769006014 0.015494924038648605 0.0015515565173700452 0.022513050585985184 -0.010148761793971062 -0.007162617985159159 0.05306254327297211 0.004472335800528526 -0.02101309783756733 -0.011545507237315178 -0.02936604619026184 0.014958242885768414 -0.006347276736050844 -0.0059963702224195 -0.0005715129082091153 -0.004998695570975542 0.00378772453404963 0.0037395607214421034 -0.010740486904978752 0.024026764556765556 -0.009708409197628498 -0.017476512119174004 -0.017806777730584145 -0.0010983024258166552 -0.01310738455504179 -0.008125890046358109 0.00332845002412796 0.0008463035337626934 0.004062945023179054 -0.011325330473482609 -0.004551461897790432 0.005043418612331152 -0.017270097509026527 -0.003515944117680192 0.005387444514781237 0.004912688862532377 0.007658015005290508 -0.004895487800240517 -0.031292591243982315 -0.0035125038120895624 0.021467212587594986 -0.010671681724488735 0.031375154852867126 0.01750403456389904 -0.006061735097318888 0.0060548544861376286 -0.032668694853782654 -0.018811332061886787 0.02936604619026184 0.021315841004252434 0.001630682498216629 0.016623327508568764 0.021659865975379944 -0.018825093284249306 -0.014572934247553349 -0.0040010204538702965 0.00985978078097105 -0.01358214020729065 -0.008738256059587002 0.012157873250544071 0.010864336043596268 0.0016212217742577195 -0.019072791561484337 0.014958242885768414 -0.0003220941871404648 -0.009529516100883484 0.03217329457402229 0.004671870730817318 -0.001382123795337975 0.010004271753132343 -0.0058449991047382355 0.022829554975032806 0.00035886195837520063 -0.0075960904359817505 -0.04909936711192131 -0.010148761793971062 0.02331119030714035 0.0027126437053084373 -0.03338426724076271 0.008242858573794365 -0.009997391141951084 0.022169025614857674 -0.010816172696650028 -0.0005375403561629355 -0.03451267257332802 -0.004709713626652956 0.012625748291611671 -0.012391810305416584 0.016802221536636353 -0.64027339220047 -0.017545318230986595 0.008875866420567036 -0.0054734512232244015 0.012405571527779102 0.016279302537441254 -0.001835377886891365 -0.013451410457491875 0.002552671590819955 0.013609661720693111 -0.017903104424476624 -0.01596279814839363 -0.011827608570456505 -0.004840443376451731 0.01468302309513092 -0.030274273827672005 -0.011992740444839 -0.021618584170937538 0.021990131586790085 0.027453262358903885 -0.046484772115945816 0.01361654233187437 -0.003601950593292713 0.03580620884895325 -0.025980830192565918 0.008944671601057053 -0.005944766569882631 -0.011497342959046364 0.0226368997246027 0.023503845557570457 -0.01063727866858244 0.02613220177590847 0.014283952303230762 -0.009323100559413433 0.040347348898649216 -0.00827726162970066 0.0008953272481448948 0.022815793752670288 0.015935277566313744 0.026682643219828606 -0.030604537576436996 -0.011538626626133919 0.01581142656505108 0.010740486904978752 -0.009832258336246014 0.016939831897616386 0.0018887018086388707 0.007953877560794353 -0.0027694080490618944 -0.009020357392728329 -0.0005259294994175434 -0.0019299848936498165 -0.01843978464603424 -0.008924029767513275 0.002599115250632167 0.003197720041498542 0.010066196322441101 -0.02314605750143528 0.009674006141722202 -0.0013554617762565613 -0.009206131100654602 -0.026531271636486053 -0.012969774194061756 -0.024288224056363106 -0.021990131586790085 0.01054095197468996 -0.026751449331641197 0.01063727866858244 -0.01614169217646122 -0.031650375574827194 0.009206131100654602 0.006429842673242092 -0.013375724665820599 -0.0064436038956046104 0.001471570460125804 0.039494164288043976 0.03098984807729721 0.007424077484756708 -0.02153601683676243 0.009784094989299774 -0.022182784974575043 -0.020476417616009712 -0.0013709429185837507 -0.009426307864487171 0.007107573561370373 0.002167362719774246 -0.0014087858144193888 0.007162617985159159 -0.013300038874149323 -0.03074214793741703 