{ "score_name": "accuracy", "model": "Cart", "version": "-", "stratified": false, "folds": 5, "date": "2021-12-17", "time": "22:34:48", "duration": 17.455082893371582, "seeds": [ 57, 31, 1714, 17, 23, 79, 83, 97, 7, 1 ], "platform": "Galgo", "results": [ { "dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {}, "nodes": 256.8, "leaves": 128.9, "depth": 10.72, "score": 0.7820799999999999, "score_std": 0.03608203985364464, "time": 0.0012642240524291992, "time_std": 3.853700473037839e-05 }, { "dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {}, "nodes": 11.36, "leaves": 6.18, "depth": 3.46, "score": 0.6833333333333335, "score_std": 0.26977356760397747, "time": 0.0008555984497070312, "time_std": 4.381686614354719e-05 }, { "dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {}, "nodes": 36.16, "leaves": 18.58, "depth": 7.1, "score": 0.9239217512808571, "score_std": 0.02323176886368342, "time": 0.007577190399169922, "time_std": 0.0006935367206050883 }, { "dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {}, "nodes": 43.2, "leaves": 22.1, "depth": 7.84, "score": 0.6914615384615383, "score_std": 0.07229069176397018, "time": 0.0031094789505004884, "time_std": 0.00023387250373211 }, { "dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 57.52, "leaves": 29.26, "depth": 8.72, "score": 0.9433556012332991, "score_std": 0.020857147642906682, "time": 0.0014055824279785155, "time_std": 6.811159660532161e-05 }, { "dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 164.72, "leaves": 82.86, "depth": 15.56, "score": 0.6362613430127042, "score_std": 0.05493193657305148, "time": 0.0012178468704223634, "time_std": 1.6810149254895346e-05 }, { "dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {}, "nodes": 480.84, "leaves": 240.92, "depth": 20.02, "score": 0.8109128969897819, "score_std": 0.019011886406374308, "time": 0.016149182319641114, "time_std": 0.0005226169495792356 }, { "dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {}, "nodes": 210.96, "leaves": 105.98, "depth": 15.88, "score": 0.9204613090306545, "score_std": 0.013845817718125228, "time": 0.014222369194030762, "time_std": 0.0010219352244816573 }, { "dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {}, "nodes": 34.16, "leaves": 17.58, "depth": 6.44, "score": 0.7253890824622532, "score_std": 0.06929084790257113, "time": 0.004832010269165039, "time_std": 0.00040126044011665847 }, { "dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {}, "nodes": 131.96, "leaves": 66.48, "depth": 13.46, "score": 0.712632781267847, "score_std": 0.046238358140227635, "time": 0.003773040771484375, "time_std": 0.00017444282447736615 }, { "dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {}, "nodes": 34.6, "leaves": 17.8, "depth": 10.82, "score": 0.9396038504257683, "score_std": 0.02387579095888003, "time": 0.0014325284957885742, "time_std": 3.083946707628386e-05 }, { "dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {}, "nodes": 32.6, "leaves": 16.8, "depth": 8.82, "score": 0.7443589743589744, "score_std": 0.08299708625595158, "time": 0.0011031723022460937, "time_std": 2.3952226763474267e-05 }, { "dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 28.84, "leaves": 14.92, "depth": 7.16, "score": 0.7989999999999999, "score_std": 0.08395832299420945, "time": 0.0009180021286010742, "time_std": 8.962875830881811e-06 }, { "dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {}, "nodes": 160.92, "leaves": 80.96, "depth": 15.1, "score": 0.6404970914859863, "score_std": 0.055117499856839475, "time": 0.0011669158935546874, "time_std": 3.096637925020084e-05 }, { "dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {}, "nodes": 83.08, "leaves": 42.04, "depth": 9.6, "score": 0.750613676212741, "score_std": 0.04493113662535727, "time": 0.0013945817947387696, "time_std": 3.47690237118255e-05 }, { "dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {}, "nodes": 37.0, "leaves": 19.0, "depth": 7.66, "score": 0.7658064516129032, "score_std": 