Additional results of binary classification datasets. We list the average accuracy of each dataset-method pair on 15 random seeds.

Dataset/Model dummy LogReg NCM NaiveBayes knn svm xgboost catboost RandomForest lightgbm tabpfn mlp resnet node switchtab tabnet tabcaps tangos danets ftt autoint dcn2 snn tabtransformer ptarl grownet tabr modernNCA mlp_plr realmlp excelformer
Amazon_employee_access 0.942173 0.941257 0.502136 0.942173 0.942478 0.942783 0.944787 0.946709 0.942173 0.945590 0.942173 0.942732 0.941979 0.942173 0.942051 0.941756 0.942163 0.942112 0.942315 0.941969 0.943088 0.942102 0.943119 0.945011 0.943119 0.937839 0.943871 0.942936 0.942854 0.943637 0.943668
BNG(breast-w) 0.655956 0.978156 0.966853 0.955169 0.983744 0.978105 0.987613 0.987757 0.985217 0.987325 0.982677 0.984599 0.984582 0.985641 0.981822 0.983448 0.983439 0.983795 0.984006 0.986030 0.984802 0.984108 0.984811 0.959351 0.983989 0.983930 0.986758 0.985878 0.985200 0.986216 0.985615
BNG(tic-tac-toe) 0.652908 0.732283 0.602108 0.685547 0.783084 0.727982 0.812141 0.813267 0.801431 0.815545 0.759868 0.815265 0.811777 0.811684 0.770265 0.797358 0.798146 0.799187 0.812725 0.813098 0.809957 0.815342 0.815037 0.813911 0.811184 0.811176 0.811430 0.810795 0.814207 0.813606 0.807984
Bank_Customer_Churn_Dataset 0.796500 0.818000 0.697500 0.839500 0.838500 0.816500 0.869733 0.875900 0.869167 0.863067 0.857867 0.865567 0.865633 0.865400 0.849467 0.863067 0.865033 0.865867 0.865167 0.870933 0.867367 0.867433 0.868167 0.831300 0.864633 0.862400 0.874267 0.854233 0.874333 0.873467 0.870567
Basketball_c 0.619403 0.705224 0.630597 0.608209 0.667910 0.708209 0.685821 0.676119 0.689055 0.685323 0.704229 0.697512 0.703483 0.654229 0.690299 0.657711 0.705224 0.700498 0.707463 0.701493 0.700249 0.701244 0.695771 0.692786 0.708458 0.669403 0.704975 0.681095 0.693035 0.704975 0.697015
California-Housing-Classification 0.500242 0.840601 0.748547 0.736192 0.852229 0.841328 0.899968 0.908188 0.876453 0.907009 0.873143 0.884690 0.885126 0.872965 0.813550 0.878714 0.881169 0.883463 0.882978 0.892280 0.884674 0.885837 0.884270 0.850145 0.880523 0.874273 0.913517 0.905313 0.887823 0.893572 0.891489
Cardiovascular-Disease-dataset 0.500286 0.710286 0.640286 0.586929 0.673714 0.687757 0.734295 0.733962 0.732329 0.733695 0.725390 0.733452 0.730676 0.731995 0.728410 0.714710 0.731648 0.729786 0.731471 0.732233 0.732567 0.732105 0.732838 0.679857 0.732119 0.667738 0.730819 0.732019 0.732524 0.732924 0.731700
Click_prediction_small 0.831539 0.832290 0.522778 0.833166 0.832541 0.792082 0.832491 0.832624 0.832499 0.833166 0.831548 0.833433 0.832824 0.833141 0.832507 0.831907 0.833292 0.832282 0.832065 0.833308 0.833000 0.832674 0.833225 0.832023 0.833141 0.832591 0.832199 0.833066 0.833283 0.833267 0.833575
Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-10.0GHz(Urbinati) 0.483333 0.889583 0.668750 0.689583 0.879167 0.891667 0.913472 0.905694 0.879722 0.915694 0.944444 0.926667 0.940694 0.932778 0.873333 0.832361 0.912500 0.932917 0.931944 0.915139 0.937222 0.937083 0.924722 0.929444 0.924861 0.915972 0.927222 0.949444 0.920833 0.933333 0.900278
Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-10.5GHz(Urbinati) 0.483333 0.875000 0.670833 0.685417 0.895833 0.872917 0.915972 0.913333 0.885139 0.913333 0.946389 0.928750 0.937222 0.930556 0.869306 0.859861 0.916806 0.931389 0.938194 0.908194 0.934306 0.935000 0.931528 0.928194 0.934583 0.913889 0.943611 0.943472 0.919306 0.942917 0.903056
Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-11.0GHz(Urbinati) 0.483333 0.862500 0.670833 0.685417 0.864583 0.872917 0.901111 0.898611 0.887778 0.899861 0.935139 0.930417 0.932222 0.926111 0.874167 0.849444 0.926806 0.927083 0.921528 0.900556 0.915278 0.925694 0.922222 0.917361 0.920139 0.906806 0.939306 0.934167 0.921667 0.926250 0.892083
Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-9.0GHz(Urbinati) 0.483333 0.856250 0.681250 0.693750 0.864583 0.856250 0.901389 0.902083 0.889167 0.903889 0.928611 0.918472 0.921528 0.918056 0.865417 0.855833 0.905833 0.914444 0.921528 0.890000 0.913056 0.921667 0.919444 0.912917 0.911111 0.901111 0.929583 0.932222 0.893472 0.927778 0.887917
Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-9.5GHz(Urbinati) 0.483333 0.872917 0.672917 0.677083 0.860417 0.875000 0.881944 0.875139 0.871528 0.880972 0.927500 0.912917 0.926389 0.915417 0.861111 0.820556 0.891944 0.920833 0.917222 0.889583 0.912500 0.928472 0.915972 0.916111 0.920000 0.889861 0.894861 0.938056 0.894722 0.922222 0.866806
Customer_Personality_Analysis 0.850446 0.879464 0.756696 0.841518 0.866071 0.888988 0.884077 0.890476 0.877083 0.892857 0.893155 0.887351 0.890625 0.858036 0.866220 0.852976 0.885417 0.874256 0.880655 0.892708 0.890774 0.891667 0.882589 0.882440 0.887649 0.869196 0.895089 0.891369 0.887500 0.894048 0.891369
Diabetic_Retinopathy_Debrecen 0.532468 0.722944 0.567100 0.627706 0.623377 0.722655 0.726696 0.741414 0.736797 0.720058 0.726118 0.748052 0.742280 0.577201 0.634921 0.608658 0.706494 0.739105 0.756133 0.731890 0.716017 0.767100 0.733045 0.717749 0.732179 0.664358 0.750361 0.746898 0.744589 0.737374 0.737951
E-CommereShippingData 0.596818 0.635455 0.641364 0.645455 0.625455 0.636364 0.674515 0.667152 0.666030 0.675364 0.650212 0.663242 0.664636 0.663424 0.659697 0.662788 0.666576 0.664000 0.653273 0.672788 0.664970 0.662697 0.658364 0.629152 0.665545 0.647576 0.670030 0.679667 0.674091 0.668030 0.669364
Employee 0.656284 0.730397 0.665951 0.679914 0.798067 0.725027 0.847691 0.849982 0.851271 0.849266 0.850125 0.850340 0.848120 0.843824 0.792195 0.815682 0.841174 0.850985 0.850770 0.847691 0.848622 0.849696 0.846473 0.770283 0.837880 0.845972 0.838167 0.845900 0.850698 0.843466 0.850555
FICO-HELOC-cleaned 0.520506 0.734684 0.722532 0.706329 0.718987 0.727089 0.739578 0.742717 0.736540 0.747207 0.738228 0.732489 0.734008 0.745080 0.731882 0.730970 0.741131 0.735561 0.734346 0.741030 0.739342 0.737418 0.734177 0.735291 0.734042 0.727460 0.736338 0.742751 0.739949 0.742143 0.741131
FOREX_audcad-day-High 0.506812 0.752044 0.509537 0.485014 0.621253 0.739146 0.671390 0.681562 0.675023 0.681199 0.750045 0.738420 0.748047 0.557675 0.662489 0.678656 0.732243 0.731517 0.727702 0.734605 0.708992 0.736966 0.719346 0.738601 0.734060 0.700999 0.742779 0.705722 0.694460 0.742234 0.680654
FOREX_audcad-hour-High 0.514661 0.706218 0.504278 0.505533 0.576497 0.703449 0.638053 0.662985 0.584917 0.664180 0.698893 0.712052 0.712128 0.590036 0.653911 0.710561 0.705267 0.672462 0.711177 0.690131 0.708948 0.710827 0.711398 0.706971 0.712348 0.700970 0.711618 0.711542 0.700848 0.714227 0.705214
FOREX_audchf-day-High 0.506812 0.752044 0.506812 0.528610 0.594005 0.752044 0.662670 0.639782 0.655404 0.661762 0.755858 0.690100 0.746412 0.652316 0.523161 0.513533 0.611081 0.500999 0.536966 0.517893 0.656676 0.748047 0.726249 0.742416 0.619074 0.675386 0.752044 0.754405 0.649955 0.751862 0.529700
FOREX_audjpy-day-High 0.514986 0.773842 0.539510 0.520436 0.591281 0.766394 0.648683 0.655767 0.641599 0.645958 0.758946 0.730427 0.760218 0.550590 0.611807 0.567121 0.695731 0.705177 0.671571 0.670300 0.688283 0.744959 0.740236 0.731335 0.719891 0.694096 0.765486 0.752589 0.677384 0.770936 0.642144
FOREX_audjpy-hour-High 0.515003 0.722076 0.529264 0.529150 0.547975 0.714174 0.640662 0.649469 0.581799 0.643993 0.672485 0.717262 0.717847 0.543586 0.538726 0.586940 0.687507 0.712866 0.705845 0.691303 0.700627 0.713208 0.713824 0.713238 0.708789 0.654702 0.720190 0.720898 0.677680 0.720821 0.692778
FOREX_audsgd-hour-High 0.514775 0.706104 0.521620 0.521734 0.525385 0.704134 0.602312 0.615782 0.565347 0.622803 0.581282 0.698521 0.709192 0.522548 0.514607 0.641270 0.653972 0.526952 0.656224 0.618399 0.688420 0.690884 0.689933 0.669930 0.651242 0.633611 0.708036 0.710941 0.645294 0.705647 0.614634
FOREX_audusd-hour-High 0.529606 0.705647 0.504621 0.505191 0.531318 0.691257 0.607994 0.616497 0.565743 0.622476 0.545062 0.683134 0.693250 0.534657 0.532945 0.676189 0.621578 0.536216 0.649371 0.671656 0.655874 0.697593 0.688207 0.696490 0.692337 0.621403 0.710873 0.709793 0.616224 0.708393 0.569036
FOREX_cadjpy-day-High 0.501362 0.705722 0.525886 0.487738 0.520436 0.713896 0.602543 0.588919 0.571299 0.591281 0.730790 0.720436 0.700454 0.706267 0.531698 0.567121 0.694641 0.696639 0.701362 0.666485 0.676658 0.715168 0.592552 0.714986 0.595459 0.654496 0.712443 0.704087 0.613624 0.733152 0.626521
FOREX_cadjpy-hour-High 0.517855 0.709983 0.520023 0.513976 0.546149 0.709854 0.612063 0.625898 0.571805 0.627214 0.629040 0.706096 0.709633 0.533759 0.533402 0.624324 0.683780 0.588515 0.687127 0.687986 0.697091 0.704484 0.699007 0.703381 0.704583 0.658620 0.643164 0.711839 0.637939 0.713063 0.664431
Fitness_Club_c 0.696667 0.786667 0.736667 0.793333 0.740000 0.766667 0.753778 0.781111 0.779333 0.796444 0.799333 0.762889 0.775556 0.786222 0.772000 0.751111 0.792444 0.788222 0.761778 0.770222 0.762444 0.769333 0.770444 0.745778 0.781556 0.753778 0.780444 0.784000 0.772444 0.776889 0.740444
GAMETES_Epistasis_2-Way_20atts_0.1H_EDM-1_1 0.500000 0.500000 0.506250 0.493750 0.559375 0.487708 0.603542 0.680833 0.589583 0.610208 0.589375 0.593958 0.602292 0.569583 0.537708 0.493750 0.601250 0.571042 0.558542 0.493125 0.541250 0.588958 0.636458 0.643333 0.513125 0.577500 0.637708 0.598958 0.553958 0.653125 0.509792
GAMETES_Heterogeneity_20atts_1600_Het_0.4_0.2_50_EDM-2_001 0.500000 0.484375 0.459375 0.459375 0.640625 0.501875 0.671250 0.679583 0.654375 0.682292 0.655625 0.651250 0.657083 0.532917 0.542708 0.495417 0.670417 0.627917 0.638750 0.532500 0.594167 0.663750 0.667917 0.659167 0.598125 0.648333 0.677917 0.657083 0.631875 0.673333 0.520625
HR_Analytics_Job_Change_of_Data_Scientists 0.750783 0.782620 0.701983 0.758090 0.790971 0.780532 0.793720 0.795077 0.779575 0.793354 0.773486 0.795303 0.792884 0.790988 0.775296 0.783212 0.787091 0.783699 0.793754 0.797965 0.796016 0.797216 0.792223 0.796799 0.797721 0.773225 0.798382 0.795825 0.798017 0.795616 0.793998
Heart-Disease-Dataset-(Comprehensive) 0.550420 0.857143 0.840336 0.857143 0.936975 0.857703 0.907843 0.934734 0.921849 0.912885 0.907843 0.891036 0.883193 0.916246 0.859664 0.837815 0.879272 0.887955 0.880112 0.889356 0.871148 0.882073 0.881513 0.876471 0.879832 0.905042 0.879832 0.913445 0.890756 0.911485 0.854622
INNHotelsGroup 0.672364 0.810476 0.751482 0.462853 0.841626 0.806368 0.897110 0.892120 0.873035 0.894528 0.833669 0.873715 0.872097 0.844337 0.836517 0.862008 0.872823 0.873513 0.863735 0.884990 0.871868 0.874634 0.871822 0.853003 0.877942 0.784066 0.894730 0.897009 0.885348 0.888766 0.882499
Insurance 0.757537 0.757537 0.482803 0.590021 0.757537 0.757537 0.757537 0.757537 0.757537 0.757537 0.757537 0.757268 0.757353 0.757608 0.756249 0.757013 0.757155 0.757240 0.757353 0.756957 0.757424 0.756561 0.756929 0.757339 0.757537 0.757127 0.757311 0.756815 0.757141 0.757127 0.757013
Intersectional-Bias-Assessment 0.496818 0.925909 0.899091 0.880455 0.925909 0.925515 0.938000 0.947152 0.940303 0.941788 0.937000 0.944061 0.942848 0.945879 0.944000 0.933758 0.941970 0.942697 0.944485 0.942606 0.943424 0.945242 0.943061 0.940212 0.943697 0.940788 0.944455 0.941788 0.942727 0.942879 0.941606
Is-this-a-good-customer 0.884058 0.884058 0.742029 0.182609 0.886957 0.880773 0.882705 0.884058 0.884058 0.884638 0.884058 0.887536 0.883092 0.880193 0.883478 0.879420 0.883092 0.886377 0.882512 0.885990 0.883865 0.878454 0.883672 0.881739 0.883092 0.882512 0.876715 0.886184 0.884251 0.885797 0.881739
KDD 0.493545 0.756703 0.710030 0.650447 0.716981 0.748494 0.807746 0.807878 0.800132 0.802052 0.775836 0.770606 0.771665 0.803972 0.757895 0.767560 0.773784 0.765972 0.763522 0.802847 0.764978 0.771003 0.767163 0.735452 0.762661 0.746309 0.797153 0.795829 0.786097 0.792519 0.802516
KDDCup09_upselling 0.500000 0.730019 0.651072 0.626706 0.697856 0.733918 0.813775 0.810331 0.804808 0.803379 0.768226 0.755166 0.750162 0.774074 0.751592 0.768421 0.767576 0.755231 0.749968 0.803834 0.765107 0.756530 0.764003 0.747498 0.760624 0.716829 0.794087 0.796296 0.798051 0.794282 0.807018
