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@andodet
Created October 12, 2019 19:02
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mean_fit_time std_fit_time mean_score_time std_score_time param_n_estimators param_min_samples_split param_min_samples_leaf param_max_features param_max_depth param_bootstrap params split0_test_score split1_test_score split2_test_score split3_test_score split4_test_score mean_test_score std_test_score rank_test_score
0 879.4318630218506 6.616491437189391 17.00982060432434 0.9989063711188361 132 2 2 auto 100 False {'n_estimators': 132, 'min_samples_split': 2, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 100, 'bootstrap': False} 0.6791905913631077 0.6757136258660508 0.666722135936691 0.6767084250846579 0.6769361796671048 0.6750547288702187 0.004318869299143393 15
1 448.5101426124573 5.3167800779414565 5.312238168716431 0.3358513032639484 40 10 1 auto 110 False {'n_estimators': 40, 'min_samples_split': 10, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 110, 'bootstrap': False} 0.7692151468714805 0.7740230946882217 0.7709119147992013 0.7739123998445625 0.7742867193719798 0.7724684199627252 0.002040865591995547 1
2 3.0154324531555177 0.07554000454572447 0.45333104133605956 0.010494462662096355 1 5 4 auto 30 True {'n_estimators': 1, 'min_samples_split': 5, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 30, 'bootstrap': True} 0.197311818030759 0.16973672055427252 0.15259596183714222 0.21239429322181308 0.23276739923348946 0.19294515279708901 0.02880198015419182 50
3 390.85228872299194 2.21175279743649 14.61255316734314 0.8413837169742931 132 10 4 sqrt 40 False {'n_estimators': 132, 'min_samples_split': 10, 'min_samples_leaf': 4, 'max_features': 'sqrt', 'max_depth': 40, 'bootstrap': False} 0.5456677067370714 0.5562309468822171 0.5443384365061755 0.549157121444829 0.5517394604802726 0.5494260864420317 0.004284550502350101 38
4 360.79135980606077 1.3560793961854767 8.508233642578125 0.5858725742314187 79 2 1 sqrt 40 False {'n_estimators': 79, 'min_samples_split': 2, 'min_samples_leaf': 1, 'max_features': 'sqrt', 'max_depth': 40, 'bootstrap': False} 0.6012222365821687 0.6167020785219399 0.6103283780785445 0.6093151496086305 0.6099683397826369 0.6095058130935124 0.00492885677349737 28
5 427.34636268615725 1.7496698921138096 15.033318042755127 1.1714510712976893 145 5 4 auto 40 False {'n_estimators': 145, 'min_samples_split': 5, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 40, 'bootstrap': False} 0.5517604268596643 0.546919168591224 0.5457991272834849 0.5414777668807017 0.5440558404769399 0.546005532053368 0.0034154009996999043 39
6 670.0938019275666 7.613544124529908 18.653939294815064 0.8898659542691062 158 10 4 auto 110 True {'n_estimators': 158, 'min_samples_split': 10, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 110, 'bootstrap': True} 0.6613555379133357 0.6636859122401848 0.6551290585015901 0.6588146037268 0.6638462535409454 0.66056636984883 0.0032782781896287094 18
7 1104.3939945220948 13.991874910691298 19.904992723464964 1.4154491473582145 158 5 1 sqrt 90 True {'n_estimators': 158, 'min_samples_split': 5, 'min_samples_leaf': 1, 'max_features': 'sqrt', 'max_depth': 90, 'bootstrap': True} 0.7504754167974448 0.7505034642032332 0.7508875083203905 0.7488573490497955 0.7494399289033715 0.7500332810697276 0.0007589438969067938 5
8 664.7164654254914 3.8539343270116726 17.543008756637573 0.36014522153150147 184 5 4 sqrt 50 False {'n_estimators': 184, 'min_samples_split': 5, 'min_samples_leaf': 4, 'max_features': 'sqrt', 'max_depth': 50, 'bootstrap': False} 0.5763159352325388 0.5789376443418014 0.578599955624584 0.5771913917211007 0.5762529855029531 0.5774598408425288 0.001124482091744225 32