0.07293747411360528, "time": 0.0011641836166381835, "time_std": 2.8277465084591675e-05 }, { "dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 186.32, "leaves": 93.66, "depth": 18.08, "score": 0.6639640436192161, "score_std": 0.03825985300800366, "time": 0.0028728485107421876, "time_std": 0.00014588771097707412 }, { "dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {}, "nodes": 40.32, "leaves": 20.66, "depth": 9.88, "score": 0.8757907444668007, "score_std": 0.03797437861573896, "time": 0.0058727884292602535, "time_std": 0.0008184059008978916 }, { "dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {}, "nodes": 15.08, "leaves": 8.04, "depth": 5.04, "score": 0.9386666666666668, "score_std": 0.04389887368841153, "time": 0.000913395881652832, "time_std": 1.0123041737421593e-05 }, { "dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {}, "nodes": 156.6, "leaves": 78.8, "depth": 7.0, "score": 0.7037, "score_std": 0.029644729717101474, "time": 0.0012839603424072265, "time_std": 1.4338727244431622e-05 }, { "dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {}, "nodes": 132.32, "leaves": 66.66, "depth": 11.16, "score": 0.6549999999999998, "score_std": 0.059210338603413376, "time": 0.016437196731567384, "time_std": 0.0006645715227158859 }, { "dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {}, "nodes": 74.96, "leaves": 37.98, "depth": 8.74, "score": 0.8352036677834599, "score_std": 0.030503013555880365, "time": 0.028278980255126953, "time_std": 0.0017256921031460262 }, { "dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {}, "nodes": 49.0, "leaves": 25.0, "depth": 7.86, "score": 0.7683218390804598, "score_std": 0.07551790968755526, "time": 0.0010472631454467773, "time_std": 2.30424968952909e-05 }, { "dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {}, "nodes": 403.12, "leaves": 202.06, "depth": 20.46, "score": 0.7569187176165802, "score_std": 0.020852411303147095, "time": 0.0017919206619262695, "time_std": 2.5397029703514924e-05 }, { "dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {}, "nodes": 22.24, "leaves": 11.62, "depth": 5.24, "score": 0.7158008658008658, "score_std": 0.08811757165025375, "time": 0.0012951231002807618, "time_std": 4.569535761474572e-05 }, { "dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {}, "nodes": 75.12, "leaves": 38.06, "depth": 12.5, "score": 0.7768969298245614, "score_std": 0.043771936691364643, "time": 0.033571724891662595, "time_std": 0.004102083009072829 }, { "dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {}, "nodes": 222.24, "leaves": 111.62, "depth": 15.08, "score": 0.7195667144906744, "score_std": 0.03068883042942922, "time": 0.026681385040283202, "time_std": 0.0021703904041178224 }, { "dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {}, "nodes": 98.84, "leaves": 49.92, "depth": 10.78, "score": 0.8911927307508368, "score_std": 0.02477313298773685, "time": 0.013129677772521973, "time_std": 0.0009835258298304924 }, { "dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {}, "nodes": 192.76, "leaves": 96.88, "depth": 15.64, "score": 0.7257617246141836, "score_std": 0.029837690053299604, "time": 0.01583484172821045, "time_std": 0.0007813954619692118 }, { "dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {}, "nodes": 109.12, "leaves": 55.06, "depth": 12.56, "score": 0.8702630156728517, "score_std": 0.025916263242401694, "time": 0.017572541236877442, "time_std": 0.0008467498965150894 }, { "dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {}, "nodes": 24.84, "leaves": 12.92, "depth": 5.54, "score": 0.8558974358974359, "score_std": 0.05822037527622443, "time": 0.0019695186614990235, "time_std": 0.00012579640752778519 }, { "dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {}, "nodes": 218.52, "leaves": 109.76, "depth": 14.28, "score": 0.7011722264663441, "score_std": 0.030849394257539655, "time": 0.0031906700134277342, "time_std": 0.00012846670720520646 }, { "dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 