model,dataset,session,is_active_model,task_type,metric,baseline_score,full_model_score,auc,spearman_corr,noise_type,noise_fraction,n_neurons_original,n_neurons_noisy,n_neurons_total,shap_n_values,shap_mean_value,shap_median_value,shap_min_value,shap_max_value,shap_fraction_positive,shap_fraction_negative,mean_signed_shap_place,mean_signed_shap_head_direction,mean_signed_shap_speed,shap_computation_time_sec,training_time_sec,source_path blend,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.14285714285714285,0.5630252100840336,0.6429064199334469,0.2959129951801037,poisson_matched,0.0,444,0,444,444,0.0009463244757362385,0.0,-0.024946009089703687,0.0353040941586878,0.4954954954954955,0.39864864864864863,,,,1594.176905632019,0.0,shap_neuron_results/blend/allen_neuropixels_721123822.json blend,mc_pacman,mc_pacman,True,sequence_regression,r2,-1.1058728694915771,0.819076418876648,0.53466796875,,poisson_matched,0.25,128,32,160,160,0.01203093305230141,0.009127610774229324,-0.1280323456158896,0.12967972913053516,0.63125,0.36875,,,,211.32986187934875,0.0,shap_neuron_results/blend/mc_pacman_mc_pacman.json blend,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.040411949157714844,0.9314962029457092,0.801452784503632,,poisson_matched,0.25,59,14,73,73,0.01331381030278663,0.00814355521270726,-0.11252654345703586,0.29713557042538496,0.6164383561643836,0.3835616438356164,,,,79.24995136260986,0.0,shap_neuron_results/blend/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json blend,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.4314107894897461,0.9867762327194214,0.6408,0.22992697004082413,poisson_matched,0.0,300,0,300,300,0.004727290074030548,0.00357150281287874,-0.09816491830043098,0.09631912015091332,0.54,0.44666666666666666,0.017330321398469142,-0.004172129688862928,0.0010236785124854233,180.00042581558228,0.0,shap_neuron_results/blend/ratinabox_ratinabox_nav.json blend,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.06060606060606061,0.5,,poisson_matched,0.25,64,16,80,80,0.0,0.0,0.0,0.0,0.0,0.0,,,,369.7032060623169,0.0,shap_neuron_results/blend/speech_threshold_crossings_t12.json blend_ndt,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.8151260504201681,0.5825825825825826,0.1837974904090069,poisson_matched,0.0,444,0,444,444,0.0016276780982663382,0.0,-0.028392135960337756,0.0378417935158405,0.49324324324324326,0.4009009009009009,,,,2100.472242116928,0.0,shap_neuron_results/blend_ndt/allen_neuropixels_721123822.json blend_ndt,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.12998318672180176,0.7752425074577332,0.529541015625,,poisson_matched,0.25,128,32,160,160,0.005657660588622091,0.008230841814017512,-0.14399232333973608,0.08051382975554912,0.60625,0.38125,,,,523.6112194061279,0.0,shap_neuron_results/blend_ndt/mc_pacman_mc_pacman.json blend_ndt,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.41056424379348755,0.8712571859359741,0.715496368038741,,poisson_matched,0.25,59,14,73,73,0.017559197667526876,0.0070299302918747164,-0.09487598933846952,0.21247276145854457,0.6575342465753424,0.3287671232876712,,,,347.201162815094,0.0,shap_neuron_results/blend_ndt/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json blend_ndt,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.21242070198059082,0.9343222379684448,0.7491,0.40678338765075056,poisson_matched,0.0,300,0,300,300,0.00382247646649679,0.0026067748147557326,-0.042710819624283934,0.07093364512160916,0.5433333333333333,0.43333333333333335,0.01636946969953247,-0.0032079122799167207,-0.0016941280201253773,263.385187625885,0.0,shap_neuron_results/blend_ndt/ratinabox_ratinabox_nav.json blend_ndt,speech,t12,True,sequence_classification,accuracy,0.18181818181818182,0.7272727272727273,0.673828125,,poisson_matched,0.25,64,16,80,80,0.006818181818181819,0.0028587916651550208,-0.012566864667744976,0.12314001942811618,0.5875,0.4125,,,,334.2333812713623,0.0,shap_neuron_results/blend_ndt/speech_threshold_crossings_t12.json cebra,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.12605042016806722,0.42016806722689076,0.5799042285528773,0.1379988192325454,poisson_matched,0.0,444,0,444,444,0.0006624271330153684,0.00034972132991930964,-0.009518355554145225,0.022800270098597766,0.5608108108108109,0.40765765765765766,,,,351.168105840683,38.06134486198425,shap_neuron_results/cebra/allen_neuropixels_721123822.json cebra,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.23976480960845947,0.8144623041152954,0.6767578125,,poisson_matched,0.25,128,32,160,160,0.006588919460773475,0.0051356953755668025,-0.027953611905696393,0.08110821432858085,0.59375,0.4,,,,7079.403511047363,66.66670274734497,shap_neuron_results/cebra/mc_pacman_mc_pacman.json cebra,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.11347329616546631,0.762273371219635,0.6852300242130751,,poisson_matched,0.25,59,14,73,73,0.011996529690206868,0.006143418070882533,-0.009583074548805,0.11629185035240985,0.7123287671232876,0.2876712328767123,,,,1021.5754544734955,70.43617105484009,shap_neuron_results/cebra/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json