9 316.65537824630735 2.751625293440131 6.702609395980835 0.08410614034132714 66 5 4 auto 70 False {'n_estimators': 66, 'min_samples_split': 5, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 70, 'bootstrap': False} 0.6112844561785721 0.6110854503464204 0.6094963390281783 0.6106474713643345 0.6167632519301623 0.6118539774576222 0.0025296972439460387 26
10 82.88241925239564 0.5593354098024692 7.183239984512329 0.0413276565939999 79 10 2 auto 20 True {'n_estimators': 79, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 20, 'bootstrap': True} 0.45217214703764563 0.47277598152424943 0.46376007691738774 0.4675154049703003 0.45831404713854584 0.46290639884033963 0.007153841376097323 45
11 559.6647389888764 3.8301299993069478 19.563569641113283 2.0798945182843096 184 10 2 sqrt 40 False {'n_estimators': 184, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 40, 'bootstrap': False} 0.5612503000203091 0.5622909930715936 0.5571888173951631 0.552654466053552 0.5591268445316695 0.5585044226843772 0.003412080502961461 34
12 125.46350660324097 0.7984132274922393 7.510813856124878 0.3258181805980443 79 10 2 auto 20 False {'n_estimators': 79, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 20, 'bootstrap': False} 0.4669423776378709 0.45356120092378754 0.4647030545078027 0.46015062637626986 0.47440336227805446 0.4639492056918025 0.006943902989996076 43
13 847.8277575492859 5.228422710139045 24.580756092071532 1.9882654244681577 236 10 4 auto 50 False {'n_estimators': 236, 'min_samples_split': 10, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 50, 'bootstrap': False} 0.5793253697173347 0.5733394919168591 0.5724613564085497 0.5781906330378787 0.5786784173594268 0.576398544507884 0.0028929009238104907 33
14 717.0263851642609 4.446561860010003 16.40360107421875 1.212710136639372 145 10 2 auto 70 False {'n_estimators': 145, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 70, 'bootstrap': False} 0.6322766464191423 0.6353071593533487 0.6307410694475261 0.6316315390166726 0.6386847123734054 0.633727036061888 0.002913889154762602 24
15 397.7642039299011 3.1463341004142626 6.432087182998657 0.11780531491343235 53 5 1 sqrt 100 True {'n_estimators': 53, 'min_samples_split': 5, 'min_samples_leaf': 1, 'max_features': 'sqrt', 'max_depth': 100, 'bootstrap': True} 0.759928364381589 0.7603140877598152 0.7519229346941795 0.758479672840991 0.758308492714447 0.7577914682128805 0.0030371247836756066 2
16 557.9800354957581 4.822078601321509 15.678636693954468 0.7146503728076428 145 10 2 sqrt 90 True {'n_estimators': 145, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 90, 'bootstrap': True} 0.6565736757565127 0.6608036951501155 0.6583647659196805 0.6592957199163598 0.655829368091685 0.6581738307250836 0.001803807214023632 19
17 1737.8857184886933 32.01916819682487 30.869146871566773 1.3421439925694216 250 5 1 auto 90 True {'n_estimators': 250, 'min_samples_split': 5, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 90, 'bootstrap': True} 0.7521739933164706 0.7519445727482679 0.750092448783374 0.7504857423067671 0.7544944548332747 0.7518378546282874 0.0015521319514753796 4
18 1021.1165223121643 6.314225702301999 15.920036363601685 0.46602825382453317 145 5 2 sqrt 110 False {'n_estimators': 145, 'min_samples_split': 5, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 110, 'bootstrap': False} 0.6889943319240072 0.6913625866050809 0.688410620516234 0.6895505264521382 0.6873599822258429 0.689136319261604 0.001328854163120328 11
