bug-2022: part 4 cross validation done
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5 changed files with 2804 additions and 148 deletions
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bug-2022/.gitignore
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bug-2022/.gitignore
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env/
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env/
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*.iml
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*.iml
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.idea/
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.idea/
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__pycache__/
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bug-2022/evaluate_classifiers.py
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bug-2022/evaluate_classifiers.py
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#!/usr/bin/env python3
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import os
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import pandas as pd
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import glob
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from train_classifiers import perform_grid_search, load_dataset
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DIR: str = os.path.dirname(os.path.realpath(__file__))
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OUT_DIR: str = DIR + '/models'
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RANDOM_STATES: list[int] = [
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0xDEADB017,
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0xDEADBEEF,
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4, # chosen by a fair dice roll
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0xDECAFBAD,
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0x000FF1CE,
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2976579770 - 5,
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42,
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2056,
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25,
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6 // 2,
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91,
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7, # Where is Cherapunji?
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115,
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65,
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76,
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85,
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83,
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111,
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110,
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101,
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]
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def clean_output():
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filelist = glob.glob(OUT_DIR + '/models.csv')
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for f in filelist:
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os.remove(f)
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def main():
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if not os.path.exists(OUT_DIR + '/evaluation.csv'):
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X, y = load_dataset()
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dfs: list[pd.DataFrame] = []
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for i, state in enumerate(RANDOM_STATES):
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print("Iteration " + str(i + 1) + " of " + len(RANDOM_STATES)+ "...")
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dfs.append(perform_grid_search(X, y, state))
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# concatenate all runs in single dataframe
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df = pd.concat(dfs, ignore_index=True)
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df.to_csv(OUT_DIR + '/evaluation.csv', index=False)
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else:
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df = pd.read_csv(OUT_DIR + '/evaluation.csv')