cebra,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.14472877979278564,0.9835187196731567,0.8784,0.6179431510187164,poisson_matched,0.0,300,0,300,300,0.003760824998219807,0.0026355560667026164,-0.014615589229556056,0.02707024112905139,0.6366666666666667,0.32666666666666666,0.01149100318954847,0.00039370734813867455,-0.0006022355430277206,584.9219105243683,41.33368515968323,shap_neuron_results/cebra/ratinabox_ratinabox_nav.json cebra,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.48484848484848486,0.54296875,,poisson_matched,0.25,64,16,80,80,0.005303030303030305,0.002000372395850137,-0.008525194094625854,0.08302295641375605,0.7,0.2875,,,,373.09286546707153,37.47470498085022,shap_neuron_results/cebra/speech_threshold_crossings_t12.json dnn,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.09243697478991597,0.5,0.0,poisson_matched,0.0,444,0,444,444,0.0,0.0,0.0,0.0,0.0,0.0,,,,0.28899049758911133,66.0867931842804,shap_neuron_results/dnn/allen_neuropixels_721123822.json dnn,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.01643681526184082,0.901027262210846,0.8232421875,,poisson_matched,0.25,128,32,160,160,0.005734150484204295,0.003478906889211588,-0.00911372711411542,0.06013920381394267,0.75625,0.23125,,,,951.5231578350067,16.57272982597351,shap_neuron_results/dnn/mc_pacman_mc_pacman.json dnn,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.040705978870391846,0.8956141471862793,0.927360774818402,,poisson_matched,0.25,59,14,73,73,0.012826303096666722,0.005093098728822268,-0.004311624810268693,0.14919183539477254,0.8356164383561644,0.1643835616438356,,,,262.4330132007599,14.42661738395691,shap_neuron_results/dnn/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json dnn,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.13129425048828125,0.9277153015136719,0.902875,0.6579019155839588,poisson_matched,0.0,300,0,300,300,0.0035300318400065126,0.0012862289873546476,-0.0057571144332731325,0.047044989669904905,0.62,0.35333333333333333,0.010332094903849691,0.00011704424163595837,0.00014095637453388678,1089.2185289859772,23.24867844581604,shap_neuron_results/dnn/ratinabox_ratinabox_nav.json dnn,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.9393939393939394,0.76953125,,poisson_matched,0.25,64,16,80,80,0.010984848484848488,0.004394942538644429,-0.010773826374892655,0.10691211759379327,0.7,0.2875,,,,183.3795177936554,18.032739639282227,shap_neuron_results/dnn/speech_threshold_crossings_t12.json dpad,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.13445378151260504,0.6554621848739496,0.6247159321483646,0.25528468093018913,poisson_matched,0.0,444,0,444,444,0.0011734423499129372,0.0006509617376329275,-0.016695460754636352,0.0402917162742662,0.5472972972972973,0.39414414414414417,,,,49515.1243596077,391.6000106334686,shap_neuron_results/dpad/allen_neuropixels_721123822.json dpad,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.06863915920257568,0.8486549854278564,0.6806640625,,poisson_matched,0.25,128,32,160,160,0.005733088403940199,0.0019193712233328618,-0.013015785091919065,0.0984514837029856,0.63125,0.3625,,,,15697.122398853302,0.0,shap_neuron_results/dpad/mc_pacman_mc_pacman.json dpad,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.07495254278182983,0.9003777503967285,0.8813559322033898,,poisson_matched,0.25,59,14,73,73,0.013360688947651484,0.005769477067733319,-0.013233519101883274,0.17859209431379333,0.7945205479452054,0.2054794520547945,,,,13363.24235868454,0.0,shap_neuron_results/dpad/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json dpad,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.14369839429855347,0.9683233499526978,0.9729000000000001,0.772247614576035,poisson_matched,0.0,300,0,300,300,0.0037067391475041687,0.0010557048409240777,-0.004497997586478246,0.029203911076097128,0.6566666666666666,0.33,0.011141960236659762,9.440298249466288e-05,-0.00011614577664192196,17006.369824886322,121.05887818336487,shap_neuron_results/dpad/ratinabox_ratinabox_nav.json dpad,speech,t12,True,sequence_classification,accuracy,0.09090909090909091,0.45454545454545453,0.654296875,,poisson_matched,0.25,64,16,80,80,0.004545454545454543,0.002675484422263434,-0.01753497327764916,0.04731669305356552,0.7,0.2875,,,,6306.606118440628,86.86869764328003,shap_neuron_results/dpad/speech_threshold_crossings_t12.json gpfa,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.14285714285714285,0.4369747899159664,0.5045247950653357,0.04565857150455372,poisson_matched,0.0,444,0,444,444,0.0006624271330153662,0.0,-0.017526220525138487,0.0312893062713847,0.49774774774774777,0.46846846846846846,,,,3018.9528872966766,354.56716322898865,shap_neuron_results/gpfa/allen_neuropixels_721123822.json gpfa,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.4993270750697465,0.32512563844065534,0.57958984375,,poisson_matched,0.25,128,32,160,160,0.005152829459440017,0.0011059125465727876,-0.13674471626684473,0.12576185660960937,0.51875,0.475,,,,368.62707710266113,0.006246805191040039,shap_neuron_results/gpfa/mc_pacman_mc_pacman.json