19 71.22622418403625 0.2041237140328485 11.692681217193604 0.25823788293937483 132 2 4 auto 10 True {'n_estimators': 132, 'min_samples_split': 2, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 10, 'bootstrap': True} 0.39386666174325646 0.3760739030023095 0.3825715553583315 0.3911844710497585 0.3841069411786488 0.385561192793539 0.00635297620423086 48
20 159.85976614952088 1.9311689360747346 6.735688877105713 0.4341003706944374 66 2 2 sqrt 50 True {'n_estimators': 66, 'min_samples_split': 2, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 50, 'bootstrap': True} 0.5831102413086424 0.5852933025404157 0.57896975075808 0.5716585555411632 0.5778082242506156 0.579371653403544 0.004714561259145758 31
21 1399.8100587368012 6.037500959464206 23.990938425064087 1.564957952168629 210 5 2 sqrt 100 False {'n_estimators': 210, 'min_samples_split': 5, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 100, 'bootstrap': False} 0.6786920960803501 0.6739214780600462 0.6831040603505658 0.6775411261819729 0.6734554072318601 0.677343726888146 0.0035173713356176214 14
22 225.9564167022705 2.552481620992082 12.07036108970642 0.4340605515769788 118 10 1 auto 30 True {'n_estimators': 118, 'min_samples_split': 10, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 30, 'bootstrap': True} 0.5598286653250374 0.5584480369515011 0.5475186746542415 0.5494531929460965 0.5483512617800078 0.5527246102416945 0.0052956109576722515 36
23 697.1405413150787 3.846762937961099 17.328991985321046 1.2989369042073609 145 10 1 sqrt 70 True {'n_estimators': 145, 'min_samples_split': 10, 'min_samples_leaf': 1, 'max_features': 'sqrt', 'max_depth': 70, 'bootstrap': True} 0.7074940457507893 0.7095981524249423 0.7032578951261002 0.706352584149072 0.7079668956323711 0.7069342957725646 0.0021134721863506605 9
24 772.4950833320618 5.876337088248579 15.176899671554565 0.18764710433658377 145 5 1 sqrt 50 False {'n_estimators': 145, 'min_samples_split': 5, 'min_samples_leaf': 1, 'max_features': 'sqrt', 'max_depth': 50, 'bootstrap': False} 0.6430404519690563 0.651066974595843 0.6425930034760743 0.647989489461705 0.6504230619688582 0.6470209744697216 0.003587535590179745 22
25 175.88645524978637 1.7239653638043742 2.05773286819458 0.08512768068871789 14 5 1 auto 110 False {'n_estimators': 14, 'min_samples_split': 5, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 110, 'bootstrap': False} 0.7556634602957739 0.7578568129330254 0.7531617483913912 0.7601635795044503 0.7584566106904149 0.7570592846788746 0.002423094269519781 3
26 708.5080862522125 5.453450772214352 12.175428628921509 0.09342236389038427 118 10 2 auto 90 False {'n_estimators': 118, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 90, 'bootstrap': False} 0.6612816867603345 0.6639445727482679 0.6670364618001627 0.6639958549989823 0.6656606987465516 0.6643825991775878 0.0019310729000464643 17
27 542.4703986644745 2.7374791094919737 17.39604377746582 0.47082300554026285 171 5 2 sqrt 70 True {'n_estimators': 171, 'min_samples_split': 5, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 70, 'bootstrap': True} 0.6282517585805808 0.6282863741339492 0.6186857480955551 0.6253585240835662 0.6264094351150692 0.6253993728367304 0.003537836378442146 25
28 441.87935042381287 2.4902335320718016 14.446743297576905 0.1699598195167723 145 5 2 sqrt 40 False {'n_estimators': 145, 'min_samples_split': 5, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 40, 'bootstrap': False} 0.5543821427912043 0.5568221709006929 0.5532504992234302 0.5617216557798709 0.5536094499268668 0.5559565719019022 0.0031389708898943124 35
29 663.5628805637359 4.157929476037572 15.705134153366089 1.5969525037052474 145 2 1 auto 40 False {'n_estimators': 145, 'min_samples_split': 2, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 40, 'bootstrap': False} 0.6095304912947953 0.614891454965358 0.6027845573552252 0.6070576044114654 0.6169854288941141 0.6102490903174275 0.005163270261363702 27