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# TODO: statistical analysis
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if __name__ == '__main__':
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main()
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bug-2022/models/evaluation.csv
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bug-2022/models/evaluation.csv
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mean_fit_time,std_fit_time,mean_score_time,std_score_time,params,split0_test_precision,split1_test_precision,split2_test_precision,split3_test_precision,split4_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_recall,split1_test_recall,split2_test_recall,split3_test_recall,split4_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,split3_test_f1,split4_test_f1,mean_test_f1,std_test_f1,rank_test_f1,classifier,param_gamma,param_kernel,param_criterion,param_splitter,param_class_weight,param_max_features,param_activation,param_hidden_layer_sizes,param_learning_rate,param_max_iter,param_solver
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mean_fit_time,std_fit_time,mean_score_time,std_score_time,params,split0_test_precision,split1_test_precision,split2_test_precision,split3_test_precision,split4_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_recall,split1_test_recall,split2_test_recall,split3_test_recall,split4_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,split3_test_f1,split4_test_f1,mean_test_f1,std_test_f1,rank_test_f1,classifier,param_gamma,param_kernel,param_criterion,param_splitter,param_class_weight,param_max_features,param_activation,param_hidden_layer_sizes,param_learning_rate,param_max_iter,param_solver
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0.0007423877716064454,7.04728217174239e-05,0.00283050537109375,9.592939743102134e-05,{},0.42857142857142855,0.5,0.625,0.5714285714285714,0.3333333333333333,0.4916666666666667,0.10320817524615832,1,0.4,0.4,0.6666666666666666,0.5333333333333333,0.5333333333333333,0.5066666666666666,0.09977753031397174,1,0.4137931034482759,0.4444444444444445,0.6451612903225806,0.5517241379310344,0.4102564102564102,0.4930758772805491,0.09173813813446069,1,GaussianNB,,,,,,,,,,,
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0.0006850719451904297,6.580190380137944e-05,0.0026552677154541016,9.092660721499006e-05,{},0.42857142857142855,0.4375,0.75,0.35,0.6923076923076923,0.5316758241758242,0.15872854195194258,1,0.4,0.4666666666666667,0.6,0.4666666666666667,0.6,0.5066666666666667,0.07999999999999999,1,0.4137931034482759,0.45161290322580644,0.6666666666666665,0.4,0.6428571428571429,0.5149859632395783,0.11561659545178514,1,GaussianNB,,,,,,,,,,,
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0.006285238265991211,0.0006688574506527966,0.0031412124633789064,1.9395845971956088e-05,"{'gamma': 'scale', 'kernel': 'linear'}",0.7142857142857143,1.0,0.6666666666666666,0.6666666666666666,0.42857142857142855,0.6952380952380952,0.18220120447341898,1,0.3333333333333333,0.13333333333333333,0.26666666666666666,0.26666666666666666,0.2,0.24,0.06798692684790378,3,0.4545454545454545,0.23529411764705882,0.3809523809523809,0.3809523809523809,0.27272727272727276,0.34489432136490955,0.07980479420970431,1,SVC,scale,linear,,,,,,,,,
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0.006151342391967773,0.0011809881316627278,0.0030619144439697266,0.00010675984648187538,"{'gamma': 'scale', 'kernel': 'linear'}",0.5,0.7142857142857143,1.0,0.75,0.7142857142857143,0.7357142857142858,0.1590789817951435,1,0.13333333333333333,0.3333333333333333,0.2,0.2,0.3333333333333333,0.24,0.07999999999999999,3,0.2105263157894737,0.4545454545454545,0.33333333333333337,0.31578947368421056,0.4545454545454545,0.35374800637958537,0.09240163726792185,1,SVC,scale,linear,,,,,,,,,
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0.004173183441162109,0.00029746753766620143,0.003175973892211914,9.203908307825466e-05,"{'gamma': 'scale', 'kernel': 'poly'}",0.25,0.75,0.8,0.75,0.5,0.61,0.2083266665599966,3,0.13333333333333333,0.2,0.26666666666666666,0.2,0.26666666666666666,0.21333333333333332,0.049888765156985884,5,0.1739130434782609,0.31578947368421056,0.4,0.31578947368421056,0.3478260869565218,0.31066361556064076,0.07498707444994873,4,SVC,scale,poly,,,,,,,,,
