Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 3.019 17.64 16378.472 0.9921169877041749 0.002968715403447786 -0.18966272914252763 174.74346923828125 5042.878 0.9923699911787366 0.0027317681503188714 -0.2735126509518763 177.61285400390625 True 0 100 10.04 15.94 3091.4573 0.9907007750352846 0.012979702250593321 -0.2676883183975026 3.832418918609619 1256.6882 0.9910504699875051 0.011740002485436421 -0.36191456759635104 3.652557849884033 True 0 200 9.899 15.45 3610.2083 0.9920665254602622 0.011424432915829327 0.3951680800081725 4.813846588134766 2588.3655 0.9927249408164648 0.01155130758085996 0.48130309434951696 4.394656181335449 False 0 300 9.328 15.66 2096.6924 0.9885429729087396 0.02327224664156099 -0.3748048971987388 5.531254768371582 1028.3387 0.9887920206345474 0.02240039938196418 -0.4683959040867054 5.0890631675720215 True 0 400 9.741 15.87 1316.2074 0.9877895536957912 0.03065569662086039 -0.31067637090014194 4.403189182281494 949.27203 0.9885793582407212 0.029187643175183138 -0.4100780683633715 4.08175802230835 True 1 500 10.69 15.89 1177.7123 0.9866827918362605 0.0327326398137264 0.31918538021982285 3.5601253509521484 907.86584 0.987763844396773 0.02924353775108985 0.4055356210950835 3.3163270950317383 True 1 600 10.18 15.92 1116.5533 0.9854365637219318 0.03555074617265708 0.36033994649442525 3.39408802986145 897.3112 0.9869508589635859 0.030533328814430813 0.44569725953509676 3.0899887084960938 True 1 700 10.84 15.8 1081.1805 0.9836241443881618 0.03813779069770068 0.35926717465870384 3.4187562465667725 874.52606 0.985568538695327 0.03149006924728087 0.44654536811090684 3.0770280361175537 True 1 800 10.85 15.85 1048.3632 0.9833840274515574 0.04212142219649956 0.35606345414908624 3.358804702758789 876.7417 0.9850940670471557 0.03692809262223623 0.4438522824020321 3.031111240386963 True 1 900 9.887 16.51 1089.4061 0.9831158055690906 0.04602030449186936 0.35727088305078636 3.395995855331421 870.5495 0.9842855760305461 0.042476839610106995 0.44521288857328617 3.0438292026519775 True 2 1000 9.942 16.15 1311.0974 0.9876048252135473 0.023704163004105792 0.25092175860717625 3.9272611141204834 1114.9843 0.9890491293403995 0.02103475655229233 0.3403546046199624 3.6320295333862305 False 2 1100 10.08 16.2 1181.4803 0.9801362652275751 0.04250046771518897 0.348741812265055 3.4381604194641113 885.977 0.9825565330836805 0.03684543492049267 0.4418305748476906 3.131349802017212 False 2 1200 9.594 16.4 1016.3236 0.9796183623872258 0.051383348042539516 0.3613022079975382 3.396392822265625 820.7827 0.981851491226101 0.044302411456445305 0.450582520300225 3.0916590690612793 True 2 1300 10.08 17.01 1105.3276 0.9802634927193689 0.053599425665971326 0.32088014283209215 4.254880905151367 818.0147 0.9821886256189031 0.04707764567421162 0.39924376715261156 3.8664865493774414 False 2 1400 9.807 15.85 1034.3011 0.9760459218326223 0.05447669987800288 0.3599631741487904 3.3059489727020264 809.36346 0.9799081838560232 0.04442333184408437 0.4480168600707935 2.924690008163452 True 3 1500 10.25 21.86 1087.0034 0.9774913278033347 0.056230294887966874 0.3628167501641249 3.3567798137664795 822.5225 0.9810160899461915 0.045785890574978116 0.44964197271414263 2.977992296218872 False 3 1600 10.02 15.91 1074.3032 0.9812251919274243 0.043677748578721726 0.38425916395639115 3.262735605239868 872.96063 0.9835803957069231 0.03693934621244232 0.4672604693004915 2.9135968685150146 False 3 1700 10.01 16.05 1611.172 0.9820256008397241 0.0329136228788636 0.3787243988166573 