data/npz_array_catalog.csv

source_file,array_key,dtype,shape,ndim,num_elements,min,max,mean,std,preview,inspection_error
raw/cait/dataset_pca/dataset_pca_results.npz,eigvals,float32,[384],1,384,0.8632233142852783,4197.29296875,21.16612834762782,215.7700511674661,"[4197.29296875,519.3544311523438,338.9620666503906,97.92402648925781,67.77082061767578,46.61568832397461,38.63801193237305,33.368133544921875,31.84065055847168,30.321025848388672,27.911102294921875,25.753742218017578]",
raw/cait/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,384]",2,384000,0.25178083777427673,1.000001072883606,0.8759559307152716,0.10927470932490588,"[0.42574140429496765,0.49505987763404846,0.544715166091919,0.5566020011901855,0.5636621117591858,0.568270206451416,0.5699759721755981,0.5714958310127258,0.5746860504150391,0.5784827470779419,0.5886979103088379,0.5913738012313843]",
raw/cait/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/cait/dataset_pca/dataset_pca_results.npz,feature_dir,<U33,[],0,1,,,,,"[""Output/cait/features/cait_s24_224""]",
raw/cait/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/cait/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/cait/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/cait/sep/sep_results.npz,model_name,<U8,[],0,1,,,,,"[""CaiT-S24""]",
raw/cait/sep/sep_results.npz,model_dim,int64,[],0,1,384.0,384.0,384.0,0.0,[384],
raw/cait/sep/sep_results.npz,num_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/cait/sep/sep_results.npz,mean_ecg_curve,float32,[384],1,384,0.2558782994747162,100.0,50.12822553445585,28.784440067412966,"[0.2558782994747162,0.46389466524124146,0.8054825663566589,1.0283628702163696,1.272743582725525,1.5807465314865112,1.8840382099151611,2.101076126098633,2.3359501361846924,2.604628562927246,2.8386189937591553,3.1011228561401367]",
raw/cait/sep/sep_results.npz,std_ecg_curve,float32,[384],1,384,3.0100176445557736e-05,1.6810896396636963,1.327186111049907,0.35963913315280677,"[0.359954833984375,0.4100440442562103,0.5199171304702759,0.5635873675346375,0.599751353263855,0.6574873328208923,0.7029173970222473,0.7271110415458679,0.7611539959907532,0.7885391712188721,0.8222579956054688,0.8606467247009277]",
raw/cait/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/cait/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/cait/svd/svd_results.npz,dims_99,int64,[1000],1,1000,30.0,129.0,84.598,16.389520920393007,"[65,61,71,83,78,88,85,89,80,88,79,82]",
raw/cait/svd/svd_results.npz,dims_95,int64,[1000],1,1000,6.0,70.0,29.119,11.210300575809732,"[17,11,19,26,23,30,28,31,22,29,23,27]",
raw/cait/svd/svd_results.npz,dims_90,int64,[1000],1,1000,3.0,42.0,13.264,6.511858720826182,"[8,3,8,12,9,13,13,14,8,11,8,12]",
raw/cait/svd/svd_results.npz,dims_80,int64,[1000],1,1000,2.0,19.0,5.099,2.390648238449145,"[3,2,3,4,3,5,5,5,3,4,3,5]",
raw/cait/svd/svd_results.npz,ranks,int64,[1000],1,1000,196.0,196.0,196.0,0.0,"[196,196,196,196,196,196,196,196,196,196,196,196]",
raw/cait/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,121.00999999999999,121.00999999999999,121.00999999999999,0.0,[121.00999999999999],
raw/cait/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,61.0,61.0,61.0,0.0,[61.0],
raw/cait/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,34.0,34.0,34.0,0.0,[34.0],
raw/cait/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,14.0,14.0,14.0,0.0,[14.0],
raw/cait/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,196.0,196.0,196.0,0.0,[196.0],
raw/deit_small/dataset_pca/dataset_pca_results.npz,eigvals,float32,[384],1,384,0.3320026993751526,614.671630859375,4.686024418566376,32.14207891538653,"[614.671630859375,146.96302795410156,35.36835479736328,24.37955665588379,18.334470748901367,14.581208229064941,12.464447021484375,11.620420455932617,11.22860336303711,9.864151000976562,8.945028305053711,8.37617015838623]",
raw/deit_small/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,384]",2,384000,0.18561796844005585,1.000001311302185,0.8084405352969964,0.15421548366601767,"[0.2610866129398346,0.3231148421764374,0.3426550328731537,0.35348713397979736,0.3596113920211792,0.36706700921058655,0.37159159779548645,0.3768051564693451,0.3842197060585022,0.386849045753479,0.3904670178890228,0.39621564745903015]",
raw/deit_small/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/deit_small/dataset_pca/dataset_pca_results.npz,feature_dir,<U49,[],0,1,,,,,"[""Output/deit_small/features/deit_small_patch16_224""]",
raw/deit_small/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/deit_small/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/deit_small/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/deit_small/sep/sep_results.npz,model_name,<U10,[],0,1,,,,,"[""DeiT-Small""]",
raw/deit_small/sep/sep_results.npz,model_dim,int64,[],0,1,384.0,384.0,384.0,0.0,[384],
raw/deit_small/sep/sep_results.npz,num_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/deit_small/sep/sep_results.npz,mean_ecg_curve,float32,[384],1,384,0.09935469925403595,100.0,50.05014142304814,29.086963553581604,"[0.09935469925403595,0.30900144577026367,0.5913013219833374,0.816034734249115,1.0553207397460938,1.2598644495010376,1.4978703260421753,1.878188967704773,2.191202402114868,2.414259672164917,2.640291690826416,2.835623025894165]",
raw/deit_small/sep/sep_results.npz,std_ecg_curve,float32,[384],1,384,3.0171471735229716e-05,1.7497644424438477,1.320540143517358,0.3922047192233786,"[0.17700745165348053,0.26695722341537476,0.3622637689113617,0.42525720596313477,0.47977781295776367,0.5257149934768677,0.5610959529876709,0.6437510848045349,0.7027704119682312,0.7209590673446655,0.7489290833473206,0.7696295976638794]",
raw/deit_small/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/deit_small/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/deit_small/svd/svd_results.npz,dims_99,int64,[1000],1,1000,48.0,151.0,120.363,14.809565523674218,"[119,112,117,122,122,123,130,123,116,127,106,115]",
raw/deit_small/svd/svd_results.npz,dims_95,int64,[1000],1,1000,12.0,96.0,58.971,14.5959637914048,"[56,44,54,59,58,61,69,63,51,62,42,58]",