gpfa,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.2252999791235718,0.7270726714064994,0.6622276029055689,,poisson_matched,0.25,59,14,73,73,0.013046200692192757,0.003742976260006192,-0.033659293545808974,0.23260534164938074,0.6575342465753424,0.3287671232876712,,,,71.91184139251709,0.0058040618896484375,shap_neuron_results/gpfa/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json gpfa,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.204870576470772,0.9226210916221257,0.94505,0.7267692593555467,poisson_matched,0.0,300,0,300,300,0.003758305560309662,0.0006515795847036573,-0.003473974021314022,0.036721963166936045,0.6533333333333333,0.33,0.011226394072055904,-2.095731000099628e-05,6.947991887407796e-05,104.40671110153198,40.7049560546875,shap_neuron_results/gpfa/ratinabox_ratinabox_nav.json gpfa,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.7575757575757576,0.6669921875,,poisson_matched,0.25,64,16,80,80,0.008712121212121214,0.0030339657579019365,-0.010279819065290036,0.10226270275627834,0.6625,0.3375,,,,72.69436049461365,21.380465745925903,shap_neuron_results/gpfa/speech_threshold_crossings_t12.json gru,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.12605042016806722,0.7647058823529411,0.5216906095284474,0.057095016303671274,poisson_matched,0.0,444,0,444,444,0.0014384132031190883,0.0009647211965392961,-0.017839887756980657,0.023437281519594417,0.5427927927927928,0.3963963963963964,,,,363.35537099838257,36.671956300735474,shap_neuron_results/gru/allen_neuropixels_721123822.json gru,mc_pacman,mc_pacman,True,sequence_regression,r2,-1.1170876026153564,0.8911428451538086,0.56689453125,,poisson_matched,0.25,128,32,160,160,0.012551440298557273,0.007901370285456894,-0.0662400051038181,0.14564402659242984,0.675,0.325,,,,108.06378316879272,29.646448850631714,shap_neuron_results/gru/mc_pacman_mc_pacman.json gru,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.04055523872375488,0.9264792203903198,0.9188861985472154,,poisson_matched,0.25,59,14,73,73,0.013247047385124316,0.00648579483379861,-0.00823281467086235,0.1593273274068248,0.7123287671232876,0.273972602739726,,,,83.50672030448914,23.720734357833862,shap_neuron_results/gru/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json gru,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.2468273639678955,-0.0067632198333740234,0.7432,0.39714614333683773,poisson_matched,0.0,300,0,300,300,0.0008002138137817377,-0.0007104367714120319,-0.022433596572408586,0.03661981926353302,0.45666666666666667,0.54,0.00667234860187267,-0.002304742342461354,-0.001966964818066102,107.47439861297607,29.410756826400757,shap_neuron_results/gru/ratinabox_ratinabox_nav.json gru,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.6363636363636364,0.70703125,,poisson_matched,0.25,64,16,80,80,0.00719696969696969,0.00389118559016618,-0.013018775914889685,0.10306588884436102,0.65,0.3375,,,,82.88447141647339,36.2282989025116,shap_neuron_results/gru/speech_threshold_crossings_t12.json langevinflow_ccn,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.5798319327731093,0.5098409220030842,0.06086309709591096,poisson_matched,0.0,444,0,444,444,0.001097736391854037,0.0,-0.017321424785032808,0.03111637953905412,0.40765765765765766,0.3153153153153153,,,,42389.920457839966,5298.528406620026,shap_neuron_results/langevinflow_ccn/allen_neuropixels_721123822.json langevinflow_ccn,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.1816997528076172,0.8834670782089233,0.7503662109375,,poisson_matched,0.25,128,32,160,160,0.006657292693853371,0.004642931846778167,-0.013168040803424671,0.04903694886975778,0.71875,0.26875,,,,12429.503425121307,1262.4218926429749,shap_neuron_results/langevinflow_ccn/mc_pacman_mc_pacman.json langevinflow_ccn,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.2506828308105469,0.94408118724823,0.8099273607748184,,poisson_matched,0.25,59,14,73,73,0.01636663038436681,0.010402138700666978,-0.01664148232857369,0.16048602195576708,0.7397260273972602,0.2602739726027397,,,,5403.202039718628,352.0329284667969,shap_neuron_results/langevinflow_ccn/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json langevinflow_ccn,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.11259090900421143,0.9906879663467407,0.9631000000000001,0.7562441748998981,poisson_matched,0.0,300,0,300,300,0.003677600622177127,0.002293529450711834,-0.012178151093045705,0.022242409791773672,0.6233333333333333,0.36333333333333334,0.011742028273000889,-0.0002435857491355579,-0.00046564065733395026,6790.11604475975,469.55337405204773,shap_neuron_results/langevinflow_ccn/ratinabox_ratinabox_nav.json langevinflow_ccn,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.21212121212121213,0.5126953125,,poisson_matched,0.25,64,16,80,80,0.0018939393939393933,0.0017901847156374202,-0.00775782618447955,0.012844284136699972,0.675,0.3,,,,3522.9603338241577,0.0,shap_neuron_results/langevinflow_ccn/speech_threshold_crossings_t12.json