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0.004233360290527344,0.00031994867240936074,0.003114652633666992,1.7857790310006184e-05,"{'gamma': 'scale', 'kernel': 'poly'}",0.3333333333333333,0.6,1.0,0.3333333333333333,0.5714285714285714,0.5676190476190476,0.24404750290357283,3,0.13333333333333333,0.2,0.13333333333333333,0.2,0.26666666666666666,0.18666666666666668,0.049888765156985884,5,0.19047619047619044,0.3,0.23529411764705882,0.25,0.36363636363636365,0.2678813343519225,0.059285511595118995,5,SVC,scale,poly,,,,,,,,,
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0.004427480697631836,0.00015539635021160435,0.004806804656982422,0.00014942971890440543,"{'gamma': 'scale', 'kernel': 'rbf'}",0.6666666666666666,1.0,0.75,0.5,0.0,0.5833333333333333,0.33333333333333337,5,0.13333333333333333,0.13333333333333333,0.2,0.2,0.0,0.13333333333333336,0.07302967433402216,7,0.2222222222222222,0.23529411764705882,0.31578947368421056,0.28571428571428575,0.0,0.2118040198535555,0.11117281004727667,7,SVC,scale,rbf,,,,,,,,,
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0.004271554946899414,9.171382321961535e-05,0.004574728012084961,6.672797244347188e-05,"{'gamma': 'scale', 'kernel': 'rbf'}",0.3333333333333333,0.75,1.0,0.0,0.5,0.5166666666666666,0.34318767136623335,6,0.06666666666666667,0.2,0.13333333333333333,0.0,0.13333333333333333,0.10666666666666666,0.0679869268479038,7,0.1111111111111111,0.31578947368421056,0.23529411764705882,0.0,0.2105263157894737,0.17454420364637083,0.10901828012637575,8,SVC,scale,rbf,,,,,,,,,
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0.0033874034881591795,0.00039109939540946353,0.003376340866088867,6.714192295872801e-05,"{'gamma': 'scale', 'kernel': 'sigmoid'}",0.42857142857142855,0.625,0.35294117647058826,0.26666666666666666,0.1875,0.3721358543417367,0.15013849214244676,8,0.2,0.3333333333333333,0.4,0.26666666666666666,0.2,0.27999999999999997,0.077746025264604,1,0.27272727272727276,0.43478260869565216,0.37500000000000006,0.26666666666666666,0.19354838709677422,0.3085449870372732,0.08557233927288813,5,SVC,scale,sigmoid,,,,,,,,,
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0.002977466583251953,0.00010405517697320304,0.003174591064453125,6.11163880285661e-05,"{'gamma': 'scale', 'kernel': 'sigmoid'}",0.4,0.26666666666666666,1.0,0.3333333333333333,0.5454545454545454,0.509090909090909,0.26224992460788454,7,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.4,0.29333333333333333,0.053333333333333344,1,0.32,0.26666666666666666,0.4210526315789474,0.2962962962962963,0.4615384615384615,0.35311081121607435,0.07505924508078918,3,SVC,scale,sigmoid,,,,,,,,,
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0.0063323974609375,0.0007743547697311502,0.003120231628417969,2.7272584440366456e-05,"{'gamma': 'auto', 'kernel': 'linear'}",0.7142857142857143,1.0,0.6666666666666666,0.6666666666666666,0.42857142857142855,0.6952380952380952,0.18220120447341898,1,0.3333333333333333,0.13333333333333333,0.26666666666666666,0.26666666666666666,0.2,0.24,0.06798692684790378,3,0.4545454545454545,0.23529411764705882,0.3809523809523809,0.3809523809523809,0.27272727272727276,0.34489432136490955,0.07980479420970431,1,SVC,auto,linear,,,,,,,,,
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0.005846929550170898,0.0011717428398146231,0.0029455184936523437,7.307597513177465e-06,"{'gamma': 'auto', 'kernel': 'linear'}",0.5,0.7142857142857143,1.0,0.75,0.7142857142857143,0.7357142857142858,0.1590789817951435,1,0.13333333333333333,0.3333333333333333,0.2,0.2,0.3333333333333333,0.24,0.07999999999999999,3,0.2105263157894737,0.4545454545454545,0.33333333333333337,0.31578947368421056,0.4545454545454545,0.35374800637958537,0.09240163726792185,1,SVC,auto,linear,,,,,,,,,
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0.0041983604431152345,0.0002696866527637961,0.003224611282348633,2.1358366160400856e-05,"{'gamma': 'auto', 'kernel': 'poly'}",0.25,0.75,0.8,0.6,0.5714285714285714,0.5942857142857143,0.19269305188537017,4,0.13333333333333333,0.2,0.26666666666666666,0.2,0.26666666666666666,0.21333333333333332,0.049888765156985884,5,0.1739130434782609,0.31578947368421056,0.4,0.3,0.36363636363636365,0.31066777615976704,0.0769776689956566,3,SVC,auto,poly,,,,,,,,,