30 6.282300853729248 0.17722093401403774 0.4609072208404541 0.004896957885622187 1 2 4 sqrt 70 False {'n_estimators': 1, 'min_samples_split': 2, 'min_samples_leaf': 4, 'max_features': 'sqrt', 'max_depth': 70, 'bootstrap': False} 0.3234311245684323 0.38159815242494227 0.3590895643813327 0.34666271904664975 0.3217677880431764 0.34651510220986304 0.022517131960571122 49
31 105.74038119316101 0.546512405517556 5.3584857940673825 0.06372135213284995 53 10 2 auto 40 True {'n_estimators': 53, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 40, 'bootstrap': True} 0.5469416391263409 0.5583187066974595 0.5482212854078841 0.5523028811457967 0.5528873747940234 0.5517335739431412 0.004009521708852285 37
32 355.5648658275604 2.1175553383470627 19.331648921966554 1.7650327121286273 197 10 1 sqrt 20 False {'n_estimators': 197, 'min_samples_split': 10, 'min_samples_leaf': 1, 'max_features': 'sqrt', 'max_depth': 20, 'bootstrap': False} 0.48555286819415466 0.48031408775981527 0.4849678278233858 0.4892581558446365 0.49052970691155506 0.48612179392361626 0.003595615894024327 42
33 264.4404458045959 2.5012377228338094 7.534370422363281 0.4808178064952598 66 5 4 auto 100 True {'n_estimators': 66, 'min_samples_split': 5, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 100, 'bootstrap': True} 0.651477946199435 0.6584942263279445 0.6547592633680941 0.6513017893821358 0.6513673140656533 0.6534811998935006 0.002828772248855843 20
34 175.52138180732726 1.0505867126260269 19.17418279647827 0.14740078718674646 223 5 4 auto 10 False {'n_estimators': 223, 'min_samples_split': 5, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 10, 'bootstrap': False} 0.38731237191440654 0.3864203233256351 0.39364691960653797 0.38555911252567493 0.394364111014423 0.38945877584829747 0.0037581270220125107 47
35 1047.0498205661775 9.284827901816719 22.48234462738037 1.5180796852631284 210 5 2 sqrt 70 False {'n_estimators': 210, 'min_samples_split': 5, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 70, 'bootstrap': False} 0.6318520022893858 0.6390577367205543 0.6375083203905036 0.6329453563035473 0.6335561274555184 0.6349843209182617 0.002792565046228302 23
36 92.18653049468995 0.4890583993150007 4.008760929107666 0.09699808203019872 40 10 4 auto 30 False {'n_estimators': 40, 'min_samples_split': 10, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 30, 'bootstrap': False} 0.5011723870538929 0.5079722863741339 0.4905887138525257 0.5268962454432745 0.5131362129936494 0.5079467798716091 0.012107372289687739 41
37 361.7940170288086 4.769845740578802 7.221683311462402 0.4781028118984168 53 5 1 auto 90 True {'n_estimators': 53, 'min_samples_split': 5, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 90, 'bootstrap': True} 0.7454720011816185 0.7388083140877598 0.7472820057688041 0.7446383301567329 0.7434411508766733 0.7439280537230424 0.0028498456026608303 6
38 704.7666290283203 6.8761841011936475 801.6543683528901 1578.085683664915 105 10 4 auto 110 False {'n_estimators': 105, 'min_samples_split': 10, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 110, 'bootstrap': False} 0.6636818492328711 0.6706327944572749 0.6633015309518526 0.6675487130141929 0.6651793153246561 0.6660688400437831 0.002727175710415074 16
39 1349.7614565372467 2313.924259379219 19.11714653968811 2.079334803387827 184 10 2 auto 20 True {'n_estimators': 184, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 20, 'bootstrap': True} 0.4533168399091631 0.465256351039261 0.4649804008579247 0.46620158768342557 0.4662013293588343 0.4631874389847055 0.004964206177424991 44