ldns,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.5126050420168067,0.6184055677298921,0.21127743205133742,poisson_matched,0.0,444,0,444,444,0.0009463244757362419,0.0007917325984953978,-0.029336618782078244,0.03811735784828891,0.5225225225225225,0.44594594594594594,,,,5.111703872680664,94.99461913108826,shap_neuron_results/ldns/allen_neuropixels_721123822.json ldns,mc_pacman,mc_pacman,True,sequence_regression,r2,0.0025333166122436523,0.8938693404197693,0.631103515625,,poisson_matched,0.25,128,32,160,160,0.0055708501487970324,0.0045363706583884545,-0.039922671727932166,0.04007798963122373,0.68125,0.30625,,,,200.5493757724762,26.7764892578125,shap_neuron_results/ldns/mc_pacman_mc_pacman.json ldns,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.7901316285133362,0.9071124792098999,0.7857142857142857,,poisson_matched,0.25,59,14,73,73,0.023249919283879945,0.01835751986195341,-0.026096672882857042,0.1758348149702465,0.7123287671232876,0.273972602739726,,,,117.54872512817383,18.064350605010986,shap_neuron_results/ldns/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json ldns,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.0902639627456665,0.973640501499176,0.89825,0.6503550631543522,poisson_matched,0.0,300,0,300,300,0.0034801703691482535,0.0011815545989844298,-0.00586891424130726,0.029776762798090946,0.6433333333333333,0.3233333333333333,0.010128834792899624,0.00013437251957047175,0.00017730379497466668,0.22358465194702148,19.294782161712646,shap_neuron_results/ldns/ratinabox_ratinabox_nav.json ldns,speech,t12,True,sequence_classification,accuracy,0.09090909090909091,0.6363636363636364,0.5087890625,,poisson_matched,0.25,64,16,80,80,0.006818181818181818,0.0065068594667759255,-0.017614322255793274,0.06381138195075602,0.7,0.2875,,,,116.65719628334045,10.905879735946655,shap_neuron_results/ldns/speech_threshold_crossings_t12.json lfads_torch,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.14285714285714285,0.5630252100840336,0.5303648242837433,0.07186759959550455,poisson_matched,0.0,444,0,444,444,0.0009463244757362444,0.00018695182452733807,-0.021686086367014926,0.020191324285924232,0.509009009009009,0.34234234234234234,,,,0.6250193119049072,28575.725098609924,shap_neuron_results/lfads_torch/allen_neuropixels_721123822.json lfads_torch,mc_pacman,mc_pacman,True,sequence_regression,r2,0.024377882480621338,0.8701310157775879,0.75634765625,,poisson_matched,0.25,128,32,160,160,0.005285957083106034,0.003311992696855129,-0.011087828515024304,0.04219632622657111,0.75625,0.23125,,,,321.21648025512695,5419.87798666954,shap_neuron_results/lfads_torch/mc_pacman_mc_pacman.json lfads_torch,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.37953126430511475,0.9212002754211426,0.8583535108958837,,poisson_matched,0.25,59,14,73,73,0.017818240270222694,0.009138874782118939,-0.016894127333317983,0.1521417642021741,0.7671232876712328,0.2328767123287671,,,,281.49564242362976,3200.766705274582,shap_neuron_results/lfads_torch/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json lfads_torch,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.1011614203453064,0.989297091960907,0.9167500000000001,0.6805563277100404,poisson_matched,0.0,300,0,300,300,0.0036348617076873814,0.0022293422479454277,-0.013341689813139643,0.027581782466857222,0.6233333333333333,0.3566666666666667,0.010671648920363019,-0.0003787167917793017,0.0006116529944784271,181.93340635299683,2365.6382324695587,shap_neuron_results/lfads_torch/ratinabox_ratinabox_nav.json lfads_torch,speech,t12,True,sequence_classification,accuracy,0.09090909090909091,0.42424242424242425,0.53125,,poisson_matched,0.25,64,16,80,80,0.004166666666666666,0.0014800511286341027,-0.014486162700862448,0.11960544017107949,0.625,0.3375,,,,139.6570553779602,2054.967357158661,shap_neuron_results/lfads_torch/speech_threshold_crossings_t12.json lstm,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.15126050420168066,0.907563025210084,0.48655750344939536,0.009447796871128662,poisson_matched,0.0,444,0,444,444,0.0017033840563252345,0.0008785947080012582,-0.02036804722482187,0.024532966090103754,0.545045045045045,0.40540540540540543,,,,836.8541622161865,37.51910901069641,shap_neuron_results/lstm/allen_neuropixels_721123822.json lstm,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.7261543273925781,0.9115871787071228,0.6722412109375,,poisson_matched,0.25,128,32,160,160,0.010235884413123127,0.007744941632871529,-0.05693330689447122,0.09679816820556378,0.70625,0.28125,,,,107.52220344543457,29.701561450958252,shap_neuron_results/lstm/mc_pacman_mc_pacman.json lstm,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.05803161859512329,0.9450989365577698,0.9043583535108959,,poisson_matched,0.25,59,14,73,73,0.013741514454149211,0.007869397695047638,-0.010148053521727072,0.12748727328487283,0.7671232876712328,0.2191780821917808,,,,84.65990853309631,22.771214485168457,shap_neuron_results/lstm/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json