raw/deit_small/svd/svd_results.npz,dims_90,int64,[1000],1,1000,6.0,66.0,32.518,11.390420360987562,"[29,18,27,31,29,34,40,36,24,33,20,32]",
raw/deit_small/svd/svd_results.npz,dims_80,int64,[1000],1,1000,2.0,36.0,12.938,6.2043658821832866,"[10,4,9,11,8,13,17,14,6,11,6,12]",
raw/deit_small/svd/svd_results.npz,ranks,int64,[1000],1,1000,196.0,196.0,196.0,0.0,"[196,196,196,196,196,196,196,196,196,196,196,196]",
raw/deit_small/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,146.0,146.0,146.0,0.0,[146.0],
raw/deit_small/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,89.0,89.0,89.0,0.0,[89.0],
raw/deit_small/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,59.0,59.0,59.0,0.0,[59.0],
raw/deit_small/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,30.0,30.0,30.0,0.0,[30.0],
raw/deit_small/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,196.0,196.0,196.0,0.0,[196.0],
raw/swin_small/dataset_pca/dataset_pca_results.npz,eigvals,float32,[768],1,768,0.05600053444504738,17063.37109375,25.54136207339373,616.2687577217376,"[17063.37109375,1002.3307495117188,92.44172668457031,39.63358688354492,15.01027774810791,13.301913261413574,10.124707221984863,7.868560314178467,7.240697860717773,6.759310245513916,6.259120464324951,5.923573970794678]",
raw/swin_small/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,768]",2,768000,0.5122746825218201,1.000002145767212,0.9732759316475906,0.032811880847124546,"[0.8012368679046631,0.8708899021148682,0.874571681022644,0.8756592273712158,0.8760961294174194,0.8765965104103088,0.8771275877952576,0.8773198127746582,0.8775684833526611,0.8788141012191772,0.8789689540863037,0.8791666030883789]",
raw/swin_small/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,49000.0,49000.0,49000.0,0.0,[49000],
raw/swin_small/dataset_pca/dataset_pca_results.npz,feature_dir,<U64,[],0,1,,,,,"[""Output/swin_small/features/swin_small_patch4_window7_224.ms_in1k""]",
raw/swin_small/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/swin_small/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/swin_small/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/swin_small/sep/sep_results.npz,model_name,<U10,[],0,1,,,,,"[""Swin-Small""]",
raw/swin_small/sep/sep_results.npz,model_dim,int64,[],0,1,768.0,768.0,768.0,0.0,[768],
raw/swin_small/sep/sep_results.npz,num_tokens,int64,[],0,1,49000.0,49000.0,49000.0,0.0,[49000],
raw/swin_small/sep/sep_results.npz,mean_ecg_curve,float32,[768],1,768,0.04173124209046364,100.0,50.02095281505899,28.942811990000433,"[0.04173124209046364,0.14280807971954346,0.19064973294734955,0.3086443841457367,0.5627533197402954,0.6910762786865234,0.7302086353302002,0.878612220287323,1.0533270835876465,1.165065884590149,1.2104895114898682,1.3207851648330688]",
raw/swin_small/sep/sep_results.npz,std_ecg_curve,float32,[768],1,768,4.227215322316624e-05,0.6742743253707886,0.5319518935252793,0.14928039665045661,"[0.02482353150844574,0.0632721558213234,0.08104348182678223,0.10372737050056458,0.143997922539711,0.16225002706050873,0.16433392465114594,0.18104207515716553,0.2048775851726532,0.2039681077003479,0.21152633428573608,0.21593718230724335]",
raw/swin_small/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/swin_small/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/swin_small/svd/svd_results.npz,dims_99,int64,[1000],1,1000,3.0,35.0,10.331,7.420609072037147,"[9,3,3,8,4,9,7,21,3,5,4,15]",
raw/swin_small/svd/svd_results.npz,dims_95,int64,[1000],1,1000,2.0,18.0,3.235,2.5051496961259625,"[2,2,2,2,2,3,2,6,2,2,2,4]",
raw/swin_small/svd/svd_results.npz,dims_90,int64,[1000],1,1000,1.0,10.0,1.815,1.2168709874099228,"[2,1,1,2,1,2,1,3,1,1,1,2]",
raw/swin_small/svd/svd_results.npz,dims_80,int64,[1000],1,1000,1.0,5.0,1.124,0.4249988235277834,"[1,1,1,1,1,1,1,1,1,1,1,1]",
raw/swin_small/svd/svd_results.npz,ranks,int64,[1000],1,1000,49.0,49.0,49.0,0.0,"[49,49,49,49,49,49,49,49,49,49,49,49]",
raw/swin_small/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,33.00999999999999,33.00999999999999,33.00999999999999,0.0,[33.00999999999999],
raw/swin_small/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,15.0,15.0,15.0,0.0,[15.0],
raw/swin_small/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,7.009999999999991,7.009999999999991,7.009999999999991,0.0,[7.009999999999991],
raw/swin_small/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,3.0,3.0,3.0,0.0,[3.0],
raw/swin_small/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,49.0,49.0,49.0,0.0,[49.0],
raw/vit_base_patch14_dinov2/dataset_pca/dataset_pca_results.npz,eigvals,float32,[768],1,768,0.06620661914348602,490.70367431640625,4.19729392156781,19.113694184698556,"[490.70367431640625,187.33590698242188,38.30595016479492,34.121185302734375,28.212738037109375,24.770877838134766,22.466289520263672,19.04132843017578,18.635177612304688,17.022371292114258,16.80027198791504,15.595611572265625]",
raw/vit_base_patch14_dinov2/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,768]",2,768000,0.03703666478395462,1.000002145767212,0.7875449597721744,0.19942781859576122,"[0.15544067323207855,0.2076522558927536,0.21628594398498535,0.22782041132450104,0.23612254858016968,0.24361552298069,0.244823157787323,0.25253257155418396,0.25717586278915405,0.2589546740055084,0.2618282437324524,0.2682926058769226]",
raw/vit_base_patch14_dinov2/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,256000.0,256000.0,256000.0,0.0,[256000],
raw/vit_base_patch14_dinov2/dataset_pca/dataset_pca_results.npz,feature_dir,<U71,[],0,1,,,,,"[""Output/vit_base_patch14_dinov2/features/vit_base_patch14_dinov2.lvd142m""]",
raw/vit_base_patch14_dinov2/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_base_patch14_dinov2/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_base_patch14_dinov2/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/vit_base_patch14_dinov2/sep/sep_results.npz,model_name,<U17,[],0,1,,,,,"[""ViT-Base (DINOv2)""]",
raw/vit_base_patch14_dinov2/sep/sep_results.npz,model_dim,int64,[],0,1,768.0,768.0,768.0,0.0,[768],
raw/vit_base_patch14_dinov2/sep/sep_results.npz,num_tokens,int64,[],0,1,256000.0,256000.0,256000.0,0.0,[256000],