3.9455769062042236 1000.35474 0.9837743812651766 0.027439066055772787 0.45266516733276424 3.6063108444213867 False 3 1800 10.72 16.03 1255.7052 0.9818522579393412 0.041405874223915874 0.3822431033102456 3.2487294673919678 895.0402 0.984519526020386 0.03416334817111656 0.4662439388128322 2.8861024379730225 False 4 1900 9.799 16.4 1074.6906 0.983288270995469 0.03810242206119356 0.36287807275778755 3.442305326461792 940.4749 0.9859805450781628 0.03068758162392743 0.44282766364050213 3.180649518966675 False 4 2000 9.736 15.97 1583.7256 0.9859962624458835 0.022372495756842057 0.38223461187661345 3.626847982406616 1391.9905 0.9881034601978923 0.01913470436186345 0.4609036643237451 3.356546640396118 False 4 2100 9.796 15.98 996.11896 0.9774196997009292 0.05397076803988856 0.3791421975437203 3.23002552986145 849.5531 0.9811403272258682 0.0438436805974701 0.4586662330816601 2.837527275085449 False 4 2200 9.73 15.94 926.09186 0.9727230970495435 0.0709021650126968 0.3813373487912905 3.244814395904541 773.0104 0.9768372865564094 0.05972078990984361 0.4592448936870663 2.8878393173217773 True 4 2300 11.05 15.99 1458.3759 0.9724153539019839 0.06844389342356601 0.388959775414314 3.5945205688476562 771.29846 0.9771304733253339 0.05684505276864884 0.4635831803118431 3.196655750274658 False 5 2400 9.444 15.96 1042.4519 0.9759531440591105 0.06415450289442343 0.39071386816615916 3.21167254447937 775.7558 0.9793596292655699 0.054518121353910154 0.4704973498433917 2.844898223876953 True 5 2500 10.16 16.45 1075.1869 0.9743049583046879 0.054859724772441 0.40185583671344494 3.206071615219116 854.79034 0.9792269061848234 0.04356945212636243 0.47455473611153876 2.84765887260437 False 5 2600 9.731 21.61 1055.3956 0.9682150869146441 0.07177216200908233 0.41591953990661523 3.1399974822998047 773.7053 0.9729922795758993 0.0602299723759899 0.4873328597779823 2.759155750274658 True 5 2700 10.05 16.08 1517.7294 0.9845365137259446 0.028008028250894268 0.4064382280256356 3.1804139614105225 1442.0353 0.9866982840350106 0.02462165700958671 0.4777249672133054 2.8033132553100586 False 5 2800 9.68 16.49 934.47516 0.9685215355263436 0.0765214521699127 0.40248866955438944 3.1911628246307373 736.31635 0.9733285906031254 0.06483851819157711 0.47874235255699615 2.836634397506714 True 6 2900 10.2 17.44 818.36774 0.973716189965558 0.06348615355085913 0.41372648001824475 3.153029441833496 797.7366 0.9785334350274858 0.0505950784626421 0.48527897791638935 2.781061887741089 False 6 3000 9.82 15.72 758.27277 0.9671321011842952 0.08166087966793532 0.41669695873431056 3.144984245300293 737.4937 0.9731639132539668 0.06623185439662536 0.48644225545826025 2.795090675354004 True 6 3100 10.09 15.77 914.3028 0.9750504431310476 0.06650887865464863 0.4136934327195438 3.172995090484619 810.13165 0.9778738587147733 0.057376888836262706 0.48090232746377437 2.8401079177856445 False 6 3200 9.62 21.48 983.84015 0.9731268082208082 0.06934215158534549 0.42748285884835013 3.278768301010132 769.25336 0.978040764028294 0.056284278918446534 0.49323673644728827 2.905362844467163 False 6 3300 9.872 15.94 895.03937 0.9775568098641133 0.06158991228353365 0.4332318553042896 3.099092721939087 799.4516 0.9817051300616197 0.048179601731018644 0.5011168861177335 2.7352283000946045 False 7 3400 9.777 16.43 871.33026 0.9654366687504762 0.08548056743265274 0.4462170419478349 3.161123752593994 709.54663 0.9714704326927655 0.07078660746553146 0.5064810187853821 2.7905914783477783 True 7 3500 10.08 19.02 