{ "score_name": "accuracy", "model": "Wodt", "stratified": false, "folds": 5, "date": "2021-09-30", "time": "12:14:34", "duration": 606.4518098831177, "seeds": [ 57, 31, 1714, 17, 23, 79, 83, 97, 7, 1 ], "platform": "iMac27", "results": [ { "dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {}, "nodes": 75.52, "leaves": 38.26, "depth": 9.7, "score": 0.92128, "score_std": 0.031368162203100125, "time": 0.17214378833770752, "time_std": 0.019115855819588908 }, { "dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {}, "nodes": 4.84, "leaves": 2.92, "depth": 2.88, "score": 0.6783333333333331, "score_std": 0.2527680095792715, "time": 0.004263157844543457, "time_std": 0.0016573276854989906 }, { "dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {}, "nodes": 14.72, "leaves": 7.86, "depth": 6.1, "score": 0.9659043626766031, "score_std": 0.014333296217523984, "time": 0.05593172073364258, "time_std": 0.01113894149073944 }, { "dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {}, "nodes": 37.04, "leaves": 19.02, "depth": 7.76, "score": 0.707551282051282, "score_std": 0.06763805250945308, "time": 0.05845609188079834, "time_std": 0.0075137082964385786 }, { "dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 33.48, "leaves": 17.24, "depth": 8.16, "score": 0.9423514902363824, "score_std": 0.01770754168958359, "time": 0.10337581634521484, "time_std": 0.014198368153296784 }, { "dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 415.64, "leaves": 208.32, "depth": 50.0, "score": 0.6632486388384754, "score_std": 0.04925109121345335, "time": 0.18825356006622315, "time_std": 0.018865528871480637 }, { "dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {}, "nodes": 638.16, "leaves": 319.58, "depth": 50.0, "score": 0.7793040596520296, "score_std": 0.019900281966912726, "time": 1.2311377477645875, "time_std": 0.04210026120849584 }, { "dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {}, "nodes": 325.12, "leaves": 163.06, "depth": 45.84, "score": 0.9014120961060482, "score_std": 0.016029994123889068, "time": 0.6361114978790283, "time_std": 0.05035838096767053 }, { "dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {}, "nodes": 21.88, "leaves": 11.44, "depth": 5.86, "score": 0.804123112659698, "score_std": 0.05815664564095989, "time": 0.04164412021636963, "time_std": 0.005497395271718816 }, { "dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {}, "nodes": 75.84, "leaves": 38.42, "depth": 9.72, "score": 0.7025452122596612, "score_std": 0.03710659493721448, "time": 0.1519794464111328, "time_std": 0.015053415555992917 }, { "dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {}, "nodes": 15.28, "leaves": 8.14, "depth": 6.22, "score": 0.9641873380229546, "score_std": 0.016641323865204168, "time": 0.049462904930114744, "time_std": 0.005086262490299565 }, { "dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {}, "nodes": 28.64, "leaves": 14.82, "depth": 7.86, "score": 0.7423646723646725, "score_std": 0.08024332218287807, "time": 0.039677515029907226, "time_std": 0.0060910078742422834 }, { "dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 78.04, "leaves": 39.52, "depth": 35.06, "score": 0.804, "score_std": 0.06770524351924304, "time": 0.035372376441955566, "time_std": 0.0075257936497317105 }, { "dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {}, "nodes": 424.36, "leaves": 212.68, "depth": 50.0, "score": 0.6640084611316763, "score_std": 0.048474808452857704, "time": 0.2819506597518921, "time_std": 0.02243234336539258 }, { "dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {}, "nodes": 57.68, "leaves": 29.34, "depth": 9.2, "score": 0.761928696668615, "score_std": 0.052100433118643194, "time": 0.09596415996551513, "time_std": 0.011240606574915603 }, { "dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {}, "nodes": 20.32, "leaves": 10.66, "depth": 6.16, "score": 0.7683870967741936, "score_std": 0.0837940093572466, "time": 