lstm,ratinabox,ratinabox_nav,True,sequence_regression,r2,-1.1592795848846436,0.70328688621521,0.68135,0.29615219460159675,poisson_matched,0.0,300,0,300,300,0.00620855490366618,0.005091685415419488,-0.018050680615591605,0.04764685087225966,0.6866666666666666,0.27666666666666667,0.011294694357715034,0.003951325073220134,0.003379645280063367,106.86240530014038,28.863454341888428,shap_neuron_results/lstm/ratinabox_ratinabox_nav.json lstm,speech,t12,True,sequence_classification,accuracy,0.15151515151515152,0.7272727272727273,0.6083984375,,poisson_matched,0.25,64,16,80,80,0.0071969696969696965,0.003646126383469202,-0.01872137712644908,0.07895431661876161,0.65,0.3375,,,,82.9009370803833,39.29440259933472,shap_neuron_results/lstm/speech_threshold_crossings_t12.json mint,mc_pacman,mc_pacman,True,sequence_regression,r2,-2.551536015833735,0.8848437690009372,0.680908203125,,poisson_matched,0.25,128,32,160,160,0.02147737365521673,0.011636411666411113,-0.0755973145880497,0.3374808503164491,0.64375,0.35625,,,,14803.459669589996,60.31157422065735,shap_neuron_results/mint/mc_pacman_mc_pacman.json mint,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.914380944839192,0.9352175929949524,0.75544794188862,,poisson_matched,0.25,59,14,73,73,0.02533696627170062,0.013828446878427818,-0.1777457122371313,0.15985500288059465,0.6438356164383562,0.3424657534246575,,,,1697.939174413681,28.519711017608643,shap_neuron_results/mint/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json mint,ratinabox,ratinabox_nav,True,sequence_regression,r2,-1.5585479954363894,0.9685728033819532,0.6449,0.23677950991123342,poisson_matched,0.0,300,0,300,300,0.008423735996061141,0.011876313620298413,-0.11568255347329202,0.12481719531391676,0.5566666666666666,0.3333333333333333,0.022837021822207117,0.0015335687758049263,0.000900617390171381,4880.549592971802,7.865200519561768,shap_neuron_results/mint/ratinabox_ratinabox_nav.json mint,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.8484848484848485,0.7705078125,,poisson_matched,0.25,64,16,80,80,0.009848484848484853,0.004519394333180552,-0.014175320418930704,0.10608839529593571,0.675,0.3125,,,,1105.6942391395569,56.16106605529785,shap_neuron_results/mint/speech_threshold_crossings_t12.json neds,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.8151260504201681,0.6030151773395016,0.1571949969353042,poisson_matched,0.0,444,0,444,444,0.00162767809826633,0.0007365750138121352,-0.020881212168097848,0.03488628927156418,0.5495495495495496,0.40315315315315314,,,,175.25761556625366,6120.165016412735,shap_neuron_results/neds/allen_neuropixels_721123822.json neds,mc_pacman,mc_pacman,True,sequence_regression,r2,-1.1362972259521484,0.9795628786087036,0.63720703125,,poisson_matched,0.25,128,32,160,160,0.013224125653505323,0.014941616446257236,-0.13784978886152877,0.13601100798363192,0.5875,0.38125,,,,22.15925121307373,904.8305337429047,shap_neuron_results/neds/mc_pacman_mc_pacman.json neds,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.166498601436615,0.9679201245307922,0.8256658595641646,,poisson_matched,0.25,59,14,73,73,0.015539982547498733,0.007798943885555526,-0.028858985631403208,0.16471072032340184,0.726027397260274,0.2602739726027397,,,,12.260324239730835,552.0867099761963,shap_neuron_results/neds/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json neds,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.15626603364944458,0.9958193898200989,0.8010249999999999,0.49158351007166073,poisson_matched,0.0,300,0,300,300,0.0038402847448984804,0.002125413064679556,-0.028783679142569314,0.050230517059869736,0.5666666666666667,0.4,0.013310773464881074,-0.0009622517194509813,-0.0008276675107346538,15.599303483963013,668.9618260860443,shap_neuron_results/neds/ratinabox_ratinabox_nav.json neds,speech,t12,True,sequence_classification,accuracy,0.09090909090909091,0.6363636363636364,0.7001953125,,poisson_matched,0.25,64,16,80,80,0.0068181818181818135,0.0028965174829408413,-0.014691071574423557,0.1051991566431155,0.65,0.35,,,,10.974937915802002,288.93459391593933,shap_neuron_results/neds/speech_threshold_crossings_t12.json neds_pretrained,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.8487394957983193,0.539627465303141,0.11913626891935754,poisson_matched,0.0,444,0,444,444,0.0017033840563252345,0.0,-0.01627625626233099,0.03921191536403296,0.42567567567567566,0.25,,,,442.6099410057068,9579.212718486786,shap_neuron_results/neds_pretrained/allen_neuropixels_721123822.json neds_pretrained,mc_pacman,mc_pacman,True,sequence_regression,r2,0.051054298877716064,0.970160186290741,0.674072265625,,poisson_matched,0.25,128,32,160,160,0.0057444117963314075,0.0038304777022650804,-0.036865145064729606,0.05806043000311193,0.6625,0.3375,,,,69.84409141540527,1926.5495285987854,shap_neuron_results/neds_pretrained/mc_pacman_mc_pacman.json