851.90686 0.9679569253824075 0.07822380487704235 0.4614086823415086 3.0551986694335938 734.09955 0.9746527761961408 0.06189224904620144 0.5223885127400261 2.691629409790039 False 7 3600 10.47 15.86 757.07556 0.9681763647073556 0.07372088786965633 0.464692531434721 3.1380960941314697 759.9856 0.9751279272980734 0.057329201094422896 0.5196135337172737 2.7777416706085205 False 7 3700 9.926 15.85 676.73035 0.9629799097129091 0.08361971098155543 0.45266801709604765 3.0336508750915527 716.45575 0.971021250235308 0.06679101817050777 0.5162883430716427 2.6797099113464355 True 8 3800 10.05 19.36 660.11804 0.9617273852375747 0.08925351073888747 0.47885142309541195 3.019378900527954 704.5616 0.9701232889438529 0.0694247634991594 0.5388860929586881 2.659449815750122 True 8 3900 10.01 15.59 825.8242 0.9606349656220993 0.09376113302125715 0.47129661721312555 2.981947183609009 691.28094 0.969016238706175 0.07329821169527395 0.5317070189657573 2.6280672550201416 True 8 4000 10.86 15.92 724.38574 0.9588396491460817 0.09626557476882051 0.4842567574126376 2.958427906036377 672.3727 0.9671378603609393 0.07735034121499319 0.5406554647483391 2.642162799835205 True 8 4100 10.09 18.65 638.6172 0.9627158493772042 0.08900903930269743 0.48259908746775465 2.9242806434631348 714.81067 0.970893378476332 0.07039384671427308 0.5430703952815794 2.5796148777008057 False 8 4200 9.781 18.54 875.44336 0.963462647691723 0.09045216011930526 0.49012679855605595 2.975769281387329 692.5762 0.9708617353009336 0.07281715121514332 0.5514183021135468 2.6387531757354736 False 9 4300 9.832 16.3 865.72626 0.9630182890466285 0.09675774663810463 0.4975832339737275 3.1414597034454346 679.7571 0.970942239505773 0.07539148543919562 0.5559482021178556 2.769862651824951 False 9 4400 10.5 15.84 918.7983 0.9758398665504745 0.07863326287951249 0.4324298367959715 3.473159074783325 748.4922 0.9800614612703117 0.06281469606357598 0.5118985825848607 3.165788412094116 False 9 4500 9.678 17.87 710.90656 0.9609762036216452 0.09572600850785895 0.456618865327671 3.0350189208984375 668.5148 0.9691985865500892 0.0755912043121958 0.526851281409811 2.650428295135498 True 9 4600 10.7 15.57 698.9163 0.9573717501278829 0.10356185132955782 0.47302873697297865 2.931201934814453 648.5744 0.9658922623774248 0.08290508785440308 0.5421573513189226 2.538043975830078 True 9 4700 10.19 16.78 652.08624 0.95738617331433 0.100019557691972 0.47671012538163193 3.107597589492798 661.90375 0.9680608284062818 0.07612331016101162 0.543431130586667 2.72092866897583 False 10 4800 9.687 17.68 771.31757 0.9645854098812953 0.09757505675626846 0.5003168612208154 2.8772988319396973 671.14575 0.9720262867515862 0.07684833049817168 0.5618206480836747 2.511605739593506 False 10 4900 9.714 15.92 720.2481 0.9542855035273194 0.10628903934874365 0.49850299089888733 2.956317186355591 637.93787 0.9642975569136969 0.08268313385001462 0.5593754246298943 2.600170850753784 True 10 5000 10.09 15.72 751.84454 0.9594809478937992 0.0992869507075545 0.4720856948513351 2.9833436012268066 659.6776 0.9681863526038709 0.07620977743231372 0.5322767117103805 2.6419942378997803 False 10 5100 9.688 18.47 676.93774 0.9611958552192033 0.10828936584861018 0.49543213432368705 3.0854501724243164 661.7056 0.9696258579069283 0.08363088108691016 0.5560460516234704 2.7092580795288086 False 10 5200 9.933 16.82 924.70996 0.9561450671280138 0.10925653614980732 0.5086320824300825 3.1503169536590576 645.9288 0.9664699211689324 0.08300818129111276 0.5675292445209117 