Long 0.716518 0.997768 0.827009 0.785714 0.895089 0.990774 0.991220 0.988244 0.965997 0.991518 0.985268 0.977902 0.986012 0.994271 0.942039 0.984375 0.986235 0.980208 0.984003 0.988690 0.983631 0.990104 0.985565 0.953051 0.978497 0.956696 0.989881 0.989881 0.991146 0.994494 0.990030
MIC 0.845455 0.869697 0.851515 0.178788 0.848485 0.878788 0.893737 0.887071 0.873535 0.915556 NaN 0.880606 0.887071 0.849091 0.869293 0.840606 0.870505 0.880000 0.868687 0.896768 0.877778 0.890909 0.888485 0.890909 0.884848 0.869697 0.884848 0.878182 0.888081 0.879596 0.889495
MagicTelescope 0.648265 0.797581 0.782072 0.735804 0.846477 0.793375 0.876341 0.878724 0.868980 0.878812 0.866895 0.872362 0.876130 0.870102 0.851227 0.869786 0.872538 0.869050 0.869068 0.875938 0.870294 0.871802 0.868787 0.830932 0.869786 0.867000 0.881318 0.859586 0.870470 0.878619 0.875797
Marketing_Campaign 0.850446 0.877232 0.727679 0.819196 0.879464 0.879613 0.881696 0.880506 0.872173 0.880506 0.888839 0.877083 0.876488 0.861458 0.875446 0.849405 0.886161 0.876042 0.881250 0.868750 0.882589 0.864286 0.888542 0.877232 0.880804 0.869494 0.879464 0.901935 0.881845 0.880357 0.880357
National_Health_and_Nutrition_Health_Survey 0.839912 0.835526 0.736842 0.831140 0.828947 0.831871 0.842251 0.842690 0.850731 0.836404 0.833772 0.830263 0.825585 0.842544 0.826608 0.837719 0.835819 0.829825 0.833041 0.836257 0.838304 0.829971 0.830409 0.830848 0.838596 0.832018 0.834357 0.832602 0.834942 0.838450 0.833918
Performance-Prediction 0.630597 0.742537 0.712687 0.664179 0.723881 0.692289 0.711692 0.729104 0.720398 0.708955 0.755224 0.721144 0.733831 0.721891 0.715672 0.664677 0.718159 0.713682 0.688557 0.721393 0.720896 0.730597 0.715920 0.678607 0.721891 0.700995 0.709453 0.728856 0.695274 0.715920 0.707463
PhishingWebsites 0.556762 0.941203 0.913161 0.598372 0.966079 0.939846 0.972200 0.967948 0.963938 0.971868 0.949465 0.972652 0.974039 0.948621 0.944460 0.949525 0.968069 0.970752 0.973315 0.967556 0.969426 0.969637 0.970873 0.972984 0.969848 0.962038 0.977356 0.976722 0.973315 0.972531 0.969757
PieChart3 0.875000 0.875000 0.782407 0.685185 0.875000 0.888889 0.875309 0.875000 0.873148 0.869444 0.870370 0.876543 0.866049 0.874691 0.866975 0.813272 0.874383 0.875617 0.875926 0.870988 0.874691 0.858642 0.865432 0.873148 0.874691 0.861420 0.874383 0.879938 0.872531 0.867284 0.874383
Pima_Indians_Diabetes_Database 0.649351 0.759740 0.766234 0.746753 0.714286 0.746753 0.764502 0.777489 0.772727 0.781385 0.755844 0.760606 0.749351 0.770563 0.739827 0.730303 0.752381 0.770996 0.725108 0.755844 0.766234 0.736364 0.764935 0.686147 0.758009 0.760173 0.759740 0.752381 0.757576 0.740260 0.765801
PizzaCutter3 0.880383 0.894737 0.755981 0.220096 0.875598 0.902711 0.856140 0.877512 0.874322 0.880702 0.879426 0.885486 0.878788 0.880064 0.879745 0.870494 0.880383 0.881340 0.881659 0.882616 0.880064 0.876236 0.875917 0.892823 0.879745 0.876874 0.877193 0.880383 0.868900 0.876874 0.874641
Pumpkin_Seeds 0.520000 0.872000 0.848000 0.858000 0.864000 0.858667 0.871600 0.872533 0.874000 0.874667 0.874533 0.869067 0.867733 0.860667 0.851333 0.861333 0.866267 0.866133 0.850800 0.867200 0.870667 0.871733 0.864933 0.863867 0.865067 0.863333 0.868667 0.869867 0.870133 0.869600 0.868533
QSAR_biodegradation 0.663507 0.853081 0.791469 0.701422 0.890995 0.844234 0.850553 0.872986 0.874250 0.840758 0.875197 0.866667 0.866667 0.697630 0.860979 0.798736 0.879305 0.871406 0.868562 0.869510 0.851185 0.870774 0.877093 0.862559 0.853712 0.856872 0.860348 0.845498 0.872670 0.858768 0.868878
Shipping 0.588636 0.642727 0.646818 0.652273 0.621818 0.642242 0.668333 0.669970 0.663030 0.667485 0.656818 0.659273 0.674303 0.666818 0.662909 0.663818 0.662273 0.673091 0.653879 0.684818 0.666030 0.676364 0.670970 0.642121 0.666394 0.648000 0.679818 0.670848 0.671727 0.675000 0.679788
Telecom_Churn_Dataset 0.854573 0.871064 0.686657 0.880060 0.854573 0.860970 0.955022 0.951724 0.942229 0.958021 0.933033 0.879360 0.890855 0.912944 0.886457 0.893153 0.917241 0.922539 0.873563 0.951924 0.925837 0.919640 0.912944 0.857371 0.917341 0.908546 0.940930 0.937331 0.935832 0.941629 0.932034
VulNoneVul 0.989464 0.989464 0.898156 0.937665 0.989464 0.986596 0.989464 0.989464 0.989464 0.989464 0.989464 0.989172 0.988235 0.989464 0.989406 0.988118 0.988060 0.989055 0.989347 0.989289 0.989464 0.989230 0.989172 0.988177 0.989406 0.989055 0.988821 0.987943 0.988996 0.988938 0.989347
Water_Quality_and_Potability 0.609756 0.609756 0.515244 0.617378 0.638720 0.609756 0.614431 0.625000 0.629268 0.628557 0.615447 0.630081 0.628049 0.650508 0.614329 0.606606 0.630894 0.627134 0.625813 0.630996 0.621341 0.625813 0.611484 0.623476 0.631301 0.613211 0.626321 0.628049 0.623272 0.616362 0.622256
Waterstress 0.483193 0.668067 0.554622 0.605042 0.672269 0.679552 0.658824 0.650980 0.652661 0.657983 0.744538 0.687395 0.679272 0.705602 0.629692 0.581513 0.666387 0.684594 0.685994 0.653501 0.662465 0.682913 0.684874 0.675350 0.682913 0.690476 0.659664 0.700280 0.663025 0.698039 0.600560
Wilt 0.946114 0.965803 0.658031 0.905699 0.965803 0.966494 0.988325 0.987910 0.983558 0.986874 0.991434 0.988532 0.984180 0.946114 0.948394 0.971123 0.982522 0.985769 0.984594 0.984870 0.989430 0.985147 0.983489 0.976097 0.978929 0.980380 0.987219 0.990743 0.986321 0.988048 0.985699
ada 0.751807 0.833735 0.766265 0.675904 0.828916 0.836145 0.855341 0.856627 0.847631 0.851245 0.844177 0.843373 0.844498 0.827470 0.838233 0.830201 0.841526 0.846827 0.840723 0.847952 0.833896 0.840482 0.830843 0.844578 0.839357 0.828594 0.848273 0.849719 0.847309 0.843454 0.847229
ada_agnostic 0.751369 0.828039 0.714129 0.508215 0.797371 0.830668 0.836218 0.845126 0.845418 0.838189 0.840526 0.834830 0.829208 0.813363 0.827820 0.802483 0.835560 0.839284 0.826287 0.836948 0.836364 0.832494 0.833881 0.818036 0.837240 0.823804 0.835706 0.832055 0.839650 0.833662 0.838700
ada_prior 0.751369 0.844469 0.734940 0.807229 0.809419 0.843447 0.850310 0.850018 0.838627 0.844907 0.840015 0.829792 0.825630 0.815480 0.830449 0.826652 0.841329 0.831325 0.822052 0.848266 0.844542 0.847609 0.836437 0.814823 0.848266 0.813801 0.846221 0.838846 0.837167 0.841475 0.836875
adult 0.763774 0.824949 0.766108 0.477182 0.840673 0.827160 0.869312 0.873136 0.862265 0.874074 0.844416 0.851864 0.851643 0.860619 0.852290 0.852478 0.856090 0.855746 0.853543 0.858801 0.856053 0.856933 0.857191 0.846459 0.857281 0.856782 0.869042 0.872825 0.863907 0.861045 0.860181
airlines_seed_0_nrows_2000_nclasses_10_ncols_100_stratify_True 0.555000 0.620000 0.575000 0.577500 0.635000 0.605000 0.616667 0.628833 0.631667 0.612667 0.584000 0.572000 0.580500 0.586500 0.566500 0.552167 0.584167 0.575500 0.590167 0.603167 0.600500 0.609667 0.614333 0.636333 0.610333 0.598833 0.624167 0.600833 0.621667 0.609333 0.591333
bank 0.883003 0.903461 0.800177 0.833573 0.894172 0.901943 0.905953 0.908231 0.899834 0.906336 0.892565 0.905238 0.906012 0.903535 0.898832 0.899937 0.901581 0.899768 0.904471 0.909492 0.906889 0.905046 0.907029 0.899878 0.906049 0.902451 0.908747 0.907413 0.907125 0.909499 0.909204
banknote_authentication 0.556364 0.530909 0.541818 0.567273 0.556364 0.530909 0.481212 0.518545 0.473212 0.564121 0.556364 0.533333 0.528727 0.533091 0.535758 0.517091 0.544970 0.550545 0.551273 0.547636 0.552242 0.543515 0.521212 0.545455 0.551273 0.527515 0.540364 0.527515 0.532121 0.532364 0.536242
churn 0.859000 0.858000 0.736000 0.879000 0.893000 0.862533 0.948800 0.957467 0.943933 0.946533 0.935333 0.932467 0.938400 0.933200 0.898267 0.899733 0.941800 0.926267 0.930533 0.963400 0.955133 0.947867 0.947867 0.892933 0.942200 0.921533 0.957467 0.954867 0.951467 0.963000 0.951333
company_bankruptcy_prediction 0.967742 0.966276 0.876100 0.226540 0.964809 0.967449 0.969795 0.968866 0.969941 0.970088 0.969990 0.967889 0.966422 0.970870 0.967791 0.967400 0.968133 0.967986 0.968524 0.966471 0.968719 0.968426 0.967546 0.968719 0.967742 0.967107 0.968328 0.978886 0.966276 0.968084 0.968768
compass 0.500150 0.682487 0.665065 0.653049 0.758786 0.681286 0.784520 0.763693 0.746891 0.750796 0.693562 0.759327 0.765956 0.698088 0.686893 0.690738 0.700811 0.709042 0.746891 0.766356 0.759167 0.735917 0.726404 0.750095 0.750756 0.655873 0.866386 0.851707 0.770922 0.790367 0.714469
credit 0.500150 0.740652 0.601855 0.553694 0.678732 0.709802 0.781733 0.779599 0.779460 0.778203 0.769289 0.757982 0.753993 0.622515 0.731858 0.746894 0.756666 0.754552 0.755369 0.758799 0.756107 0.755609 0.752757 0.746675 0.755010 0.744302 0.775531 0.729764 0.772300 0.778183 0.757802
credit-g 0.700000 0.700000 0.730000 0.415000 0.725000 0.755000 0.768333 0.776667 0.767000 0.745000 0.748000 0.733000 0.757667 0.780667 0.771667 0.683667 0.743333 0.741000 0.753333 0.791333 0.743333 0.789667 0.774000 0.758333 0.725667 NaN 0.754000 0.785000 0.742333 0.744333 0.784333
customer_satisfaction_in_airline 0.547313 0.903257 0.794079 0.812827 0.934324 0.902282 0.960733 0.963053 0.933603 0.960556 0.913166 0.959981 0.959932 0.955654 0.939023 0.954253 0.957779 0.958595 0.957302 0.962827 0.961023 0.958226 0.958249 0.955256 0.957710 0.950503 0.963438 0.961685 0.960579 0.960848 0.959463
dabetes_130-us_hospitals 0.539108 0.629704 0.596836 0.595166 0.608087 0.630097 0.642039 0.646248 0.621788 0.641695 0.614471 0.629694 0.631358 0.639078 0.615204 0.625322 0.631263 0.621506 0.631345 0.638744 0.640637 0.641004 0.642213 0.624690 0.641892 0.637614 0.638587 0.639615 0.639468 0.639317 0.637912
default_of_credit_card_clients 0.778833 0.825000 0.612167 0.566167 0.819500 0.824000 0.824578 0.824411 0.823844 0.825900 0.820978 0.825011 0.825400 0.824911 0.815722 0.821511 0.823644 0.823756 0.825189 0.825533 0.824867 0.825333 0.823500 0.824611 0.824900 0.821311 0.825100 0.824322 0.825733 0.825200 0.825067
delta_ailerons 0.530856 0.942496 0.917251 0.936185 0.946704 0.943104 0.950210 0.948200 0.948948 0.948481 0.947218 0.944928 0.947312 0.944413 0.940813 0.943525 0.944787 0.945956 0.946891 0.947078 0.947265 0.946704 0.944226 0.906826 0.946143 0.946050 0.948153 0.949322 0.946938 0.945208 0.946050
dis 0.984106 0.984106 0.592053 0.258278 0.984106 0.984106 0.987638 0.986578 0.984106 0.987020 0.984106 0.985166 0.984106 0.984106 0.983223 0.983664 0.983046 0.984901 0.983488 0.987638 0.984812 0.983929 0.984989 0.984106 0.984106 0.984018 0.987638 0.986843 0.984194 0.988698 0.985784
eeg-eye-state 0.551068 0.622163 0.560748 0.460614 0.922230 0.624833 0.944904 0.956831 0.884134 0.946039 0.928416 0.956854 0.936093 0.819515 0.651647 0.631175 0.950022 0.952181 0.945594 0.953516 0.952603 0.956409 0.957254 0.916956 0.920761 0.815576 0.981865 0.991099 0.954228 0.989519 0.936738
electricity 0.575417 0.762551 0.661039 0.723050 0.842657 0.760050 0.927051 0.916893 0.852602 0.923094 0.794454 0.853735 0.855169 0.831822 0.780382 0.819206 0.832506 0.846541 0.849549 0.875089 0.860488 0.855471 0.851513 0.794851 0.855412 0.828431 0.963853 0.956210 0.868160 0.877024 0.874435
eye_movements_bin 0.500000 0.565046 0.566360 0.541393 0.580158 0.555804 0.632501 0.615243 0.605694 0.639334 0.578449 0.570828 0.575383 0.561148 0.558169 0.564477 0.570565 0.575953 0.574507 0.594525 0.583092 0.574069 0.576391 0.567324 0.574507 0.557862 0.659483 0.908760 0.632983 0.596277 0.602803
golf_play_dataset_extended 0.789954 0.913242 0.835616 0.894977 0.840183 0.908676 0.929072 0.910502 0.914460 0.919939 0.908067 0.883105 0.899239 0.918417 0.906849 0.890411 0.917808 0.901065 0.887671 0.928767 0.943988 0.899239 0.945205 0.843531 0.916895 0.883105 0.935464 0.912938 0.909589 0.906849 0.912938
heloc 0.500000 0.713000 0.713500 0.698000 0.714500 0.712500 0.723300 0.723000 0.719767 0.722100 0.717500 0.718067 0.717500 0.720500 0.718767 0.712067 0.717100 0.717467 0.719433 0.721667 0.719533 0.708700 0.716300 0.718667 0.717367 0.714033 0.721667 0.721300 0.724033 0.721700 0.724533
hill-valley 0.497942 0.954733 0.477366 0.485597 0.555556 0.786831 0.577778 0.516598 0.549794 0.602743 0.516324 0.654870 0.776406 0.491907 0.519067 0.498217 0.587380 0.653224 0.612620 0.508093 0.548697 0.595336 0.626886 0.894376 0.533882 0.584088 0.700412 0.781070 0.534431 0.796433 0.545405