0.01502704806625843 0.03294391557574272 -0.03162285313010216 -0.030769670382142067 -0.007967638783156872 0.009199250489473343 -0.019678277894854546 -0.006171823479235172 -0.002568152965977788 -0.03178798779845238 -0.013809196650981903 -0.034209929406642914 0.0056695458479225636 -0.017916865646839142 0.004988374654203653 -0.013217472471296787 0.014531651511788368 0.010967543348670006 0.03132011368870735 -0.028843125328421593 -0.0028846566565334797 -0.003146116156131029 -0.021673627197742462 -0.013176189735531807 0.013864241540431976 -0.027852332219481468 -0.0036122712772339582 0.015921516343951225 0.007038768380880356 -0.01921040192246437 0.006763548124581575 -0.01173816155642271 0.0060410937294363976 -0.011160197667777538 0.001484471489675343 -0.0032080409582704306 -0.03200816363096237 -0.02271946705877781 0.004259039647877216 -0.013210591860115528 0.02247176691889763 0.014765588566660881 0.009536395780742168 0.002939700847491622 0.02911834605038166 -0.00035606673918664455 0.021219514310359955 0.01221291720867157 -0.020036064088344574 -0.02816883474588394 -0.012309244833886623 -0.008531840518116951 0.021191991865634918 0.004100787919014692 -0.027467023581266403 -0.0002524289593566209 -0.007706178817898035 0.01336196344345808 -0.02298092655837536 -0.020861726254224777 0.003440258326008916 -0.010499668307602406 -0.02647622860968113 0.009123564697802067 -0.0028347729239612818 -0.0007039628690108657 -0.01776549406349659 -0.01263262890279293 -0.028058746829628944 -0.0356961190700531 0.017104964703321457 0.012625748291611671 -0.027480782940983772 0.015371073968708515 -0.007492882665246725 0.0015893994132056832 0.0041214292868971825 0.02783857099711895 0.004420732147991657 -0.024384550750255585 0.010176284238696098 -0.02604963630437851 0.023104775696992874 0.013513335026800632 -0.0187838114798069 0.022003892809152603 -0.027948658913373947 -0.009233653545379639 -0.008641929365694523 -0.026792731136083603 0.01709120348095894 0.007038768380880356 0.0025629925075918436 -0.023201102390885353 0.017104964703321457 0.0005624822224490345 0.04056752473115921 0.016155453398823738 -0.016802221536636353 0.0133206807076931 0.029476134106516838 -0.00033133989199995995 -0.011180839501321316 0.023269906640052795 -0.0013167589204385877 0.009832258336246014 0.000646338565275073 -0.0017751733539626002 -0.002363457577303052 0.026503751054406166 0.004565222654491663 0.012247319333255291 0.011449179612100124 0.011717519722878933 -0.0012453735107555985 -0.006825472693890333 0.01405001524835825 -0.04279681295156479 0.014490367844700813 0.006244068965315819 0.007279586512595415 -0.02459096722304821 -0.003997580148279667 -0.029063303023576736 0.023545127362012863 0.016939831897616386 0.00102949736174196 -0.00392533466219902 -0.020352568477392197 0.014132581651210785 0.005067500751465559 0.002040073275566101 0.026751449331641197 0.004341606050729752 0.011910174041986465 0.00011180839646840468 -0.00015373654605355114 0.013898643665015697 0.007045648992061615 -0.04221884906291962 -0.001285796519368887 0.01237805001437664 0.01914159767329693 0.028031224384903908 0.015302268788218498 0.016169214621186256 0.026489989832043648 -0.0016521840589120984 0.011249644681811333 0.005803715903311968 0.010864336043596268 0.033604443073272705 0.006643138825893402 -0.010664801113307476 0.04271424934267998 -0.0009701528470031917 0.023104775696992874 -0.005005575716495514 -0.013499573804438114 0.0032768461387604475 0.006866755895316601 -0.0042143166065216064 -0.022774510085582733 0.0038083659019321203 0.00437944894656539 -0.01632058620452881 0.01817832514643669 0.02150849439203739 0.02588450349867344 0.017793016508221626 0.027852332219481468 0.00029629224445670843 0.009274936281144619 -0.010527190752327442 0.009240534156560898 -0.003801485523581505 0.011497342959046364 -0.019334251061081886 -0.010788650251924992 -0.0078093865886330605 -0.003653554478660226 -0.01226108055561781 0.0031306350138038397 -0.04345734417438507 0.022609377279877663 -0.014201386831700802 0.003526264801621437 0.010251970030367374 0.0011808687122538686 0.02424694038927555 -0.04147575423121452 -0.01853611133992672 0.021632345393300056 0.016760937869548798 -0.006505528464913368 -0.02571937069296837 -0.05344785377383232 0.021494735032320023 -0.013189950957894325 0.0010518589988350868 -0.006151182111352682 0.001534355222247541 -0.0014044854324311018 0.003147836308926344 -0.016293063759803772 0.012598225846886635 0.01362342294305563 -0.004080146551132202 0.002755646826699376 0.004052624572068453 0.0024838666431605816 0.0013812637189403176 -0.02229287475347519 -0.01174504216760397 0.04395274072885513 -0.009536395780742168 -0.016072887927293777 0.007052529603242874 0.002170803025364876 -0.008180934004485607 0.0023084133863449097 -0.0006308573647402227 0.013891763053834438 0.00781626719981432 -0.01435275748372078 0.012962893582880497 -0.0183709803968668 0.005734910722821951 0.01037581916898489 0.010100598447024822 -0.0029293799307197332 -0.027356933802366257 0.002958622295409441 -0.001645303564146161 0.04995255172252655 0.027219323441386223 -0.012763358652591705 0.02527901902794838 0.011669356375932693 -0.014105059206485748 -0.03387966379523277 -0.009329980239272118 0.007472241297364235 -0.003990699537098408 -0.004114549141377211 0.005349601618945599 0.033274177461862564 0.011160197667777538 0.023201102390885353 0.017779255285859108 0.005944766569882631 -0.01938929595053196 -0.007472241297364235 0.005831237882375717 -0.006691302638500929 0.003956296946853399 0.03178798779845238 0.027811048552393913 0.0007744881440885365 -0.009068520739674568 0.025485433638095856 0.04532884433865547 0.009797856211662292 0.002588794333860278 0.0018801011610776186 0.036411695182323456 0.021453451365232468 0.026957863941788673 -0.008765778504312038 0.021962609142065048 0.003956296946853399 0.0058966027572751045 0.0183709803968668 -0.007706178817898035 0.023957958444952965 0.024494638666510582 -0.004654669668525457 -0.01451789028942585 -0.011297808028757572 -0.0006312874029390514 0.016182975843548775 0.023779066279530525 -0.025912025943398476 -0.042906902730464935 0.013650945387780666 -0.004489537328481674 -0.013279397040605545 -0.0025251496117562056 -0.00642296252772212 0.0009280096855945885 -0.02203141525387764 0.013038579374551773 0.01404313463717699 -0.015990320593118668 0.0023410958237946033 -0.019072791561484337 0.0020675952546298504 -0.00875201728194952 0.002217246452346444 -0.0018198966281488538 0.00031800888245925307 -0.013169309124350548 -0.03866850212216377 -0.00553193548694253 -0.01177944429218769 -0.03363196551799774 -0.033164091408252716 -0.015467401593923569 0.014407802373170853 0.019416818395256996 0.00823597889393568 0.004874845966696739 0.009522635489702225 0.024439595639705658 0.012020262889564037 -0.0016238018870353699 -0.011978979222476482 -0.04142070934176445 0.005614501424133778 -0.007114454172551632 -0.013816077262163162 -0.027618393301963806 -0.012756478041410446 0.01922416314482689 0.012584464624524117 -0.006667220499366522 0.021990131586790085 0.011731280945241451 0.0033456513192504644 0.022664422169327736 0.02972383238375187 0.014187625609338284 0.00166422501206398 -0.03280630335211754 0.04084274545311928 -0.027618393301963806 -0.017104964703321457 -0.015164658427238464 0.014394041150808334 -0.005635143257677555 -0.017820538952946663 0.010224447585642338 -0.0033559720031917095 0.016375629231333733 0.025856981053948402 0.004269360564649105 0.013953687623143196 0.005662665236741304 0.011545507237315178 0.030879758298397064 -0.0074515994638204575 0.002150161424651742 0.016293063759803772 -0.0012909569777548313 0.02569185011088848 -0.008868985809385777 0.033604443073272705 -0.028402773663401604 -0.02066907286643982 0.005132865626364946 0.0003494012344162911 -0.009701528586447239 -0.026090919971466064 -0.0006076356512494385 0.010320775210857391 0.018838854506611824 -0.01127716712653637 -0.04285185784101486 -0.0319531187415123 -0.011889533139765263 0.010479027405381203 0.007327750325202942 -0.0327787809073925 -0.021219514310359955 0.0008639348670840263 -0.004031982738524675 0.007898833602666855 -0.033439312130212784 0.017985669896006584 -0.033934708684682846 0.01589399389922619 0.0021518815774470568 0.0110569903627038 0.021054381504654884 -0.010871216654777527 -0.0028691755142062902 -0.014903198927640915 -0.00220004515722394 -0.02349008433520794 -0.0023290549870580435 -0.019829649478197098 0.008339186199009418 0.056915633380413055 0.014875677414238453 0.051108479499816895 -0.016348106786608696 0.008889627642929554 0.02204517461359501 -0.0033662926871329546 -0.011401016265153885 -0.015687577426433563 0.005755552090704441 -0.01604536548256874 0.011187720112502575 0.008834583684802055 -0.006811711471527815 -0.005617941729724407 -0.007375914137810469 0.02603587508201599 0.013451410457491875 0.00019620223611127585 -0.010031793266534805 -0.028980735689401627 -0.02878808230161667 -0.0015352152986451983 0.016926070675253868 0.012350527569651604 0.024632249027490616 -0.02792113646864891 0.00968776736408472 0.03800797462463379 0.022086458280682564 0.006195905152708292 -0.00668442202731967 0.026710165664553642 -0.004761317744851112 0.004087026696652174 -0.0019093434093520045 0.004664990119636059 -0.023847870528697968 -0.01871500536799431 -0.037622664123773575 -0.007671776227653027 0.016692133620381355 0.010953783057630062 0.008229098282754421 0.025347823277115822 0.013926166109740734 0.009192369878292084 0.010520310141146183 -0.0026249170769006014 -0.01938929595053196 -0.007135096006095409 -0.018205847591161728 0.0016461636405438185 -0.026489989832043648 -0.012790880165994167 -0.02271946705877781 0.0020607146434485912 0.01085057482123375 -0.021384645253419876 0.029063303023576736 -0.002862294903025031 -0.022678183391690254 0.0290357805788517 0.034897979348897934 0.03586125373840332 -0.021659865975379944 0.04208124056458473 0.011965218931436539 0.003842768492177129 -0.013031698763370514 0.0197195615619421 -0.0017149688210338354 -0.006058294791728258 0.028292683884501457 0.041283100843429565 -0.023242386057972908 -0.009102923795580864 0.02536158449947834 -0.002960342215374112 -0.0071557373739778996 -0.04788839444518089 0.01938929595053196 0.009343741461634636 0.017201291397213936 -0.023889154195785522 -0.0211782306432724 -0.027535827830433846 0.008717614226043224 -0.02244424633681774 -0.002968942979350686 0.005655784625560045 -0.006027332507073879 -0.021068142727017403 0.027122996747493744 -0.023847870528697968 0.02680649235844612 -0.0001749156363075599 0.00555257685482502 0.022568095475435257 0.00990106351673603 0.00990106351673603 0.009763453155755997 0.002454624278470874 0.018852615728974342 0.0013795435661450028 0.002480426337569952 0.010706083849072456 0.013981210067868233 -0.015219703316688538 -0.01843978464603424 -0.008600645698606968 0.03371453285217285 -0.02296716533601284 -0.009976749308407307 -0.01948562264442444 0.011297808028757572 0.026256050914525986 -0.027879852801561356 -0.00853872112929821 -0.002430542604997754 -0.003911573905497789 -0.009288697503507137 0.03613647446036339 -0.007327750325202942 0.001991909695789218 0.007293347734957933 0.0009219892672263086 -0.0010303573217242956 -0.007286467123776674 0.004895487800240517 0.003918454051017761 -0.03404479846358299 -0.017366424202919006 0.007878191769123077 -0.002452904125675559 0.015935277566313744 -0.005339281167834997 -0.00531863933429122 -0.027714721858501434 0.023242386057972908 -0.014338997192680836 0.006006691139191389 0.02332495152950287 0.002442583441734314 -0.040182217955589294 