2.803457498550415 False 11 5300 9.733 15.88 738.599 0.9698192542854567 0.09545016044259556 0.40182005655351805 3.6464710235595703 728.3038 0.9750015115661209 0.07553143474432278 0.4624777351323773 3.3651795387268066 False 11 5400 9.68 15.89 670.67596 0.9619577698311619 0.09935320441038449 0.44427980567393804 3.0616557598114014 682.90216 0.9696045789186799 0.07840148866661711 0.511875267336897 2.6871893405914307 False 11 5500 10.32 15.71 657.9263 0.9628682499014873 0.10082635073342229 0.4681283798918521 3.0537211894989014 664.9475 0.9702075149053914 0.08156531447505315 0.5290187830421861 2.7112343311309814 False 11 5600 9.793 15.9 668.177 0.9600804081016238 0.08955537934915231 0.4904047352074705 2.928287982940674 700.0909 0.9704341948070412 0.06602766740382347 0.5497632700680914 2.5759217739105225 False 12 5700 9.481 16.64 837.32904 0.9611107906603433 0.10395217083396899 0.5115142909342252 2.9991872310638428 656.2803 0.970153179007629 0.079990066441607 0.572789055965888 2.6299855709075928 False 12 5800 9.621 15.98 706.979 0.954076778184537 0.10907105365882255 0.5176294949008459 2.960766553878784 657.5848 0.9662329943722064 0.08124419505851159 0.5714062076228876 2.612703561782837 False 12 5900 9.185 15.97 648.8979 0.9617821633161883 0.10404050125414428 0.44465722401746904 3.391650438308716 682.4272 0.9696836110883915 0.08129717701708568 0.5062546822388624 3.0036165714263916 False 12 6000 9.646 15.65 541.6035 0.9528215515913421 0.11520222896278634 0.4749940971727144 2.9350926876068115 635.2665 0.9638129565259601 0.08806512962626803 0.5384253646953095 2.575507879257202 True 12 6100 10.2 16.03 577.7225 0.9582435102984161 0.10372529191442406 0.45674479445936816 3.027712106704712 667.71686 0.9678897784829765 0.07893963586490328 0.5230320155487633 2.67120099067688 False 13 6200 10.24 15.78 552.96277 0.9522583521088981 0.10883716696309287 0.4845861344164805 3.1684725284576416 650.5707 0.964449169573313 0.08138487345177481 0.5465761402085569 2.7851808071136475 False 13 6300 9.66 17.7 690.3485 0.9640562377177859 0.10749287453687328 0.4843482687233985 2.9681203365325928 661.6884 0.9713463219634907 0.08444316064470708 0.55322150006341 2.601071834564209 False 13 6400 9.674 35.0 584.9453 0.957218526592171 0.11453970326060542 0.4849408287499798 2.945573568344116 636.5657 0.9672077430110675 0.08804883641836903 0.5530228077586898 2.5424695014953613 True 13 6500 10.66 15.9 537.7306 0.9510887815478271 0.11679602690227131 0.5077126863315378 2.852667808532715 640.09326 0.9651534986927834 0.08524987950082387 0.5713605457338005 2.4898035526275635 True 13 6600 10.1 16.83 567.3852 0.9455501229483577 0.12420300388231764 0.5126559307113044 2.840217351913452 619.81226 0.9607186952062196 0.09144964482437452 0.5736817453600414 2.4867122173309326 True 14 6700 10.11 16.82 585.5919 0.9465694982658206 0.12745926616211328 0.5172192546283342 2.954871892929077 619.917 0.9621737272180056 0.0926757550300081 0.5744330705047456 2.5822031497955322 False 14 6800 9.574 16.2 652.4058 0.9439872923330037 0.12673684984342887 0.5224009568673269 2.77113676071167 613.1147 0.9610088853984992 0.09077524388793821 0.5799961095187456 2.429102897644043 True 14 6900 11.46 15.92 649.3404 0.9461387152025744 0.12570671964139138 0.5236953908172371 2.9361751079559326 613.354 0.9616639402602241 0.09158190279796596 0.5790861081751062 2.577421188354492 False 14 7000 9.554 16.01 618.819 0.9480275195605138 0.12932329642026358 0.5269222804923731 2.7298309803009033 617.21436 0.9632522790802269 