house_16H 0.500000 0.823944 0.732394 0.747961 0.863232 0.814603 0.882580 0.884680 0.878849 0.880825 0.871090 0.871732 0.869706 0.872350 0.845342 0.850259 0.864047 0.872622 0.868594 0.874722 0.872128 0.868520 0.866197 0.862590 0.871337 0.863183 0.870200 0.870423 0.868298 0.874401 0.872202
htru 0.908380 0.980168 0.971229 0.939944 0.979888 0.979777 0.978864 0.979385 0.980335 0.978138 0.978026 0.978324 0.978603 0.975400 0.977989 0.978305 0.978920 0.978976 0.978026 0.978939 0.978343 0.978566 0.978250 0.978529 0.979032 0.979106 0.978510 0.980000 0.979423 0.978454 0.979292
ibm-employee-performance 0.846939 0.989796 0.928571 0.996599 0.850340 0.999546 1.000000 1.000000 1.000000 1.000000 0.998639 0.950567 0.961678 0.844898 0.938095 0.927891 0.975964 0.969388 0.936735 1.000000 0.936508 0.978005 0.972336 0.922676 0.946032 0.861224 0.999773 1.000000 0.999320 0.998413 1.000000
in_vehicle_coupon_recommendation 0.568388 0.678360 0.621600 0.614111 0.695309 0.670871 0.771042 0.762160 0.744212 0.768519 0.643884 0.762870 0.760531 0.722507 0.633819 0.677703 0.713467 0.716279 0.755196 0.756957 0.743135 0.749047 0.756957 0.760163 0.745316 0.739876 0.768309 0.758980 0.755696 0.766522 0.745999
jasmine 0.499162 0.762144 0.762144 0.633166 0.783920 0.770519 0.802903 0.797208 0.814182 0.808934 NaN 0.750195 0.766387 0.782245 0.768844 0.766834 0.773311 0.771859 0.753099 0.789168 0.779788 0.768733 0.775433 NaN 0.743495 0.756337 0.800447 0.787493 0.780458 0.769068 0.788833
jm1 0.806615 0.809830 0.740928 0.799724 0.816720 0.812862 0.814362 0.808360 0.811055 0.808942 0.813199 0.812464 0.809463 0.813076 0.798438 0.809371 0.813566 0.813045 0.807840 0.814117 0.813535 0.810932 0.809983 0.813107 0.811024 0.812402 0.816475 0.809003 0.812770 0.810351 0.808574
kc1 0.845972 0.855450 0.824645 0.829384 0.860190 0.850711 0.862717 0.862401 0.869826 0.874408 0.866193 0.858136 0.859400 0.850237 0.857504 0.841074 0.864771 0.857504 0.854028 0.853397 0.862559 0.855292 0.848815 0.860664 0.849447 0.859558 0.847393 0.845340 0.852607 0.860979 0.847077
kdd_ipums_la_97-small 0.500000 0.864162 0.746628 0.729287 0.837187 0.858125 0.883622 0.877392 0.882723 0.887026 0.859859 0.849647 0.851574 0.832820 0.842004 0.846885 0.846371 0.847463 0.848940 0.848748 0.845793 0.850674 0.850739 0.849647 0.847399 0.842325 0.876044 0.881439 0.878677 0.877264 0.848170
kr-vs-kp 0.521875 0.981250 0.828125 0.639062 0.935937 0.979375 0.998437 0.998437 0.992708 0.998437 0.992396 0.993958 0.995208 0.997708 0.992083 0.960208 0.993750 0.994375 0.994271 0.996875 0.996771 0.996667 0.995417 0.994271 0.993958 0.993750 0.997812 0.997604 0.996042 0.996875 0.995104
law-school-admission-bianry 0.685817 1.000000 0.834135 0.826442 0.938221 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 0.999936 1.000000 1.000000 0.997324 0.999295 0.999888 0.999952 0.999952 0.980192 0.999968 1.000000 0.999984 0.941651 0.999952 NaN 1.000000 1.000000 0.999984 1.000000 0.943894
madeline 0.503185 0.592357 0.608280 0.601911 0.678344 0.603503 0.863163 0.864331 0.741189 0.863800 NaN 0.615180 0.593843 0.764544 0.606582 0.552972 0.622611 0.581847 0.585563 0.669108 0.573142 0.591720 0.614119 0.595223 0.572930 0.509130 0.723992 0.833227 0.624841 0.846709 0.582696
mammography 0.976755 0.982566 0.940992 0.959768 0.986589 0.981880 0.986738 0.988288 0.985248 0.987573 0.986530 0.986679 0.987096 0.982059 0.970675 0.983073 0.985039 0.986142 0.987841 0.987126 0.987006 0.986500 0.986977 0.981702 0.986530 0.984294 0.987245 0.985636 0.987126 0.988109 0.986440
mobile_c36_oversampling 0.607032 0.833655 0.832689 0.856936 0.966770 0.836888 0.980506 0.980300 0.970061 0.979521 0.933977 0.983243 0.980435 0.961328 0.903368 0.971870 0.976694 0.978619 0.980654 0.981698 0.982078 0.982554 0.982503 0.885574 0.979836 0.835529 0.989271 0.984666 0.983256 0.984699 0.981440
mozilla4 0.671277 0.850434 0.711161 0.680926 0.911225 0.778471 0.945899 0.946628 0.945642 0.945770 0.911912 0.919374 0.913520 0.927329 0.850241 0.926128 0.925206 0.899067 0.914828 0.927608 0.909017 0.925035 0.828777 0.850863 0.918495 0.915321 0.942618 0.942768 0.938565 0.932390 0.927908
naticusdroid+android+permissions+dataset 0.501108 0.958582 0.910346 0.593319 0.965570 0.958105 0.968025 0.969468 0.963400 0.969661 0.963059 0.968661 0.969354 0.961911 0.963525 0.965479 0.969888 0.969695 0.969252 0.969059 0.969218 0.968138 0.965434 0.970024 0.968161 0.969638 0.970229 0.969002 0.969763 0.969331 0.964025
national-longitudinal-survey-binary 0.622200 0.985743 0.774949 0.900204 0.789206 0.986762 1.000000 1.000000 1.000000 1.000000 0.995044 0.945282 0.964494 0.997895 0.950441 0.989002 0.989341 0.973048 0.941752 0.996538 0.993686 0.984453 0.982960 0.919348 0.982213 0.907196 0.993958 0.998914 0.998846 0.995316 0.977257
online_shoppers 0.845093 0.882806 0.815491 0.729927 0.845904 0.877913 0.905055 0.906272 0.863260 0.901919 0.896918 0.880319 0.887078 0.887537 0.890511 0.890754 0.891592 0.895756 0.886375 0.901919 0.897648 0.903217 0.896891 0.886753 0.898919 0.882941 0.896513 0.905272 0.902082 0.901135 0.899811
ozone-level-8hr 0.936884 0.942801 0.660750 0.658777 0.950690 0.940828 0.947929 0.943984 0.950033 0.948060 0.951348 0.937410 0.937410 0.936884 0.943853 0.934648 0.946614 0.947403 0.930309 0.948323 0.945299 0.943064 0.940039 0.935174 0.944642 0.944642 0.944247 0.946614 0.933728 0.940171 0.945168
ozone_level 0.982283 0.982283 0.942913 0.976378 0.982283 0.966535 0.981365 0.978084 0.982283 0.978740 0.978346 0.974278 0.976772 0.981234 0.976903 0.980577 0.979790 0.975459 0.972572 0.975328 0.975722 0.974672 0.975197 0.980840 0.978346 NaN 0.979134 0.977559 0.967323 0.972966 NaN
pc1 0.932432 0.932432 0.851351 0.882883 0.936937 0.932432 0.938138 0.935135 0.935736 0.937538 0.936937 0.927327 0.921021 0.932432 0.925826 0.921922 0.929129 0.936336 0.933634 0.930931 0.932432 0.918318 0.927327 0.932432 0.931832 0.924324 0.933634 0.934234 0.933934 0.927027 0.918318
pc3 0.897764 0.884984 0.795527 0.801917 0.891374 0.887114 0.885623 0.887966 0.894143 0.877316 0.894995 0.882002 0.886688 0.897764 0.883493 0.888392 0.899894 0.892013 0.890735 0.897764 0.895208 0.886688 0.892865 0.897551 0.890948 0.896273 0.884558 0.887540 0.882428 0.879233 0.896912
pc4 0.876712 0.904110 0.791096 0.859589 0.890411 0.902740 0.915068 0.901598 0.891324 0.910959 0.907763 0.898858 0.885160 0.877854 0.885388 0.874658 0.902055 0.898858 0.900457 0.895890 0.903425 0.897489 0.901598 0.896804 0.899543 0.897489 0.898858 0.894292 0.898630 0.899087 0.894521
philippine 0.500428 0.707798 0.671808 0.695801 0.738646 0.704713 0.767324 0.754356 0.757898 0.760297 NaN 0.718709 0.711625 0.752699 0.710825 0.698658 0.714596 0.717109 0.710083 0.698143 0.724821 0.702714 0.715853 0.711797 0.713453 0.719737 0.741103 0.768066 0.723108 0.738246 0.730306
phoneme 0.706753 0.738205 0.732655 0.753006 0.868640 0.729386 0.876596 0.879679 0.885168 0.880666 0.862411 0.868393 0.871354 0.853839 0.798705 0.846623 0.847980 0.858279 0.860993 0.880851 0.862226 0.870984 0.859266 0.807031 0.863213 0.864323 0.889177 0.897071 0.869812 0.878384 0.865372
pol 0.500248 0.879028 0.768468 0.718889 0.953396 0.881507 0.982416 0.986019 0.973228 0.981755 0.974781 0.985391 0.988498 0.980830 0.956933 0.976996 0.988068 0.984465 0.985325 0.991373 0.990547 0.988200 0.987771 0.975773 0.984069 0.714196 0.988729 0.988498 0.990382 0.985854 0.986316
rice_cammeo_and_osmancik 0.572178 0.925197 0.908136 0.908136 0.923885 0.921260 0.918898 0.922310 0.921785 0.923447 0.929834 0.917935 0.920997 0.919073 0.917848 0.916623 0.919773 0.920297 0.916273 0.920385 0.920472 0.919160 0.922310 0.924409 0.790201 0.913648 0.921610 0.929834 0.917498 0.921960 0.919160
ringnorm 0.504730 0.772973 0.774324 0.977027 0.775676 0.770450 0.971532 0.971081 0.936667 0.974054 0.980360 0.974054 0.976577 0.968784 0.922117 0.948514 0.973514 0.972613 0.817973 0.976486 0.969550 0.969640 0.973018 0.507928 0.974595 0.976351 0.979550 0.980180 0.977883 0.976126 0.977387
rl 0.500000 0.627767 0.562374 0.548290 0.654930 0.630785 0.799329 0.785781 0.729510 0.780080 0.673843 0.656204 0.659155 0.647485 0.622669 0.628102 0.660094 0.659557 0.666465 0.719584 0.682160 0.648826 0.649027 0.628169 0.642924 0.625822 0.877934 0.837492 0.750302 0.747217 0.716834
seismic+bumps 0.934236 0.930368 0.750484 0.833656 0.930368 0.932302 0.927273 0.929336 0.933075 0.932818 0.934236 0.930496 0.927144 0.933978 0.928046 0.928691 0.933333 0.925081 0.925081 0.928046 0.927273 0.924952 0.928175 0.926370 0.929723 0.929207 0.929594 0.934236 0.929594 0.926628 0.928175
shill-bidding 0.895652 0.894071 0.702767 0.891700 0.905929 0.869618 0.899974 0.902134 0.902556 0.898814 0.898182 0.909196 0.909302 NaN 0.906192 0.907826 0.907668 0.909671 0.908933 0.906614 0.906877 0.908248 0.909513 0.895072 0.908617 0.905455 0.910725 0.907773 0.907299 0.907931 0.902872
shrutime 0.806000 0.841000 0.738500 0.828000 0.830000 0.839000 0.866833 0.866900 0.864000 0.868033 0.861233 0.857167 0.861833 0.867267 0.860967 0.852733 0.858000 0.863133 0.859433 0.865467 0.863700 0.860867 0.861167 0.847767 0.854267 0.855167 0.867433 0.866300 0.861467 0.862800 0.862667
spambase 0.605863 0.922910 0.891422 0.828447 0.917481 0.919146 0.952298 0.946725 0.933044 0.946073 0.947304 0.938617 0.939052 0.939920 0.930148 0.913427 0.937315 0.939703 0.937387 0.939269 0.935650 0.938328 0.929642 0.938111 0.938907 0.932320 0.938835 0.932030 0.930366 0.943467 0.934564
sports_articles_for_objectivity_analysis 0.635000 0.840000 0.815000 0.765000 0.830000 0.831333 0.824000 0.834000 0.823667 0.837667 0.840000 0.812667 0.824000 0.701667 0.821667 0.771000 0.835333 0.831667 0.834333 0.833000 0.825667 0.822333 0.821667 0.829333 0.835000 0.832667 0.825333 0.884333 0.837333 0.835333 0.805333
statlog 0.700000 0.705000 0.700000 0.705000 0.710000 0.750000 0.740333 0.743000 0.729667 0.751333 0.731000 0.722000 0.703000 0.722667 0.723000 0.687333 0.708667 0.730667 0.697333 0.712333 0.725000 0.712333 0.715667 0.707667 0.711333 0.686000 0.724000 0.725000 0.707333 0.715667 0.730333
svmguide3 0.771084 0.807229 0.674699 0.823293 0.803213 0.805890 0.839893 0.829183 0.830790 0.826774 0.825167 0.813922 0.826774 0.832129 0.818742 0.787684 0.816600 0.820348 0.814993 0.810442 0.795448 0.837751 0.807229 0.819813 0.800000 0.802945 0.819009 0.828112 0.836412 0.823293 0.805890
sylvine 0.499512 0.910244 0.830244 0.896585 0.881951 0.916098 0.945366 0.952390 0.931577 0.942439 0.931967 0.930927 0.932943 0.915382 0.911220 0.923122 0.933724 0.928715 0.932943 0.947122 0.926959 0.935675 0.899447 0.934959 0.931512 0.916098 0.963837 0.958764 0.946341 0.950439 0.933008
taiwanese_bankruptcy_prediction 0.967742 0.967742 0.886364 0.247801 0.971408 0.967742 0.970186 0.971799 0.971652 0.971212 0.969208 0.968475 0.966716 0.967791 0.952151 0.968084 0.967155 0.968915 0.968622 0.967449 0.967449 0.966178 0.966422 0.968622 0.966960 0.965982 0.967791 0.967449 0.966178 0.966716 0.966862
telco-customer-churn 0.734564 0.798439 0.718950 0.747339 0.771469 0.795884 0.806435 0.805678 0.796546 0.806009 0.796972 0.793565 0.795600 0.798817 0.784008 0.785380 0.790632 0.791389 0.789023 0.800520 0.798155 0.800237 0.795742 0.782020 0.797729 0.790158 0.801325 0.796877 0.803075 0.799480 0.800473
twonorm 0.500676 0.981081 0.979730 0.980405 0.979730 0.979054 0.976261 0.977432 0.974550 0.975676 0.979144 0.977297 0.974550 0.979054 0.972793 0.962883 0.979640 0.974775 0.978333 0.978198 0.976171 0.967613 0.978108 0.503964 0.976171 0.640360 0.976216 0.977838 0.978153 0.978514 0.974009
water_quality 0.886250 0.894375 0.688750 0.754375 0.905625 0.895000 0.902542 0.899750 0.900125 0.904083 0.895583 0.907792 0.910458 0.900625 0.903208 0.892125 0.899792 0.904875 0.907167 0.901333 0.904000 0.905583 0.902542 0.905208 0.904042 0.903292 0.905000 0.899000 0.907167 0.909167 0.897792
wine 0.500978 0.704501 0.694716 0.714286 0.771037 0.704501 0.750033 0.753425 0.738552 0.733855 0.734116 0.726810 0.725897 0.751729 0.688063 0.720417 0.719765 0.727984 0.718982 0.723418 0.716243 0.721070 0.720548 0.682844 0.721200 0.744814 0.739335 0.748206 0.729811 0.729028 0.721983

Additional results of multi-class classification datasets. We list the average accuracy of each dataset-method pair on 15 random seeds.