0.00015470411744900048 -0.017022399231791496 -0.01954066753387451 0.0041455114260315895 -0.04241150617599487 -0.022912120446562767 -0.02647622860968113 -0.01336196344345808 0.012784000486135483 -0.006990605033934116 -0.004014781676232815 0.017971910536289215 -0.006416081916540861 0.00033779037767089903 -0.023448800668120384 -0.014173864386975765 0.0005599020514637232 -0.003849649103358388 0.004947091452777386 0.03544842079281807 -0.026324857026338577 0.011628073640167713 -0.031154979020357132 -0.017971910536289215 -0.007375914137810469 -0.04246654734015465 -0.015605011954903603 -0.012199155986309052 0.02698538638651371 -0.005869080778211355 -0.002112318528816104 0.011710639111697674 -0.017036158591508865 -0.019403057172894478 -0.017958149313926697 -0.009894182905554771 -0.016100408509373665 0.019705800339579582 0.014903198927640915 0.01058223471045494 -0.00032682454911991954 -0.00597916916012764 -0.03404479846358299 -0.012591345235705376 -0.0007499763160012662 -0.016623327508568764 0.010073076002299786 -0.031210023909807205 0.04191610962152481 0.012288603000342846 -0.035310812294483185 -0.018081998452544212 -0.015728861093521118 -0.03448515012860298 -0.013905524276196957 -0.02452216111123562 0.010265731252729893 -0.005156947299838066 -0.0027728481218218803 0.0066396985203027725 0.03866850212216377 -0.023366235196590424 0.012646390125155449 -0.009034118615090847 -0.00968776736408472 -0.005648904014378786 -0.014029373414814472 0.008215337060391903 -0.011394135653972626 -0.043512389063835144 -0.0029448610730469227 0.017132487148046494 0.001895582303404808 -0.016595806926488876 0.013685347512364388 -0.024205658584833145 -0.006402320694178343 0.01038269978016615 0.012302364222705364 0.00554913654923439 -0.006560572888702154 0.023545127362012863 -0.03743001073598862 -0.018742527812719345 0.004499857779592276 -0.012323005124926567 -0.03484293818473816 0.010823052376508713 0.00994922686368227 -0.0005955947563052177 0.01242621336132288 -0.029145868495106697 -0.0171737689524889 0.008483677171170712 -0.007272706367075443 0.007871311157941818 0.02631109580397606 0.0016238018870353699 0.017903104424476624 0.029503656551241875 0.00574179133400321 -0.035558510571718216 -0.012839044444262981 -0.010871216654777527 0.015481162816286087 0.014366518706083298 0.007059410214424133 0.01871500536799431 -0.03459523618221283 0.023297429084777832 -0.019609471783041954 -0.0018577395239844918 0.0038152465131133795 -0.015316030010581017 -0.022141503170132637 0.02168738842010498 5.56891827727668e-05 -0.02066907286643982 -0.0142564307898283 0.011339091695845127 -0.00827726162970066 -0.01827465184032917 -0.02040761336684227 0.014930721372365952 -0.02782480977475643 -0.0063231950625777245 0.004124869592487812 -0.021618584170937538 -0.013754152692854404 -0.007252064533531666 0.0011946297017857432 -0.00668098172172904 0.004245278891175985 0.1900123506784439 -0.017297618091106415 -0.0009030678193084896 0.0399620421230793 0.010093717835843563 0.01404313463717699 0.02271946705877781 0.014449085108935833 0.015646295621991158 0.01041710190474987 0.005910363979637623 -0.009460710920393467 -0.028320206329226494 -0.0025371904484927654 0.018742527812719345 0.009618962183594704 -0.024976275861263275 -0.023256147280335426 -0.0005736630992032588 0.014173864386975765 0.004042303655296564 -0.015907755121588707 -0.006061735097318888 -0.0039322152733802795 0.019182881340384483 -0.011600551195442677 0.0027418858371675014 0.0017399106873199344 0.0013812637189403176 0.005910363979637623 -0.007836908102035522 -0.0045686629600822926 0.0025371904484927654 0.011435418389737606 -0.01724257506430149 -0.0015962799079716206 0.02895321510732174 -0.004960852675139904 -0.004148951731622219 0.004468895494937897 -0.0038358881138265133 -0.01760036125779152 0.016155453398823738 -0.003701718058437109 -0.008469915948808193 0.019788365811109543 -0.008813941851258278 -0.01783430017530918 -0.00870385393500328 -0.02039385214447975 -0.02288459800183773 0.01149046327918768 0.01220603659749031 0.009371263906359673 0.007637373637408018 -0.005838118493556976 -0.020283762365579605 0.022003892809152603 0.023724021390080452 0.008036443963646889 -0.013210591860115528 0.02972383238375187 0.007692417595535517 0.022265352308750153 -0.025045080110430717 0.0023221743758767843 -0.023806588724255562 0.007637373637408018 0.00948135182261467 0.003732680343091488 -0.003770523238927126 -0.010988185182213783 -0.025347823277115822 0.006791070103645325 -0.025829460471868515 -0.031732942909002304 0.016072887927293777 -0.0020744758658111095 0.042576637119054794 0.02245800569653511 0.016499478369951248 0.0024202216882258654 -0.01991221494972706 -0.003976938780397177 -0.015508684329688549 -0.04417291656136513 0.026613838970661163 -0.01605912670493126 0.012880327180027962 -0.011676236987113953 -0.013499573804438114 -0.009839138947427273 -0.02731565199792385 -0.016430674120783806 0.009116685017943382 0.026613838970661163 0.029311001300811768 0.013382605277001858 -0.0019609471783041954 0.015728861093521118 -0.02928347885608673 0.04059504717588425 0.022320395335555077 -0.0037774036172777414 -0.0031082734931260347 0.010595995932817459 -0.014834393747150898 0.022320395335555077 0.017793016508221626 0.012240439653396606 -0.009770333766937256 -0.033356744796037674 0.012433093972504139 0.014105059206485748 -0.014916960150003433 0.027480782940983772 0.025127647444605827 -0.042989470064640045 0.03140267729759216 0.003398975357413292 -0.00484732398763299 -0.015907755121588707 -0.008772659115493298 0.015852710232138634 -0.0070662908256053925 -0.017311379313468933 0.0015223142690956593 -0.0010931420838460326 -0.015316030010581017 -0.028760559856891632 0.014669261872768402 -0.017311379313468933 0.027866093441843987 0.011173958890140057 0.001714108744636178 -0.011903294362127781 0.009034118615090847 -0.006612176541239023 -0.007162617985159159 -0.0025819139555096626 0.008346066810190678 0.003079031128436327 -0.0062303077429533005 0.005834678187966347 -0.011366613209247589 0.0020108309108763933 0.0019987900741398335 0.02562304399907589 -0.011442299000918865 -0.0006661200313828886 0.0008015802013687789 -0.008222217671573162 0.004028542432934046 -0.016540762037038803 0.028898170217871666 -0.022416723892092705 -0.02134336344897747 -0.0012427932815626264 0.014462846331298351 -0.011290928348898888 -0.03542089834809303 -0.00871073454618454 0.013547737151384354 -0.022499289363622665 -0.01725633628666401 -0.010534071363508701 -0.17647148668766022 0.001202370272949338 0.016444435343146324 -0.0466223806142807 0.019114075228571892 0.030934803187847137 0.018756289035081863 -0.0031960001215338707 -0.01709120348095894 -0.02142592892050743 0.013719750568270683 0.015357313677668571 -0.01455917302519083 -0.03005409613251686 -0.003601950593292713 0.014504129067063332 -0.024646010249853134 0.038640983402729034 0.021549778059124947 0.006082376930862665 0.03242099657654762 -0.037264879792928696 -0.0019299848936498165 -0.015990320593118668 0.014600456692278385 0.007258945144712925 -0.0032751259859651327 0.01605912670493126 -0.015756383538246155 -0.021618584170937538 0.005937885958701372 -0.007313989102840424 0.021054381504654884 -0.005277356132864952 0.0024477439001202583 0.01084369421005249 0.004654669668525457 0.00413863081485033 -0.015371073968708515 0.026600077748298645 0.0064436038956046104 0.0343475379049778 -0.0008910269243642688 0.015990320593118668 -0.014504129067063332 -0.0006424682214856148 -0.0037189193535596132 -0.010059315711259842 0.01502704806625843 -0.004943651147186756 0.006484887097030878 -0.015563729219138622 0.018315935507416725 0.009508874267339706 0.012756478041410446 0.012130350805819035 0.0015463961753994226 0.002891537034884095 