neds_pretrained,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-1.2167365550994873,0.9656304121017456,0.8704600484261501,,poisson_matched,0.25,59,14,73,73,0.029895437906866204,0.013516003687734274,-0.02510139789814707,0.40930344202379754,0.7671232876712328,0.2328767123287671,,,,49.17615342140198,1384.905556678772,shap_neuron_results/neds_pretrained/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json neds_pretrained,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.04913681745529175,0.9971872568130493,0.8782249999999999,0.6176446719811157,poisson_matched,0.0,300,0,300,300,0.0034877469142277975,0.003464014640083472,-0.017687794588394812,0.025305798211368098,0.6566666666666666,0.3233333333333333,0.010369027982892845,-0.0006935879942147256,0.0007878007540052763,60.97737693786621,1688.640357017517,shap_neuron_results/neds_pretrained/ratinabox_ratinabox_nav.json neds_pretrained,speech,t12,True,sequence_classification,accuracy,0.15151515151515152,0.30303030303030304,0.3671875,,poisson_matched,0.25,64,16,80,80,0.0018939393939393944,0.00023572726779593652,-0.01703375271291557,0.18710362705120104,0.5125,0.4625,,,,34.08303427696228,791.337728023529,shap_neuron_results/neds_pretrained/speech_threshold_crossings_t12.json neuro_behavior_conditioning,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.13445378151260504,0.5378151260504201,0.534595406217028,0.061442923853601894,poisson_matched,0.0,444,0,444,444,0.0009084714967067907,0.00032635536467518763,-0.014329342885669496,0.03684751505367197,0.5247747747747747,0.45045045045045046,,,,565.6726489067078,0.0,shap_neuron_results/neuro_behavior_conditioning/allen_neuropixels_721123822.json neuro_behavior_conditioning,mc_pacman,mc_pacman,True,sequence_regression,r2,0.016377151012420654,0.7155765891075134,0.7469482421875,,poisson_matched,0.25,128,32,160,160,0.004369996488094333,0.002757452255666178,-0.04743158218558209,0.08309129088628382,0.61875,0.35625,,,,235.12313222885132,0.0,shap_neuron_results/neuro_behavior_conditioning/mc_pacman_mc_pacman.json neuro_behavior_conditioning,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.11447471380233765,0.6810991764068604,0.8026634382566585,,poisson_matched,0.25,59,14,73,73,0.010898272468619153,0.0060195489179469975,-0.016722636047316396,0.08951966494608564,0.7397260273972602,0.2602739726027397,,,,197.14127707481384,0.0,shap_neuron_results/neuro_behavior_conditioning/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json neuro_behavior_conditioning,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.7283041477203369,-0.33186620473861694,0.553,0.08654965694696821,poisson_matched,0.0,300,0,300,300,0.0013214598099390666,0.0011151596016399882,-0.022102435673128733,0.022306427761511722,0.58,0.39666666666666667,0.002410726883085598,0.0007595069200928062,0.000794145626638796,230.16984391212463,0.0,shap_neuron_results/neuro_behavior_conditioning/ratinabox_ratinabox_nav.json neuro_behavior_conditioning,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.2727272727272727,0.55078125,,poisson_matched,0.25,64,16,80,80,0.002651515151515152,0.001428826792133825,-0.017331454453062698,0.06000956017508668,0.5625,0.4,,,,90.31550526618958,0.0,shap_neuron_results/neuro_behavior_conditioning/speech_threshold_crossings_t12.json pca,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.7899159663865546,0.5900089278467657,0.15801077951872852,poisson_matched,0.0,444,0,444,444,0.0015708986297221605,0.0010219098842689594,-0.015904833037000913,0.03106501280327371,0.5765765765765766,0.3761261261261261,,,,274.76791620254517,0.5535860061645508,shap_neuron_results/pca/allen_neuropixels_721123822.json pca,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.015581488609313965,0.337851345539093,0.733642578125,,poisson_matched,0.25,128,32,160,160,0.002208955213427544,0.00021538006666965882,-0.005945126801362533,0.030393218098513735,0.65625,0.30625,,,,13.041566133499146,0.061025381088256836,shap_neuron_results/pca/mc_pacman_mc_pacman.json pca,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.026826560497283936,0.35136884450912476,0.9564164648910413,,poisson_matched,0.25,59,14,73,73,0.005180758972690531,0.0015494787684948743,-0.0006832509738983067,0.05631937998392838,0.8493150684931506,0.0547945205479452,,,,4.20470929145813,0.031232118606567383,shap_neuron_results/pca/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json pca,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.12690949440002441,0.8981239199638367,0.8315,0.5413414436049067,poisson_matched,0.0,300,0,300,300,0.0034167780478795316,0.0005722123725769405,-0.0036213173974788014,0.03823504563703143,0.6,0.38333333333333336,0.010085372286204151,-6.596768316333202e-05,0.0002309295405977771,11.190409183502197,0.051963090896606445,shap_neuron_results/pca/ratinabox_ratinabox_nav.json pca,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.8181818181818182,0.7314453125,,poisson_matched,0.25,64,16,80,80,0.009469696969696972,0.002201330589211836,-0.012097435503454598,0.10223441848568939,0.675,0.3125,,,,3.735438108444214,0.02960038185119629,shap_neuron_results/pca/speech_threshold_crossings_t12.json