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 2.064 33.25 447748.12 0.9229254153148608 0.007317758759733673 0.018912864939575533 22.022266387939453 377216.9 inf -0.000460974441413732 -0.08182318600094962 29.205047607421875 True 0 100 10.39 30.47 59857.26 0.9041525906482123 0.06636993793180412 -0.05167805217970994 50.3648567199707 52325.516 0.9137590090886032 0.05308550096222046 -0.11550592918237972 46.647064208984375 True 0 200 11.52 38.04 29657.736 0.8837509098420737 0.10152078638235758 -0.030330797252175527 34.509613037109375 27465.2 0.8928063601700273 0.08704929609412665 -0.06158553991669595 31.994400024414062 True 0 300 12.48 64.43 48891.27 0.9033978941897683 0.05863970962483635 -0.10675885299906566 47.89976119995117 45416.805 0.9043726765431195 0.06290987304562606 -0.14094095923308242 44.3578987121582 False 0 400 12.63 70.74 28270.465 0.8702345728104569 0.13893235237938573 -0.05767278179820957 3.877046585083008 26517.021 0.877803925593734 0.12770576683898166 -0.06203530050919348 5.666476726531982 True 0 500 19.07 70.23 56303.55 0.8888680274597194 0.10945485465499981 -0.15142395725799176 3.4377031326293945 48727.0 0.9006942701040788 0.09277315669314631 -0.049505688234702215 5.215204238891602 False 0 600 12.63 67.68 28838.53 0.8697293004872138 0.12080297760290269 -0.09407138379637674 6.941339015960693 27481.404 0.8819208196415347 0.10272989288328702 -0.029184954592392846 7.833822727203369 False 0 700 12.84 60.88 24778.799 0.8481231131036684 0.1823216436347744 -0.09346521519224935 3.0985186100006104 24223.512 0.8582260058199621 0.16705823937907932 -0.0363276037972444 5.783792495727539 True 0 800 15.45 120.8 28635.697 0.8721894321270877 0.12378007944780273 -0.09505649154430189 7.680479049682617 27391.727 0.8844784478397464 0.10469605038199752 -0.04720099606600811 8.445832252502441 False 1 900 9.851 52.27 24614.303 0.8595213144104041 0.15976617555902103 -0.11789173989896513 5.768682479858398 24046.12 0.8717111789443132 0.13798324647619506 -0.04783011494384079 6.9098591804504395 True 1 1000 17.53 78.36 23386.34 0.8380378348216279 0.2185605888663949 -0.13627253305058662 3.984936475753784 23456.988 0.8484651123815277 0.20150880456064316 -0.03689191334919444 5.611904621124268 True 1 1100 14.59 67.2 27408.69 0.8675968540502937 0.14135447393985193 -0.10025783317026161 6.8244476318359375 25597.664 0.8803692978337273 0.11832994893558108 -0.06652201936586237 7.889196395874023 False 1 1200 16.99 68.96 22149.086 0.837113266326488 0.21346148073270513 -0.09852878189162996 3.9142704010009766 21695.492 0.8497157495169413 0.18914146491209607 -0.057875505322667824 6.0722150802612305 True 1 1300 15.55 62.39 23106.588 0.8217217261108918 0.237527068074721 -0.09453378259803784 4.099019527435303 21454.215 0.8333324155725418 0.21795329901213806 -0.05277588400180848 5.860326290130615 True 1 1400 16.33 70.04 21293.281 0.8418025461692872 0.1938488374760265 -0.06388309254259236 4.769099235534668 22065.545 0.8564911629985141 0.16626911792828167 -0.04511520143849227 6.234168529510498 False 1 1500 13.97 62.88 28336.477 0.8650106954999066 0.1360173505258832 -0.07503201089854472 18.130573272705078 28618.719 0.8703178515811246 0.13236848463318898 -0.0075904986343687 17.315526962280273 False 1 1600 15.9 68.97 21543.545 0.8383664237987193 0.21124867217039345 -0.1191355296791386 4.529861927032471 23198.719 0.8488513239875304 0.1937984761556573 0.06844955439774679 5.814494609832764 False 1 1700 13.25 59.09 17972.322 0.8061911266048702 0.26316151708416424 -0.0906596837171614 2.7847979068756104 19489.613 0.8242134606320152 0.2311567364549734 0.011033455525628186 5.323855400085449 True 2 1800 13.58 68.38 17704.814 0.8008031490370207 0.27877564211319517 -0.08777954601289335 2.5322275161743164 19153.94 0.8171839960791657 0.25054404777412903 -0.018425471018491242 5.28503942489624 True 2 1900 13.3 62.75 20577.018 0.8377110526583688 0.20164756387704402 -0.09655975888406156 5.366495609283447 21360.521 0.853568790254807 0.17157273585113916 -0.0505478042287443 6.770387649536133 False 2 2000 15.45 76.31 17861.65 0.8026625509274755 0.27734230257532344 -0.08612437877607564 2.6342313289642334 19400.613 0.8189819375344444 0.24772658462631097 -0.049812297745463946 5.113936424255371 False 2 2100 13.71 64.82 22942.666 0.8370087146558715 0.18368499440900804 -0.08525581900281098 2.5119683742523193 24983.45 0.855706622894734 0.15342849246737175 0.053614332213953696 4.873705863952637 False 2 2200 14.57 68.99 17912.14 0.806676978788424 0.26890197699424223 -0.08272031180115853 2.706531286239624 20365.787 0.8228197892039589 0.24047688394990252 0.004096127396900225 4.8407111167907715 False 2 2300 14.17 68.34 22201.148 0.8497432136477503 0.17636582770880196 0.02743668778307357 4.484017372131348 23399.705 0.8657893766286074 0.14728232566015562 0.11167568187823781 5.804078578948975 False 2 2400 13.21 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117.4 16517.273 0.781660474596013 0.3024507236130968 -0.0331358971601685 2.183905601501465 20100.594 0.8014400021023154 0.2668230016990158 0.09317968871761731 4.790018558502197 False 3 3000 8.868 53.67 18712.363 0.8116343065977745 0.27595032461221386 -0.04737523442145415 4.269428253173828 21442.865 0.8265802094074292 0.247065048532188 -0.03566517191328592 5.828607082366943 False 3 3100 15.75 72.86 16958.783 0.799883735079478 0.30642691825155294 -0.030391076363758377 5.022670269012451 18807.084 0.8168809496997833 0.2729914768391352 0.04960940110891184 6.252211093902588 False 3 3200 16.53 62.39 17611.818 0.8128087943697841 0.24945344204277797 -0.023658286141287385 2.30710768699646 21653.246 0.8270919320557027 0.22597119638478036 0.0784653731766339 4.623072624206543 False 3 3300 14.63 72.29 14496.1875 0.7737238640763028 0.32684171786298594 0.010726342891851167 2.2146730422973633 17731.453 0.7940610515263433 0.2894929526164832 0.12358792981194035 4.5542988777160645 True 3 3400 14.36 62.47 14943.678 0.778783885700585 0.3283655162752319 0.0030625335875609774 3.1017448902130127 18418.83 0.7988824500540032 0.28886820590737317 0.10079119891177184 4.89639949798584 False 3 3500 14.91 65.53 14026.251 0.7594133516418143 0.3438348050305214 -0.010925711348349482 2.162672281265259 17580.447 0.7821608153285314 0.3024690656947894 0.054610402928811495 5.003728866577148 True 4 3600 17.57 76.47 14436.864 0.762727392208603 0.33792187077428426 0.05848563961024476 2.049328088760376 18148.943 0.7845998474419036 0.29854099237462617 0.13415896607220482 4.7694525718688965 False 4 3700 12.1 65.62 15366.463 0.7760973376063672 0.32061420722744827 -0.004255862380858942 2.678582191467285 18007.188 0.7963148728868774 0.28306111239713116 0.043440786109610476 4.8211750984191895 False 4 3800 16.83 68.66 13608.97 0.7518784850791457 0.34757867375550794 0.09247941567902562 2.0582964420318604 16526.307 0.776941423300497 0.3031181603840857 0.13700583198941813 4.96281099319458 True 4 3900 15.72 211.1 13475.51 0.7512057844790776 0.3429187236328491 0.087488637060332 2.1577534675598145 