Dataset/Model dummy LogReg NCM NaiveBayes knn svm xgboost catboost RandomForest lightgbm tabpfn mlp resnet node switchtab tabnet tabcaps tangos danets ftt autoint dcn2 snn tabtransformer ptarl grownet tabr modernNCA mlp_plr realmlp excelformer
ASP-POTASSCO-classification 0.200772 0.347490 0.196911 0.262548 0.389961 0.345946 0.444788 0.381467 0.423681 0.386615 NaN 0.362934 0.391248 0.277992 0.351351 0.256628 0.370142 0.348005 0.372458 0.367825 0.346203 0.358816 0.342342 0.318404 0.359588 0.359073 0.375032 0.387130 0.366538 0.386100 0.351094
BLE_RSSI_dataset_for_Indoor_localization 0.343015 0.728092 0.715573 0.715573 0.759639 0.736605 0.745485 0.744450 0.742247 0.739876 0.732165 0.734368 0.735470 0.729728 0.724387 0.734135 0.732899 0.731731 0.731097 0.733867 0.733233 0.734268 0.735637 0.631647 0.732065 0.735069 0.756935 0.756401 0.733701 0.737006 0.732666
BNG(cmc) 0.426221 0.526040 0.466817 0.482459 0.557414 0.523924 0.585986 0.589277 0.572966 0.586655 0.555787 0.579036 0.579090 0.588101 0.562441 0.577173 0.581001 0.581887 0.579494 0.584955 0.582899 0.583785 0.577963 0.527269 0.547547 0.528137 0.582315 0.585552 0.584491 0.582815 0.580133
Credit_c 0.531750 0.733550 0.592800 0.433250 0.778650 0.631070 0.780113 0.797217 0.585353 0.771197 0.667573 0.775620 0.769820 0.719430 0.690177 0.703413 0.713013 0.723033 0.770800 0.776973 0.771193 0.777060 0.769817 0.767690 0.775420 0.642300 0.820073 0.798600 0.789123 0.785010 0.784137
Firm-Teacher_Clave-Direction_Classification 0.398611 0.803241 0.644907 0.783333 0.803704 0.776173 0.857130 0.859691 0.807191 0.857562 0.838580 0.867407 0.871142 0.814228 0.829383 0.830093 0.866111 0.864630 0.857901 0.871111 0.864753 0.863858 0.864043 0.863580 0.861451 0.862006 0.873364 0.871914 0.866019 0.871975 0.852994
Gender_Gap_in_Spanish_WP 0.588421 0.592632 0.392632 0.366316 0.572632 0.588772 0.598667 0.592632 0.595930 0.588211 0.590035 0.600912 0.596070 0.591719 0.586807 0.587368 0.598175 0.595579 0.589965 0.598596 0.595088 0.589544 0.595719 0.580912 0.596561 0.588421 0.591368 0.592491 0.594807 0.598105 0.594105
GesturePhaseSegmentationProcessed 0.298734 0.461772 0.438987 0.423797 0.656709 0.455831 0.689418 0.692759 0.621367 0.683274 0.559257 0.634194 0.617553 0.523038 0.523477 0.492591 0.642734 0.610464 0.613367 0.656540 0.636996 0.625013 0.638312 0.576675 0.601620 0.549907 0.739241 0.695089 0.667882 0.694346 0.684422
Indian_pines 0.442865 0.896665 0.537452 0.638054 0.895025 0.898742 0.923200 0.920722 0.890505 0.842719 NaN 0.930053 0.946273 0.726408 0.773610 0.933807 0.937707 0.920685 0.915400 0.933516 0.928340 0.934281 0.939712 0.912120 0.926226 0.368872 0.965045 0.968507 0.932859 0.954511 0.933880
JapaneseVowels 0.162067 0.938786 0.806322 0.845961 0.985951 0.928182 0.980264 0.983041 0.960462 0.982137 0.972704 0.989764 0.993477 0.948052 0.936244 0.972470 0.979562 0.986988 0.987623 0.986921 0.987924 0.987891 0.988928 0.965780 0.986586 0.981000 0.995852 0.995585 0.986954 0.994046 0.983141
Mobile_Price_Classification 0.250000 0.962500 0.712500 0.827500 0.672500 0.829167 0.908000 0.935667 0.870167 0.910833 0.967667 0.915667 0.926500 0.895333 0.785167 0.880667 0.925000 0.911500 0.917500 0.936667 0.937333 0.955000 0.954167 0.572333 0.947667 0.845000 0.962333 0.981167 0.969667 0.962667 0.952667
Rain_in_Australia 0.758387 0.835453 0.717998 0.798776 0.833116 0.822116 0.852835 0.868922 0.765454 0.851790 0.831200 0.858520 0.857260 0.847367 0.831823 0.837392 0.843167 0.843162 0.843263 0.856616 0.855030 0.859139 0.854047 0.850188 0.859508 0.817778 0.860901 NaN 0.862693 0.869579 0.850541
SDSS17 0.594450 0.955550 0.618800 0.923650 0.727200 0.935457 0.976673 0.975157 0.817710 0.976040 0.965280 0.945777 0.952690 0.972793 0.777920 0.972483 0.972570 0.972500 0.971047 0.970347 0.950240 0.968273 0.966180 0.919613 0.966450 0.765160 0.972430 0.973770 0.972250 0.972063 0.973963
UJI_Pen_Characters 0.047619 0.212454 0.168498 0.212454 0.410256 0.179487 0.317705 0.353114 0.345788 0.339927 NaN 0.465934 0.501343 0.170940 0.305495 0.099390 0.387546 0.229060 0.452991 0.416361 0.424176 0.475458 0.461538 0.425885 0.343834 0.340659 0.454945 NaN 0.437851 0.502564 0.292063
abalone 0.346890 0.626794 0.577751 0.574163 0.595694 0.618660 0.615152 0.618421 0.618979 0.609729 0.619777 0.631499 0.635726 0.596172 0.588278 0.611802 0.621053 0.630622 0.632935 0.630144 0.627273 0.626156 0.624880 0.606778 0.633493 0.621053 0.627113 0.630383 0.625439 0.632456 0.629266
accelerometer 0.333322 0.339499 0.339956 0.499493 0.732950 0.353039 0.734745 0.723796 0.676224 0.733357 NaN 0.738224 0.736603 0.715234 0.534253 0.711001 0.723941 0.728647 0.736895 0.741862 0.738270 0.740516 0.734268 0.434260 0.736425 0.570025 0.744326 0.746222 0.738603 0.739623 0.736030
allbp 0.956291 0.965563 0.822517 0.123179 0.961589 0.958057 0.980309 0.977837 0.968300 0.975982 0.972892 0.964857 0.965033 0.958676 0.964150 0.965828 0.965740 0.966799 0.964415 0.970861 0.972627 0.963002 0.969360 0.962031 0.963355 0.960971 0.970419 0.971302 0.971567 0.971302 0.974570
allrep 0.966887 0.965563 0.878146 0.319205 0.970861 0.967682 0.982163 0.979868 0.977307 0.985342 0.969890 0.966711 0.970243 0.966887 0.964238 0.965916 0.969007 0.967947 0.970066 0.977307 0.974305 0.970331 0.976247 0.966181 0.966887 0.962737 0.979338 0.977925 0.978102 0.976689 0.975982
analcatdata_authorship 0.378698 0.994083 0.970414 0.982249 0.988166 0.994083 0.987771 0.985799 0.986588 0.990927 0.993688 0.986982 0.977120 0.979882 0.992505 0.905325 0.992505 0.991716 0.986193 0.972387 0.984221 0.989349 0.987377 0.983826 0.978304 0.981854 0.988560 0.994083 0.987771 0.993294 0.979487
artificial-characters 0.138454 0.341977 0.277886 0.265656 0.833170 0.321298 0.877202 0.889563 0.765688 0.885095 0.630431 0.780985 0.771429 0.607730 0.543868 0.638780 0.671494 0.659067 0.703588 0.807991 0.761220 0.779093 0.772733 0.612948 0.735192 0.718265 0.903751 0.916699 0.913242 0.832681 0.777593
autoUniv-au4-2500 0.470000 0.610000 0.400000 0.520000 0.544000 0.605333 0.657200 0.664933 0.610667 0.643333 0.501467 0.583867 0.584667 0.510400 0.481067 0.452267 0.504533 0.511467 0.578533 0.627733 0.591733 0.576533 0.528133 0.580133 0.514267 0.465067 0.579067 0.507733 0.558667 0.627067 0.576400
autoUniv-au7-1100 0.277273 0.327273 0.286364 0.345455 0.350000 0.312121 0.354545 0.357879 0.354848 0.392424 0.342121 0.340000 0.355758 0.347273 0.316970 0.233636 0.307273 0.332727 0.338788 0.355455 0.323636 0.363636 0.326667 0.341515 0.320606 0.242727 0.356364 0.344545 0.322727 0.336061 0.300909
baseball 0.906716 0.940299 0.839552 0.865672 0.925373 0.955224 0.939801 0.938806 0.946020 0.942040 0.933333 0.925373 0.931343 0.916418 0.923881 0.923134 0.936318 0.932836 0.928856 0.937562 0.927612 0.935821 0.938557 0.901741 0.930597 0.941542 0.947264 0.927363 0.941045 0.936816 0.933333
car-evaluation 0.699422 0.939306 0.699422 0.777457 0.887283 0.894990 0.980925 0.992293 0.959152 0.989017 0.975145 0.981503 0.984778 0.755684 0.936994 0.898459 0.981118 0.983044 0.989403 0.982081 0.986513 0.979769 0.984971 0.994990 0.955299 0.676108 0.993449 0.994605 0.987476 0.995376 0.973218
cmc 0.427119 0.538983 0.505085 0.491525 0.491525 0.545763 0.561356 0.570169 0.558192 0.575141 0.573107 0.558870 0.562938 0.550282 0.525198 0.468701 0.555480 0.550508 0.544633 0.567232 0.566102 0.572881 0.564746 0.477062 0.500565 0.472542 0.562712 0.556610 0.547797 0.568814 0.572655
connect-4 0.658304 0.660524 0.526939 0.428804 0.771388 0.659488 0.851658 0.851682 0.738247 0.839668 0.660351 0.823969 0.834019 0.838070 0.846635 0.815132 0.843507 0.830230 0.848954 0.855521 0.854801 0.861753 0.860233 NaN 0.845076 NaN 0.866681 0.865325 0.827704 0.864935 0.848850
contraceptive_method_choice 0.427119 0.542373 0.501695 0.522034 0.498305 0.512994 0.588023 0.601582 0.566328 0.605198 0.591638 0.574237 0.566554 0.610621 0.550282 0.509831 0.574915 0.590056 0.552542 0.475028 0.582373 0.595254 0.568136 0.508023 0.547345 0.520904 0.593898 0.572429 0.592994 0.583051 0.568136
dna 0.518809 0.962382 0.907524 0.932602 0.896552 0.960815 0.963009 0.965204 0.949739 0.969906 NaN 0.922362 0.963323 0.907941 0.934378 0.817241 0.953083 0.960293 0.933856 0.935005 0.955695 0.950157 0.959666 0.956113 0.912957 NaN 0.948485 0.956531 0.937304 0.965413 0.965099
drug_consumption 0.403183 0.403183 0.116711 0.387268 0.405836 0.392573 0.385853 0.384439 0.393457 0.394872 0.403183 0.385146 0.371530 0.402653 0.397171 0.379664 0.392042 0.372591 0.358974 0.398585 0.390628 0.369231 0.393988 0.389390 0.387975 0.368170 0.392573 0.398939 0.377896 0.381256 0.394518
dry_bean_dataset 0.260375 0.919207 0.882115 0.890195 0.914800 0.911421 0.920970 0.921826 0.912890 0.922879 0.921875 0.924568 0.925401 0.910687 0.899914 0.916734 0.924887 0.922438 0.922414 0.925278 0.924715 0.924887 0.923785 0.921777 0.923271 0.350912 0.927408 0.925842 0.924226 0.926380 0.924054
estimation_of_obesity_levels 0.165485 0.959811 0.539007 0.572104 0.846336 0.737431 0.900552 0.946887 0.931757 0.960757 0.967849 0.932388 0.937431 0.754295 0.787864 0.921040 0.958550 0.939480 0.942947 0.971316 0.952403 0.951931 0.967533 0.866982 0.950355 0.808038 0.980299 0.982821 0.974153 0.959180 0.968322
eucalyptus 0.290541 0.702703 0.479730 0.337838 0.594595 0.641892 0.676577 0.677027 0.676577 0.657207 0.697748 0.658108 0.688288 0.709009 0.515766 0.482883 0.616216 0.632883 0.618468 0.671171 0.674324 0.667117 0.661261 0.614414 0.653153 NaN 0.682432 0.707658 0.688739 0.679730 0.697297
eye_movements 0.389854 0.499086 0.483547 0.441042 0.612431 0.495643 0.726356 0.718800 0.646161 0.728489 0.550640 0.627727 0.637051 0.608227 0.539214 0.547959 0.620110 0.598080 0.596344 0.715874 0.611548 0.628732 0.633303 0.545826 0.601523 0.433394 0.969775 0.985527 0.800701 0.766606 0.595795
first-order-theorem-proving 0.417484 0.483660 0.284314 0.169118 0.598856 0.484477 0.612309 0.611057 0.616612 0.601144 0.577505 0.576307 0.584205 0.435730 0.507135 0.509532 0.563453 0.582190 0.570970 0.575109 0.570316 0.571242 0.577560 0.512582 0.571841 0.558007 0.589052 0.599510 0.564815 0.574891 0.552397
gas-drift 0.216391 0.988138 0.585550 0.580158 0.994608 0.989576 0.994201 0.994896 0.994033 0.994728 NaN 0.994105 0.995016 0.988018 0.725881 0.983944 0.991541 0.994105 0.993506 0.992044 0.994488 0.994009 0.993410 0.992643 0.992667 0.483106 0.994824 0.994920 0.995687 0.996645 0.992404
helena 0.061426 0.337960 0.189647 0.226917 0.328221 0.284197 0.366810 0.262352 0.336488 0.366835 NaN 0.386334 0.395900 0.370992 0.351161 0.328129 0.363655 0.386534 0.368742 0.387152 0.381022 0.374852 0.377280 0.358701 0.377117 0.347428 0.408313 NaN 0.388354 0.392500 0.380256
internet_firewall 0.574350 0.797894 0.367361 0.767758 0.931029 0.795422 0.929814 0.930780 0.931075 0.930943 0.815895 0.801180 0.768032 0.797589 0.797304 0.735551 0.798210 0.797436 0.798449 0.797325 0.799405 0.800173 0.798703 0.741197 0.797487 0.761776 0.930902 0.929239 0.804496 0.931050 0.799385
internet_usage 0.284866 0.492087 0.190900 0.036103 0.433234 0.501484 0.521497 0.535773 0.465051 0.521991 NaN 0.510221 0.512661 0.450808 0.435081 0.478635 0.485889 0.469337 0.486647 0.534784 0.505407 0.515661 0.518661 0.510089 0.350412 0.390142 0.518299 0.528355 0.518530 0.530201 0.497692
jungle_chess_2pcs_raw_endgame_complete 0.514614 0.678380 0.612115 0.694668 0.881415 0.680091 0.861022 0.864651 0.826164 0.865908 0.820973 0.952737 0.869649 0.855117 0.751450 0.878365 0.855972 0.872192 0.921129 0.976097 0.955184 0.967433 0.905697 0.714361 0.951696 0.647955 0.989833 0.995047 0.990666 0.995776 0.973427
kr-vs-k 0.162331 0.323058 0.190841 0.213293 0.587491 0.294452 0.868662 0.790010 0.607496 0.868401 NaN 0.876491 0.897280 0.554740 0.384129 0.789368 0.780815 0.795189 0.860917 0.913768 0.887883 0.888857 0.892219 0.427382 0.844607 0.243514 0.927619 0.938833 0.909634 0.931076 0.908933
kropt 0.162331 0.399679 0.190841 0.238596 0.688525 0.357033 0.847981 0.813424 0.560121 0.852459 NaN 0.903980 0.917082 0.553005 0.382229 0.763554 0.769470 0.796614 0.881932 0.910573 0.894702 0.900535 0.889380 0.918282 0.845272 0.307793 0.927346 0.937099 0.909824 0.933155 0.869945