0.03204074859619141, "time_std": 0.004585085070208757 }, { "dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 212.28, "leaves": 106.64, "depth": 16.96, "score": 0.6778588269967581, "score_std": 0.035631066332769044, "time": 0.3730792760848999, "time_std": 0.020479297253247854 }, { "dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {}, "nodes": 24.6, "leaves": 12.8, "depth": 6.9, "score": 0.8794607645875252, "score_std": 0.03858080219956032, "time": 0.06714589595794677, "time_std": 0.01203376077665879 }, { "dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {}, "nodes": 13.96, "leaves": 7.48, "depth": 6.3, "score": 0.9466666666666668, "score_std": 0.036514837167011066, "time": 0.027222781181335448, "time_std": 0.005856921512835784 }, { "dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {}, "nodes": 4140.2, "leaves": 2070.6, "depth": 50.0, "score": 0.7047, "score_std": 0.02916179006851258, "time": 1.575224199295044, "time_std": 0.042128522983745816 }, { "dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {}, "nodes": 117.28, "leaves": 59.14, "depth": 11.56, "score": 0.7755555555555556, "score_std": 0.05481168659742484, "time": 0.26087613105773927, "time_std": 0.01940717324950957 }, { "dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {}, "nodes": 75.48, "leaves": 38.24, "depth": 9.38, "score": 0.855533415623347, "score_std": 0.03222774975371431, "time": 0.2049732780456543, "time_std": 0.017563109827345737 }, { "dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {}, "nodes": 22.76, "leaves": 11.88, "depth": 6.56, "score": 0.7800459770114943, "score_std": 0.07599005574288029, "time": 0.03826961517333984, "time_std": 0.006438494182078828 }, { "dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {}, "nodes": 2984.32, "leaves": 1492.66, "depth": 50.0, "score": 0.7579566062176167, "score_std": 0.024906146679797566, "time": 1.1548531150817871, "time_std": 0.0590678939958677 }, { "dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {}, "nodes": 8.8, "leaves": 4.9, "depth": 3.88, "score": 0.778917748917749, "score_std": 0.07679562169715945, "time": 0.015045714378356934, "time_std": 0.003857265318634965 }, { "dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {}, "nodes": 44.52, "leaves": 22.76, "depth": 7.96, "score": 0.8411776315789474, "score_std": 0.03449014306500045, "time": 0.13112667083740234, "time_std": 0.016084248210476628 }, { "dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {}, "nodes": 264.52, "leaves": 132.76, "depth": 16.5, "score": 0.7348373983739838, "score_std": 0.026142104476547204, "time": 0.6079024553298951, "time_std": 0.03892614294620952 }, { "dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {}, "nodes": 95.84, "leaves": 48.42, "depth": 12.06, "score": 0.902934481109517, "score_std": 0.022147306742109327, "time": 0.2703583240509033, "time_std": 0.023140050070365 }, { "dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {}, "nodes": 208.64, "leaves": 104.82, "depth": 14.8, "score": 0.7491436978322225, "score_std": 0.03602040782195508, "time": 0.4478060579299927, "time_std": 0.024830471936492897 }, { "dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {}, "nodes": 102.32, "leaves": 51.66, "depth": 12.14, "score": 0.8888062211013031, "score_std": 0.021400267111632645, "time": 0.3061934852600098, "time_std": 0.02327132081112275 }, { "dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {}, "nodes": 17.56, "leaves": 9.28, "depth": 6.54, "score": 0.9005128205128206, "score_std": 0.05144589211891057, "time": 0.03285830497741699, "time_std": 0.004853075249586362 }, { "dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {}, "nodes": 213.52, "leaves": 107.26, "depth": 13.4, "score": 0.6881622952211188, "score_std": 0.035111562938444044, "time": 0.3858880662918091, "time_std": 0.02052499985014769 }, { "dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 77.2, "leaves": 39.1, "depth": 