16858.516 0.7765788535498173 0.29817704814882867 0.14448108046301097 5.163149833679199 False 4 4000 9.62 50.7 15390.835 0.7868746826911379 0.30512129609055616 0.12502712691358872 1.9737910032272339 21229.727 0.8076231608288773 0.26516962896618945 0.115463287444689 4.765922546386719 False 4 4100 11.67 65.59 13910.536 0.7616404288579787 0.3327692423233805 0.10134249628115675 2.020622968673706 17419.975 0.7852728165201985 0.29011439923679055 0.1336410710890222 4.916535377502441 False 4 4200 18.3 204.8 13469.122 0.7528045179590748 0.3483342974535092 0.0757591406938373 2.024522066116333 16282.063 0.7781869547071845 0.3013655379872138 0.11812604806238043 4.695520877838135 True 4 4300 10.22 49.26 14030.155 0.7575059761182626 0.3446576767021976 0.07613904232083345 2.0526316165924072 17409.709 0.7820017221669018 0.29951692060748014 0.12026345762637897 4.609624862670898 False 4 4400 15.22 67.52 13368.791 0.74671623298829 0.35067285876469917 0.05698614426775637 2.074096918106079 16411.338 0.7731705047795557 0.3029797455446069 0.12197188011216505 4.917473316192627 False 5 4500 16.66 68.05 14039.656 0.7645429194317075 0.3363479269887839 0.06441137584872464 2.230719804763794 17546.846 0.7885340040090918 0.2906589042859431 0.12373852230482663 4.545732021331787 False 5 4600 13.93 70.16 13464.018 0.7561100718290957 0.3451931439890839 0.09431286000907999 2.2923107147216797 16989.277 0.7820385321913306 0.29749007577412073 0.13675999476672343 5.510106086730957 False 5 4700 16.3 80.08 12940.797 0.74823678305611 0.3626803967937132 0.1255518423253793 2.044877529144287 16883.123 0.7757280700232821 0.3114503966947863 0.16123822077184502 4.519570350646973 False 5 4800 13.15 67.0 13296.741 0.7464230975437383 0.36298164698703644 0.11387825944811655 1.9841960668563843 17017.43 0.7742804842796625 0.310870078756274 0.11419098001369234 4.9537353515625 False 5 4900 14.76 69.14 12825.628 0.7403675002721921 0.36048953847161674 0.09095247391521223 3.021275758743286 16362.717 0.7698055176077674 0.307816076331284 0.15499765614389185 6.557703018188477 False 5 5000 16.04 74.37 12881.0625 0.76063612040616 0.3502204169079315 0.12603843705329235 2.016965866088867 19038.523 0.786905982085237 0.2987468310522058 0.16721909768540538 4.53879976272583 False 5 5100 11.41 105.5 12266.157 0.7466928759438376 0.37842188685276645 0.16028878658217777 2.651397228240967 16641.633 0.774821557501458 0.32190598144217464 0.20078679903468186 4.601014614105225 False 5 5200 9.843 51.86 12487.181 0.7481408698167409 0.3601004020364148 0.13024487615004568 1.961388349533081 16807.777 0.776043622360061 0.3079524389264068 0.14838168324265322 4.907366752624512 False 5 5300 13.04 86.06 12808.367 0.7497893225690617 0.3556672046675506 0.14803469060705682 1.9830528497695923 17439.7 0.7781029460103757 0.30088160783300916 0.1580546296660913 4.5562968254089355 False 6 5400 12.58 273.2 12321.975 0.7462835914023147 0.3734718540456154 0.1836474677751204 2.1451032161712646 16987.055 0.7749864716984354 0.3169231070350357 0.17873738582423415 4.468396186828613 False 6 5500 9.661 52.09 13749.372 0.7696682839947362 0.32855185002031323 0.1685385610258985 2.539452075958252 20851.738 0.7960010156716513 0.2746263954924316 0.19459477666180158 4.545362949371338 False 6 5600 17.66 65.69 11994.345 0.7461643143243155 0.37021383917746975 0.15089912591288412 1.9370243549346924 15745.728 0.7755787995133276 0.31118449225179257 0.17785175131121642 4.598681449890137 True 6 5700 17.66 64.62 11858.316 0.7419402460256296 