{ "score_name": "f1_macro", "model": "ExtraTree", "version": "-", "stratified": false, "folds": 5, "date": "2021-12-17", "time": "16:06:20", "duration": 9.53215217590332, "seeds": [ 57, 31, 1714, 17, 23, 79, 83, 97, 7, 1 ], "platform": "bart", "results": [ { "dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 183.12, "depth": 0.0, "score": 0.5727937653363786, "score_std": 0.023487857593735204, "time": 0.0013387441635131837, "time_std": 5.044822768193242e-05 }, { "dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 7.26, "depth": 0.0, "score": 0.5142380952380953, "score_std": 0.30761517393993304, "time": 0.0010179424285888673, "time_std": 4.228327789798473e-06 }, { "dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 53.76, "depth": 0.0, "score": 0.9070138951323944, "score_std": 0.02903776381824311, "time": 0.0013637542724609375, "time_std": 3.0941294117473365e-05 }, { "dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 57.7, "depth": 0.0, "score": 0.5372527452695054, "score_std": 0.09299756634049137, "time": 0.001219649314880371, "time_std": 1.4654354083989228e-05 }, { "dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 53.34, "depth": 0.0, "score": 0.9334919221033554, "score_std": 0.023728892992322302, "time": 0.0012688684463500978, "time_std": 1.57347946236243e-05 }, { "dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 119.58, "depth": 0.0, "score": 0.5859978054054232, "score_std": 0.06648992118041178, "time": 0.0012305307388305665, "time_std": 8.116841791561617e-05 }, { "dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {}, "nodes": 0.0, "leaves": 686.2, "depth": 0.0, "score": 0.6354295232626165, "score_std": 0.03600797841881146, "time": 0.00313784122467041, "time_std": 4.852514334169909e-05 }, { "dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 317.06, "depth": 0.0, "score": 0.7789905775124828, "score_std": 0.029214271580936813, "time": 0.002453274726867676, "time_std": 7.862132781809738e-05 }, { "dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 50.9, "depth": 0.0, "score": 0.6884280028685714, "score_std": 0.0768675369599383, "time": 0.001267695426940918, "time_std": 5.0844107796766986e-05 }, { "dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 165.6, "depth": 0.0, "score": 0.6758769583557732, "score_std": 0.0481074636927063, "time": 0.0015610694885253907, "time_std": 4.0122014699666756e-05 }, { "dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {}, "nodes": 0.0, "leaves": 51.12, "depth": 0.0, "score": 0.87948428121547, "score_std": 0.04971512090462707, "time": 0.001244187355041504, "time_std": 1.4775355466933898e-05 }, { "dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 41.78, "depth": 0.0, "score": 0.6838558372486934, "score_std": 0.09839035830723523, "time": 0.0010835552215576172, "time_std": 7.942389569317182e-06 }, { "dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 25.02, "depth": 0.0, "score": 0.5000780589077803, "score_std": 0.0954728352478733, "time": 0.0010521554946899415, "time_std": 2.430309515234501e-05 }, { "dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 140.96, "depth": 0.0, "score": 0.5441002544124391, "score_std": 0.06607913609295565, "time": 0.0011641836166381835, "time_std": 7.572169568134958e-06 }, { "dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 90.8, "depth": 0.0, "score": 0.7366286989253811, "score_std": 0.054567060935480395, "time": 0.0011853933334350585, "time_std": 1.1350953059582729e-05 }, { "dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 39.22, "depth": 0.0, "score": 0.6556859873238605, "score_std": 0.10358752552698505, "time": 0.001103057861328125, "time_std": 9.988248663910387e-06 }, { "dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 206.1, "depth": 0.0, "score": 0.589681357779014, "score_std": 0.04544178790154917, "time": 0.0014921998977661132, "time_std": 1.7254641654215385e-05 }, { "dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 55.54, "depth": 0.0, "score": 0.8387442365021327, "score_std": 0.04611617688227847, "time": 0.0012976646423339844, "time_std": 1.8325255863762796e-05 }, { "dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 18.4, "depth": 0.0, "score": 0.9311749623217633, "score_std": 0.04473731903535303, "time": 0.001040654182434082, "time_std": 7.355464717699568e-06 }, { "dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {}, "nodes": 0.0, "leaves": 79.7, "depth": 0.0, "score": 0.6983907500978919, "score_std": 0.030353489945598156, "time": 0.0013814926147460937, "time_std": 9.733670264624766e-06 }, { "dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {}, "nodes": 0.0, "leaves": 119.44, "depth": 0.0, "score": 0.5831933894794575, "score_std": 0.05653519276994073, "time": 0.0016816043853759765, "time_std": 2.4495063088821773e-05 }, { "dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {}, "nodes": 0.0, "leaves": 85.7, "depth": 0.0, "score": 0.4972214525831825, "score_std": 0.10132146824648532, "time": 0.0017594289779663086, "time_std": 3.196367517040895e-05 }, { "dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {}, "nodes": 0.0, "leaves": 44.96, "depth": 0.0, "score": 0.5757070025899516, "score_std": 0.15033030843398723, "time": 0.0011002874374389647, "time_std": 8.12422074661507e-06 }, { "dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 307.98, "depth": 0.0, "score": 0.7558760100988807, "score_std": 0.027698417711324114, "time": 0.001572566032409668, "time_std": 