{ "score_name": "accuracy", "title": "Prueba con 20 \u00e1rboles y jobs=1", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2021-12-19", "time": "18:59:13", "duration": 2669.84436750412, "seeds": [ 57, 31, 1714, 17, 23, 79, 83, 97, 7, 1 ], "platform": "Galgo", "results": [ { "dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 5.741999999999999, "leaves": 3.370999999999999, "depth": 3.085, "score": 0.82544, "score_std": 0.04253382653841528, "time": 0.47814479827880857, "time_std": 0.033128393712823785 }, { "dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 2.9220000000000006, "leaves": 1.9610000000000003, "depth": 1.9509999999999998, "score": 0.5966666666666667, "score_std": 0.26995884460002006, "time": 0.07530080795288085, "time_std": 0.005233723992490092 }, { "dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.6, "leaves": 2.8, "depth": 2.6659999999999995, "score": 0.9565890389691041, "score_std": 0.01671409446403308, "time": 0.2618576431274414, "time_std": 0.01956247579303853 }, { "dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 3.06, "leaves": 2.03, "depth": 1.935, "score": 0.7626923076923078, "score_std": 0.0691680627695892, "time": 0.12760849475860594, "time_std": 0.02373490384701757 }, { "dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.308, "leaves": 2.6540000000000004, "depth": 2.612, "score": 0.9656659815005139, "score_std": 0.01566147528826331, "time": 0.22140312671661377, "time_std": 0.013017026049124343 }, { "dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.012, "leaves": 2.506, "depth": 2.265, "score": 0.7035027223230489, "score_std": 0.04738048357613761, "time": 0.16877795696258546, "time_std": 0.02114480772055141 }, { "dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 65.022, "leaves": 33.011, "depth": 9.711, "score": 0.6341497928748965, "score_std": 0.04332430197795874, "time": 13.510020117759705, "time_std": 0.5358534105560561 }, { "dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 15.982000000000001, "leaves": 8.491, "depth": 5.341, "score": 0.8135035625517812, "score_std": 0.021240585342879422, "time": 4.199541096687317, "time_std": 0.40547907136333866 }, { "dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 11.126000000000001, "leaves": 6.063000000000001, "depth": 4.2459999999999996, "score": 0.7570615563298491, "score_std": 0.05424691741456678, "time": 0.317580361366272, "time_std": 0.02795054898334558 }, { "dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 6.012, "leaves": 3.506, "depth": 3.035, "score": 0.6550637730820484, "score_std": 0.03529906772533969, "time": 0.5040279340744018, "time_std": 0.050313692214047044 }, { "dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 15.561999999999998, "leaves": 8.280999999999999, "depth": 5.77, "score": 0.9054128100703442, "score_std": 0.064746131095924, "time": 0.6001201295852661, "time_std": 0.048881568343558744 }, { "dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.094, "leaves": 2.5469999999999997, "depth": 2.3950000000000005, "score": 0.7587749287749288, "score_std": 0.09947778435060445, "time": 0.11908597469329835, "time_std": 0.012193316546182094 }, { "dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 1.6539999999999997, "leaves": 1.3270000000000002, "depth": 1.315, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.0612980842590332, "time_std": 0.007361553177411672 }, { "dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 1.5039999999999998, "leaves": 1.2519999999999998, "depth": 1.2269999999999999, "score": 0.7353199365415125, "score_std": 0.048398466240040176, "time": 0.09528408527374267, "time_std": 0.010994049895700792 }, { "dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.8660000000000005, "leaves": 2.9329999999999994, "depth": 2.7609999999999997, "score": 0.8142665108123904, "score_std": 0.04694624946542938, "time": 0.18893518924713135, "time_std": 0.014898139177500732 }, { "dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.2780000000000005, "leaves": 2.6390000000000002, "depth": 2.408, "score": 0.7922580645161291, "score_std": 0.07246514106889793, "time": 0.12476370811462402, "time_std": 0.018695093677031538 }, { "dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 1.3339999999999999, "leaves": 1.1669999999999998, "depth": 1.163, "score": 0.7135661656351313, "score_std": 0.038048725185040336, "time": 0.21423254013061524, "time_std": 0.018787616264958104 }, { "dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 7.344000000000001, "leaves": 4.172, "depth": 3.525, "score": 0.8535533199195171, "score_std": 0.053052277826693105, "time": 0.3637358283996582, "time_std": 0.032682485296694104 }, { "dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 5.208000000000001, "leaves": 3.1040000000000005, "depth": 3.0680000000000005, "score": 0.9553333333333331, "score_std": 0.03307231134616656, "time": 0.13416169166564942, "time_std": 0.008096174078150466 }, { "dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 6.028, "leaves": 3.514, "depth": 3.0409999999999995, "score": 0.4153, "score_std": 0.057318496142170376, "time": 1.8154340887069702, "time_std": 0.03046395051303809 }, { "dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 95.28599999999999, "leaves": 48.142999999999994, "depth": 10.782000000000004, "score": 0.8249999999999998, "score_std": 0.05038432540893626, "time": 3.2553148317337035, "time_std": 0.1029623023133226 }, { "dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 30.11, "leaves": 15.555, "depth": 7.2509999999999994, "score": 0.8962158349497443, "score_std": 0.02764273352316462, "time": 1.1371888971328736, "time_std": 0.06508738643093297 }, { "dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 3.3979999999999997, "leaves": 2.199, "depth": 2.105, "score": 0.5706666666666667, "score_std": 0.10010860531297534, "time": 0.1252592086791992, "time_std": 0.016204822574810034 }, { "dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.202, "leaves": 2.6010000000000004, "depth": 2.539, "score": 0.820186744386874, "score_std": 0.02175567323621152, "time": 