0.3693301957189505 0.1480898985580828 1.970167636871338 16339.823 0.7720733232435114 0.30971822008502425 0.20629009208262838 4.850430965423584 False 6 5800 13.75 79.29 11339.179 0.7361033475784483 0.3865618054513107 0.20605091314746857 1.8731484413146973 16493.69 0.768226983432121 0.3235900976697193 0.21532732997598258 4.603536128997803 False 6 5900 19.55 71.74 11240.567 0.7324663427115088 0.3874567033831722 0.19488433634479121 1.9001253843307495 15749.99 0.7645617188733066 0.3244212767676794 0.19410027457366014 4.778385162353516 False 6 6000 16.31 71.09 11497.719 0.7428523417494974 0.3858250514191968 0.22422455954149262 2.8565945625305176 15988.611 0.772224958574405 0.3245479513971944 0.23987503381579847 4.685319423675537 False 6 6100 18.81 74.48 12125.251 0.7369150805559749 0.3912323621919785 0.20988265251407692 1.8702659606933594 15862.515 0.7691145160289304 0.3258610402595986 0.17412892239170175 4.7581610679626465 False 6 6200 12.48 75.08 12754.764 0.7321490200865037 0.38078363547772726 0.15348028969266544 2.02166748046875 15369.51 0.7656102448073411 0.3148747675392334 0.16227889799194056 5.115098476409912 True 7 6300 14.88 64.74 12812.9795 0.7530321158019491 0.3666927669491605 0.19363711499572825 1.9070031642913818 19740.564 0.7836163244816052 0.302639788632211 0.22018025182682838 4.503712177276611 False 7 6400 14.51 62.56 12163.654 0.7466238889238148 0.3822709918272303 0.16977567984974498 2.0424439907073975 16666.607 0.7778226719874647 0.31734086250223453 0.17710879303389043 4.475744247436523 False 7 6500 14.58 85.43 11481.396 0.7283261074678082 0.3955750333831034 0.1501142594892988 1.9245377779006958 15322.277 0.7629923577418177 0.3264383456386814 0.1611977420306734 4.754171848297119 True 7 6600 13.41 65.6 11485.843 0.7328626823153427 0.3941947435501307 0.19462043883678729 2.041785717010498 16459.533 0.7667860773983479 0.32365687667734194 0.20401180970013563 4.435448169708252 False 7 6700 16.46 73.61 11368.472 0.7297922971753851 0.3942808660302745 0.19873823732317006 1.912706732749939 15587.83 0.7654316290114921 0.3229531884835517 0.17230065287524524 4.8779215812683105 False 7 6800 13.84 65.1 12224.425 0.7317737329823122 0.38489084657714107 0.21570620701750884 1.879087209701538 15270.321 0.767205196957666 0.3131595685759811 0.2311745694759365 4.727401256561279 True 7 6900 16.62 66.54 11519.498 0.7259747585496115 0.40272115389430235 0.2375054291809339 1.859641671180725 15629.504 0.7622631559857797 0.3295801464909356 0.2083523230671313 4.529421806335449 False 7 7000 15.93 71.96 14636.338 0.7828602078981624 0.31718327354104675 0.14157283445360036 5.006837844848633 19314.855 0.8068116502078171 0.2632870940267203 0.14929576371286996 6.137063026428223 False 7 7100 12.82 74.71 12966.968 0.7420151288788172 0.35871054064028474 0.18680518987966163 2.4227452278137207 18459.428 0.7757126207641026 0.2911146250010471 0.19054349359572806 5.710219860076904 False 8 7200 15.95 68.58 11422.782 0.7331655457487319 0.39563521443053684 0.25184479224994183 1.8310110569000244 15311.729 0.7688609697827974 0.3188220390874532 0.24199985902207452 4.536420822143555 False 8 7300 15.41 66.49 11215.379 0.7276602945534308 0.39544237609987554 0.24074476938097508 1.8497796058654785 15301.064 0.7628340505383462 0.3243734998375903 0.22239316250854194 4.532140731811523 False 8 7400 14.26 66.63 11545.144 0.727441428735272 0.4026628065539354 0.21829856282112128 1.8892091512680054 15081.226 0.7641975455500661 0.3272952483787138 0.193923265038619 4.786097049713135 