32.82, "score": 0.7994805194805195, "score_std": 0.07743566315819515, "time": 0.04415122032165528, "time_std": 0.00903634583136821 }, { "dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 102.44, "leaves": 51.72, "depth": 33.62, "score": 0.6184285714285714, "score_std": 0.08544243928422808, "time": 0.07490193367004394, "time_std": 0.010292500972843666 }, { "dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 159.64, "leaves": 80.32, "depth": 47.52, "score": 0.5871929824561403, "score_std": 0.11611933933595711, "time": 0.07750966548919677, "time_std": 0.012257841651787286 }, { "dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {}, "nodes": 77.08, "leaves": 39.04, "depth": 33.58, "score": 0.8375238095238096, "score_std": 0.07413072965623015, "time": 0.0391026496887207, "time_std": 0.008905116026138707 }, { "dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {}, "nodes": 65.68, "leaves": 33.34, "depth": 9.6, "score": 0.5682732732732733, "score_std": 0.08743812057354583, "time": 0.09217141151428222, "time_std": 0.008018554727850733 }, { "dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {}, "nodes": 394.28, "leaves": 197.64, "depth": 50.0, "score": 0.5566666666666666, "score_std": 0.10627822791331752, "time": 0.11014332771301269, "time_std": 0.019957307503064094 }, { "dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 21.04, "leaves": 11.02, "depth": 6.38, "score": 0.9290476190476191, "score_std": 0.04218789629863413, "time": 0.043771796226501465, "time_std": 0.006946718669986837 }, { "dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {}, "nodes": 249.8, "leaves": 125.4, "depth": 15.34, "score": 0.5617391304347826, "score_std": 0.03785467296768582, "time": 0.41335306167602537, "time_std": 0.02060607574312712 }, { "dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {}, "nodes": 167.52, "leaves": 84.26, "depth": 12.08, "score": 0.6824999999999999, "score_std": 0.021430118991736812, "time": 0.3666521644592285, "time_std": 0.020049257556585688 }, { "dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {}, "nodes": 42.04, "leaves": 21.52, "depth": 8.18, "score": 0.7777777777777779, "score_std": 0.04757493547653752, "time": 0.07498468399047852, "time_std": 0.009611486195960169 }, { "dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {}, "nodes": 153.48, "leaves": 77.24, "depth": 14.96, "score": 0.9534199134199135, "score_std": 0.011148678082818688, "time": 0.6715863037109375, "time_std": 0.04688360507292726 }, { "dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {}, "nodes": 209.84, "leaves": 105.42, "depth": 15.54, "score": 0.7296756004176818, "score_std": 0.03014045315193517, "time": 0.4474138879776001, "time_std": 0.021488325817738893 }, { "dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {}, "nodes": 14.16, "leaves": 7.58, "depth": 4.92, "score": 0.9785, "score_std": 0.01453826368969525, "time": 0.0808441162109375, "time_std": 0.008408835059482887 }, { "dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 55.28, "leaves": 28.14, "depth": 8.68, "score": 0.9422676701570681, "score_std": 0.03344804236125215, "time": 0.18846561908721923, "time_std": 0.04558013687847506 }, { "dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {}, "nodes": 68.68, "leaves": 34.84, "depth": 12.62, "score": 0.8070967741935482, "score_std": 0.05624015696050971, "time": 0.12325569629669189, "time_std": 0.012556468329433556 }, { "dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {}, "nodes": 6.28, "leaves": 3.64, "depth": 3.32, "score": 0.967920634920635, "score_std": 0.028208046326376822, "time": 0.016834359169006347, "time_std": 0.003339662363375544 }, { "dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {}, "nodes": 14.12, "leaves": 7.56, "depth": 5.28, "score": 0.9514285714285715, "score_std": 0.043724036675722826, "time": 0.022471423149108886, "time_std": 0.0024027950544730226 } ], "title": "default", "version": "-" }