raw/vit_base_patch14_dinov2/sep/sep_results.npz,mean_ecg_curve,float64,[768],1,768,0.16903075005486606,100.0,50.08451558135897,28.796555561931783,"[0.16903075005486606,0.2874993460252881,0.43560836340487,0.5630431812703609,0.7009440864622593,0.8180570512413978,0.9349014003872871,1.0539077236652374,1.191706129193306,1.325613060772419,1.4720489637851715,1.6049472877979278]",
raw/vit_base_patch14_dinov2/sep/sep_results.npz,std_ecg_curve,float64,[768],1,768,0.0,1.4044342800479865,1.074672145952151,0.2651480233017013,"[0.6816956534846451,0.687325196300669,0.7025495718457037,0.7138129698265175,0.7296637981527083,0.7343775611472729,0.742131002033862,0.7537175863489156,0.7631484270737454,0.7705705972846102,0.7852402422219391,0.7941618245799165]",
raw/vit_base_patch14_dinov2/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_base_patch14_dinov2/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_base_patch14_dinov2/svd/svd_results.npz,dims_99,int64,[1000],1,1000,52.0,152.0,113.057,16.511745849546013,"[117,78,124,120,121,108,87,113,104,116,87,116]",
raw/vit_base_patch14_dinov2/svd/svd_results.npz,dims_95,int64,[1000],1,1000,14.0,72.0,43.002,11.000454354252827,"[50,18,48,47,50,37,26,42,35,41,26,46]",
raw/vit_base_patch14_dinov2/svd/svd_results.npz,dims_90,int64,[1000],1,1000,7.0,43.0,23.244,6.97197705102362,"[29,8,24,25,28,19,14,24,18,21,13,26]",
raw/vit_base_patch14_dinov2/svd/svd_results.npz,dims_80,int64,[1000],1,1000,3.0,21.0,10.802,3.5917678098674477,"[14,3,11,12,13,8,7,11,9,10,5,12]",
raw/vit_base_patch14_dinov2/svd/svd_results.npz,ranks,int64,[1000],1,1000,256.0,256.0,256.0,0.0,"[256,256,256,256,256,256,256,256,256,256,256,256]",
raw/vit_base_patch14_dinov2/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,146.01999999999998,146.01999999999998,146.01999999999998,0.0,[146.01999999999998],
raw/vit_base_patch14_dinov2/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,67.0,67.0,67.0,0.0,[67.0],
raw/vit_base_patch14_dinov2/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,39.00999999999999,39.00999999999999,39.00999999999999,0.0,[39.00999999999999],
raw/vit_base_patch14_dinov2/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,19.0,19.0,19.0,0.0,[19.0],
raw/vit_base_patch14_dinov2/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,256.0,256.0,256.0,0.0,[256.0],
raw/vit_base_patch16_224_dino/dataset_pca/dataset_pca_results.npz,eigvals,float32,[768],1,768,0.05315910652279854,142.23866271972656,0.7067318813302942,5.171260963897364,"[142.23866271972656,16.104379653930664,6.476834774017334,5.004822731018066,4.779844284057617,4.135668754577637,3.8058714866638184,3.33723783493042,3.141721487045288,2.890317440032959,2.8198587894439697,2.636077404022217]",
raw/vit_base_patch16_224_dino/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,768]",2,768000,0.150770902633667,1.0000019073486328,0.7976212040490936,0.17450049239838195,"[0.20506294071674347,0.22755300998687744,0.23115459084510803,0.2376253306865692,0.24212230741977692,0.24474959075450897,0.2512824535369873,0.25767379999160767,0.26093804836273193,0.26837748289108276,0.2720797657966614,0.27544933557510376]",
raw/vit_base_patch16_224_dino/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_base_patch16_224_dino/dataset_pca/dataset_pca_results.npz,feature_dir,<U67,[],0,1,,,,,"[""Output/vit_base_patch16_224_dino/features/vit_base_patch16_224.dino""]",
raw/vit_base_patch16_224_dino/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_base_patch16_224_dino/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_base_patch16_224_dino/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/vit_base_patch16_224_dino/sep/sep_results.npz,model_name,<U15,[],0,1,,,,,"[""ViT-Base (DINO)""]",
raw/vit_base_patch16_224_dino/sep/sep_results.npz,model_dim,int64,[],0,1,768.0,768.0,768.0,0.0,[768],
raw/vit_base_patch16_224_dino/sep/sep_results.npz,num_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_base_patch16_224_dino/sep/sep_results.npz,mean_ecg_curve,float64,[768],1,768,0.805379118354953,100.0,50.402689674046314,28.627117283323077,"[0.805379118354953,0.9173577878134591,1.0421154219568993,1.1871809186351543,1.317506717136928,1.5179048102242605,1.6656374053955079,1.768724710347701,1.9439436226669622,2.0660555273562062,2.256912375625299,2.356886292438118]",
raw/vit_base_patch16_224_dino/sep/sep_results.npz,std_ecg_curve,float64,[768],1,768,0.0,1.2323660319699574,0.9697726836159783,0.2519208895165821,"[0.3942071634813695,0.40204209194035867,0.4188909895591482,0.4480171738919313,0.4574468938431656,0.48625254269101165,0.5011978342347309,0.5047847731177088,0.5393898211851343,0.5523776324627689,0.5765892832282511,0.584052886055488]",
raw/vit_base_patch16_224_dino/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_base_patch16_224_dino/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_base_patch16_224_dino/svd/svd_results.npz,dims_99,int64,[1000],1,1000,58.0,168.0,140.339,17.00999938271604,"[140,144,140,149,147,134,146,132,148,152,147,125]",
raw/vit_base_patch16_224_dino/svd/svd_results.npz,dims_95,int64,[1000],1,1000,21.0,116.0,79.334,16.032418532461033,"[73,72,81,86,84,80,80,72,84,89,86,69]",
raw/vit_base_patch16_224_dino/svd/svd_results.npz,dims_90,int64,[1000],1,1000,11.0,82.0,48.066,12.711476861482303,"[41,37,51,52,50,50,47,43,51,55,53,41]",
raw/vit_base_patch16_224_dino/svd/svd_results.npz,dims_80,int64,[1000],1,1000,4.0,45.0,21.41,7.286144385064024,"[17,10,23,22,21,22,20,19,22,23,24,17]",
raw/vit_base_patch16_224_dino/svd/svd_results.npz,ranks,int64,[1000],1,1000,196.0,196.0,196.0,0.0,"[196,196,196,196,196,196,196,196,196,196,196,196]",
raw/vit_base_patch16_224_dino/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,165.0,165.0,165.0,0.0,[165.0],
raw/vit_base_patch16_224_dino/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,109.00999999999999,109.00999999999999,109.00999999999999,0.0,[109.00999999999999],
raw/vit_base_patch16_224_dino/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,75.0,75.0,75.0,0.0,[75.0],
raw/vit_base_patch16_224_dino/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,39.0,39.0,39.0,0.0,[39.0],