True 8 7500 13.68 85.55 11503.947 0.7224256772839662 0.39892860578840383 0.27350663851752255 1.806439757347107 15324.1455 0.76042681166007 0.321796065036537 0.24216991805509108 4.591076374053955 False 8 7600 12.08 97.09 11334.544 0.7222018741603778 0.39765237401556897 0.27030764419925485 1.8116881847381592 15049.773 0.7594379679118861 0.32355096831783514 0.2802532675442594 4.462642192840576 True 8 7700 9.627 49.56 11229.814 0.7307610296510196 0.39620369154541984 0.2722506406963319 1.9484496116638184 16249.653 0.7675767756551746 0.3206481552464802 0.24387890276481933 5.04270601272583 False 8 7800 14.32 65.13 11250.152 0.7272349739906265 0.39794203982207665 0.2707941782728286 1.8204736709594727 15123.505 0.7665674604676183 0.3163698603065884 0.2523170836556479 4.61173152923584 False 8 7900 13.41 302.5 10448.348 0.7222556412882376 0.41276985673717914 0.29324440311063965 1.8222332000732422 14975.731 0.7626949046954732 0.3280175872729275 0.2606361369886474 4.416141510009766 True 8 8000 10.59 70.72 10948.701 0.7251536917501437 0.406723478428803 0.2378696012972963 1.8497647047042847 15270.664 0.7650744744949786 0.32580582025752824 0.19818659179772471 4.57565450668335 False 9 8100 12.66 77.57 11896.538 0.7201686013794616 0.4079247060604105 0.27507026208693486 1.8638006448745728 14939.271 0.7607688340652516 0.32643653853554716 0.28688610646602797 4.770203113555908 True 9 8200 18.26 66.52 11409.561 0.7293635985665212 0.4116456592510099 0.28683203024324583 1.8001538515090942 16461.857 0.7672947092765107 0.3292742692849793 0.2959831211153183 4.469308853149414 False 9 8300 14.82 76.7 11463.341 0.7309627830962974 0.3903391274631119 0.2585830558172772 1.894959568977356 15673.923 0.7673409492731046 0.31545259639851625 0.273874480218843 4.368373394012451 False 9 8400 13.21 61.71 11152.58 0.7194992011826526 0.4113783574018478 0.2968341801359171 1.7968502044677734 15128.809 0.761262394999463 0.32618523787178344 0.2791807200743857 4.399211883544922 False 9 8500 16.85 74.03 11009.208 0.7280403112923127 0.4157964919085513 0.27247910828049593 2.479126453399658 14941.362 0.7665160433624791 0.3321301539472033 0.27073547446019375 4.471627235412598 True 9 8600 12.98 78.13 12285.251 0.7333352352510347 0.4051801178729855 0.28027466815056123 1.8239963054656982 16095.712 0.7705296715330056 0.32345087444058135 0.22803189329466725 4.479235649108887 False 9 8700 13.0 67.15 10924.318 0.7187267145986601 0.41314329572183306 0.3034366616272982 1.9209908246994019 15479.04 0.7610717800262239 0.32614364461181244 0.2517100926828338 4.3670268058776855 False 9 8800 18.25 80.0 10597.231 0.7089301921259266 0.4248465503153522 0.31815791290061624 1.8554482460021973 14772.972 0.7550279619205568 0.3316654636520694 0.24443830980068165 4.393775463104248 True 9 8900 14.61 69.06 10486.515 0.7174247467336622 0.4302808128156493 0.3140036194527216 1.7689553499221802 14685.713 0.7608439468664904 0.33750455371543775 0.25279251763172944 4.631561756134033 True 10 9000 14.42 67.25 11690.538 0.7515137367225618 0.39571090959171595 0.2936200037453027 2.1471664905548096 16472.795 0.7836350367167308 0.3186598960878775 0.26089210875320445 4.367106914520264 False 10 9100 14.88 65.58 10320.501 0.7172191423340266 0.4149431503022173 0.2275697319478543 1.8581122159957886 15205.608 0.7625507355963348 0.32119422201759934 0.27383512533573745 4.473678112030029 False 10 9200 14.44 75.46 10155.901 0.7150136274805938 0.42267079596644896 0.2348364439109468 1.8547438383102417 14877.459 0.7597191479900653 