0.6378343963623047, "time_std": 0.03460314043565394 }, { "dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 12.408, "leaves": 6.704000000000001, "depth": 4.421, "score": 0.7206926406926406, "score_std": 0.10785648042970208, "time": 0.24082930088043214, "time_std": 0.01721654852660759 }, { "dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 14.64, "leaves": 7.82, "depth": 5.0, "score": 0.7865964912280701, "score_std": 0.0414964062919824, "time": 1.031234121322632, "time_std": 0.08103454909458314 }, { "dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 3.736, "leaves": 2.3680000000000003, "depth": 2.142, "score": 0.6736795791487326, "score_std": 0.02924905870511247, "time": 1.516702642440796, "time_std": 0.23948977466410812 }, { "dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 11.1, "leaves": 6.05, "depth": 4.425, "score": 0.9080253467240554, "score_std": 0.018205058834200052, "time": 1.089127368927002, "time_std": 0.04794005220607089 }, { "dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 7.015999999999999, "leaves": 4.007999999999999, "depth": 3.287, "score": 0.6719269801237014, "score_std": 0.05437787998836264, "time": 1.1774943923950196, "time_std": 0.08981589916900444 }, { "dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 8.652, "leaves": 4.826, "depth": 4.021, "score": 0.8413360955983904, "score_std": 0.022824605845034325, "time": 1.055541753768921, "time_std": 0.08127214697595483 }, { "dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.5, "leaves": 2.75, "depth": 2.591, "score": 0.8538461538461537, "score_std": 0.04267517173613652, "time": 0.14749430179595946, "time_std": 0.015806769036094303 }, { "dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 2.884, "leaves": 1.942, "depth": 1.8729999999999998, "score": 0.6549333672863085, "score_std": 0.030338128255089206, "time": 0.49391085147857666, "time_std": 0.05443258949857748 }, { "dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 4.478, "leaves": 2.739, "depth": 2.6310000000000002, "score": 0.8112554112554112, "score_std": 0.09528039202441986, "time": 0.13533422470092774, "time_std": 0.014027838300668003 }, { "dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 6.056, "leaves": 3.528, "depth": 3.1520000000000006, "score": 0.6758095238095236, "score_std": 0.09755091699156748, "time": 0.18288362503051758, "time_std": 0.01938416698836289 }, { "dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 6.496, "leaves": 3.748, "depth": 3.2940000000000005, "score": 0.5883040935672514, "score_std": 0.11673077134894747, "time": 0.18962635040283204, "time_std": 0.01794988895673519 }, { "dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 1.554, "leaves": 1.2769999999999997, "depth": 1.274, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 0.05928753852844238, "time_std": 0.006304698501834383 }, { "dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 1.764, "leaves": 1.3820000000000001, "depth": 1.315, "score": 0.7143693693693695, "score_std": 0.0715459100205182, "time": 0.08422654628753662, "time_std": 0.013707149972943934 }, { "dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 1.692, "leaves": 1.3459999999999999, "depth": 1.341, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.06765367031097412, "time_std": 0.006706195897589169 }, { "dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 6.202000000000001, "leaves": 3.6010000000000004, "depth": 3.3429999999999995, "score": 0.9047619047619047, "score_std": 0.043383017043544275, "time": 0.19969982624053956, "time_std": 0.013453136565247084 }, { "dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 1.112, "leaves": 1.056, "depth": 1.0530000000000002, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.302807502746582, "time_std": 0.047022208984801896 }, { "dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 2.484, "leaves": 1.742, "depth": 1.6540000000000001, "score": 0.7000000000000002, "score_std": 0.028017851452243787, "time": 0.6490724039077759, "time_std": 0.09111290863989653 }, { "dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 5.287999999999999, "leaves": 3.1439999999999997, "depth": 2.92, "score": 0.8051851851851853, "score_std": 0.0486074954563642, "time": 0.2023991346359253, "time_std": 0.017732434003432614 }, { "dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 31.577999999999996, "leaves": 16.289, "depth": 7.590999999999999, "score": 0.8332467532467531, "score_std": 0.03472919271874957, "time": 7.0537652492523195, "time_std": 0.5494543586283526 }, { "dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 37.248000000000005, "leaves": 19.124000000000002, "depth": 7.6160000000000005, "score": 0.6754145492516535, "score_std": 0.032709583726270926, "time": 2.4198165273666383, "time_std": 0.12586962029440396 }, { "dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 28.842000000000002, "leaves": 14.921000000000001, "depth": 6.952999999999999, "score": 0.9631666666666667, "score_std": 0.017004084476645275, "time": 1.065954155921936, "time_std": 0.06384459065894747 }, { "dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 2.074, "leaves": 1.5370000000000004, "depth": 1.5020000000000002, "score": 0.6535553010471205, "score_std": 0.028345741309138348, "time": 0.5622838163375854, "time_std": 0.03122082961523271 }, { "dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 3.4159999999999995, "leaves": 2.208, "depth": 2.092, "score": 0.7251612903225808, "score_std": 0.06539402703697321, "time": 0.16303144454956053, "time_std": 0.014714825815168081 }, { "dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 8.624, "leaves": 4.812, "depth": 3.894, "score": 0.954936507936508, "score_std": 0.03403764237595607, "time": 0.24160369396209716, "time_std": 0.015429202894206073 }, { "dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": { "n_estimators": 20, "n_jobs": 1, "max_features": "sqrt" }, "nodes": 9.984, "leaves": 5.491999999999999, "depth": 4.552, "score": 0.8621904761904763, "score_std": 0.0837806227224659, "time": 0.28986483573913574, "time_std": 0.015015531267151648 } ] }