rnn,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.14285714285714285,0.7899159663865546,0.6356322538754972,0.24835727488554052,poisson_matched,0.0,444,0,444,444,0.0014573396926338068,0.0011011853159641136,-0.024336897788260765,0.04442074776603461,0.545045045045045,0.4189189189189189,,,,635.4467072486877,37.13307809829712,shap_neuron_results/rnn/allen_neuropixels_721123822.json rnn,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.9947015047073364,0.09228521585464478,0.408203125,,poisson_matched,0.25,128,32,160,160,0.006793667003512383,0.0065676803939031326,-0.02025996370541426,0.03481594904431227,0.70625,0.2875,,,,133.57726097106934,24.836617708206177,shap_neuron_results/rnn/mc_pacman_mc_pacman.json rnn,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.030916213989257812,0.7810970544815063,0.9394673123486683,,poisson_matched,0.25,59,14,73,73,0.011123469431106358,0.004417357397913034,-0.004479911947401321,0.10170562142332716,0.8082191780821918,0.1780821917808219,,,,90.22693634033203,21.730163097381592,shap_neuron_results/rnn/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json rnn,ratinabox,ratinabox_nav,True,sequence_regression,r2,-2.127315044403076,-0.7500323057174683,0.56605,0.10786046870466509,poisson_matched,0.0,300,0,300,300,0.004590942462285361,0.0036236354694572253,-0.0883161615872189,0.10369773582702255,0.54,0.43666666666666665,0.010239599738113662,0.0010625542458519216,0.002470673402890499,123.91004729270935,23.762961387634277,shap_neuron_results/rnn/ratinabox_ratinabox_nav.json rnn,speech,t12,True,sequence_classification,accuracy,0.09090909090909091,0.45454545454545453,0.6767578125,,poisson_matched,0.25,64,16,80,80,0.004545454545454545,-0.0008179340653250266,-0.015999047076692526,0.0803737055254997,0.45,0.55,,,,92.63132190704346,28.727627754211426,shap_neuron_results/rnn/speech_threshold_crossings_t12.json smc_rnns,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.1092436974789916,0.5210084033613446,0.6293320347374401,0.24601486397153965,poisson_matched,0.0,444,0,444,444,0.0009273979862215166,0.00048202534298274536,-0.00836152439586645,0.021411015915773907,0.5540540540540541,0.40765765765765766,,,,92.05908441543579,42101.46305298805,shap_neuron_results/smc_rnns/allen_neuropixels_721123822.json smc_rnns,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.015581488609313965,0.3272472023963928,0.71337890625,,poisson_matched,0.25,128,32,160,160,0.0021426793187856678,0.00022199868810914993,-0.006044239893001239,0.030741894386770253,0.66875,0.275,,,,4.966826915740967,3848.1825728416443,shap_neuron_results/smc_rnns/mc_pacman_mc_pacman.json smc_rnns,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.026826560497283936,0.3478586971759796,0.9648910411622277,,poisson_matched,0.25,59,14,73,73,0.005132674762647444,0.0015471094900514999,-0.0006428496748146411,0.052796644340936234,0.821917808219178,0.0547945205479452,,,,2.1096386909484863,1538.55117726326,shap_neuron_results/smc_rnns/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json smc_rnns,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.12690949440002441,0.9785314798355103,0.93735,0.7141951142099727,poisson_matched,0.0,300,0,300,300,0.003407702048619582,0.0005158635299328789,-0.0025604013309571297,0.0338788274886431,0.6266666666666667,0.3566666666666667,0.010379396146662181,-2.6818606699168477e-05,-0.00012947139410426694,5.008467674255371,975.4516708850861,shap_neuron_results/smc_rnns/ratinabox_ratinabox_nav.json smc_rnns,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.15151515151515152,0.599609375,,poisson_matched,0.25,64,16,80,80,0.0011363636363636359,-5.925265850257236e-06,-0.009812794389942266,0.02936413017361653,0.5,0.5,,,,2.0955562591552734,1696.3268039226532,shap_neuron_results/smc_rnns/speech_threshold_crossings_t12.json svc,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.9476465778764884,0.8689540936933031,0.8389830508474576,,poisson_matched,0.25,59,14,73,73,0.02488494070643549,0.01956024973805741,-0.0011673463392831707,0.18259478113395058,0.9863013698630136,0.0136986301369863,,,,35216.100324869156,246.501551625086,shap_neuron_results/svc/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json svc,speech,t12,True,sequence_classification,accuracy,0.06060606060606061,0.9090909090909091,0.794921875,,poisson_matched,0.25,64,16,80,80,0.010606060606060608,0.004270453606367228,-0.009223074895703372,0.11416205985247169,0.7125,0.275,,,,6949.541339635849,6.528608958935365,shap_neuron_results/svc/speech_threshold_crossings_t12.json tndm,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.6470588235294118,0.5475002029056084,0.07251015233275272,poisson_matched,0.0,444,0,444,444,0.0012491483079718382,0.00019995564171260973,-0.010357155252218022,0.04892988811712862,0.5180180180180181,0.3490990990990991,,,,1.1121861934661865,4322.784144639969,shap_neuron_results/tndm/allen_neuropixels_721123822.json tndm,mc_pacman,mc_pacman,True,sequence_regression,r2,0.04625535011291504,0.6396738290786743,0.74365234375,,poisson_matched,0.25,128,32,160,160,0.003708865493535997,0.002326938813932553,-0.00774460601900546,0.026821626443431987,0.725,0.25625,,,,96.13646507263184,2503.039804458618,shap_neuron_results/tndm/mc_pacman_mc_pacman.json