0.09314062550456319 0.58302106998368 2.3723490238189697 True 15 7100 10.19 15.72 645.70795 0.9538234255422303 0.11395172757282793 0.5012202352698648 2.9485347270965576 677.1883 0.9667082804224253 0.08324328837798373 0.5532616987720067 2.6397151947021484 False 15 7200 10.02 16.8 672.04767 0.9548302337867808 0.11108958022473338 0.5098155975927554 2.8386900424957275 663.0882 0.9678438361877671 0.08097015872877598 0.5644120904093853 2.5070393085479736 False 15 7300 9.754 16.34 640.6762 0.9464787314754773 0.12800626429367143 0.5220721262434308 2.8638060092926025 623.3446 0.9624323612336926 0.09305902851300647 0.5746952737711711 2.5152626037597656 False 15 7400 9.523 16.07 625.1428 0.9551239254371632 0.12083838274287435 0.5212493452898179 2.7961084842681885 648.5713 0.9686134734768493 0.08580385063987177 0.576732265230816 2.4679603576660156 False 15 7500 9.653 15.69 530.8765 0.9515047814505633 0.12768993670530418 0.521100784328506 2.748993396759033 632.707 0.9660820456123784 0.09097317431251101 0.5775723293633216 2.394263505935669 False 16 7600 9.636 17.64 522.72437 0.9454645168851917 0.1325625392739429 0.543753122862708 2.810896158218384 621.60205 0.9631903834950285 0.09218824617798609 0.5975136812028772 2.478851556777954 False 16 7700 9.771 15.84 586.7364 0.9427197112872329 0.12962028557185495 0.5388695618066548 2.9185702800750732 613.85016 0.9591141975708238 0.09359537857376032 0.5912740366014059 2.591372489929199 False 16 7800 10.1 15.9 541.4795 0.9475161505739907 0.1292621378529509 0.5257204364888419 2.7405080795288086 625.60266 0.9624708558093654 0.09263094746135861 0.5835891781906919 2.379211187362671 False 16 7900 9.466 15.95 515.53656 0.9415376360435833 0.1377931411409818 0.5361965240011793 2.701188087463379 600.11176 0.9599422350986312 0.09681268603949758 0.5896570300948013 2.358398914337158 True 16 8000 9.556 17.23 518.0057 0.9388904725872765 0.14089311352319453 0.5485745672253115 2.683974504470825 598.57135 0.9592027016280583 0.09634976787775706 0.5991425896818293 2.3776657581329346 False 17 8100 9.193 15.76 505.7194 0.9419751403950439 0.14359599353883407 0.5542879202919413 2.6500046253204346 592.65283 0.9607859294190302 0.1003938743408008 0.6038970525868059 2.3392908573150635 True 17 8200 9.881 16.21 596.99646 0.9372999106256975 0.14404177614949054 0.540566547569418 2.673150062561035 600.3157 0.9571134892839126 0.09936393665993291 0.5915156362052949 2.341979742050171 False 17 8300 9.526 17.11 573.50183 0.9446033061829179 0.1313203013686434 0.5317256077673972 2.8688008785247803 622.53485 0.9611034072190164 0.09232707476957078 0.5839976098730959 2.5286595821380615 False 17 8400 9.721 15.68 650.3483 0.9432867475977101 0.12905423063464502 0.5013381388502998 2.832103967666626 629.08026 0.9601878451631097 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0.09471408582768479 0.5930925462955053 2.353703498840332 False 19 9000 9.656 17.96 562.99884 0.9446275620269646 0.1417961706027913 0.5512543558964145 2.7539479732513428 611.9116 0.9640285712533468 0.09447937149065005 0.5987925730406397 2.432422399520874 False 19 9100 9.147 15.81 524.68585 0.9484026821425535 0.13286443616717264 0.5510293216632377 2.755056381225586 615.06177 0.9636053140511559 0.09461748184737458 0.59862979247929 2.452657461166382 False 19 9200 9.592 15.82 560.7303 0.9520976241515566 0.12434798978835235 0.5213267829720367 2.820178985595703 654.93005 0.968031314049392 0.08372494264113424 0.5748781383493349 2.490243911743164 False 19 9300 9.533 19.54 525.9596 