33.24, "leaves": 17.12, "depth": 7.18, "score": 0.8006493506493506, "score_std": 0.07641918889128255, "time": 0.0009205484390258789, "time_std": 8.257603996362393e-06 }, { "dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 57.72, "leaves": 29.36, "depth": 12.18, "score": 0.6171904761904762, "score_std": 0.10161093599079367, "time": 0.0009670543670654297, "time_std": 1.2187610764556073e-05 }, { "dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 55.36, "leaves": 28.18, "depth": 10.1, "score": 0.5575438596491228, "score_std": 0.09592147935027655, "time": 0.0009552574157714843, "time_std": 3.694327264438912e-05 }, { "dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {}, "nodes": 26.44, "leaves": 13.72, "depth": 5.94, "score": 0.8225238095238094, "score_std": 0.08877499647986477, "time": 0.0009044122695922852, "time_std": 9.0365221013197e-06 }, { "dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {}, "nodes": 60.56, "leaves": 30.78, "depth": 12.18, "score": 0.573963963963964, "score_std": 0.07834935548163284, "time": 0.001975502967834473, "time_std": 0.00019584661665294383 }, { "dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {}, "nodes": 66.32, "leaves": 33.66, "depth": 11.24, "score": 0.5822222222222222, "score_std": 0.10554970744033704, "time": 0.0009310722351074218, "time_std": 1.0203201019211482e-05 }, { "dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 25.04, "leaves": 13.02, "depth": 6.14, "score": 0.9161904761904762, "score_std": 0.04238897730336739, "time": 0.001247730255126953, "time_std": 3.6912486463569996e-05 }, { "dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {}, "nodes": 269.88, "leaves": 135.44, "depth": 18.46, "score": 0.5720289855072465, "score_std": 0.04059031952408632, "time": 0.0035877561569213866, "time_std": 0.00017894870771692197 }, { "dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {}, "nodes": 331.92, "leaves": 166.46, "depth": 16.42, "score": 0.6897, "score_std": 0.02526677660486194, "time": 0.003998432159423828, "time_std": 0.00012709899019618277 }, { "dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {}, "nodes": 73.68, "leaves": 37.34, "depth": 8.86, "score": 0.7344444444444446, "score_std": 0.04693777803495507, "time": 0.0014159870147705078, "time_std": 3.986169956615069e-05 }, { "dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {}, "nodes": 127.32, "leaves": 64.16, "depth": 15.94, "score": 0.9613419913419914, "score_std": 0.00934513626156175, "time": 0.015975890159606935, "time_std": 0.0005230148212417639 }, { "dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {}, "nodes": 233.52, "leaves": 117.26, "depth": 16.26, "score": 0.706384267316394, "score_std": 0.030533108686824795, "time": 0.005555796623229981, "time_std": 0.00021357398582034815 }, { "dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {}, "nodes": 52.16, "leaves": 26.58, "depth": 8.58, "score": 0.9023333333333332, "score_std": 0.02511307760244982, "time": 0.01678103446960449, "time_std": 0.000688461621545938 }, { "dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 119.2, "leaves": 60.1, "depth": 9.28, "score": 0.9522851221640489, "score_std": 0.018529859619663462, "time": 0.0014861774444580077, "time_std": 2.6036585612308025e-05 }, { "dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {}, "nodes": 61.16, "leaves": 31.08, "depth": 9.3, "score": 0.7996774193548387, "score_std": 0.04231712199258938, "time": 0.001499319076538086, "time_std": 3.8637670926110224e-05 }, { "dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {}, "nodes": 16.24, "leaves": 8.62, "depth": 4.38, "score": 0.9015873015873015, "score_std": 0.0526003102936011, "time": 0.0013141489028930663, "time_std": 6.093697940666561e-05 }, { "dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {}, "nodes": 17.96, "leaves": 9.48, "depth": 6.8, "score": 0.9555714285714286, "score_std": 0.044427856881917915, "time": 0.0009019899368286132, "time_std": 5.965476789601904e-06 } ], "title": "default" }