1.5753222510564857e-05 }, { "dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 25.72, "depth": 0.0, "score": 0.6509738675500539, "score_std": 0.09401233506670947, "time": 0.0011113739013671874, "time_std": 1.1071678269478209e-05 }, { "dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 92.98, "depth": 0.0, "score": 0.7760355627537484, "score_std": 0.0456538495492241, "time": 0.001982259750366211, "time_std": 7.405348615958506e-05 }, { "dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 278.4, "depth": 0.0, "score": 0.6551349700837547, "score_std": 0.03145405483599261, "time": 0.00225433349609375, "time_std": 4.504707561867515e-05 }, { "dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 135.78, "depth": 0.0, "score": 0.8164511212111962, "score_std": 0.03457396182424007, "time": 0.0017150068283081055, "time_std": 3.202396641619208e-05 }, { "dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 259.5, "depth": 0.0, "score": 0.6740490811098043, "score_std": 0.03494264061305315, "time": 0.002009258270263672, "time_std": 4.837023911024471e-05 }, { "dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 162.4, "depth": 0.0, "score": 0.7414862438913187, "score_std": 0.1097692351858535, "time": 0.0017918014526367187, "time_std": 4.413214223626396e-05 }, { "dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 37.26, "depth": 0.0, "score": 0.7920502260211159, "score_std": 0.08299077782231591, "time": 0.0011276721954345704, "time_std": 1.0498433951516402e-05 }, { "dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 301.64, "depth": 0.0, "score": 0.6308026529361219, "score_std": 0.03833037269479237, "time": 0.0015416240692138672, "time_std": 1.884996814690087e-05 }, { "dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 29.82, "depth": 0.0, "score": 0.5431518620137351, "score_std": 0.11359805075076672, "time": 0.0010464620590209962, "time_std": 3.6281564247964074e-05 }, { "dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 49.08, "depth": 0.0, "score": 0.542784439496199, "score_std": 0.12150447938430403, "time": 0.0010581874847412109, "time_std": 5.820297089278698e-06 }, { "dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 46.38, "depth": 0.0, "score": 0.5187037899672305, "score_std": 0.14528193006843657, "time": 0.001053628921508789, "time_std": 4.498614276311111e-06 }, { "dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 28.94, "depth": 0.0, "score": 0.6224476073119025, "score_std": 0.17126816947868354, "time": 0.0010430479049682616, "time_std": 2.115158531851664e-05 }, { "dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 75.52, "depth": 0.0, "score": 0.5087328810885714, "score_std": 0.09094948446708136, "time": 0.0011597824096679686, "time_std": 1.148982051191036e-05 }, { "dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 44.08, "depth": 0.0, "score": 0.33379642949977606, "score_std": 0.08927219008033142, "time": 0.0010537004470825195, "time_std": 4.734205389836589e-06 }, { "dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 40.74, "depth": 0.0, "score": 0.8793034021633708, "score_std": 0.045278534272845755, "time": 0.0010871839523315429, "time_std": 8.74024300976079e-06 }, { "dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 338.58, "depth": 0.0, "score": 0.5041125564420327, "score_std": 0.04067337035642206, "time": 0.0016298913955688477, "time_std": 1.998600875767018e-05 }, { "dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 369.5, "depth": 0.0, "score": 0.6042137552028227, "score_std": 0.03376794186695017, "time": 0.0019280147552490235, "time_std": 3.058859043478642e-05 }, { "dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 85.76, "depth": 0.0, "score": 0.745563878848253, "score_std": 0.050121638565688235, "time": 0.0011765813827514647, "time_std": 8.292362700678954e-06 }, { "dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {}, "nodes": 0.0, "leaves": 245.46, "depth": 0.0, "score": 0.9287556249057127, "score_std": 0.011460667893450434, "time": 0.002410764694213867, "time_std": 8.451497412115582e-05 }, { "dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {}, "nodes": 0.0, "leaves": 270.46, "depth": 0.0, "score": 0.6623075401083436, "score_std": 0.029778415336198627, "time": 0.0018053340911865234, "time_std": 2.4558208033795686e-05 }, { "dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {}, "nodes": 0.0, "leaves": 93.36, "depth": 0.0, "score": 0.8499390992241962, "score_std": 0.03530229378295565, "time": 0.0016490793228149414, "time_std": 3.008758623856268e-05 }, { "dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 205.74, "depth": 0.0, "score": 0.8512596573489445, "score_std": 0.033883849834244494, "time": 0.0015188694000244141, "time_std": 3.4095090563665865e-05 }, { "dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 96.28, "depth": 0.0, "score": 0.7126615927891775, "score_std": 0.06874434421548915, "time": 0.0011754798889160156, "time_std": 1.4209782517152744e-05 }, { "dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 31.36, "depth": 0.0, "score": 0.871206635236968, "score_std": 0.06266592584827922, "time": 0.0010918426513671876, "time_std": 9.03769833122866e-06 }, { "dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {}, "nodes": 0.0, "leaves": 15.12, "depth": 0.0, "score": 0.8406797859601045, "score_std": 0.13150110641628587, "time": 0.0010422801971435548, "time_std": 4.515816565548519e-06 } ], "title": "default" }