40 2769.46813659668 2621.076629822662 3.0878407955169678 0.08411937567005619 27 2 1 auto 40 True {'n_estimators': 27, 'min_samples_split': 2, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 40, 'bootstrap': True} 0.5945756328120673 0.6029930715935334 0.6020634568449079 0.6034862419274255 0.5978041510062765 0.6001834156731651 0.0034490647095972455 30
41 9107.788854646682 9396.715725839415 7862.85862698555 8583.110173758707 236 5 1 auto 80 True {'n_estimators': 236, 'min_samples_split': 5, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 80, 'bootstrap': True} 0.7339512213134427 0.7375704387990762 0.7292175134975224 0.7357191761810478 0.7349984262465054 0.7342913350886016 0.0027984287536783987 7
42 835.4386822700501 11.622351547555565 13.201212835311889 0.5969541194992006 118 10 2 sqrt 110 False {'n_estimators': 118, 'min_samples_split': 10, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 110, 'bootstrap': False} 0.6906929084430331 0.688554272517321 0.6922564899045929 0.6887733387613109 0.6876562181777786 0.6895874626512439 0.001661477087716388 10
43 259.70560908317566 2.924704587603057 9.327507400512696 0.5217683734615475 92 2 2 sqrt 60 True {'n_estimators': 92, 'min_samples_split': 2, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 60, 'bootstrap': True} 0.5999667669811495 0.6131177829099307 0.6009170919310702 0.6077792786958051 0.6085056747699543 0.6060556755317575 0.004947852097243654 29
44 283.3641922950745 1.3739670009656089 4.777387809753418 0.22017921239908425 40 5 2 auto 110 False {'n_estimators': 40, 'min_samples_split': 5, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 110, 'bootstrap': False} 0.6865203182984695 0.6797043879907622 0.6771318689446046 0.6797801669103088 0.6839902982725741 0.6814262047747242 0.0033665492091317206 13
45 503.03067364692686 1.3074700944443522 10.292122411727906 0.2472028350988528 92 10 1 sqrt 80 True {'n_estimators': 92, 'min_samples_split': 10, 'min_samples_leaf': 1, 'max_features': 'sqrt', 'max_depth': 80, 'bootstrap': True} 0.7282277569558555 0.7266143187066975 0.7227645884180164 0.7239503340056623 0.731147358871341 0.7265405437387215 0.0030003805993112733 8
46 301.8058644294739 2.0570468441900114 18.51416254043579 0.3439500277861801 197 2 2 sqrt 30 True {'n_estimators': 197, 'min_samples_split': 2, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 30, 'bootstrap': True} 0.5257094326385171 0.5204064665127021 0.5087826344205311 0.5161821579911549 0.5142841273074004 0.5170768866668639 0.005711484851500711 40
47 417.20741748809814 6.195010295860957 8.329252767562867 0.49602764264987464 79 2 1 auto 60 True {'n_estimators': 79, 'min_samples_split': 2, 'min_samples_leaf': 1, 'max_features': 'auto', 'max_depth': 60, 'bootstrap': True} 0.6865387810867197 0.682715935334873 0.6758560757340434 0.6840732036786884 0.6842309899835218 0.6826834896310978 0.003628220995014763 12
48 71.67105522155762 0.8586576591044559 10.807200574874878 0.21538788928206212 118 2 1 sqrt 10 True {'n_estimators': 118, 'min_samples_split': 2, 'min_samples_leaf': 1, 'max_features': 'sqrt', 'max_depth': 10, 'bootstrap': True} 0.3984454332293263 0.39890993071593533 0.3859921603431699 0.39329398049628983 0.40012219733017346 0.3953532230867083 0.005230917466510043 46
49 84.16394333839416 3.2185318701055725 1.6044442176818847 0.23074312815722045 14 5 2 sqrt 90 False {'n_estimators': 14, 'min_samples_split': 5, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': 90, 'bootstrap': False} 0.6531765227184609 0.6576443418013856 0.6508949042230604 0.6367017634758795 0.6426283534835496 0.6482153950832766 0.0075422536748428306 21
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