raw/vit_base_patch16_224_dino/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,196.0,196.0,196.0,0.0,[196.0],
raw/vit_base_patch16_224_mae/dataset_pca/dataset_pca_results.npz,eigvals,float32,[768],1,768,0.2777171730995178,21473.7421875,32.207056776310004,774.2670651381129,"[21473.7421875,134.6244354248047,99.0455322265625,88.91348266601562,86.2066879272461,71.4201431274414,66.24691772460938,57.27861404418945,42.67860412597656,40.88973617553711,37.928794860839844,35.69540786743164]",
raw/vit_base_patch16_224_mae/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,768]",2,768000,0.7935987114906311,1.0000027418136597,0.9725950235163328,0.026071255280758345,"[0.8708223700523376,0.8735145926475525,0.8772817254066467,0.8812305927276611,0.8841524124145508,0.8855645060539246,0.888956606388092,0.8917425274848938,0.8922131061553955,0.8939158320426941,0.8952487707138062,0.8970608711242676]",
raw/vit_base_patch16_224_mae/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_base_patch16_224_mae/dataset_pca/dataset_pca_results.npz,feature_dir,<U65,[],0,1,,,,,"[""Output/vit_base_patch16_224_mae/features/vit_base_patch16_224.mae""]",
raw/vit_base_patch16_224_mae/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_base_patch16_224_mae/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_base_patch16_224_mae/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/vit_base_patch16_224_mae/sep/sep_results.npz,model_name,<U14,[],0,1,,,,,"[""ViT-Base (MAE)""]",
raw/vit_base_patch16_224_mae/sep/sep_results.npz,model_dim,int64,[],0,1,768.0,768.0,768.0,0.0,[768],
raw/vit_base_patch16_224_mae/sep/sep_results.npz,num_tokens,int64,[],0,1,196.0,196.0,196.0,0.0,[196],
raw/vit_base_patch16_224_mae/sep/sep_results.npz,mean_ecg_curve,float64,[768],1,768,1.7816937504982462,100.0,50.89084427008012,28.813730002567763,"[1.7816937504982462,1.9911941216916453,2.0199855882294324,2.039439921476403,2.1896449497767856,2.276088169642857,2.3550077165876115,2.4615193581094545,2.6736415940888074,2.778637944435587,3.065434047154018,3.1822378976004466]",
raw/vit_base_patch16_224_mae/sep/sep_results.npz,std_ecg_curve,float64,[768],1,768,0.0,0.6958445931915538,0.5279787893545341,0.12216612210927263,"[0.49767676297620667,0.4900382887775167,0.4962087161817273,0.49680815376287346,0.4987141874222295,0.5042816680350661,0.5060140532593611,0.514143348655947,0.5368886183515789,0.5455661325712216,0.5539669203859091,0.5574119926673903]",
raw/vit_base_patch16_224_mae/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_base_patch16_224_mae/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_base_patch16_224_mae/svd/svd_results.npz,dims_99,int64,[1000],1,1000,22.0,118.0,85.41,15.46246746156641,"[91,85,87,95,93,81,83,82,96,106,46,80]",
raw/vit_base_patch16_224_mae/svd/svd_results.npz,dims_95,int64,[1000],1,1000,2.0,36.0,16.757,6.744772123652511,"[16,12,17,18,17,16,16,16,20,26,3,17]",
raw/vit_base_patch16_224_mae/svd/svd_results.npz,dims_90,int64,[1000],1,1000,1.0,9.0,2.834,1.4968112773492857,"[2,1,3,3,2,3,3,3,4,3,1,3]",
raw/vit_base_patch16_224_mae/svd/svd_results.npz,dims_80,int64,[1000],1,1000,1.0,1.0,1.0,0.0,"[1,1,1,1,1,1,1,1,1,1,1,1]",
raw/vit_base_patch16_224_mae/svd/svd_results.npz,ranks,int64,[1000],1,1000,196.0,196.0,196.0,0.0,"[196,196,196,196,196,196,196,196,196,196,196,196]",
raw/vit_base_patch16_224_mae/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,113.0,113.0,113.0,0.0,[113.0],
raw/vit_base_patch16_224_mae/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,34.0,34.0,34.0,0.0,[34.0],
raw/vit_base_patch16_224_mae/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,7.0,7.0,7.0,0.0,[7.0],
raw/vit_base_patch16_224_mae/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,1.0,1.0,1.0,0.0,[1.0],
raw/vit_base_patch16_224_mae/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,196.0,196.0,196.0,0.0,[196.0],
raw/vit_base_patch16_clip_openai/dataset_pca/dataset_pca_results.npz,eigvals,float32,[768],1,768,0.017319658771157265,217.33309936523438,0.5328800385468639,8.512574492173469,"[217.33309936523438,92.66366577148438,4.1707611083984375,2.226544141769409,2.0992136001586914,1.4916349649429321,1.2629910707473755,0.9676192998886108,0.8734559416770935,0.8163024187088013,0.745363175868988,0.7306092381477356]",
raw/vit_base_patch16_clip_openai/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,768]",2,768000,0.36960333585739136,1.0000020265579224,0.9348716211865346,0.0606439119556352,"[0.540858268737793,0.7549343705177307,0.7612472772598267,0.7628414034843445,0.7638509273529053,0.7678597569465637,0.7721507549285889,0.7754811644554138,0.7769970297813416,0.7788848876953125,0.780002236366272,0.7819147706031799]",
raw/vit_base_patch16_clip_openai/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_base_patch16_clip_openai/dataset_pca/dataset_pca_results.npz,feature_dir,<U77,[],0,1,,,,,"[""Output/vit_base_patch16_clip_openai/features/vit_base_patch16_clip_224.openai""]",
raw/vit_base_patch16_clip_openai/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_base_patch16_clip_openai/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_base_patch16_clip_openai/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/vit_base_patch16_clip_openai/sep/sep_results.npz,model_name,<U23,[],0,1,,,,,"[""ViT-Base (CLIP, OpenAI)""]",
raw/vit_base_patch16_clip_openai/sep/sep_results.npz,model_dim,int64,[],0,1,768.0,768.0,768.0,0.0,[768],
raw/vit_base_patch16_clip_openai/sep/sep_results.npz,num_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_base_patch16_clip_openai/sep/sep_results.npz,mean_ecg_curve,float64,[768],1,768,0.16164430856704712,100.0,50.080822472850365,28.88262245121289,"[0.16164430856704712,0.35917760736115123,0.47710875458620033,0.5640326902428452,0.6973969006051822,0.7783002889204998,0.9007218273318544,1.0587314382280621,1.1964777406186473,1.2715615785559828,1.3569453843564403,1.502619782739756]",
raw/vit_base_patch16_clip_openai/sep/sep_results.npz,std_ecg_curve,float64,[768],1,768,0.0013832085183884007,1.0954630891516832,0.8393937969092278,0.23596633601790093,"[0.17870106097021185,0.22719019926284872,0.24102343085324468,0.2506443926546884,0.2768999931263992,0.28101242661330683,0.29737946702353213,0.3200611075067764,0.3381198400088858,0.34346406680679403,0.3484203381040023,0.37621151313093865]",