0.00205899472348392 -0.016774699091911316 -0.016871027648448944 -0.00871073454618454 0.0034522991627454758 0.006674101110547781 0.005201670806854963 -0.0211782306432724 -0.010967543348670006 -0.0037361206486821175 -0.021756194531917572 0.0071557373739778996 -0.005597300361841917 -0.00880018062889576 -0.012660150416195393 -0.013933046720921993 0.023875392973423004 0.00760297104716301 -0.016072887927293777 0.016939831897616386 0.0004541141097433865 0.002920779399573803 0.002874335739761591 0.02867799438536167 0.008187814615666866 0.008229098282754421 0.012061545625329018 -0.004919569473713636 -0.004262479953467846 -0.0020572745706886053 -0.01999478228390217 0.0036982777528464794 0.03132011368870735 -0.03754010051488876 0.00990106351673603 -0.010203806683421135 0.018494829535484314 0.024728577584028244 0.01871500536799431 -0.007162617985159159 0.015109614469110966 0.00016244470316451043 -0.01131844986230135 0.0024271022994071245 -0.0007387954974547029 0.020531462505459785 0.035641077905893326 -0.003987259231507778 0.02032504603266716 0.018907660618424416 0.058016516268253326 -0.021632345393300056 -0.0022103660739958286 0.004923009779304266 0.02562304399907589 0.02416437491774559 -0.018315935507416725 0.028044985607266426 -0.012536301277577877 -0.009674006141722202 0.010884977877140045 -0.025251496583223343 0.03751257807016373 -0.007004365790635347 0.011841368861496449 -0.0002556541876401752 -0.011352852918207645 -0.008174053393304348 -0.12484009563922882 -0.010919380001723766 -0.007430958095937967 0.050613079220056534 -0.02365521714091301 0.013747272081673145 -0.006295672617852688 0.038228150457143784 -0.04067761451005936 0.033604443073272705 0.010547831654548645 0.00390813359990716 -0.006457365117967129 0.004155831877142191 0.013141786679625511 -0.022347917780280113 -0.01996725983917713 0.009295578114688396 -0.011724400334060192 0.031815510243177414 0.026448706164956093 0.004062945023179054 -4.5234020944917575e-05 -0.007396555505692959 -0.01221291720867157 -0.004272800870239735 -0.03162285313010216 0.029311001300811768 0.011552387848496437 0.03228338435292244 0.032503560185432434 -0.02519645169377327 0.013864241540431976 -0.013561498373746872 -0.018494829535484314 -0.014916960150003433 -0.01743522845208645 -0.006460804957896471 0.011449179612100124 -0.03415488451719284 -0.005026217550039291 0.0028554145246744156 0.01361654233187437 -0.016774699091911316 -0.006636258214712143 -0.0021054381504654884 -0.002845093607902527 0.015164658427238464 -0.012887207791209221 -0.018123280256986618 -0.0370447002351284 -0.03492550179362297 -0.023861631751060486 0.020779160782694817 -0.006773868575692177 -0.005194790195673704 0.005456249695271254 0.01604536548256874 -0.026778971776366234 -0.0009452109807170928 -0.000466585042886436 0.01871500536799431 -0.02058650553226471 0.01860491745173931 0.0011765683302655816 -0.000623116793576628 -0.03597133979201317 -0.01894894242286682 -0.008194695226848125 -0.015164658427238464 -0.006226867437362671 0.021219514310359955 0.00435536727309227 0.017985669896006584 -0.02688905969262123 -0.00311859417706728 -0.031457722187042236 -0.007561687845736742 0.002482146490365267 -0.006309433840215206 -0.01272895559668541 -0.01724257506430149 -0.0030343078542500734 -0.024921230971813202 0.009089162573218346 0.010196926072239876 -0.011910174041986465 -0.026531271636486053 -0.012144112028181553 -0.019182881340384483 -0.00620966637507081 0.02271946705877781 0.004919569473713636 -0.006158062256872654 -0.005793394986540079 0.013169309124350548 -0.020971814170479774 -0.0017803336959332228 0.03178798779845238 0.005373683758080006 -0.013121145777404308 -0.010926260612905025 -0.054961565881967545 0.023256147280335426 0.0031134337186813354 -0.007238303776830435 0.021123185753822327 -0.012949132360517979 0.003663875162601471 0.0027883294969797134 0.007830028422176838 -0.005731470417231321 -0.028375251218676567 0.01956818997859955 0.009529516100883484 -0.004324404522776604 -0.021136946976184845 -0.012839044444262981 0.042053718119859695 -0.01681598275899887 0.030384361743927002 0.010513429529964924 -0.008951552212238312 0.003949416801333427 0.043402299284935 0.00939190573990345 -0.02298092655837536 -0.015384835191071033 0.00040229520527645946 0.009302458725869656 0.005088142119348049 -0.011194600723683834 -0.006976843811571598 0.004885166883468628 -0.017903104424476624 0.02460472844541073 -0.008600645698606968 -0.015522445552051067 0.010348296724259853 0.02818259596824646 0.015935277566313744 0.03305400162935257 -0.028650471940636635 -0.032998956739902496 -0.002363457577303052 -0.0007744881440885365 -0.034209929406642914 -0.012323005124926567 0.0024632250424474478 -0.011923935264348984 0.008731375448405743 -0.003213201416656375 0.025664327666163445 0.006168383173644543 -0.007197020575404167 -0.028622949495911598 0.00599981052801013 0.009708409197628498 0.0041455114260315895 -0.012247319333255291 0.005972288548946381 -0.02742573991417885 0.025760654360055923 0.0014053455088287592 0.024577206000685692 0.008270381018519402 -0.004854204598814249 -0.005483771674335003 -0.02022871933877468 0.0017803336959332228 0.0023084133863449097 -0.02887064777314663 -0.011112034320831299 0.0037257997319102287 0.013279397040605545 0.022100219503045082 0.020270003005862236 -0.010107479058206081 -0.005167268216609955 0.01579766720533371 0.004124869592487812 0.027109235525131226 0.0038771710824221373 9.788609895622358e-05 -0.009130445308983326 0.013004176318645477 0.02715051919221878 0.00858688447624445 -0.001768292742781341 0.014173864386975765 -0.007960758171975613 0.007912593893706799 0.00392877496778965 0.027618393301963806 0.016857266426086426 0.015508684329688549 -0.03409983962774277 0.023765305057168007 -0.010816172696650028 0.014105059206485748 0.010527190752327442 0.01903150975704193 0.003595069982111454 0.011229002848267555 -0.004578983876854181 -0.02339375764131546 -0.024494638666510582 0.015467401593923569 -0.010520310141146183 -0.02193508669734001 0.0005685026990249753 0.015178419649600983 0.003601950593292713 -0.019444340839982033 0.0027195243164896965 0.003390374593436718 0.0022103660739958286 0.018260890617966652 -0.010217566974461079 -0.0045308200642466545 -0.028898170217871666 -0.000471745413960889 0.011242764070630074 0.001689166878350079 0.04720034450292587 0.00597572885453701 0.011497342959046364 0.05468634516000748 0.02715051919221878 -0.018467307090759277 0.030164185911417007 -0.0033267298713326454 0.009887302294373512 -0.002999905264005065 0.006636258214712143 -0.016595806926488876 -0.018563633784651756 -0.022829554975032806 0.027122996747493744 -0.008875866420567036 -0.02082044444978237 0.09819873422384262 0.02254057303071022 -0.012914730235934258 0.011442299000918865 -0.03162285313010216 0.020132392644882202 0.00938502512872219 0.015233463607728481 -0.014015612192451954 -0.015288508497178555 0.006402320694178343 -0.010479027405381203 -0.015618773177266121 -0.02031128481030464 -0.014738067053258419 -0.00870385393500328 -0.011036348529160023 0.03098984807729721 -0.02150849439203739 -0.006935561075806618 0.020297523587942123 0.0045927450992167 0.027136757969856262 0.0327787809073925 -0.028058746829628944 -0.011160197667777538 -0.004417291842401028 -0.01157302875071764 -0.007781864609569311 -0.03473284840583801 0.01743522845208645 -0.009157967753708363 -0.041613366454839706 -0.014545412734150887 0.007692417595535517 0.007258945144712925 0.0046237073838710785 -0.00691491924226284 0.0005194789846427739 0.019747082144021988 -0.0020366329699754715 0.027700960636138916 -0.031292591243982315 -0.02818259596824646 -0.006653459742665291 0.008862105198204517 -0.009233653545379639 -0.027797287330031395 0.0007086932309903204


