family,params,n_checkpoints,n_rows,n_cells,rsa_mean,rsa_sd,rsa_sd_all_rows,rsa_abs_max,best_rsa,best_cell,best_step,frac_of_ceiling_mean,frac_of_ceiling_abs_max,seed_null_sd,null_max_p50,null_max_p95,best_percentile_vs_null,beats_null_max,p_equivalence_tost,equivalent_to_zero,mean_in_seed_sd pico-decoder-tiny,11282784.0,21,168,8,0.005251294788689426,0.005765810379518547,0.018298350465113408,0.0538436152749142,0.0538436152749142,Orth/ses-11+,30000,0.010440014867050127,0.11902850253083871,,,,,False,5.140438390786636e-08,True, pico-decoder-small,64595328.0,21,168,8,0.0035338403553263112,0.012539751513951583,0.018864863004069057,0.05218683234362,0.05218683234362,SemLocal/ses-11,5000,0.01685415190524445,0.1971021710614864,,,,,False,7.842838865682486e-06,True, babylm-gpt2,134601216.0,9,72,8,0.0019970468267228292,0.010354606992853975,0.014464454852087276,0.038879960106291,0.038879960106291,Sem/ses-11+,598,0.007371562632699089,0.09965677953206864,,,,,False,1.7500429581915914e-06,True, pico-decoder-large,569808384.0,21,168,8,0.0014692847976827325,0.0090096032396843,0.01816296412601773,0.0474267552049968,0.0474267552049968,Sem/ses-11,5000,0.009334889442851222,0.16198808693148364,,,,,False,6.318255982825595e-07,True, pico-decoder-medium,181095168.0,21,168,8,-0.0007405860083300553,0.008610867813134157,0.01835642842794999,0.0476085825288689,0.0476085825288689,SemLocal/ses-11,3000,0.002962656088356319,0.17981077900673162,,,,,False,4.1896017205180245e-07,True, beetle-humanscale-eng,193811712.0,18,144,8,-0.0014000188992872586,0.01216257235214028,0.021672335958979598,0.0423209417357121,-0.0423209417357121,SemLocal/ses-11+,64,-0.01064211103793033,0.1365186542841827,,,,,False,4.748218928099878e-06,True, pythia-70m-full,95592496.0,21,168,8,-0.001618431060929435,0.010302304259638118,0.017642731632360194,0.0381892478191561,-0.0381892478191561,Orth/ses-11+,43000,0.0023710636411192754,0.13891946634483374,,,,,False,1.6036890683094196e-06,True, pythia-410m-full,505997504.0,21,168,8,-0.004629722353618489,0.010222754669397309,0.01772180122500008,0.0458430479608868,0.0458430479608868,SemLocal/ses-11+,2,-0.005963965496021116,0.14788024460770438,,,,,False,2.3483028743583153e-06,True, beetle-fineweb3-eng,193804032.0,19,152,8,-0.005719257561944839,0.01192710724484376,0.02325530885681034,0.0504311720271701,-0.0504311720271701,SemLocal/ses-11,32,-0.01525305732290037,0.19047129418165837,,,,,False,7.743900944666366e-06,True, pythia-1b-full,1078891008.0,21,168,8,-0.009824357400176993,0.004539114457317072,0.015744696277576752,0.046133118202689,-0.046133118202689,Orth/ses-11+,4000,-0.02597425071600403,0.14546511417531213,,,,,False,2.0700417824073743e-08,True, pythia-160m-full,212654688.0,21,168,8,-0.011560903523515173,0.0058416820141283035,0.015698936624858537,0.0423063352010579,-0.0423063352010579,SemLocal/ses-11,0,-0.02707870044506177,0.15978495232050477,,,,,False,1.6041519666440316e-07,True, pythia-1.4b-full,1515311488.0,21,168,8,-0.013529707048611558,0.004368473859165732,0.017056156288590106,0.0594907030612743,-0.0594907030612743,Orth/ses-11,8000,-0.031649460723887024,0.16420164228580686,,,,,False,3.1031636630886953e-08,True, babylm-gpt2-5,134601216.0,9,72,8,-0.026206196577961242,0.03362753421562339,0.033081191767393096,0.0663433010018333,-0.0663433010018333,Orth/ses-11,1528,-0.05005413727932855,0.1262149919732899,,,,,False,0.042727188468539457,True, babylm-gpt2-7,134601216.0,9,72,8,-0.026498834346516478,0.03399799861890559,0.03327625187150115,0.0690762309770627,-0.0690762309770627,Orth/ses-11,382,-0.05013469246622899,0.131414261977621,,,,,False,0.04573519363077842,True, babylm-gpt2-3,134601216.0,9,72,8,-0.02700984642452589,0.03359839173634999,0.03289487812789547,0.0670413510933163,-0.0670413510933163,Orth/ses-11,1528,-0.05133382406076117,0.12754299925304594,,,,,False,0.047086074805349175,True,