raw/vit_base_patch16_clip_openai/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_base_patch16_clip_openai/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,dims_99,int64,[1000],1,1000,37.0,144.0,105.018,16.242649906957915,"[105,98,90,112,98,103,94,114,116,110,110,100]",
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,dims_95,int64,[1000],1,1000,4.0,72.0,31.189,12.26830383549413,"[27,19,17,35,21,26,21,36,38,31,29,29]",
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,dims_90,int64,[1000],1,1000,2.0,35.0,10.148,5.711575614486777,"[8,4,4,11,5,7,6,11,13,8,6,10]",
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,dims_80,int64,[1000],1,1000,2.0,8.0,2.482,0.9621205745643318,"[2,2,2,2,2,2,2,2,3,2,2,3]",
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,ranks,int64,[1000],1,1000,196.0,196.0,196.0,0.0,"[196,196,196,196,196,196,196,196,196,196,196,196]",
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,135.0,135.0,135.0,0.0,[135.0],
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,60.00999999999999,60.00999999999999,60.00999999999999,0.0,[60.00999999999999],
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,27.0,27.0,27.0,0.0,[27.0],
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,6.0,6.0,6.0,0.0,[6.0],
raw/vit_base_patch16_clip_openai/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,196.0,196.0,196.0,0.0,[196.0],
raw/vit_huge_patch14_224_mae/dataset_pca/dataset_pca_results.npz,eigvals,float32,[1280],1,1280,0.323792040348053,93176.390625,85.67833634591662,2603.3101985767466,"[93176.390625,801.1845092773438,563.1676635742188,493.85125732421875,458.6100158691406,318.5654296875,315.9028625488281,295.4286193847656,244.29466247558594,236.7884521484375,226.5779571533203,217.895751953125]",
raw/vit_huge_patch14_224_mae/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,1280]",2,1280000,0.7870301604270935,1.000002145767212,0.973112571117701,0.02573729538423775,"[0.8530587553977966,0.8568083047866821,0.8611456155776978,0.8629839420318604,0.8645513653755188,0.8666605949401855,0.8708130121231079,0.8751769065856934,0.8769611120223999,0.8783289790153503,0.8804857134819031,0.8822999596595764]",
raw/vit_huge_patch14_224_mae/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,256000.0,256000.0,256000.0,0.0,[256000],
raw/vit_huge_patch14_224_mae/dataset_pca/dataset_pca_results.npz,feature_dir,<U65,[],0,1,,,,,"[""Output/vit_huge_patch14_224_mae/features/vit_huge_patch14_224.mae""]",
raw/vit_huge_patch14_224_mae/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_huge_patch14_224_mae/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_huge_patch14_224_mae/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/vit_huge_patch14_224_mae/sep/sep_results.npz,model_name,<U8,[],0,1,,,,,"[""ViT-Huge""]",
raw/vit_huge_patch14_224_mae/sep/sep_results.npz,model_dim,int64,[],0,1,1280.0,1280.0,1280.0,0.0,[1280],
raw/vit_huge_patch14_224_mae/sep/sep_results.npz,num_tokens,int64,[],0,1,256000.0,256000.0,256000.0,0.0,[256000],
raw/vit_huge_patch14_224_mae/sep/sep_results.npz,mean_ecg_curve,float32,[1280],1,1280,1.3522546291351318,100.0,50.67675399333238,28.469900890404816,"[1.3522546291351318,1.4535197019577026,1.525275468826294,1.5937238931655884,1.6211063861846924,1.7011100053787231,1.787698745727539,1.8600205183029175,1.9437294006347656,2.0063891410827637,2.0798933506011963,2.164325475692749]",
raw/vit_huge_patch14_224_mae/sep/sep_results.npz,std_ecg_curve,float32,[1280],1,1280,5.15198553330265e-05,0.5891832709312439,0.4472056204678836,0.09437282969522072,"[0.41168835759162903,0.4091249704360962,0.4089398682117462,0.40054306387901306,0.40238460898399353,0.40320050716400146,0.4046388864517212,0.4065847396850586,0.4067124128341675,0.4051068425178528,0.4131699204444885,0.4127212464809418]",
raw/vit_huge_patch14_224_mae/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_huge_patch14_224_mae/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_huge_patch14_224_mae/svd/svd_results.npz,dims_99,int64,[1000],1,1000,40.0,170.0,128.71,20.472613414022156,"[133,118,134,129,133,129,132,126,139,145,68,123]",
raw/vit_huge_patch14_224_mae/svd/svd_results.npz,dims_95,int64,[1000],1,1000,3.0,63.0,30.913,11.135323569613952,"[31,21,35,28,33,34,32,29,34,37,4,29]",
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raw/vit_large_21k_in1k/sep/sep_results.npz,std_ecg_curve,float32,[1024],1,1024,4.8328398406738415e-05,1.0696039199829102,0.8575097352697618,0.21713694582012774,"[0.14209705591201782,0.18166816234588623,0.20592254400253296,0.22851736843585968,0.24471965432167053,0.25729313492774963,0.27053123712539673,0.284415066242218,0.30623099207878113,0.33152639865875244,0.3364305794239044,0.3553523123264313]",
raw/vit_large_21k_in1k/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_large_21k_in1k/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_large_21k_in1k/svd/svd_results.npz,dims_99,int64,[1000],1,1000,19.0,126.0,70.12,19.48480433568682,"[73,55,45,66,61,59,86,66,57,44,51,72]",
raw/vit_large_21k_in1k/svd/svd_results.npz,dims_95,int64,[1000],1,1000,4.0,50.0,13.996,7.976965839214808,"[13,5,5,10,7,8,19,12,8,5,7,15]",
raw/vit_large_21k_in1k/svd/svd_results.npz,dims_90,int64,[1000],1,1000,3.0,22.0,5.77,2.9211470349847164,"[5,3,3,4,3,3,8,4,4,3,3,7]",
raw/vit_large_21k_in1k/svd/svd_results.npz,dims_80,int64,[1000],1,1000,2.0,6.0,3.084,0.5665191964973474,"[3,3,2,3,2,2,3,3,3,2,3,3]",
raw/vit_large_21k_in1k/svd/svd_results.npz,ranks,int64,[1000],1,1000,196.0,196.0,196.0,0.0,"[196,196,196,196,196,196,196,196,196,196,196,196]",
raw/vit_large_21k_in1k/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,115.0,115.0,115.0,0.0,[115.0],
raw/vit_large_21k_in1k/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,39.00999999999999,39.00999999999999,39.00999999999999,0.0,[39.00999999999999],
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raw/vit_large_21k_in1k/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,5.0,5.0,5.0,0.0,[5.0],