led24 0.104688 0.729688 0.737500 0.728125 0.723437 0.734375 0.730104 0.734896 0.731146 0.724063 0.735521 0.737812 0.737396 0.734896 0.727917 0.707292 0.737604 0.737187 0.727812 0.733125 0.735417 0.725938 0.732604 0.736250 0.715938 0.733854 0.738333 0.731771 0.727812 0.734062 0.736979
led7 0.106250 0.739062 0.729688 0.737500 0.729688 0.720313 0.742083 0.743125 0.745000 0.745208 0.734062 0.739688 0.741563 0.739271 0.733229 0.723333 0.731250 0.738021 0.735000 0.736146 0.738854 0.734792 0.736042 0.735833 0.729792 0.739688 0.736563 0.738750 0.737812 0.733333 0.734479
letter 0.040750 0.761250 0.589000 0.655750 0.950750 0.694000 0.964333 0.970900 0.910250 0.965000 NaN 0.974517 0.979817 0.884217 0.876017 0.919083 0.959667 0.972383 0.965250 0.975900 0.974067 0.972150 0.973650 0.748967 0.974000 0.108333 0.984917 0.985417 0.973933 0.983550 0.970567
maternal_health_risk 0.399015 0.635468 0.600985 0.576355 0.827586 0.625616 0.821346 0.812808 0.820361 0.833169 0.775041 0.724138 0.762890 0.739245 0.615764 0.664039 0.701478 0.709688 0.729064 0.712315 0.680131 0.667652 0.716585 0.668309 0.693924 0.810509 0.832512 0.829885 0.812479 0.824631 0.735961
mfeat-factors 0.100000 0.967500 0.890000 0.930000 0.962500 0.977500 0.966000 0.968000 0.965500 0.968833 NaN 0.961500 0.972500 0.938333 0.962000 0.912333 0.966000 0.964667 0.960167 0.964167 0.959333 0.957667 0.963167 0.966333 0.959333 0.958000 0.969333 0.972167 0.963667 0.971000 0.965333
mfeat-fourier 0.100000 0.840000 0.767500 0.790000 0.865000 0.835000 0.857167 0.871833 0.860167 0.862333 0.836333 0.844500 0.859667 0.833000 0.834000 0.774167 0.843833 0.848333 0.840667 0.852333 0.839000 0.846667 0.838833 0.818833 0.845667 0.842500 0.865333 0.864833 0.852333 0.880833 0.855500
mfeat-karhunen 0.100000 0.945000 0.892500 0.925000 0.960000 0.942500 0.940000 0.959500 0.947167 0.950167 0.946167 0.956333 0.965000 0.937667 0.949833 0.841000 0.950333 0.961000 0.954167 0.955500 0.952667 0.953500 0.948333 0.947167 0.951167 0.944833 0.955667 0.965333 0.957500 0.964167 0.949500
mfeat-morphological 0.100000 0.765000 0.700000 0.632500 0.760000 0.749167 0.748833 0.742833 0.749000 0.753333 0.761000 0.764333 0.764167 0.690000 0.621833 0.745333 0.766167 0.758000 0.769167 0.766833 0.763667 0.759167 0.761667 0.762500 0.757667 0.739167 0.763333 0.755333 0.761500 0.754333 0.744500
mfeat-pixel 0.100000 0.955000 0.917500 0.902500 0.922500 0.937500 0.961333 0.952000 0.959000 0.959167 NaN 0.954667 0.956500 0.945500 0.957167 0.868500 0.959167 0.964167 0.945167 0.949000 0.958500 0.960000 0.956000 NaN 0.950500 0.960000 0.963667 0.965000 0.950833 0.958833 0.950000
mfeat-zernike 0.100000 0.822500 0.705000 0.730000 0.805000 0.823833 0.780667 0.785500 0.760333 0.794500 0.815833 0.847667 0.836167 0.679333 0.825667 0.726333 0.838500 0.839667 0.834667 0.833333 0.831667 0.829833 0.825000 0.817167 0.833167 0.810333 0.872667 0.790167 0.821833 0.830333 0.797667
mice_protein_expression 0.138889 0.986111 0.625000 0.754630 1.000000 0.986111 0.962963 0.990741 0.979630 0.986111 0.995988 0.992284 0.999383 0.987963 0.977160 0.853086 0.993519 0.999074 0.991358 0.980247 0.988580 0.994753 0.993210 0.993519 0.986420 0.997840 0.998765 NaN 0.981173 1.000000 0.979630
microaggregation2 0.558000 0.571750 0.346750 0.337000 0.586250 0.568017 0.620283 0.618917 0.611233 0.619200 0.605983 0.629967 0.629283 0.611617 0.596350 0.614233 0.628400 0.619033 0.621983 0.627567 0.621817 0.628983 0.622200 0.596683 0.626283 0.463900 0.632833 0.630783 0.627667 0.637850 0.625883
okcupid_stem 0.720015 0.745690 0.516117 0.655922 0.726762 0.742479 0.751162 0.750800 0.722651 0.747514 0.731209 0.744990 0.742779 0.730947 0.729535 0.733596 0.732846 0.733508 0.745790 0.750025 0.745452 0.748063 0.748263 0.736169 0.745915 0.718453 0.748113 0.747526 0.747064 0.747851 0.740717
one-hundred-plants-margin 0.009375 0.771875 0.743750 0.728125 0.778125 0.653125 0.771458 0.853333 0.780417 0.763958 NaN 0.823958 0.820000 0.703542 0.737917 0.118958 0.785000 0.803750 0.771667 0.811458 0.796250 0.806042 0.807083 0.545208 0.716667 NaN 0.789792 0.840833 0.812500 0.838750 0.736042
one-hundred-plants-shape 0.009375 0.671875 0.553125 0.556250 0.625000 0.463958 0.595833 0.651042 0.626875 0.578125 NaN 0.698125 0.701042 0.207292 0.386875 0.268333 0.676875 0.660625 0.631042 0.692083 0.688542 0.693750 0.701667 0.591250 0.634792 0.608333 0.729375 0.705417 0.707708 0.728333 0.633542
one-hundred-plants-texture 0.009375 0.865625 0.756250 0.681250 0.831250 0.812500 0.803333 0.889583 0.795208 0.812500 NaN 0.871667 0.883542 0.757500 0.797917 0.216458 0.855000 0.838750 0.812292 0.847292 0.876042 0.853125 0.848542 0.832500 0.791667 NaN 0.858333 0.875208 0.873958 0.881667 0.813958
optdigits 0.101423 0.967082 0.909253 0.702847 0.979537 0.958185 0.982384 0.982444 0.980130 0.983096 0.978885 0.982503 0.986418 0.957058 0.980961 0.943298 0.981079 0.986773 0.980546 0.977877 0.979834 0.983511 0.982800 0.980724 0.980724 0.981851 0.987070 0.991281 0.978529 0.987011 0.969751
page-blocks 0.897717 0.963470 0.866667 0.944292 0.961644 0.956469 0.974490 0.966697 0.970289 0.971202 0.972664 0.966941 0.966819 0.929498 0.871476 0.952694 0.964566 0.967915 0.969376 0.967123 0.971081 0.966332 0.966149 0.963957 0.966088 0.963836 0.967671 0.966819 0.968524 0.971081 0.963227
pendigits 0.104138 0.944065 0.809914 0.849022 0.990905 0.928119 0.941428 0.991269 0.987873 0.950947 0.988843 0.994967 0.994846 0.980719 0.985448 0.987358 0.993664 0.994695 0.992876 0.993512 0.993452 0.994179 0.991633 0.992360 0.992663 0.227558 0.994270 0.994028 0.992906 0.996028 0.993664
predict_students_dropout_and_academic_success 0.499435 0.744633 0.637288 0.639548 0.679096 0.734991 0.756836 0.778154 0.747947 0.765800 0.749303 0.745989 0.747797 0.749228 0.721733 0.710810 0.743578 0.733258 0.746064 0.754727 0.745687 0.758493 0.757966 0.753974 0.747269 0.732429 0.749303 0.734539 0.749002 0.765499 0.753220
satimage 0.237947 0.861586 0.796268 0.813375 0.907465 0.836703 0.914152 0.913478 0.908554 0.916174 0.907672 0.899326 0.904406 0.861172 0.865422 0.879005 0.886833 0.892276 0.897875 0.895905 0.896993 0.904510 0.904147 0.863090 0.895283 0.898134 0.913116 0.910368 0.904044 0.915604 0.894660
segment 0.142857 0.885281 0.809524 0.701299 0.889610 0.829726 0.914863 0.920202 0.919625 0.917749 0.923377 0.919913 0.918615 0.795671 0.841991 0.879221 0.912987 0.912987 0.918470 0.913709 0.903896 0.918759 0.890620 0.913853 0.905195 0.240404 0.919048 0.927706 0.898557 0.913276 0.905916
semeion 0.100313 0.912226 0.827586 0.752351 0.902821 0.862069 0.913062 0.920376 0.915361 0.916614 NaN 0.916823 0.925601 0.872936 0.896552 0.564681 0.928945 0.928527 0.916614 0.908046 0.907001 0.924974 0.908882 0.914525 0.906583 0.927900 0.916823 0.922048 0.897806 0.938767 0.908046
shuttle 0.785948 0.965690 0.755603 0.714655 0.999052 0.926793 0.999770 0.999741 0.999678 0.853920 NaN 0.999126 0.999115 0.999655 0.974954 0.997333 0.999155 0.998816 0.999316 0.999563 0.999563 0.998948 0.999155 0.996201 0.998977 0.947724 0.999431 0.999603 0.999511 0.999609 0.999460
splice 0.518809 0.946708 0.755486 0.899687 0.868339 0.940439 0.961651 0.952874 0.955068 0.963114 0.854963 0.934065 0.941170 0.773041 0.850366 0.867294 0.907837 0.878683 0.680564 0.949321 0.930512 0.945559 0.949007 0.948694 0.935423 0.514629 0.933438 0.943678 0.922153 0.957785 0.948694
steel_plates_faults 0.347044 0.742931 0.586118 0.622108 0.771208 0.724079 0.797087 0.791088 0.777721 0.768980 0.762811 0.751671 0.763496 0.574807 0.489632 0.724422 0.747729 0.746530 0.749614 0.763153 0.736418 0.676949 0.756470 0.747558 0.742416 0.287575 0.786290 0.781148 0.746701 0.775321 0.753899
texture 0.090909 0.996364 0.738182 0.758182 0.985455 0.998182 0.978424 0.990000 0.967455 0.908061 NaN 0.996424 0.997576 0.882000 0.980000 0.986303 0.996788 0.998485 0.995273 0.996182 0.997212 0.996667 0.994970 0.994303 0.993212 0.196182 0.998061 0.997394 0.996182 0.998121 0.992727
thyroid 0.925694 0.960417 0.712500 0.193056 0.950000 0.938194 0.995231 0.994861 0.996435 0.995278 0.985648 0.986667 0.985046 0.975648 0.974537 0.984352 0.987593 0.984028 0.984213 0.989398 0.988657 0.983981 0.982824 0.934722 0.981065 0.971296 0.989630 0.992083 0.991019 0.994815 0.991528
thyroid-ann 0.924503 0.968212 0.708609 0.087417 0.956291 0.957086 0.991523 0.995232 0.992936 0.997351 0.982340 0.984194 0.980751 0.935276 0.972715 0.974305 0.981369 0.983046 0.981369 0.985784 0.984724 0.980662 0.982428 0.982517 0.975894 0.961236 0.986137 0.987285 0.987108 0.991876 0.985784
thyroid-dis 0.583929 0.700000 0.608929 0.171429 0.671429 0.699524 0.689286 0.692381 0.692857 0.696905 0.690595 0.686786 0.687619 0.635000 0.683571 0.663452 0.692143 0.690357 0.689286 0.693214 0.670000 0.692381 0.695952 0.689762 0.692738 0.687500 0.673929 0.669167 0.688333 0.690595 0.693810
turiye_student_evaluation 0.304983 0.481100 0.327320 0.359107 0.491409 0.469645 0.506644 0.516953 0.514605 0.514719 0.499370 0.506987 0.508992 0.475086 0.466037 0.485109 0.502348 0.493414 0.504296 0.515292 0.497995 0.506987 0.512829 0.469244 0.513860 0.475029 0.508534 0.524341 0.509966 0.516266 0.503322
vehicle 0.258824 0.823529 0.464706 0.435294 0.729412 0.759608 0.760392 0.752941 0.727843 0.781176 0.843529 0.823529 0.849412 0.781961 0.716471 0.658431 0.775686 0.794510 0.804314 0.782353 0.806275 0.843922 0.810980 0.817647 0.797647 0.757647 0.857647 0.802353 0.813333 0.823137 0.778431
walking-activity 0.147253 0.271035 0.275521 0.355007 0.630964 0.245488 0.651941 0.661738 0.615948 0.651924 NaN 0.643417 0.644537 0.624935 0.315432 0.606509 0.614281 0.616888 0.641229 0.653667 0.635067 0.645665 0.635600 0.315816 0.643312 0.410667 0.671296 0.677437 0.650020 0.659211 0.651935
wall-robot-navigation 0.403846 0.701465 0.554029 0.504579 0.924908 0.686813 0.995788 0.996459 0.993040 0.998169 0.949389 0.934066 0.939438 0.909585 0.843956 0.920208 0.925336 0.918864 0.927411 0.979731 0.953602 0.928205 0.927167 0.922344 0.920452 0.903297 0.977289 0.987668 0.988950 0.993040 0.983883
waveform-5000 0.338000 0.863000 0.823000 0.817000 0.851000 0.862800 0.854133 0.859600 0.851000 0.849467 0.859067 0.855733 0.862267 0.862467 0.863667 0.826733 0.860933 0.861267 0.860200 0.861067 0.854467 0.858800 0.853200 0.855400 0.811867 0.407733 0.860400 0.862400 0.862400 0.867000 0.860867
waveform_database_generator_version_1 0.339000 0.859000 0.798000 0.800000 0.841000 0.862000 0.836867 0.843800 0.829133 0.817267 0.865267 0.858733 0.863800 0.856933 0.859000 0.803600 0.856400 0.856533 0.856933 0.864200 0.855667 0.856133 0.856667 0.855667 0.858733 0.855200 0.862600 0.870200 0.855067 0.862667 0.850400
website_phishing 0.516605 0.863469 0.778598 0.837638 0.867159 0.867159 0.898647 0.904305 0.894219 0.881673 0.899385 0.873063 0.887331 0.896187 0.857811 0.839114 0.883641 0.872817 0.889545 0.901353 0.867651 0.908733 0.868143 0.897171 0.814514 0.874539 0.894957 0.875277 0.881427 0.896433 0.872325
wine-quality-red 0.425000 0.540625 0.290625 0.521875 0.656250 0.548125 0.636250 0.607292 0.632917 0.636042 0.581250 0.586667 0.580833 0.582292 0.487917 0.546875 0.574583 0.568542 0.501667 0.581875 0.556667 0.561667 0.585208 0.519167 0.564792 0.617500 0.612708 0.636250 0.606458 0.587500 0.551458
wine-quality-white 0.448980 0.546939 0.318367 0.471429 0.633673 0.530612 0.624218 0.631497 0.623469 0.629456 0.579524 0.577891 0.578980 0.542993 0.523469 0.495578 0.543878 0.575170 0.549796 0.551701 0.609252 0.558639 0.588367 0.530816 0.553129 0.316531 0.626531 0.632721 0.594218 0.608095 0.532653
yeast 0.313131 0.599327 0.521886 0.168350 0.595960 0.585859 0.598429 0.608305 0.624691 0.582492 0.595735 0.603143 0.603367 0.595735 0.543659 0.525477 0.600224 0.591470 0.591246 0.598204 0.590572 0.592817 0.575309 0.591919 0.590797 0.166554 0.598429 0.603367 0.598653 0.592593 0.567228

Additional results of regression datasets. We list the average RMSE of each dataset-method pair on 15 random seeds.

