Files
benchmark/results/results_accuracy_ODTE_macbook-pro_2022-01-11_13:03:41_0.json

1 line
18 KiB
JSON

{"score_name": "accuracy", "title": "Como RF cada \u00e1rbol con todas las variables", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-01-11", "time": "13:03:41", "duration": 4493.0197858810425, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "macbook-pro", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 29.359999999999996, "leaves": 15.179999999999998, "depth": 6.986666666666666, "score": 0.8355199999999999, "score_std": 0.032952232094351365, "time": 0.6407865428924561, "time_std": 0.4876601878600051}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 4.24, "leaves": 2.62, "depth": 2.5733333333333337, "score": 0.6983333333333333, "score_std": 0.2660879136258875, "time": 0.032126479148864746, "time_std": 0.011052087927890092}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 6.839999999999999, "leaves": 3.9199999999999995, "depth": 3.3466666666666662, "score": 0.9616876261450085, "score_std": 0.015891102317804256, "time": 0.13584647655487062, "time_std": 0.021982551038327736}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 5.453333333333332, "leaves": 3.226666666666666, "depth": 2.8200000000000007, "score": 0.7601025641025642, "score_std": 0.06294317694553851, "time": 0.07512105464935302, "time_std": 0.03293141752056563}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 7.2, "leaves": 4.1, "depth": 3.693333333333334, "score": 0.9600883864337102, "score_std": 0.016624482944072167, "time": 0.12402929782867432, "time_std": 0.019593766416338927}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 10.266666666666667, "leaves": 5.633333333333333, "depth": 4.159999999999999, "score": 0.7087658802177859, "score_std": 0.05149006836849984, "time": 0.12439622402191162, "time_std": 0.042095267341562}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 153.93333333333334, "leaves": 77.46666666666667, "depth": 16.633333333333333, "score": 0.7953431648715825, "score_std": 0.02063282508828751, "time": 5.880660238265992, "time_std": 0.496737249638011}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 43.37333333333334, "leaves": 22.18666666666667, "depth": 8.253333333333334, "score": 0.8887605633802818, "score_std": 0.017573173239803185, "time": 4.139815154075623, "time_std": 11.824541013954937}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 18.64, "leaves": 9.82, "depth": 5.566666666666666, "score": 0.7610452961672474, "score_std": 0.07746633998162784, "time": 0.21942150592803955, "time_std": 0.08473090675079964}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 15.84, "leaves": 8.42, "depth": 5.306666666666667, "score": 0.6771406815153247, "score_std": 0.04325832015641539, "time": 0.43914548397064207, "time_std": 0.16568168889689666}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 25.346666666666664, "leaves": 13.173333333333332, "depth": 8.566666666666666, "score": 0.9546205109218809, "score_std": 0.03212406613731453, "time": 0.2921607780456543, "time_std": 0.04158270184026515}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 6.200000000000001, "leaves": 3.6, "depth": 3.186666666666667, "score": 0.8283760683760683, "score_std": 0.07380030496073155, "time": 0.07390907764434815, "time_std": 0.032648062907290845}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 2.5866666666666664, "leaves": 1.7933333333333332, "depth": 1.7133333333333334, "score": 0.867, "score_std": 0.06132699242584785, "time": 0.04514060497283936, "time_std": 0.04119981684640672}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 3.64, "leaves": 2.32, "depth": 2.1, "score": 0.7324008461131676, "score_std": 0.044596848010954204, "time": 0.08140741348266602, "time_std": 0.05885198548803858}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 11.453333333333335, "leaves": 6.2266666666666675, "depth": 4.533333333333333, "score": 0.7897428404441846, "score_std": 0.050617868784583096, "time": 0.15383631229400635, "time_std": 0.05611522996347284}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 10.28, "leaves": 5.64, "depth": 4.173333333333333, "score": 0.786451612903226, "score_std": 0.06701297496556688, "time": 0.1038114881515503, "time_std": 0.03760085499882732}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 1.52, "leaves": 1.26, "depth": 1.2333333333333334, "score": 0.7089507810197466, "score_std": 0.039568367638339444, "time": 0.11213630676269531, "time_std": 0.042074660248226724}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 12.373333333333333, "leaves": 6.6866666666666665, "depth": 5.373333333333334, "score": 0.8962937625754526, "score_std": 0.03664511667036535, "time": 0.22132411003112792, "time_std": 0.04680769609527571}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 5.786666666666667, "leaves": 3.3933333333333335, "depth": 3.353333333333333, "score": 0.9366666666666665, "score_std": 0.041231056256176596, "time": 0.07052329540252686, "time_std": 0.025057067165661497}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 47.82666666666667, "leaves": 24.413333333333334, "depth": 7.913333333333332, "score": 0.6838999999999998, "score_std": 0.03354534244869173, "time": 3.82858642578125, "time_std": 3.483969355537128}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 97.21333333333334, "leaves": 49.10666666666667, "depth": 11.953333333333333, "score": 0.7158333333333333, "score_std": 0.0568739400932307, "time": 1.4125175333023072, "time_std": 0.1588974370792907}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 38.94666666666667, "leaves": 19.973333333333336, "depth": 8.12, "score": 0.8817139834244401, "score_std": 0.03571172351915414, "time": 0.6099963998794555, "time_std": 0.10255767462090391}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 13.893333333333333, "leaves": 7.446666666666666, "depth": 4.913333333333333, "score": 0.7264137931034483, "score_std": 0.10833258391764937, "time": 0.12894450187683104, "time_std": 0.035090520464243366}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 5.8, "leaves": 3.4, "depth": 