raw/vit_large_21k_in1k/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,196.0,196.0,196.0,0.0,[196.0],
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raw/vit_large_patch14_clip_openai/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,1024]",2,1024000,0.2430848628282547,1.0000022649765015,0.92299127402452,0.06914841893742327,"[0.3508891761302948,0.6549285650253296,0.7026335000991821,0.715332567691803,0.7257113456726074,0.7312645316123962,0.735237717628479,0.7398099899291992,0.7429379224777222,0.7446429133415222,0.7472162246704102,0.7498095631599426]",
raw/vit_large_patch14_clip_openai/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,256000.0,256000.0,256000.0,0.0,[256000],
raw/vit_large_patch14_clip_openai/dataset_pca/dataset_pca_results.npz,feature_dir,<U79,[],0,1,,,,,"[""Output/vit_large_patch14_clip_openai/features/vit_large_patch14_clip_224.openai""]",
raw/vit_large_patch14_clip_openai/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
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raw/vit_large_patch14_clip_openai/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
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raw/vit_large_patch14_clip_openai/sep/sep_results.npz,num_tokens,int64,[],0,1,256000.0,256000.0,256000.0,0.0,[256000],
raw/vit_large_patch14_clip_openai/sep/sep_results.npz,mean_ecg_curve,float64,[1024],1,1024,0.22810279154404997,100.0,50.11405199114234,28.887768883372555,"[0.22810279154404997,0.30342494618147614,0.3689986233264208,0.43330511802434923,0.5825007557868958,0.6971287202835083,0.7712177807092666,0.8689068186879157,0.9359805970788002,0.9968567081093788,1.1459186685681344,1.3033781707286836]",
raw/vit_large_patch14_clip_openai/sep/sep_results.npz,std_ecg_curve,float64,[1024],1,1024,0.0,1.1954959991892857,0.8532051129461304,0.23246192033168642,"[0.5287585425313771,0.5338006101280737,0.5368724495895986,0.5385078043722676,0.5471188270137172,0.5553183961464997,0.5605898725578129,0.5696551298321376,0.573545926728257,0.5775367967094895,0.5884641948579583,0.5979695399708673]",
raw/vit_large_patch14_clip_openai/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_large_patch14_clip_openai/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_large_patch14_clip_openai/svd/svd_results.npz,dims_99,int64,[1000],1,1000,50.0,190.0,148.245,20.08992222483701,"[146,146,143,154,152,135,159,143,161,158,142,150]",
raw/vit_large_patch14_clip_openai/svd/svd_results.npz,dims_95,int64,[1000],1,1000,8.0,101.0,52.86,16.267280043080344,"[49,39,47,53,53,43,59,48,59,57,42,56]",
raw/vit_large_patch14_clip_openai/svd/svd_results.npz,dims_90,int64,[1000],1,1000,3.0,54.0,21.009,8.997606292786989,"[17,10,16,20,20,15,23,16,23,20,13,24]",
raw/vit_large_patch14_clip_openai/svd/svd_results.npz,dims_80,int64,[1000],1,1000,2.0,18.0,5.994,2.617243588204965,"[5,3,5,6,5,4,7,4,6,5,4,8]",
raw/vit_large_patch14_clip_openai/svd/svd_results.npz,ranks,int64,[1000],1,1000,256.0,256.0,256.0,0.0,"[256,256,256,256,256,256,256,256,256,256,256,256]",
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raw/vit_large_patch14_clip_openai/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,15.0,15.0,15.0,0.0,[15.0],
raw/vit_large_patch14_clip_openai/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,256.0,256.0,256.0,0.0,[256.0],
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raw/vit_large_patch14_dinov2/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,1024]",2,1024000,0.0421869121491909,1.0000017881393433,0.7762211106062423,0.2088917340930932,"[0.18668407201766968,0.19541703164577484,0.20765003561973572,0.21314634382724762,0.2198815643787384,0.2217860370874405,0.2301352620124817,0.2349853813648224,0.24600471556186676,0.2509329319000244,0.2561923861503601,0.26116660237312317]",
raw/vit_large_patch14_dinov2/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,256000.0,256000.0,256000.0,0.0,[256000],
raw/vit_large_patch14_dinov2/dataset_pca/dataset_pca_results.npz,feature_dir,<U73,[],0,1,,,,,"[""Output/vit_large_patch14_dinov2/features/vit_large_patch14_dinov2.lvd142m""]",
raw/vit_large_patch14_dinov2/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_large_patch14_dinov2/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_large_patch14_dinov2/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
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raw/vit_large_patch14_dinov2/sep/sep_results.npz,num_tokens,int64,[],0,1,256000.0,256000.0,256000.0,0.0,[256000],
raw/vit_large_patch14_dinov2/sep/sep_results.npz,mean_ecg_curve,float64,[1024],1,1024,0.8754401689767838,100.0,50.43772054856881,28.606083660388336,"[0.8754401689767838,1.0025667085647583,1.091414781808853,1.1715819216370582,1.2811759402155876,1.3910914767980576,1.482253519833088,1.5780708281993865,1.664760194182396,1.7681605058908463,1.8610319529771804,1.9538165724277496]",
raw/vit_large_patch14_dinov2/sep/sep_results.npz,std_ecg_curve,float64,[1024],1,1024,0.0,1.2169988235245952,0.932842793385841,0.22522574706635115,"[0.6448530470055986,0.6618933231134082,0.6662605548991241,0.6671242926573344,0.6783258266775999,0.6843706976341711,0.6872532140458584,0.6927506109688436,0.6972186392552606,0.7058385709130582,0.7115140261337599,0.7177365368258061]",
raw/vit_large_patch14_dinov2/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_large_patch14_dinov2/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_large_patch14_dinov2/svd/svd_results.npz,dims_99,int64,[1000],1,1000,76.0,182.0,140.671,16.94086063339168,"[143,108,147,144,150,137,123,148,127,143,124,138]",
raw/vit_large_patch14_dinov2/svd/svd_results.npz,dims_95,int64,[1000],1,1000,25.0,102.0,63.707,13.99103823881559,"[71,33,67,66,74,57,47,67,52,62,46,61]",
raw/vit_large_patch14_dinov2/svd/svd_results.npz,dims_90,int64,[1000],1,1000,12.0,65.0,36.441,9.846954808467437,"[43,14,37,38,45,30,25,39,28,34,24,35]",
raw/vit_large_patch14_dinov2/svd/svd_results.npz,dims_80,int64,[1000],1,1000,4.0,33.0,17.217,5.528644589770625,"[22,5,17,18,23,13,11,20,13,15,10,17]",