Dataset/Model dummy LinearRegression knn svm xgboost catboost RandomForest lightgbm mlp resnet node switchtab tabnet tangos danets ftt autoint dcn2 snn tabtransformer ptarl grownet tabr modernNCA mlp_plr realmlp excelformer dnnr
1000-Cameras-Dataset 8.063841e+02 6.321095e+02 4.864451e+02 7.803757e+02 4.710530e+02 4.367889e+02 4.376725e+02 614.322004 7.012470e+02 5.589441e+02 5.101679e+02 8.308842e+02 6.072847e+02 6.043377e+02 1.661278e+03 6.749965e+02 6.382182e+02 5.312294e+02 7.077416e+02 8.299788e+02 6.056937e+02 6.650504e+02 6.786461e+02 6.483087e+02 6.531319e+02 5.006456e+02 5.931400e+02 5.121626e+02
2dplanes 4.368885e+00 2.378281e+00 1.153757e+00 2.380337e+00 1.009189e+00 1.001468e+00 1.020073e+00 1.002263 1.007822e+00 1.007770e+00 1.006919e+00 4.331722e+00 1.028839e+00 1.020473e+00 4.977382e+00 1.005307e+00 1.003921e+00 1.003466e+00 1.013338e+00 4.350524e+00 1.010694e+00 1.050104e+00 1.011195e+00 1.001775e+00 1.001871e+00 1.209170e+00 1.004280e+00 1.126391e+00
3D_Estimation_using_RSSI_of_WLAN_dataset 5.330191e-01 5.214766e-01 0.000000e+00 5.408512e-01 2.196721e-03 3.334224e-04 1.125874e-01 0.015306 7.578455e-02 8.167961e-02 4.362685e-01 5.338698e-01 1.483421e-01 1.116976e-01 5.338104e-01 1.685360e-02 3.817071e-02 4.921291e-02 5.890105e-02 5.335949e-01 9.680485e-02 2.188507e-01 2.088463e-04 7.147802e-17 1.235385e-03 2.376123e-04 6.204993e-02 1.805556e-02
3D_Estimation_using_RSSI_of_WLAN_dataset_complete_1_target 5.306258e-01 5.264397e-01 0.000000e+00 5.314300e-01 1.109815e-03 3.715460e-05 8.266683e-02 0.000179 7.295983e-02 1.366099e-01 3.878494e-01 5.322599e-01 2.748546e-01 1.448006e-01 5.318616e-01 4.760409e-02 4.785147e-02 5.417927e-02 1.273228e-01 5.318754e-01 1.257360e-01 2.788779e-01 1.608048e-04 1.527762e-17 9.076711e-03 1.549620e-04 4.157383e-02 1.760217e-02
Abalone_reg 3.242688e+00 2.235541e+00 2.256995e+00 2.265351e+00 2.172189e+00 2.178929e+00 2.164274e+00 2.176325 2.118648e+00 2.088828e+00 2.225109e+00 3.245341e+00 2.209942e+00 2.136038e+00 3.169069e+00 2.107806e+00 2.129289e+00 2.096511e+00 2.115610e+00 3.212819e+00 2.101626e+00 2.272300e+00 2.107789e+00 2.096833e+00 2.118379e+00 2.121035e+00 2.121521e+00 2.320195e+00
Ailerons 3.992601e-04 1.679206e-04 2.047115e-04 1.696187e-04 1.527076e-04 1.464896e-04 1.559327e-04 0.000150 1.563264e-04 1.572286e-04 1.519392e-04 3.832128e-04 1.640644e-04 1.564464e-04 3.841154e-04 1.554065e-04 1.552737e-04 2.719474e-04 1.627418e-04 3.981432e-04 1.553728e-04 2.376899e-04 1.522392e-04 1.576009e-04 1.539625e-04 1.541228e-04 1.528220e-04 1.660015e-04
Another-Dataset-on-used-Fiat-500-(1538-rows) 1.850727e+03 7.557229e+02 7.464599e+02 7.617340e+02 7.489618e+02 8.173388e+02 7.509238e+02 747.252985 7.742651e+02 7.926018e+02 7.601465e+02 1.826354e+03 8.618883e+02 7.858677e+02 2.325579e+03 7.742952e+02 7.985826e+02 7.869118e+02 7.938131e+02 1.871533e+03 7.616996e+02 8.395837e+02 7.909179e+02 8.004349e+02 7.708395e+02 7.765291e+02 7.669272e+02 8.294597e+02
BNG(echoMonths) 1.569522e+01 1.178504e+01 1.161550e+01 1.188092e+01 1.142797e+01 1.142856e+01 1.141078e+01 11.414717 1.173528e+01 1.168108e+01 1.150224e+01 1.563891e+01 1.177077e+01 1.174651e+01 1.510854e+01 1.152566e+01 1.160500e+01 1.171016e+01 1.177350e+01 1.783513e+01 1.165627e+01 1.184797e+01 1.142211e+01 1.140873e+01 1.166111e+01 1.142690e+01 1.146898e+01 1.260387e+01
BNG(lowbwt) 7.282388e+02 4.796774e+02 4.655638e+02 4.773013e+02 4.548697e+02 4.557286e+02 4.601084e+02 454.852137 4.605581e+02 4.595771e+02 4.555922e+02 7.180412e+02 4.606390e+02 4.625674e+02 7.175334e+02 4.547131e+02 4.564948e+02 4.582820e+02 4.593900e+02 7.252767e+02 4.571637e+02 5.434149e+02 4.560783e+02 4.553448e+02 4.565472e+02 4.545491e+02 4.558438e+02 5.123123e+02
BNG(mv) 1.043614e+01 6.226400e+00 4.928701e+00 6.315038e+00 4.580449e+00 4.582892e+00 4.580950e+00 4.569979 4.663967e+00 4.628441e+00 4.619029e+00 1.025956e+01 4.652117e+00 4.709231e+00 1.098896e+01 4.603494e+00 4.649329e+00 4.684527e+00 4.708944e+00 1.097013e+01 4.649519e+00 7.208803e+00 4.610049e+00 NaN 4.640143e+00 4.578799e+00 4.601878e+00 4.949797e+00
BNG(stock) 6.588113e+00 4.482126e+00 3.111990e+00 4.536329e+00 2.922123e+00 2.902390e+00 2.988233e+00 2.953086 3.035584e+00 3.006824e+00 2.908649e+00 6.467429e+00 3.074959e+00 3.044319e+00 6.399209e+00 2.930384e+00 3.025104e+00 3.014553e+00 3.061512e+00 6.525940e+00 3.005634e+00 5.482543e+00 2.932541e+00 2.890288e+00 2.960680e+00 2.911811e+00 2.924992e+00 3.460097e+00
Bias_correction_r 3.037670e+00 1.511085e+00 1.081876e+00 1.517553e+00 8.888650e-01 7.607172e-01 1.052718e+00 0.911713 7.639250e-01 7.170644e-01 1.160629e+00 2.982344e+00 1.128049e+00 7.849300e-01 2.977985e+00 7.017258e-01 8.008207e-01 7.238952e-01 9.099771e-01 3.009637e+00 7.975736e-01 1.333642e+00 5.728438e-01 5.999328e-01 7.645793e-01 6.884132e-01 7.839647e-01 8.366163e-01
Bias_correction_r_2 2.415908e+00 1.033284e+00 7.855329e-01 1.038054e+00 6.484160e-01 5.369335e-01 7.981841e-01 0.647303 6.013185e-01 5.313752e-01 8.019142e-01 2.407447e+00 8.876244e-01 5.997623e-01 2.495856e+00 5.397780e-01 5.932778e-01 5.542044e-01 6.814837e-01 2.406620e+00 6.254672e-01 9.426943e-01 4.548365e-01 4.802964e-01 5.597262e-01 5.504804e-01 5.652431e-01 6.775836e-01
Brazilian_houses_reproduced 7.816726e-01 3.121311e-01 1.300339e-01 3.245478e-01 6.955426e-02 3.371972e-02 5.065600e-02 0.053839 2.648900e-02 5.514867e-02 3.576185e-02 7.519134e-01 2.721063e-01 6.013205e-02 7.372638e-01 1.740940e-02 2.146540e-02 1.289115e-01 3.836330e-02 7.710839e-01 7.057920e-02 1.914484e-01 3.425607e-02 4.420228e-02 3.546548e-02 2.562738e-02 2.354861e-02 9.697101e-02
CPMP-2015-regression 1.635118e+03 1.432176e+03 5.795964e+02 6.300682e+02 4.656644e+02 4.872652e+02 4.671696e+02 477.020455 5.433746e+02 5.181333e+02 5.497006e+02 1.790570e+03 5.750612e+02 5.061337e+02 3.448621e+03 5.601579e+02 5.367666e+02 5.151564e+02 5.392777e+02 1.636873e+03 5.148257e+02 6.422564e+02 5.200395e+02 4.618013e+02 5.808864e+02 4.781011e+02 5.139020e+02 2.925380e+03
CPS1988 4.368074e+02 3.796819e+02 3.675564e+02 3.834544e+02 3.647928e+02 3.645784e+02 3.689343e+02 364.447069 3.657605e+02 3.665944e+02 3.641537e+02 4.395144e+02 3.663633e+02 3.657913e+02 4.373106e+02 3.653870e+02 3.671253e+02 3.649512e+02 3.671890e+02 4.378135e+02 3.638877e+02 4.018529e+02 3.663526e+02 NaN 3.657971e+02 3.640631e+02 3.657896e+02 4.488080e+02
CookbookReviews 1.536117e+00 1.513832e+00 1.490504e+00 1.531593e+00 1.482737e+00 1.485947e+00 1.487635e+00 1.482981 1.504322e+00 1.519606e+00 1.497078e+00 1.567304e+00 1.499775e+00 1.498135e+00 1.594346e+00 1.520183e+00 1.544390e+00 1.510586e+00 1.620908e+00 1.545886e+00 1.496463e+00 1.591845e+00 1.549245e+00 1.486840e+00 1.508354e+00 1.492326e+00 1.562400e+00 1.715343e+00
Data_Science_Salaries 6.553888e+04 6.356622e+04 6.050709e+04 6.186882e+04 6.003984e+04 6.000411e+04 5.963050e+04 59742.637400 6.521625e+04 6.509360e+04 6.548884e+04 6.287965e+04 6.193725e+04 6.556520e+04 6.102395e+04 6.548358e+04 6.543230e+04 6.771396e+04 6.553256e+04 6.041975e+04 6.133412e+04 6.077103e+04 6.475679e+04 6.063896e+04 6.544986e+04 6.042798e+04 6.539815e+04 6.861638e+04
Diamonds 3.978506e+03 1.659617e+03 7.167830e+02 1.320251e+03 5.376536e+02 5.249058e+02 5.903294e+02 543.872315 8.500021e+02 8.176657e+02 5.882414e+02 3.917910e+03 1.121958e+03 9.921576e+02 4.067859e+03 5.328288e+02 5.359698e+02 2.438806e+04 5.353632e+02 4.035538e+03 6.725835e+02 3.035862e+03 5.135260e+02 4.925846e+02 5.323104e+02 5.239223e+02 5.319949e+02 6.177566e+04
Facebook_Comment_Volume 2.934422e+01 3.210807e+01 2.399237e+01 2.841476e+01 1.781817e+01 1.587612e+01 1.690422e+01 17.001710 2.498511e+01 3.739607e+01 1.876620e+01 2.958325e+01 2.573231e+01 2.365859e+01 3.016172e+01 1.794080e+01 2.017497e+01 4.945229e+01 2.841536e+01 2.930988e+01 4.593977e+01 2.820591e+01 1.676943e+01 1.735078e+01 1.778907e+01 1.775948e+01 1.803059e+01 3.931178e+12
Food_Delivery_Time 9.405139e+00 8.458992e+00 8.103911e+00 8.397925e+00 7.406637e+00 7.363352e+00 7.614771e+00 7.400734 7.916070e+00 7.915751e+00 7.854713e+00 9.358125e+00 7.868801e+00 7.893371e+00 9.411768e+00 7.866227e+00 7.892904e+00 7.889831e+00 7.897677e+00 9.405276e+00 7.869098e+00 8.042503e+00 7.386345e+00 7.999473e+00 7.449555e+00 7.523828e+00 7.865590e+00 4.949953e+06
Goodreads-Computer-Books 4.890201e-01 4.844778e-01 4.686676e-01 4.878280e-01 4.319714e-01 4.319585e-01 4.287249e-01 0.424704 4.844321e-01 4.931168e-01 4.839618e-01 4.897831e-01 5.915971e-01 4.846007e-01 4.889009e-01 4.843047e-01 4.927250e-01 6.600174e-01 4.984543e-01 4.904350e-01 4.844676e-01 4.913780e-01 4.838549e-01 4.687776e-01 4.759933e-01 4.760397e-01 4.850754e-01 7.022437e-01
IEEE80211aa-GATS 3.131290e-01 5.677882e-02 8.365676e-02 5.893606e-02 4.062522e-02 3.483097e-02 4.478089e-02 0.042003 2.844268e-02 2.650662e-02 5.024771e-02 3.199720e-01 5.710552e-02 2.896423e-02 3.396406e-01 2.958909e-02 3.136212e-02 2.605492e-02 3.459259e-02 3.253960e-01 3.248418e-02 7.772347e-02 1.991161e-02 2.629474e-02 2.647022e-02 1.953785e-02 3.168332e-02 2.158290e-01
Job_Profitability 1.329704e+01 1.322423e+01 1.325663e+01 1.330504e+01 1.030728e+01 1.023745e+01 7.654305e+00 8.540284 1.333073e+01 1.321839e+01 1.322974e+01 1.331146e+01 1.320314e+01 1.325534e+01 1.330847e+01 1.320710e+01 1.324482e+01 1.321047e+01 1.325840e+01 1.330346e+01 1.321873e+01 1.325277e+01 1.075239e+01 1.063306e+01 1.051983e+01 1.276447e+01 1.323782e+01 2.095386e+01
Kaggle_bike_sharing_demand_challange 1.816785e+02 1.515115e+02 8.674018e+01 1.155748e+02 7.747794e+01 7.263966e+01 1.006703e+02 74.294391 7.804726e+01 7.468744e+01 7.830166e+01 1.818176e+02 7.756688e+01 7.870438e+01 1.841040e+02 7.632768e+01 7.615144e+01 7.226387e+01 7.345020e+01 1.853787e+02 7.135691e+01 8.453741e+01 6.654355e+01 7.166251e+01 7.441678e+01 7.350345e+01 7.290316e+01 8.496834e+01
Laptop_Prices_Dataset 8.683436e+02 5.907585e+02 4.967574e+02 6.939298e+02 4.447988e+02 4.506346e+02 4.587420e+02 452.786859 4.788778e+02 4.736051e+02 5.112426e+02 8.839029e+02 5.106460e+02 4.641435e+02 8.800176e+02 4.608559e+02 4.713800e+02 4.651662e+02 4.609628e+02 8.703438e+02 4.777245e+02 4.995607e+02 4.606191e+02 4.333171e+02 4.886955e+02 4.807895e+02 4.669542e+02 5.418925e+02
Large-scale_Wave_Energy_Farm_Perth_100 2.030965e+05 2.687917e+04 8.027587e+04 3.026617e+04 1.821263e+04 1.869770e+04 1.722072e+04 18033.332000 2.210614e+04 2.148631e+04 2.601422e+04 2.086229e+05 2.886206e+04 2.304082e+04 3.267800e+05 1.922189e+04 2.298694e+04 2.151443e+04 2.796121e+04 2.034138e+05 2.251208e+04 6.252481e+04 2.317836e+04 1.596071e+04 2.308725e+04 1.943949e+04 2.030478e+04 5.858254e+16
Large-scale_Wave_Energy_Farm_Sydney_100 1.052325e+05 6.596344e+04 4.312074e+04 3.289549e+04 1.792722e+04 1.877735e+04 1.804306e+04 19438.604000 2.344855e+04 2.462155e+04 3.005700e+04 1.049633e+05 3.887232e+04 2.687085e+04 1.050379e+05 1.909046e+04 2.762179e+04 3.327153e+04 2.771321e+04 1.053957e+05 2.356067e+04 1.046237e+05 2.174753e+04 1.378345e+04 1.890156e+04 2.384605e+04 2.060671e+04 5.791475e+06
Large-scale_Wave_Energy_Farm_Sydney_49 7.018965e+04 1.275815e+04 1.175850e+04 1.465062e+04 4.922642e+03 4.497687e+03 6.288909e+03 4925.960280 5.997707e+03 5.979681e+03 5.430669e+03 7.201758e+04 1.058730e+04 5.898467e+03 1.011870e+05 4.369902e+03 5.620373e+03 7.410728e+03 7.011892e+03 6.983819e+04 5.840726e+03 1.295421e+04 3.894127e+03 4.739963e+04 4.218279e+03 3.863087e+03 4.144091e+03 2.366168e+16
MIP-2016-regression 2.892775e+04 2.606650e+04 2.770683e+04 2.739622e+04 2.267754e+04 2.373259e+04 2.345082e+04 22460.346400 2.683501e+04 2.816676e+04 2.494770e+04 3.098347e+04 3.432970e+04 3.045090e+04 3.544659e+04 3.001928e+04 3.232252e+04 2.752690e+04 2.670454e+04 4.963994e+08 2.618028e+04 3.096346e+04 2.533282e+04 2.473076e+04 3.120956e+04 2.361932e+04 3.027069e+04 2.922111e+04
MiamiHousing2016 3.138035e+05 1.691947e+05 1.014098e+05 2.050181e+05 8.739901e+04 8.033504e+04 9.799762e+04 88116.835400 9.007067e+04 9.125514e+04 9.575666e+04 3.183601e+05 1.055440e+05 9.222837e+04 3.173533e+05 8.806001e+04 8.829300e+04 8.820418e+04 9.463535e+04 3.149547e+05 9.526979e+04 1.190119e+05 8.724413e+04 2.678111e+05 8.993297e+04 8.416762e+04 8.537262e+04 8.917143e+04
Mobile_Phone_Market_in_Ghana 2.939346e+03 1.945427e+16 8.775692e+02 9.978074e+02 7.279377e+02 7.748882e+02 8.038847e+02 872.370539 9.556258e+02 9.267677e+02 1.371843e+03 2.958246e+03 1.561073e+03 1.107409e+03 3.013934e+03 8.092213e+02 7.604890e+02 8.197627e+02 7.719035e+02 2.996380e+03 7.945679e+02 1.097988e+03 7.558604e+02 7.964688e+02 7.519651e+02 7.893460e+02 9.160205e+02 1.093282e+03