0.32811156438189293 0.2698688511405407 4.455143451690674 False 10 9300 13.64 64.59 9913.0205 0.7046022227810018 0.430634927037267 0.2717013096766412 1.8240278959274292 14824.2705 0.7537232208830174 0.3297819648890418 0.27866381624740105 4.642236709594727 False 10 9400 15.91 66.27 9943.773 0.7130207593882221 0.434517942134435 0.28850438311977367 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1.8045648336410522 14984.825 0.7551577498438287 0.33382372110572506 0.2722153262084891 4.730525016784668 False 11 10000 13.97 69.4 9725.481 0.7057960706069634 0.43659341494540477 0.33731961608675254 1.7343125343322754 15068.743 0.7567997262550508 0.3286258957596299 0.27067266778777255 4.559103965759277 False 11 10100 14.82 84.08 9686.344 0.7058298540474806 0.4364389624495506 0.318168728393004 1.7641254663467407 15281.723 0.7589558640933477 0.325833140836868 0.2429060715610436 4.50152587890625 False 11 10200 15.32 72.35 9464.594 0.705912081175789 0.44951149124403417 0.3243489942455404 1.8669612407684326 14621.636 0.7570489389624643 0.33815296338031975 0.22926653662249583 4.398774147033691 True 11 10300 17.19 137.9 9759.977 0.7020055935137985 0.44937908033746293 0.34122083710293893 1.7301918268203735 14822.197 0.7567541213322008 0.3327831257191708 0.2805460276648206 4.445469379425049 False 11 10400 8.692 65.68 9677.651 0.7005762968476411 0.4422291436410273 0.3292745759294412 1.7407282590866089 15470.75 0.7540312258310264 0.3317998150725998 0.28100558297111167 4.479173183441162 False 11 10500 16.85 75.85 9653.648 0.7050521998664183 0.43993213596142056 0.3309769175391457 1.8692411184310913 15141.145 0.7566979332928883 0.3310000162263006 0.26911719554634633 4.321495532989502 False 11 10600 16.51 68.62 9647.923 0.6975011618847108 0.4489636263046216 0.3027893906297571 1.7737654447555542 14949.696 0.7534285586932201 0.3337086265869842 0.24954984844130168 4.569528579711914 False 11 10700 15.16 70.07 10280.755 0.7094680205839554 0.42865625045044053 0.30923163070533033 1.7718336582183838 15059.48 0.7617872239320352 0.3181665813318516 0.29158968646860006 4.41531229019165 False 12 10800 14.5 76.69 10017.873 0.6957978266426758 0.4387479135987948 0.3191078601505719 1.8887535333633423 15242.369 0.7514127825117614 0.3268586553867361 0.30341414155390417 4.891785144805908 False 12 10900 16.44 68.58 9685.708 0.7023482686842214 0.45378697915605665 0.3385106300541052 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1.7061913013458252 14407.436 0.7506544849487764 0.33934308749738384 0.31219819467754817 4.4243597984313965 True 12 11500 14.29 61.43 9129.358 0.6850835823144549 0.46832944561510265 0.3533599155348921 1.727952480316162 14286.158 0.7497716551691596 0.33326219988746136 0.3202997794315955 4.546318531036377 True 12 11600 15.71 74.54 9898.415 0.6961845868895207 0.45473429146959127 0.339224812920972 1.8372238874435425 15504.53 0.7577547295004186 0.32501837629126784 0.30898329051537227 4.825333118438721 False 13 11700 11.79 66.61 9236.632 0.7074230563771109 0.4521591373096742 0.33777047169161006 2.9800848960876465 14882.426 0.7613703153141194 0.33060875663089595 0.3413834403447922 4.691130638122559 False 13 11800 14.33 73.84 8802.594 0.6948473377860354 0.4665441200558939 0.34845059343735785 1.8103876113891602 14529.126 0.7537718265144754 0.33881844785865395 0.3045707200800116 4.2821807861328125 False 13 11900 15.88 76.07 9192.188 0.6889604427113653 0.4600360231423389 0.3351544128859007 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