3.266666666666667, "score": 0.8140511658031088, "score_std": 0.02981810489545611, "time": 0.3194469213485718, "time_std": 0.044092200400199365}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 11.319999999999999, "leaves": 6.159999999999999, "depth": 4.286666666666666, "score": 0.7497835497835497, "score_std": 0.10916475203001313, "time": 0.09177101612091064, "time_std": 0.04807533233605909}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 25.013333333333335, "leaves": 13.006666666666668, "depth": 7.06, "score": 0.7821447368421055, "score_std": 0.04449362182426753, "time": 0.48525233268737794, "time_std": 0.09739452158301685}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 7.2, "leaves": 4.1, "depth": 3.6533333333333338, "score": 0.7463763749402199, "score_std": 0.04841845315147776, "time": 0.7925854253768921, "time_std": 0.26474482919074377}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 18.30666666666667, "leaves": 9.653333333333334, "depth": 6.013333333333334, "score": 0.9034232424677188, "score_std": 0.02051953424392342, "time": 0.5779392433166504, "time_std": 0.09126530364409881}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 10.986666666666668, "leaves": 5.993333333333334, "depth": 4.646666666666666, "score": 0.7222572509457755, "score_std": 0.04191114921787158, "time": 0.5911300945281982, "time_std": 0.06513748277226769}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 16.64, "leaves": 8.82, "depth": 5.86, "score": 0.8702840329069836, "score_std": 0.02516585319573953, "time": 0.6157104969024658, "time_std": 0.14949625406526254}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 6.44, "leaves": 3.72, "depth": 3.3733333333333326, "score": 0.8564102564102563, "score_std": 0.05914134663933742, "time": 0.08128602981567383, "time_std": 0.01560409250979479}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 4.96, "leaves": 2.98, "depth": 2.726666666666667, "score": 0.745291571173924, "score_std": 0.035286510642272624, "time": 0.2924610710144043, "time_std": 0.06212146975664829}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 8.933333333333335, "leaves": 4.966666666666668, "depth": 4.18, "score": 0.8232467532467532, "score_std": 0.0832549921296651, "time": 0.08713021755218506, "time_std": 0.021251254017138642}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 15.279999999999998, "leaves": 8.139999999999999, "depth": 5.48, "score": 0.6344285714285715, "score_std": 0.10849434398039817, "time": 0.14106664657592774, "time_std": 0.026464614567275533}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 13.4, "leaves": 7.2, "depth": 5.18, "score": 0.6007017543859648, "score_std": 0.11984617889987821, "time": 0.13347631454467773, "time_std": 0.028536863342667}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 2.04, "leaves": 1.52, "depth": 1.4733333333333332, "score": 0.8608095238095237, "score_std": 0.07494852352874153, "time": 0.031497864723205565, "time_std": 0.01336109963885159}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 1.68, "leaves": 1.34, "depth": 1.2933333333333332, "score": 0.7105855855855857, "score_std": 0.06690992096175793, "time": 0.03910560131072998, "time_std": 0.017879313554620257}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 3.733333333333334, "leaves": 2.3666666666666667, "depth": 2.1733333333333333, "score": 0.7022222222222222, "score_std": 0.08070675465482167, "time": 0.049937958717346194, "time_std": 0.04346623818312368}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 8.68, "leaves": 4.84, "depth": 4.286666666666667, "score": 0.9195238095238096, "score_std": 0.05126296086320595, "time": 0.10033900737762451, "time_std": 0.016158689852080407}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 1.16, "leaves": 1.08, "depth": 1.08, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.1456705617904663, "time_std": 0.05426568396904894}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 8.16, "leaves": 4.580000000000001, "depth": 3.273333333333334, "score": 0.6992, "score_std": 0.026369679558159203, "time": 0.4306696557998657, "time_std": 0.13788887993777127}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 13.64, "leaves": 7.32, "depth": 4.986666666666667, "score": 0.7803703703703704, "score_std": 0.05051314188831808, "time": 0.1542973756790161, "time_std": 0.03317169699251405}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 48.10666666666667, "leaves": 24.553333333333335, "depth": 10.046666666666667, "score": 0.944025974025974, "score_std": 0.012043738184933026, "time": 40.79137180328369, "time_std": 259.0466581201635}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 49.18666666666667, "leaves": 25.093333333333334, "depth": 9.459999999999999, "score": 0.6911312217194572, "score_std": 0.03286622195561525, "time": 21.66017273426056, "time_std": 133.59426026948262}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 42.906666666666666, "leaves": 21.953333333333333, "depth": 7.84, "score": 0.9366666666666668, "score_std": 0.019790570145063194, "time": 0.9826609706878662, "time_std": 0.21804742463434792}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 12.413333333333332, "leaves": 6.706666666666666, "depth": 4.3, "score": 0.7388536212914485, "score_std": 0.07441523116678399, "time": 0.7622409152984619, "time_std": 0.23227084642631893}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 7.626666666666666, "leaves": 4.3133333333333335, "depth": 3.78, "score": 0.8212903225806452, "score_std": 0.04739191657343731, "time": 0.18162095546722412, "time_std": 0.045257001290933664}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 11.653333333333332, "leaves": 6.326666666666666, "depth": 4.573333333333332, "score": 0.9325079365079365, "score_std": 0.04217414615830906, "time": 0.1537194585800171, "time_std": 0.02869657031091111}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 15.439999999999998, "leaves": 8.219999999999999, "depth": 7.58, "score": 0.9256190476190476, "score_std": 0.07675912791857957, "time": 0.25245697498321534, "time_std": 0.06635616402547787}]}