0.9452026921331811 0.14355562942499894 0.5452418240344477 2.7779550552368164 607.2038 0.9635107009824755 0.09750849123359073 0.5961937894220218 2.447183132171631 False 19 9400 9.928 15.83 503.69104 0.9382673203530775 0.14502856545252102 0.5514313975691019 2.727257490158081 611.4357 0.9607815140837891 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0.10011673614073817 0.5985289221462062 2.410950183868408 False 21 10000 9.521 15.81 492.00946 0.9387127361165168 0.15057183031390753 0.5641482391625791 2.6141161918640137 610.5399 0.9619737108895903 0.09638992028641805 0.6063844314112481 2.3202641010284424 False 21 10100 9.926 16.09 485.22183 0.933035267120936 0.16437578464566874 0.5498937180175534 2.632761240005493 581.13135 0.9569790505255882 0.1075013907594137 0.5951491705187353 2.3156254291534424 True 21 10200 9.889 15.46 509.84818 0.9436970784234547 0.14122672859200797 0.5458822036004988 2.7194557189941406 608.37463 0.962347832926358 0.0956838513779177 0.5900695515728182 2.423527717590332 False 21 10300 9.654 16.07 512.5359 0.9399942508886814 0.14351925754266176 0.558063084190248 2.612295627593994 595.68195 0.9611314854130782 0.09472312659505734 0.6018650203084923 2.3147013187408447 False 21 10400 9.732 16.83 528.05396 0.9492725360212224 0.15019353982544678 0.549765573184432 2.683032989501953 597.2103 0.9655892591792636 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0.10791237803110322 0.6117535990532801 2.2683844566345215 False 27 13000 9.699 15.85 518.84705 0.9212376860163043 0.17855227277815083 0.5797493919030752 2.5768508911132812 565.15356 0.9535821796747582 0.10817362601709986 0.612539597644263 2.3220880031585693 True 27 13100 9.842 15.88 485.56723 0.9294128364117142 0.17840054036764538 0.5740805215362331 2.646249532699585 582.6935 0.9584970303875223 0.10687299441423116 0.6065671351398395 2.374715566635132 False 27 13200 9.017 15.87 513.9086 0.9322728708766448 0.15996115859579213 0.5557543885913215 3.7598414421081543 619.65063 0.9617538342410219 0.08961716632468308 0.5966989234199442 3.4012722969055176 False 28 13300 9.417 16.03 552.3134 0.9461055292676266 0.16158755173709796 0.5605776405476095 2.8587887287139893 607.3194 0.9657765118211604 0.09995315249201035 0.6027876431191372 2.585334539413452 False 28 13400 9.535 16.04 457.44467 0.9301867263920471 0.1737022456458983 0.5549287498522751 2.6887221336364746 572.38226 0.9575380713587259 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0.6091361583297344 2.3571372032165527 False 31 15000 9.504 17.21 398.92987 0.9245671504374982 0.1948954834841777 0.592300364145897 2.4628891944885254 580.27 0.9575532852429725 0.10910919492588109 0.6106065684638663 2.2611429691314697 False 31 15100 9.586 16.13 474.72037 0.9154810291525758 0.19234933438894675 0.6014381889044591 2.4725959300994873 577.79285 0.9532924988232551 0.10666493454857019 0.6174517046937067 2.2925329208374023 False 32 15200 10.38 15.8 456.84692 0.9372921639500064 0.17483595589132364 0.5847646032519098 2.572540283203125 611.7631 0.9632654580882845 0.10011254151964592 0.6088126453132643 2.3601152896881104 False 32 15300 9.514 18.43 432.05768 0.9174491034422333 0.19363113601459048 0.5926550566668837 2.9182333946228027 572.52094 0.9539922787352408 0.10812749235066182 0.610096082516086 2.703888177871704 False 32 15400 9.637 17.95 452.9464 0.9098007933399593 0.2000178827540676 0.6026418754645907 2.453484058380127 568.13586 0.9508294847701845 0.10959460506824771 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