Moneyball 9.175296e+01 1.393866e+14 5.094282e+01 2.084404e+01 2.175170e+01 2.171922e+01 2.304211e+01 20.445387 2.327103e+01 2.245019e+01 1.998463e+01 9.496868e+01 3.077992e+01 2.010441e+01 1.051607e+02 2.033728e+01 2.143081e+01 2.057078e+01 2.060324e+01 9.131552e+01 2.011643e+01 6.893916e+01 2.069429e+01 2.048622e+01 1.996459e+01 2.118711e+01 1.989479e+01 2.279951e+01
NASA_PHM2008 6.831057e+01 4.395171e+01 4.140817e+01 4.488433e+01 4.069455e+01 4.036523e+01 4.096607e+01 40.522625 4.066005e+01 4.044864e+01 4.028248e+01 7.061344e+01 4.068714e+01 4.064166e+01 6.632259e+01 4.028206e+01 4.049670e+01 4.051662e+01 4.073279e+01 6.804848e+01 4.053086e+01 4.089885e+01 4.030585e+01 4.025176e+01 4.034075e+01 4.017676e+01 4.035669e+01 4.714968e+01
NHANES_age_prediction 1.963153e+01 1.737388e+01 1.617271e+01 1.742391e+01 1.563600e+01 1.581967e+01 1.560185e+01 15.510214 1.561343e+01 1.553624e+01 1.530668e+01 1.981253e+01 1.688126e+01 1.549490e+01 1.982265e+01 1.530474e+01 1.539460e+01 1.587430e+01 1.576701e+01 1.969620e+01 1.553151e+01 1.725230e+01 1.555988e+01 1.573364e+01 1.533443e+01 1.590296e+01 1.541191e+01 1.778088e+01
OnlineNewsPopularity 8.723955e+03 3.140890e+12 8.662603e+03 1.009274e+04 8.566195e+03 8.575382e+03 8.682103e+03 8576.439460 2.658495e+04 1.124161e+04 8.605082e+03 8.840420e+03 1.748240e+04 1.233122e+04 9.769179e+05 8.770344e+03 8.887448e+03 1.644260e+07 8.998064e+03 8.824405e+03 1.705979e+04 1.550875e+07 8.746523e+03 8.837393e+03 8.705382e+03 8.584138e+03 8.781069e+03 NaN
Parkinson_Multiple_Sound_Recording 1.679075e+01 1.563819e+01 1.586067e+01 1.643952e+01 1.556548e+01 1.547798e+01 1.561286e+01 15.559085 1.723734e+01 1.643985e+01 1.606200e+01 1.855711e+01 1.683047e+01 1.545204e+01 1.948306e+01 1.782162e+01 1.763176e+01 1.546151e+01 1.773606e+01 1.817408e+01 1.649088e+01 1.734631e+01 1.824713e+01 1.551745e+01 1.705068e+01 1.654070e+01 1.739111e+01 1.525898e+01
Parkinsons_Telemonitoring 8.338961e+00 7.709424e+00 5.071619e+00 7.788238e+00 2.059350e+00 1.599433e+00 1.702650e+00 1.418101 8.301167e+00 8.312240e+00 8.333246e+00 5.872431e+00 3.689622e+00 8.333250e+00 3.052186e+00 8.343726e+00 8.323361e+00 8.324069e+00 8.202591e+00 4.317139e+00 3.057224e+00 5.428529e+00 8.052079e+00 5.422670e+00 8.354601e+00 7.336687e-01 8.346297e+00 3.952553e+00
Physicochemical_r 6.119597e+00 5.140863e+00 3.689847e+00 5.237145e+00 3.660746e+00 3.475439e+00 3.910806e+00 3.744389 3.674699e+00 3.446179e+00 4.229871e+00 6.063876e+00 3.939099e+00 3.529913e+00 6.247815e+00 3.648808e+00 3.641040e+00 3.548943e+00 4.053224e+00 6.130441e+00 3.473852e+00 5.678649e+00 3.047419e+00 2.836363e+00 3.593496e+00 3.463184e+00 3.577223e+00 3.765319e+00
SAT11-HAND-runtime-regression 2.304082e+03 1.541526e+03 1.359378e+03 1.805858e+03 1.037289e+03 1.158342e+03 1.124839e+03 1070.981830 1.151434e+03 1.122720e+03 1.065547e+03 2.415981e+03 1.312941e+03 1.161037e+03 9.817989e+03 1.104861e+03 1.103746e+03 1.105182e+03 1.164715e+03 2.375554e+03 1.101436e+03 1.353497e+03 1.117371e+03 1.035446e+03 1.358208e+03 1.007593e+03 1.060719e+03 1.177876e+03
Shop_Customer_Data 2.845751e+01 2.870237e+01 2.883005e+01 2.852887e+01 2.848344e+01 2.863530e+01 2.934856e+01 28.459525 2.868009e+01 2.872679e+01 2.872881e+01 2.889067e+01 2.969840e+01 2.868805e+01 2.847004e+01 2.867861e+01 2.883356e+01 2.883569e+01 2.889805e+01 2.853159e+01 2.861763e+01 2.859350e+01 2.882336e+01 2.903438e+01 2.864340e+01 2.875565e+01 2.860725e+01 3.267119e+01
Superconductivty 3.426666e+01 1.795767e+01 1.077898e+01 1.838178e+01 9.957886e+00 9.910716e+00 1.057130e+01 10.222380 1.044133e+01 1.050047e+01 1.269304e+01 3.360951e+01 1.275524e+01 1.087634e+01 3.713409e+01 1.064536e+01 1.079629e+01 1.030503e+01 1.127067e+01 3.416593e+01 1.078588e+01 1.477700e+01 1.031948e+01 1.037837e+01 1.029512e+01 1.007981e+01 1.061397e+01 5.749162e+12
Wine_Quality_red 7.814293e-01 6.702411e-01 6.531745e-01 6.899764e-01 6.191966e-01 6.081488e-01 6.182605e-01 0.619308 6.693357e-01 6.600932e-01 6.511589e-01 8.179211e-01 7.089878e-01 6.644057e-01 8.191432e-01 6.514051e-01 6.698148e-01 6.754418e-01 6.638885e-01 7.874860e-01 6.597513e-01 6.738572e-01 6.744716e-01 6.260129e-01 6.668802e-01 6.617273e-01 6.450168e-01 7.197874e-01
Wine_Quality_white 8.972458e-01 7.700283e-01 6.276880e-01 7.604623e-01 6.235256e-01 6.131821e-01 6.465873e-01 0.631602 6.924970e-01 6.644425e-01 6.924131e-01 9.103175e-01 7.466254e-01 6.933732e-01 9.055940e-01 7.003136e-01 6.756651e-01 7.279699e-01 6.688956e-01 9.031281e-01 6.933441e-01 7.005294e-01 6.632380e-01 6.109718e-01 6.853443e-01 6.723549e-01 7.046621e-01 6.943613e-01
airfoil_self_noise 7.078035e+00 4.736231e+00 2.720148e+00 4.864784e+00 1.774687e+00 1.390447e+00 2.014597e+00 1.784346 1.536343e+00 1.297138e+00 1.302304e+00 7.085483e+00 2.360568e+00 1.563919e+00 1.386224e+01 1.262308e+00 1.424339e+00 1.333915e+00 1.972074e+00 7.091973e+00 1.564702e+00 3.540317e+00 1.260430e+00 6.798435e+00 1.883910e+00 1.416535e+00 1.576070e+00 2.349363e+00
analcatdata_supreme 5.134698e-01 3.995657e-01 1.097475e-01 4.616160e-01 8.077682e-02 7.636188e-02 8.654545e-02 0.085242 9.537862e-02 9.856002e-02 1.014380e-01 5.204008e-01 1.532502e-01 1.071561e-01 5.365224e-01 9.164377e-02 9.764682e-02 9.425169e-02 1.055467e-01 5.145100e-01 9.583017e-02 1.553343e-01 8.969167e-02 9.233790e-02 9.466068e-02 8.964158e-02 9.092093e-02 1.146028e-01
archive2 4.611896e+02 4.136052e+02 3.642287e+02 4.113063e+02 3.442944e+02 3.335867e+02 3.466401e+02 343.368167 3.628508e+02 3.936487e+02 3.447917e+02 4.597881e+02 4.307448e+02 3.739232e+02 4.611608e+02 3.906574e+02 3.729726e+02 3.985548e+02 3.597895e+02 4.653482e+02 3.610843e+02 4.067244e+02 3.875119e+02 3.618616e+02 3.931597e+02 3.641908e+02 3.812496e+02 3.938419e+02
archive_r56_Portuguese 3.454161e+00 3.166368e+00 3.178674e+00 3.037296e+00 2.906583e+00 2.924414e+00 2.780965e+00 2.855463 2.947183e+00 2.993353e+00 2.873924e+00 3.454550e+00 3.840785e+00 2.943246e+00 3.436970e+00 2.964153e+00 2.919504e+00 2.957428e+00 2.934355e+00 7.863222e+00 2.981981e+00 3.044018e+00 2.907193e+00 2.556001e+00 3.038854e+00 2.927665e+00 2.874876e+00 2.938033e+00
auction_verification 9.864563e+03 7.649027e+03 4.447517e+03 9.231033e+03 9.640137e+02 7.938024e+02 1.210124e+03 513.711740 1.002548e+04 9.679938e+03 9.827883e+03 5.198163e+03 3.547206e+03 9.681897e+03 2.696011e+03 1.015430e+04 1.020718e+04 1.012124e+04 9.585569e+03 2.741548e+03 3.016278e+03 5.112119e+03 9.714433e+03 4.000152e+03 1.041650e+04 8.265391e+02 1.001403e+04 2.958078e+03
avocado_sales 3.973982e-01 2.541163e-01 1.760584e-01 2.574670e-01 1.159766e-01 1.028425e-01 1.519843e-01 0.115017 1.385520e-01 1.422419e-01 2.355841e-01 3.884771e-01 2.331920e-01 2.026123e-01 4.149769e-01 1.099815e-01 1.221313e-01 1.253373e-01 1.352063e-01 3.951725e-01 1.358106e-01 3.467009e-01 8.676983e-02 8.865223e-02 1.001802e-01 9.087907e-02 1.130762e-01 1.892756e-01
bank32nh 1.202167e-01 8.147108e-02 9.688457e-02 8.595818e-02 8.100511e-02 7.921241e-02 8.325350e-02 0.080968 7.892241e-02 7.937873e-02 7.856223e-02 1.240825e-01 8.477279e-02 7.861540e-02 1.329699e-01 7.908166e-02 7.966905e-02 7.856650e-02 8.133822e-02 1.237511e-01 7.782329e-02 1.233711e-01 7.819281e-02 7.825195e-02 7.882596e-02 7.846485e-02 7.927953e-02 9.610561e-02
bank8FM 1.551373e-01 4.080226e-02 4.931688e-02 4.088448e-02 3.008883e-02 2.878482e-02 3.194540e-02 0.030289 2.972993e-02 2.888638e-02 2.902368e-02 1.549200e-01 3.130149e-02 2.941809e-02 1.588490e-01 2.863499e-02 2.909300e-02 2.875617e-02 2.911200e-02 1.543678e-01 2.847827e-02 3.879312e-02 2.925129e-02 2.882594e-02 2.833460e-02 2.827499e-02 2.856231e-02 3.068533e-02
boston 9.031234e+00 5.772754e+00 6.388048e+00 6.201427e+00 4.899788e+00 4.743179e+00 4.483336e+00 4.928765 4.444309e+00 4.206373e+00 4.647915e+00 8.968497e+00 6.885110e+00 4.196452e+00 9.192302e+00 5.111255e+00 3.864810e+00 4.532077e+00 4.085073e+00 8.968692e+00 4.329525e+00 8.034040e+00 5.077148e+00 5.167232e+00 5.050767e+00 4.594378e+00 5.318922e+00 4.583015e+00
chscase_foot 8.239123e-01 1.183414e+00 8.277826e-01 8.265601e-01 8.307864e-01 8.362216e-01 8.560717e-01 0.829858 8.239590e-01 8.452110e-01 8.239397e-01 8.241360e-01 1.030798e+00 8.241398e-01 8.303064e-01 8.261566e-01 8.277491e-01 8.251512e-01 8.234479e-01 8.232881e-01 8.359950e-01 8.245809e-01 8.237333e-01 8.243097e-01 8.241735e-01 8.369212e-01 8.278783e-01 9.011720e-01
colleges 2.231230e-01 1.673263e+13 2.078562e-01 1.865929e-01 1.518495e-01 1.510835e-01 1.561262e-01 0.152470 1.973911e-01 2.234556e-01 1.536823e-01 NaN 2.121330e-01 1.565537e-01 2.229829e-01 1.630848e-01 1.629201e-01 1.600909e-01 1.588229e-01 2.212886e-01 1.595056e-01 1.633753e-01 1.501929e-01 1.491087e-01 1.658295e-01 1.640378e-01 1.711277e-01 1.640713e-01
combined_cycle_power_plant 1.706965e+01 4.627454e+00 3.925536e+00 4.627628e+00 3.442432e+00 3.143110e+00 3.607162e+00 3.273243 1.602647e+01 1.540481e+01 1.697539e+01 6.744105e+00 4.102101e+00 1.651450e+01 4.046780e+00 1.694054e+01 1.653159e+01 1.476178e+01 1.251716e+01 7.369041e+00 3.945745e+00 4.993267e+00 1.627132e+01 3.797244e+00 1.696055e+01 3.629668e+00 1.647615e+01 3.957692e+00
communities_and_crime 2.212664e-01 1.374670e-01 1.348291e-01 1.379651e-01 1.324684e-01 1.335926e-01 1.337104e-01 0.136345 1.338373e-01 1.425242e-01 1.362813e-01 2.294347e-01 1.530226e-01 1.354838e-01 3.889061e-01 1.368593e-01 1.386015e-01 1.360958e-01 1.366124e-01 2.218426e-01 1.414382e-01 1.448818e-01 1.436897e-01 1.389839e-01 1.360169e-01 1.380667e-01 1.326523e-01 1.477874e-01
concrete_compressive_strength 1.629546e+01 1.062832e+01 9.347501e+00 1.060166e+01 4.825582e+00 4.379739e+00 6.437723e+00 4.657882 1.608715e+01 1.558868e+01 1.624384e+01 1.006619e+01 7.510136e+00 1.630238e+01 6.138405e+00 1.625874e+01 1.597630e+01 1.618949e+01 1.545582e+01 6.820475e+00 5.150559e+00 6.956036e+00 1.572521e+01 8.053487e+00 1.634164e+01 4.668211e+00 1.663382e+01 7.117375e+00
cpu_act 1.734728e+01 8.918473e+00 4.781243e+00 1.011414e+01 2.403865e+00 2.364871e+00 2.526208e+00 2.297890 2.491731e+00 2.478712e+00 2.503053e+00 1.711374e+01 3.224698e+00 2.539214e+00 1.745799e+01 2.330742e+00 2.476249e+00 2.474655e+00 2.700997e+00 1.730602e+01 2.494477e+00 4.391647e+00 2.334417e+00 2.374971e+00 2.441475e+00 2.430524e+00 2.395841e+00 2.564397e+00
cpu_small 1.734728e+01 9.302423e+00 3.635154e+00 1.020707e+01 2.777473e+00 2.712988e+00 2.933944e+00 2.743134 2.910680e+00 2.983125e+00 3.057617e+00 1.726678e+01 3.432051e+00 2.941003e+00 1.741968e+01 2.846245e+00 2.914041e+00 2.944077e+00 3.127856e+00 1.739251e+01 2.919617e+00 4.753584e+00 2.779073e+00 2.760264e+00 2.941888e+00 2.874222e+00 2.899612e+00 3.150924e+00
dataset_sales 6.418550e+00 4.429721e+00 4.393431e+00 4.425505e+00 3.966990e+00 3.958688e+00 4.070483e+00 4.044447 3.976965e+00 3.971119e+00 4.156270e+00 6.486758e+00 4.048054e+00 4.012347e+00 6.508767e+00 4.080989e+00 4.185749e+00 4.043478e+00 4.140286e+00 6.440794e+00 3.930930e+00 4.114855e+00 4.242507e+00 3.970826e+00 4.333610e+00 4.088573e+00 4.186261e+00 4.337210e+00
debutanizer 1.484716e-01 1.370034e-01 6.633251e-02 1.393230e-01 7.195917e-02 6.434649e-02 8.302185e-02 0.064087 6.503856e-02 6.500455e-02 1.192243e-01 1.501322e-01 1.080377e-01 6.948673e-02 1.491917e-01 6.356192e-02 6.865753e-02 6.548119e-02 7.063056e-02 1.484329e-01 6.776003e-02 1.023053e-01 7.242066e-02 6.779331e-02 6.746162e-02 6.066691e-02 6.881392e-02 7.764770e-02
delta_elevators 2.342482e-03 1.416071e-03 1.409741e-03 1.422589e-03 1.388210e-03 1.382986e-03 1.398652e-03 0.001395 1.380670e-03 1.389420e-03 1.371201e-03 2.289802e-03 1.406354e-03 1.375392e-03 2.337816e-03 1.378232e-03 1.371115e-03 1.388575e-03 1.383557e-03 2.379452e-03 1.379309e-03 1.401087e-03 1.385799e-03 1.364703e-03 1.389096e-03 1.375318e-03 1.376470e-03 1.597957e-03
elevators 6.519221e-03 2.812091e-03 3.703322e-03 2.898670e-03 2.339617e-03 2.030266e-03 2.814785e-03 0.002310 1.867649e-03 1.885413e-03 2.230355e-03 6.555917e-03 1.980623e-03 1.897906e-03 6.717114e-03 1.826878e-03 1.873898e-03 1.849693e-03 1.895511e-03 6.588062e-03 1.867314e-03 2.327963e-03 1.843601e-03 4.118989e-03 1.843542e-03 1.835825e-03 1.868082e-03 2.195258e-03
fifa 1.346213e+00 1.088473e+00 9.369300e-01 1.091317e+00 7.721040e-01 7.727549e-01 7.872435e-01 0.769823 8.141333e-01 8.143942e-01 7.958439e-01 1.311472e+00 8.088025e-01 8.151348e-01 1.401614e+00 7.978053e-01 8.000117e-01 8.069886e-01 8.262385e-01 1.339961e+00 8.044452e-01 8.359527e-01 7.884285e-01 7.854715e-01 7.990951e-01 7.888508e-01 8.034095e-01 8.845264e-01
fried 4.958297e+00 2.628098e+00 1.853951e+00 2.643359e+00 1.078678e+00 1.010294e+00 1.394643e+00 1.063440 1.021915e+00 1.029267e+00 1.007439e+00 4.944939e+00 1.032108e+00 1.040777e+00 4.948626e+00 1.008568e+00 1.017716e+00 1.010374e+00 1.047795e+00 4.934913e+00 1.026143e+00 1.143651e+00 1.016639e+00 1.010952e+00 1.007268e+00 1.002977e+00 1.006277e+00 1.119488e+00