raw/vit_large_patch14_dinov2/svd/svd_results.npz,ranks,int64,[1000],1,1000,256.0,256.0,256.0,0.0,"[256,256,256,256,256,256,256,256,256,256,256,256]",
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raw/vit_large_patch14_dinov2/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,93.0,93.0,93.0,0.0,[93.0],
raw/vit_large_patch14_dinov2/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,58.0,58.0,58.0,0.0,[58.0],
raw/vit_large_patch14_dinov2/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,30.0,30.0,30.0,0.0,[30.0],
raw/vit_large_patch14_dinov2/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,256.0,256.0,256.0,0.0,[256.0],
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raw/vit_large_patch16_224_mae/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,1024]",2,1024000,0.8007924556732178,1.000002384185791,0.9753292793969158,0.02393641134585101,"[0.871821403503418,0.8729108572006226,0.8775467872619629,0.8799755573272705,0.8832280039787292,0.8864346146583557,0.8895934820175171,0.8920167684555054,0.8943694829940796,0.8964663147926331,0.899267315864563,0.9004700183868408]",
raw/vit_large_patch16_224_mae/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_large_patch16_224_mae/dataset_pca/dataset_pca_results.npz,feature_dir,<U67,[],0,1,,,,,"[""Output/vit_large_patch16_224_mae/features/vit_large_patch16_224.mae""]",
raw/vit_large_patch16_224_mae/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_large_patch16_224_mae/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_large_patch16_224_mae/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/vit_large_patch16_224_mae/sep/sep_results.npz,model_name,<U15,[],0,1,,,,,"[""ViT-Large (MAE)""]",
raw/vit_large_patch16_224_mae/sep/sep_results.npz,model_dim,int64,[],0,1,1024.0,1024.0,1024.0,0.0,[1024],
raw/vit_large_patch16_224_mae/sep/sep_results.npz,num_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_large_patch16_224_mae/sep/sep_results.npz,mean_ecg_curve,float64,[1024],1,1024,0.25404934238779303,100.0,50.12702434691361,28.90694517999756,"[0.25404934238779303,0.3613633908155013,0.41960997726479354,0.5542862429910776,0.6667309510367257,0.7828380248789885,0.8974626613539093,0.9609029051333058,1.0886277394975934,1.2506258382991868,1.3411402275708257,1.394234456354258]",
raw/vit_large_patch16_224_mae/sep/sep_results.npz,std_ecg_curve,float64,[1024],1,1024,0.001597191241251355,0.5046376577788172,0.39266318655228716,0.08574625803777002,"[0.3444569362118514,0.33886099528897773,0.34464542365164696,0.34329967516390214,0.3515589280951739,0.35203625482964146,0.35786456859431487,0.3609356248840862,0.3666364795035695,0.36790576840209566,0.3620385463986698,0.3656417894410439]",
raw/vit_large_patch16_224_mae/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_large_patch16_224_mae/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_large_patch16_224_mae/svd/svd_results.npz,dims_99,int64,[1000],1,1000,26.0,125.0,90.048,16.207396336241057,"[91,84,97,93,95,90,88,89,100,105,46,87]",
raw/vit_large_patch16_224_mae/svd/svd_results.npz,dims_95,int64,[1000],1,1000,2.0,42.0,19.068,7.379795119107305,"[17,12,22,17,19,21,18,19,22,24,3,19]",
raw/vit_large_patch16_224_mae/svd/svd_results.npz,dims_90,int64,[1000],1,1000,1.0,11.0,3.644,1.925944962868877,"[2,1,5,3,3,5,5,4,4,3,1,4]",
raw/vit_large_patch16_224_mae/svd/svd_results.npz,dims_80,int64,[1000],1,1000,1.0,1.0,1.0,0.0,"[1,1,1,1,1,1,1,1,1,1,1,1]",
raw/vit_large_patch16_224_mae/svd/svd_results.npz,ranks,int64,[1000],1,1000,196.0,196.0,196.0,0.0,"[196,196,196,196,196,196,196,196,196,196,196,196]",
raw/vit_large_patch16_224_mae/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,120.0,120.0,120.0,0.0,[120.0],
raw/vit_large_patch16_224_mae/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,38.00999999999999,38.00999999999999,38.00999999999999,0.0,[38.00999999999999],
raw/vit_large_patch16_224_mae/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,9.0,9.0,9.0,0.0,[9.0],
raw/vit_large_patch16_224_mae/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,1.0,1.0,1.0,0.0,[1.0],
raw/vit_large_patch16_224_mae/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,196.0,196.0,196.0,0.0,[196.0],
raw/vit_small_patch16_224_dino/dataset_pca/dataset_pca_results.npz,eigvals,float32,[384],1,384,0.006473030429333448,2.623098373413086,0.037775930587182906,0.13570436240085815,"[2.623098373413086,0.462566077709198,0.16426870226860046,0.15007492899894714,0.14614345133304596,0.13903836905956268,0.12420579791069031,0.10879943519830704,0.10345470905303955,0.09863147884607315,0.09756763279438019,0.0945160835981369]",
raw/vit_small_patch16_224_dino/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,384]",2,384000,0.0961439460515976,1.0000011920928955,0.7362403683408048,0.20768168193496336,"[0.15220700204372406,0.1707504391670227,0.17698772251605988,0.1825210005044937,0.19000276923179626,0.19725391268730164,0.20443591475486755,0.2086150050163269,0.21557903289794922,0.22070592641830444,0.2252049595117569,0.22966164350509644]",
raw/vit_small_patch16_224_dino/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_small_patch16_224_dino/dataset_pca/dataset_pca_results.npz,feature_dir,<U69,[],0,1,,,,,"[""Output/vit_small_patch16_224_dino/features/vit_small_patch16_224.dino""]",
raw/vit_small_patch16_224_dino/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_small_patch16_224_dino/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_small_patch16_224_dino/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/vit_small_patch16_224_dino/sep/sep_results.npz,model_name,<U16,[],0,1,,,,,"[""ViT-Small (DINO)""]",
raw/vit_small_patch16_224_dino/sep/sep_results.npz,model_dim,int64,[],0,1,384.0,384.0,384.0,0.0,[384],
raw/vit_small_patch16_224_dino/sep/sep_results.npz,num_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_small_patch16_224_dino/sep/sep_results.npz,mean_ecg_curve,float64,[384],1,384,4.877822835805465,100.0,52.438911777369015,27.502971500412183,"[4.877822835805465,5.1100120183205116,5.35083493913923,5.638094525395608,5.85729799356266,6.097605942706672,6.345320342083366,6.559056590488979,6.756218716368383,6.991809977628747,7.209700485540896,7.4650271693638395]",