tndm,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.6721594929695129,0.8183894157409668,0.8099273607748185,,poisson_matched,0.25,59,14,73,73,0.02041847820151342,0.00934164171956932,-0.009325791509985627,0.19492060097263184,0.8356164383561644,0.1643835616438356,,,,80.4220232963562,2151.2975680828094,shap_neuron_results/tndm/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json tndm,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.21246808767318726,0.38940858840942383,0.713825,0.349203088233031,poisson_matched,0.0,300,0,300,300,0.002006255586942035,0.0014444752221788927,-0.011914355955631053,0.015788078701939906,0.6866666666666666,0.26,0.004036669932031873,0.0008588771608523655,0.0011232196679418658,98.72930479049683,2019.6426455974579,shap_neuron_results/tndm/ratinabox_ratinabox_nav.json tndm,speech,t12,True,sequence_classification,accuracy,0.09090909090909091,0.09090909090909091,0.5,,poisson_matched,0.25,64,16,80,80,0.0,0.0,0.0,0.0,0.0,0.0,,,,80.46732950210571,1190.6374711990356,shap_neuron_results/tndm/speech_threshold_crossings_t12.json torchdfine,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.14285714285714285,0.8403361344537815,0.5791940589237886,0.17594856451182211,poisson_matched,0.0,444,0,444,444,0.0015708986297221607,0.0,-0.013400008354676156,0.048388207460625714,0.4774774774774775,0.31981981981981983,,,,2589.386605501175,2135.803109728,shap_neuron_results/torchdfine/allen_neuropixels_721123822.json torchdfine,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.736791729927063,0.7487906217575073,0.5166015625,,poisson_matched,0.25,128,32,160,160,0.00928488969802857,0.006447311914528916,-0.040276943065726614,0.1113139130091544,0.61875,0.375,,,,558.2578983306885,618.254141457146,shap_neuron_results/torchdfine/mc_pacman_mc_pacman.json torchdfine,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-1.2202033996582031,0.8008179664611816,0.7397094430992737,,poisson_matched,0.25,59,14,73,73,0.02768522419341621,0.010132068079576945,-0.06135785272076478,0.2714896390969221,0.6712328767123288,0.3150684931506849,,,,160.02566289901733,335.610863965936,shap_neuron_results/torchdfine/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json torchdfine,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.22183972597122192,0.9902969598770142,0.657725,0.2575662790355515,poisson_matched,0.0,300,0,300,300,0.004040455619494124,0.004448447383798938,-0.07164729816417763,0.0679718741694992,0.5766666666666667,0.4033333333333333,0.014469294428660653,-0.0012039129739470531,-0.0011440145962312248,197.38435077667236,296.97764353104867,shap_neuron_results/torchdfine/ratinabox_ratinabox_nav.json torchdfine,speech,t12,True,sequence_classification,accuracy,0.21212121212121213,0.696969696969697,0.7578125,,poisson_matched,0.25,64,16,80,80,0.006060606060606056,0.0011153415276505673,-0.017069599949888593,0.08296849322586296,0.5375,0.4625,,,,151.05838704109192,180.60491033400012,shap_neuron_results/torchdfine/speech_threshold_crossings_t12.json xg,allen_neuropixels,721123822,True,sequence_classification,accuracy,0.09243697478991597,0.907563025210084,0.5919568216865514,0.19138814184041703,poisson_matched,0.0,444,0,444,444,0.0018358694829283062,0.0004888060451321912,-0.027766594000046104,0.09935724310822677,0.5135135135135135,0.3581081081081081,,,,5968.699905872345,72.89453336293809,shap_neuron_results/xg/allen_neuropixels_721123822.json xg,mc_pacman,mc_pacman,True,sequence_regression,r2,-0.1300943786056734,0.807244776178065,0.7244873046875,,poisson_matched,0.25,128,32,160,160,0.005858369717398365,0.001166650614792844,-0.02829697522497803,0.1528308594727264,0.625,0.35,,,,292.67937994003296,1.0816570580936968,shap_neuron_results/xg/mc_pacman_mc_pacman.json xg,monkey,sub-C_ses-CO-20151104_behavior+ecephys,True,sequence_regression,r2,-0.05661362855077123,0.8416189488122687,0.8014527845036319,,poisson_matched,0.25,59,14,73,73,0.012304555854288224,0.002451781157124766,-0.005656414377062399,0.25597777798177096,0.726027397260274,0.2191780821917808,,,,64.51502561569214,1.046399442013353,shap_neuron_results/xg/monkey_sub-C_ses-CO-20151104_behavior+ecephys.json xg,ratinabox,ratinabox_nav,True,sequence_regression,r2,-0.14013241998696213,0.9662970925763346,0.7232,0.36448690863533995,poisson_matched,0.0,300,0,300,300,0.0036880983752109854,0.0017127322213775144,-0.015469512268350376,0.06930845401208884,0.5766666666666667,0.4066666666666667,0.011165552969557076,-4.1630206712345625e-05,-5.9627637211774736e-05,272.119868516922,2.2591482989955693,shap_neuron_results/xg/ratinabox_ratinabox_nav.json xg,speech,t12,True,sequence_classification,accuracy,0.09090909090909091,0.9090909090909091,0.6259765625,,poisson_matched,0.25,64,16,80,80,0.010227272727272725,0.0028879970973789367,-0.021969245422871087,0.1563051689294284,0.6,0.4,,,,39.15961003303528,3.940825747093186,shap_neuron_results/xg/speech_threshold_crossings_t12.json