garments_worker_productivity 1.777924e-01 1.537626e-01 1.643915e-01 1.518746e-01 1.354549e-01 1.314619e-01 1.238364e-01 0.133354 1.762576e-01 1.779632e-01 1.761343e-01 1.533686e-01 1.590045e-01 1.779283e-01 1.636373e-01 1.762592e-01 1.756685e-01 1.764882e-01 1.714625e-01 1.649382e-01 1.541685e-01 1.588916e-01 1.687399e-01 1.457770e-01 1.771708e-01 1.435259e-01 1.762017e-01 1.506213e-01
gas_turbine_CO_and_NOx_emission 1.564017e+01 9.471860e-01 1.014269e+00 9.492190e-01 5.704120e-01 5.219570e-01 7.295397e-01 0.593174 1.538779e+01 1.402763e+01 1.554363e+01 2.164838e+00 7.770261e-01 1.561686e+01 6.481714e-01 1.548234e+01 1.521449e+01 1.633189e+01 1.337694e+01 1.447890e+00 5.563587e-01 1.438976e+00 1.538925e+01 1.304535e+00 1.561165e+01 4.122384e-01 1.515152e+01 4.768242e-01
healthcare_insurance_expenses 1.250316e+04 6.196765e+03 5.524605e+03 6.534013e+03 4.665036e+03 4.736237e+03 4.521679e+03 4697.936650 5.048721e+03 4.790237e+03 4.677449e+03 1.283493e+04 5.635680e+03 4.868963e+03 1.673388e+04 4.615580e+03 4.720836e+03 4.874476e+03 5.218516e+03 1.248193e+04 4.763459e+03 1.115981e+04 4.623700e+03 4.698968e+03 5.086858e+03 4.657903e+03 5.254961e+03 5.296582e+03
house_16H_reg 5.300240e+04 4.571449e+04 3.622768e+04 4.818768e+04 3.135748e+04 2.993529e+04 3.278174e+04 30980.272900 3.175290e+04 3.137406e+04 3.482936e+04 5.397019e+04 3.533004e+04 3.187415e+04 5.457915e+04 3.067163e+04 3.123285e+04 3.133029e+04 3.280080e+04 5.404115e+04 3.157786e+04 5.155912e+04 3.053784e+04 3.101780e+04 3.137843e+04 2.915434e+04 3.222614e+04 4.124773e+04
house_8L 5.300240e+04 4.128516e+04 3.153561e+04 4.796629e+04 2.871251e+04 2.847241e+04 2.891164e+04 28461.413900 2.971244e+04 2.925079e+04 2.995820e+04 5.345296e+04 3.121168e+04 2.980656e+04 1.004380e+05 2.907286e+04 2.938780e+04 2.978985e+04 3.103102e+04 5.320636e+04 2.968469e+04 3.107071e+04 2.921987e+04 2.954023e+04 2.901263e+04 2.846150e+04 2.859934e+04 3.610318e+04
house_prices_nominal 8.310160e+04 1.850878e+16 4.518495e+04 5.117846e+04 3.248140e+04 2.833632e+04 3.434782e+04 31139.694600 5.355657e+04 6.798491e+04 3.307246e+04 8.003481e+04 5.287247e+04 5.795855e+04 8.050551e+04 2.505928e+04 3.096869e+04 7.179537e+04 2.685719e+04 8.653907e+04 3.888856e+04 6.054019e+04 3.313888e+04 2.291184e+04 2.726866e+04 4.040030e+04 3.057393e+04 1.098558e+05
house_sales_reduced 3.889797e+05 2.129683e+05 1.714223e+05 2.406124e+05 1.395565e+05 1.177070e+05 1.484581e+05 135933.875000 1.381585e+05 1.311659e+05 1.375629e+05 3.927586e+05 1.526091e+05 1.413183e+05 4.149131e+05 1.192787e+05 1.278729e+05 1.309278e+05 1.453145e+05 3.930595e+05 1.393570e+05 1.778339e+05 1.423469e+05 1.254531e+05 1.271660e+05 1.225551e+05 1.368154e+05 1.332265e+05
houses 1.144793e+05 7.014082e+04 6.000304e+04 7.140107e+04 4.796551e+04 4.545533e+04 5.246594e+04 46645.903600 5.200343e+04 5.043980e+04 5.426213e+04 1.147898e+05 5.422030e+04 5.204893e+04 1.167238e+05 4.796154e+04 5.206794e+04 5.018912e+04 5.184305e+04 1.149207e+05 5.128279e+04 5.801042e+04 4.213760e+04 4.348155e+04 5.015971e+04 4.678114e+04 4.838209e+04 5.627298e+04
housing_price_prediction 1.621955e+06 1.112393e+06 1.157193e+06 1.129768e+06 1.034396e+06 1.116576e+06 1.139402e+06 961364.488000 1.132789e+06 1.151248e+06 1.044873e+06 1.597615e+06 1.384226e+06 1.138113e+06 1.569288e+06 1.081177e+06 1.069007e+06 1.176342e+06 1.204332e+06 2.316945e+06 1.147714e+06 1.262598e+06 1.193922e+06 1.224855e+06 1.069174e+06 1.150888e+06 1.079153e+06 1.172974e+06
kin8nm 2.631448e-01 2.026698e-01 1.204920e-01 2.053970e-01 1.321502e-01 9.017289e-02 1.491552e-01 0.121472 6.876546e-02 6.699047e-02 9.350479e-02 2.619809e-01 8.301484e-02 7.157909e-02 4.071589e-01 6.735523e-02 6.985873e-02 6.677026e-02 7.428634e-02 2.618631e-01 6.781003e-02 1.110519e-01 6.638796e-02 6.967778e-02 6.558713e-02 6.220783e-02 6.924449e-02 9.730136e-02
mauna-loa-atmospheric-co2 1.724267e+01 2.298543e+00 2.411901e+00 2.311969e+00 6.193382e-01 4.108741e-01 6.579436e-01 0.435864 6.198634e-01 7.527173e-01 4.220992e-01 1.671691e+01 1.566452e+00 6.340145e-01 1.686766e+01 5.506848e-01 6.543711e-01 5.744859e-01 6.767638e-01 1.713790e+01 6.654935e-01 3.451561e+00 4.303904e-01 4.331259e-01 4.329978e-01 4.656730e-01 5.489955e-01 1.175992e+00
mv 1.044914e+01 4.474068e+00 1.502414e+00 5.422501e+00 1.194454e-01 8.547944e-02 8.319393e-02 0.102290 3.948880e-02 1.309511e-01 9.159442e-03 1.036791e+01 2.075785e-01 2.380866e-01 1.078284e+01 3.094779e-02 4.977150e-02 1.624115e-02 7.286451e-02 1.061329e+01 9.692470e-02 7.189920e-01 2.775660e-02 2.738454e-02 2.932784e-02 1.148038e-02 3.632972e-02 3.381956e-02
pol_reg 4.126231e+01 2.997077e+01 8.922013e+00 3.056565e+01 4.775009e+00 4.189251e+00 5.424166e+00 5.038354 2.436382e+00 3.090734e+00 4.421100e+00 4.169549e+01 4.330881e+00 2.533262e+00 4.051432e+01 2.158047e+00 2.312435e+00 2.207531e+00 3.139776e+00 4.072402e+01 2.519787e+00 3.969832e+01 2.236232e+00 8.340750e+00 2.248954e+00 2.325067e+00 2.419494e+00 9.645879e+00
pole 4.154811e+01 3.043826e+01 9.333209e+00 3.095238e+01 4.383009e+00 3.668666e+00 4.983985e+00 4.575503 2.577787e+00 3.101809e+00 4.417535e+00 4.170417e+01 4.396348e+00 2.560630e+00 5.338299e+01 2.215899e+00 2.507895e+00 2.305833e+00 3.303242e+00 4.275102e+01 4.548574e+00 9.925829e+00 2.322074e+00 2.184885e+00 2.364765e+00 2.382433e+00 2.560455e+00 9.945421e+00
puma32H 2.942697e-02 2.601417e-02 2.566706e-02 2.607840e-02 7.873044e-03 6.453211e-03 7.913723e-03 0.007804 8.170292e-03 6.393638e-03 8.634143e-03 2.938797e-02 9.652492e-03 8.971040e-03 2.941013e-02 7.535257e-03 6.762998e-03 6.530951e-03 7.565222e-03 2.941394e-02 7.009352e-03 2.543968e-02 5.905122e-03 6.083085e-03 6.825893e-03 5.713320e-03 7.818938e-03 9.179485e-03
puma8NH 5.571453e+00 4.434839e+00 3.767547e+00 4.439520e+00 3.303512e+00 3.281488e+00 3.272224e+00 3.278915 3.340753e+00 3.373391e+00 3.252627e+00 5.516631e+00 3.327571e+00 3.365639e+00 5.562918e+00 3.285320e+00 3.317996e+00 3.320788e+00 3.366191e+00 5.552322e+00 3.300130e+00 3.631481e+00 3.307614e+00 3.258435e+00 3.306336e+00 3.261351e+00 3.272841e+00 3.639657e+00
qsar_aquatic_toxicity 1.727290e+00 1.254375e+00 1.111517e+00 1.427396e+00 1.135565e+00 1.062435e+00 1.154135e+00 1.243982 1.161959e+00 1.193476e+00 1.121585e+00 1.711251e+00 1.298279e+00 1.169038e+00 1.730880e+00 1.239469e+00 1.142896e+00 1.172246e+00 1.179721e+00 1.714005e+00 1.125726e+00 1.165674e+00 1.171715e+00 8.773349e-01 1.209687e+00 1.061355e+00 1.179239e+00 1.247219e+00
qsar_fish_toxicity 1.259364e+00 9.219971e-01 9.741223e-01 9.158300e-01 9.509229e-01 8.619006e-01 8.579987e-01 0.890113 9.195702e-01 1.000939e+00 8.566803e-01 1.256232e+00 9.568936e-01 8.802469e-01 1.280898e+00 9.068231e-01 9.082996e-01 1.028910e+00 8.755997e-01 1.261150e+00 9.468990e-01 1.123420e+00 9.363403e-01 8.053427e-01 9.209577e-01 1.035241e+00 9.064205e-01 9.892940e-01
satellite_image 2.205448e+00 1.207088e+00 7.109363e-01 1.226516e+00 7.033035e-01 6.681817e-01 7.221111e-01 0.689980 6.888699e-01 7.392233e-01 8.339001e-01 2.169563e+00 8.381746e-01 6.850247e-01 3.361014e+00 7.274323e-01 7.257735e-01 6.991837e-01 7.549271e-01 2.157154e+00 7.164524e-01 2.118115e+00 7.274006e-01 6.111710e-01 6.687992e-01 6.936590e-01 6.972686e-01 7.843847e-01
sensory 8.344843e-01 7.797213e-01 7.288224e-01 7.919715e-01 7.368458e-01 7.331203e-01 6.963364e-01 0.750191 7.546865e-01 7.354514e-01 7.299754e-01 8.328184e-01 8.708723e-01 8.148479e-01 8.316943e-01 7.234417e-01 7.554322e-01 7.457101e-01 7.566334e-01 8.313358e-01 7.344348e-01 9.047956e-01 7.348046e-01 7.054512e-01 7.603685e-01 7.172367e-01 7.212404e-01 7.968045e-01
socmob 4.118941e+01 2.182509e+01 2.300669e+01 1.987597e+01 1.891181e+01 2.462939e+01 1.971055e+01 15.429232 2.181504e+01 2.360210e+01 2.754360e+01 4.149357e+01 2.760284e+01 2.097372e+01 4.275594e+01 1.345752e+01 1.455501e+01 2.226506e+01 1.289794e+01 4.194756e+01 1.107029e+01 3.747335e+01 1.216569e+01 1.694689e+01 1.427302e+01 1.592164e+01 2.274158e+01 2.783614e+01
space_ga 2.036170e-01 1.386548e-01 1.269325e-01 1.399588e-01 1.138084e-01 1.090841e-01 1.190993e-01 0.110855 9.784185e-02 9.831850e-02 1.318921e-01 1.982807e-01 1.374303e-01 1.028233e-01 2.037430e-01 1.017009e-01 1.024721e-01 1.056572e-01 1.004162e-01 2.002498e-01 9.885383e-02 1.173900e-01 9.944997e-02 1.066038e-01 1.078223e-01 9.985243e-02 1.031662e-01 1.045903e-01
steel_industry_energy_consumption 3.333070e+01 4.820122e+00 3.134806e+00 4.923230e+00 1.043229e+00 7.602030e-01 1.361385e+00 1.075285 7.952904e-01 1.111316e+00 3.696010e-01 3.324914e+01 1.284767e+00 1.629347e+00 3.363243e+01 5.086979e-01 6.693522e-01 5.442028e-01 7.613340e-01 3.477577e+01 8.614088e-01 3.742111e+00 3.151139e-01 3.176749e-01 7.196226e-01 5.041205e-01 5.609202e-01 1.489232e+00
stock 6.881754e+00 2.121456e+00 7.345284e-01 2.132534e+00 8.361066e-01 7.969208e-01 9.650704e-01 0.913564 7.571768e-01 7.365997e-01 6.972719e-01 6.730105e+00 9.814842e-01 7.655561e-01 1.181611e+01 7.649420e-01 7.491931e-01 8.194383e-01 7.660445e-01 6.802212e+00 9.067827e-01 1.584415e+00 6.898966e-01 6.790978e-01 7.281888e-01 7.265848e-01 7.381880e-01 8.006768e-01
stock_fardamento02 1.979830e+01 4.126454e+12 2.670656e+01 2.501275e+01 2.204857e+01 1.835211e+01 1.742259e+01 18.330399 2.056070e+01 2.035468e+01 1.867642e+01 2.000042e+01 2.451170e+01 2.058290e+01 2.003289e+01 1.887392e+01 1.915255e+01 1.873148e+01 2.098611e+01 1.989813e+01 2.180315e+01 1.915248e+01 1.454130e+01 2.058856e+01 1.876921e+01 1.946166e+01 1.955496e+01 2.197776e+01
sulfur 5.664475e-02 4.659323e-02 2.065198e-02 4.944954e-02 2.184613e-02 2.166231e-02 2.471016e-02 0.024382 2.102265e-02 1.871401e-02 3.405057e-02 5.668983e-02 2.892724e-02 2.163617e-02 5.676592e-02 2.126560e-02 1.887881e-02 2.234174e-02 1.858145e-02 5.657719e-02 2.371288e-02 3.173575e-02 1.793616e-02 2.149136e-02 1.659296e-02 1.805700e-02 2.046453e-02 2.221098e-02
topo_2_1 3.564141e-02 3.886273e-02 3.521903e-02 3.531425e-02 3.483982e-02 3.467790e-02 3.476366e-02 0.034841 3.505083e-02 3.526770e-02 3.497023e-02 3.589381e-02 3.543227e-02 3.519988e-02 3.577876e-02 3.548593e-02 3.544701e-02 6.940701e-02 3.586980e-02 3.571264e-02 3.472761e-02 3.638152e-02 3.579395e-02 3.491233e-02 3.562237e-02 3.506872e-02 3.542441e-02 1.213687e+08
treasury 3.390089e+00 2.826017e-01 2.989443e-01 2.884479e-01 2.857133e-01 2.815665e-01 3.163287e-01 0.310282 2.126256e-01 2.164638e-01 3.294518e-01 4.244000e+00 5.470956e-01 2.140601e-01 1.571083e+01 3.061839e-01 2.491894e-01 2.185050e-01 2.641454e-01 3.187486e+00 2.394974e-01 6.824588e-01 2.772204e-01 2.855421e-01 2.607955e-01 2.396939e-01 2.691959e-01 2.286539e-01
us_crime 2.438321e-01 1.450564e-01 1.577207e-01 1.484218e-01 1.428317e-01 1.395743e-01 1.455186e-01 0.139759 1.425749e-01 1.422106e-01 1.379387e-01 2.506998e-01 1.632201e-01 1.417178e-01 2.515786e-01 1.403274e-01 1.415170e-01 1.512424e-01 1.477965e-01 2.420905e-01 1.475382e-01 1.484106e-01 1.397775e-01 1.391080e-01 1.378473e-01 1.421125e-01 1.417075e-01 1.508082e-01
volume 6.101110e+01 5.564815e+01 5.162510e+01 5.629557e+01 3.801962e+01 3.821320e+01 3.897979e+01 38.514144 4.796262e+01 5.584643e+01 4.292662e+01 6.112399e+01 4.882130e+01 4.703180e+01 6.248263e+01 4.212143e+01 4.618301e+01 5.103430e+01 4.797092e+01 6.134205e+01 4.747860e+01 5.781613e+01 4.161678e+01 4.146972e+01 3.904339e+01 4.030443e+01 4.253342e+01 4.961514e+12
weather_izmir 1.355612e+01 1.324071e+00 2.005918e+00 1.327059e+00 1.253726e+00 1.181723e+00 1.357295e+00 1.329455 1.167058e+00 2.122188e+00 1.039581e+01 1.303233e+01 1.694206e+00 1.212136e+00 1.438495e+01 1.170179e+00 1.203994e+00 1.143798e+00 1.492517e+00 1.357627e+01 1.208952e+00 3.393317e+00 1.127584e+00 1.201749e+00 1.205539e+00 1.133414e+00 1.173352e+00 2.197383e+00
wind 6.691931e+00 3.157272e+00 3.348354e+00 3.163126e+00 2.997814e+00 2.923216e+00 3.083698e+00 3.006543 2.883833e+00 2.898147e+00 3.477401e+00 6.349329e+00 3.177822e+00 2.932994e+00 1.471830e+01 2.938399e+00 2.979752e+00 2.916770e+00 2.937963e+00 6.632178e+00 2.902716e+00 3.169031e+00 2.913092e+00 2.943080e+00 2.919178e+00 2.916085e+00 2.997661e+00 3.515255e+00
wine+quality 9.021591e-01 7.666339e-01 6.793009e-01 7.689569e-01 6.612596e-01 6.569292e-01 6.758034e-01 0.675119 7.314149e-01 7.105445e-01 6.923742e-01 9.149108e-01 7.482985e-01 7.469693e-01 9.099121e-01 7.286645e-01 7.244139e-01 7.440624e-01 7.243230e-01 9.011853e-01 7.191608e-01 7.391090e-01 6.894905e-01 6.291854e-01 7.060957e-01 7.014020e-01 7.239950e-01 7.766854e-01
yprop_4_1 2.786214e-02 3.931425e+02 2.676607e-02 2.749651e-02 2.687437e-02 2.682673e-02 2.679612e-02 0.026802 2.761016e-02 2.769359e-02 2.681319e-02 2.871843e-02 2.748907e-02 2.763150e-02 1.414532e-01 2.827447e-02 2.780139e-02 6.342845e-02 2.837957e-02 2.803444e-02 2.717096e-02 2.745851e-02 2.821419e-02 2.715343e-02 2.806663e-02 2.688993e-02 2.796406e-02 NaN