raw/vit_small_patch16_224_dino/sep/sep_results.npz,std_ecg_curve,float64,[384],1,384,0.0017857143489111735,2.261476420435359,1.718491967057175,0.43300244203552307,"[1.9811950817524802,1.9955911006259759,2.0000300111934517,2.0236263823486795,2.033734736414596,2.0507374054326157,2.0634141217159168,2.064996979647734,2.0779249443526617,2.094053403077155,2.100056133644864,2.1123749974359085]",
raw/vit_small_patch16_224_dino/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_small_patch16_224_dino/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_small_patch16_224_dino/svd/svd_results.npz,dims_99,int64,[1000],1,1000,58.0,157.0,130.07,14.511964029723888,"[126,138,132,135,133,129,136,125,137,139,138,118]",
raw/vit_small_patch16_224_dino/svd/svd_results.npz,dims_95,int64,[1000],1,1000,24.0,106.0,75.742,12.808959208304163,"[70,79,82,79,78,80,79,72,81,85,83,68]",
raw/vit_small_patch16_224_dino/svd/svd_results.npz,dims_90,int64,[1000],1,1000,13.0,76.0,49.297,10.358899121045633,"[44,49,56,51,52,54,51,47,52,57,56,43]",
raw/vit_small_patch16_224_dino/svd/svd_results.npz,dims_80,int64,[1000],1,1000,7.0,45.0,25.262,6.608884626016707,"[22,23,30,26,27,29,26,24,26,30,28,22]",
raw/vit_small_patch16_224_dino/svd/svd_results.npz,ranks,int64,[1000],1,1000,196.0,196.0,196.0,0.0,"[196,196,196,196,196,196,196,196,196,196,196,196]",
raw/vit_small_patch16_224_dino/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,152.01,152.01,152.01,0.0,[152.01],
raw/vit_small_patch16_224_dino/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,101.0,101.0,101.0,0.0,[101.0],
raw/vit_small_patch16_224_dino/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,72.0,72.0,72.0,0.0,[72.0],
raw/vit_small_patch16_224_dino/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,41.0,41.0,41.0,0.0,[41.0],
raw/vit_small_patch16_224_dino/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,196.0,196.0,196.0,0.0,[196.0],
raw/vit_tiny_patch16_224_21k/dataset_pca/dataset_pca_results.npz,eigvals,float32,[192],1,192,0.22158943116664886,4781.49853515625,26.54017531646726,344.0676090885509,"[4781.49853515625,36.310302734375,9.955388069152832,5.70903205871582,5.1081156730651855,4.826049327850342,4.388359546661377,4.000005722045898,3.8651978969573975,3.6445555686950684,3.5010058879852295,3.3931655883789062]",
raw/vit_tiny_patch16_224_21k/dataset_pca/dataset_pca_results.npz,curves,float32,"[1000,192]",2,192000,0.6059099435806274,1.000001311302185,0.9808106154895698,0.017636625632988654,"[0.9411364793777466,0.9491025805473328,0.950108528137207,0.950926661491394,0.9513313174247742,0.9524528384208679,0.9536775946617126,0.954118013381958,0.9545955061912537,0.955248236656189,0.9556165933609009,0.956412672996521]",
raw/vit_tiny_patch16_224_21k/dataset_pca/dataset_pca_results.npz,total_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_tiny_patch16_224_21k/dataset_pca/dataset_pca_results.npz,feature_dir,<U82,[],0,1,,,,,"[""Output/vit_tiny_patch16_224_21k/features/vit_tiny_patch16_224.augreg_in21k_ft_in1k""]",
raw/vit_tiny_patch16_224_21k/dataset_pca/dataset_pca_results.npz,layer,int32,[],0,1,-1.0,-1.0,-1.0,0.0,[-1],
raw/vit_tiny_patch16_224_21k/dataset_pca/dataset_pca_results.npz,token_policy,<U4,[],0,1,,,,,"[""auto""]",
raw/vit_tiny_patch16_224_21k/dataset_pca/dataset_pca_results.npz,centered,bool,[],0,1,0.0,0.0,0.0,0.0,[false],
raw/vit_tiny_patch16_224_21k/sep/sep_results.npz,model_name,<U8,[],0,1,,,,,"[""ViT-Tiny""]",
raw/vit_tiny_patch16_224_21k/sep/sep_results.npz,model_dim,int64,[],0,1,192.0,192.0,192.0,0.0,[192],
raw/vit_tiny_patch16_224_21k/sep/sep_results.npz,num_tokens,int64,[],0,1,196000.0,196000.0,196000.0,0.0,[196000],
raw/vit_tiny_patch16_224_21k/sep/sep_results.npz,mean_ecg_curve,float32,[192],1,192,0.14785076677799225,100.0,50.074299635753654,29.19684508031365,"[0.14785076677799225,0.5920442938804626,0.9809367656707764,1.4482059478759766,1.92818284034729,2.371487855911255,2.8761770725250244,3.4179368019104004,3.8876259326934814,4.4797844886779785,4.945947170257568,5.53909969329834]",
raw/vit_tiny_patch16_224_21k/sep/sep_results.npz,std_ecg_curve,float32,[192],1,192,2.222660077677574e-05,2.4377269744873047,1.8728873335136977,0.5731070524911787,"[0.2016928791999817,0.4846501052379608,0.6171807646751404,0.7522757053375244,0.8788204193115234,0.9620540738105774,1.0759687423706055,1.184274673461914,1.2574597597122192,1.3133848905563354,1.3793292045593262,1.4489446878433228]",
raw/vit_tiny_patch16_224_21k/sep/sep_results.npz,threshold_dims,,,,,,,,,,ValueError: Object arrays cannot be loaded when allow_pickle=False
raw/vit_tiny_patch16_224_21k/sep/sep_results.npz,thresholds,int64,[5],1,5,50.0,90.0,70.0,14.142135623730951,"[50,60,70,80,90]",
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,dims_99,int64,[1000],1,1000,5.0,68.0,25.366,9.041573093217794,"[15,9,16,16,14,21,25,17,29,17,16,20]",
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,dims_95,int64,[1000],1,1000,1.0,19.0,2.269,1.445212441131061,"[1,2,1,1,1,1,2,1,2,1,1,2]",
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,dims_90,int64,[1000],1,1000,1.0,7.0,1.051,0.329240034017736,"[1,1,1,1,1,1,1,1,1,1,1,1]",
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,dims_80,int64,[1000],1,1000,1.0,2.0,1.002,0.044676615807377355,"[1,1,1,1,1,1,1,1,1,1,1,1]",
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,ranks,int64,[1000],1,1000,192.0,192.0,192.0,0.0,"[192,192,192,192,192,192,192,192,192,192,192,192]",
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,percentile_99_dims_99,float64,[],0,1,52.0,52.0,52.0,0.0,[52.0],
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,percentile_99_dims_95,float64,[],0,1,7.009999999999991,7.009999999999991,7.009999999999991,0.0,[7.009999999999991],
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,percentile_99_dims_90,float64,[],0,1,2.0,2.0,2.0,0.0,[2.0],
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,percentile_99_dims_80,float64,[],0,1,1.0,1.0,1.0,0.0,[1.0],
raw/vit_tiny_patch16_224_21k/svd/svd_results.npz,percentile_99_ranks,float64,[],0,1,192.0,192.0,192.0,0.0,[192.0],