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0.003804731369018555,0.0002341836270486602,0.0031124114990234374,0.0001769845590183892,"{'gamma': 'auto', 'kernel': 'poly'}",0.3333333333333333,0.6,1.0,0.3333333333333333,0.5714285714285714,0.5676190476190476,0.24404750290357283,3,0.13333333333333333,0.2,0.13333333333333333,0.2,0.26666666666666666,0.18666666666666668,0.049888765156985884,5,0.19047619047619044,0.3,0.23529411764705882,0.25,0.36363636363636365,0.2678813343519225,0.059285511595118995,5,SVC,auto,poly,,,,,,,,,
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0.004366445541381836,0.0001752091663583595,0.004625844955444336,5.7817640981632584e-05,"{'gamma': 'auto', 'kernel': 'rbf'}",0.6666666666666666,1.0,0.75,0.5,0.0,0.5833333333333333,0.33333333333333337,5,0.13333333333333333,0.13333333333333333,0.2,0.2,0.0,0.13333333333333336,0.07302967433402216,7,0.2222222222222222,0.23529411764705882,0.31578947368421056,0.28571428571428575,0.0,0.2118040198535555,0.11117281004727667,7,SVC,auto,rbf,,,,,,,,,
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0.0042511940002441405,0.00014782916314443731,0.0045261383056640625,0.0001086075530760813,"{'gamma': 'auto', 'kernel': 'rbf'}",0.5,0.75,1.0,0.0,0.5,0.55,0.33166247903554,5,0.06666666666666667,0.2,0.13333333333333333,0.0,0.13333333333333333,0.10666666666666666,0.0679869268479038,7,0.11764705882352941,0.31578947368421056,0.23529411764705882,0.0,0.2105263157894737,0.17585139318885448,0.10828657455702378,7,SVC,auto,rbf,,,,,,,,,
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0.0033074378967285155,0.0001491025342117052,0.003362894058227539,5.046955851323005e-05,"{'gamma': 'auto', 'kernel': 'sigmoid'}",0.42857142857142855,0.5,0.5555555555555556,0.26666666666666666,0.2,0.39015873015873015,0.1358730158730159,7,0.2,0.3333333333333333,0.3333333333333333,0.26666666666666666,0.13333333333333333,0.2533333333333333,0.077746025264604,2,0.27272727272727276,0.4,0.4166666666666667,0.26666666666666666,0.16,0.3032121212121212,0.09488354468685073,6,SVC,auto,sigmoid,,,,,,,,,
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0.0029306888580322267,0.000130469774447464,0.0031705856323242187,0.00010769233941365523,"{'gamma': 'auto', 'kernel': 'sigmoid'}",0.36363636363636365,0.26666666666666666,1.0,0.36363636363636365,0.5454545454545454,0.5078787878787879,0.26206497907937154,8,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.4,0.29333333333333333,0.053333333333333344,1,0.30769230769230765,0.26666666666666666,0.4210526315789474,0.30769230769230765,0.4615384615384615,0.35292847503373814,0.07479405207340159,4,SVC,auto,sigmoid,,,,,,,,,
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0.0016054153442382813,0.00014808558545298584,0.002702760696411133,6.182858956883495e-05,"{'criterion': 'gini', 'splitter': 'best'}",0.47058823529411764,0.46153846153846156,0.5263157894736842,0.5,0.375,0.4666884972612527,0.051212462440304515,3,0.5333333333333333,0.4,0.6666666666666666,0.4,0.4,0.48,0.10666666666666665,2,0.5,0.42857142857142855,0.5882352941176471,0.4444444444444445,0.38709677419354843,0.46966958826541366,0.06945703235093705,3,DecisionTreeClassifier,,,gini,best,,,,,,,
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0.0015916824340820312,0.00021196642626450084,0.0025609493255615234,1.7725006340772922e-05,"{'criterion': 'gini', 'splitter': 'best'}",0.2857142857142857,0.5294117647058824,0.5333333333333333,0.391304347826087,0.4444444444444444,0.4368416352048065,0.09257515832851611,1,0.26666666666666666,0.6,0.5333333333333333,0.6,0.5333333333333333,0.5066666666666666,0.12364824660660938,1,0.2758620689655172,0.5625,0.5333333333333333,0.47368421052631576,0.4848484848484848,0.46604561953473017,0.10041191429570306,1,DecisionTreeClassifier,,,gini,best,,,,,,,
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0.000792837142944336,8.122128438731559e-05,0.002693319320678711,0.00010676304108566751,"{'criterion': 'gini', 'splitter': 'random'}",0.42857142857142855,0.5,0.3157894736842105,0.3333333333333333,0.3333333333333333,0.3822055137844611,0.07101184332702314,4,0.4,0.6,0.4,0.3333333333333333,0.3333333333333333,0.4133333333333333,0.09797958971132713,4,0.4137931034482759,0.5454545454545454,0.35294117647058826,0.3333333333333333,0.3333333333333333,0.3957710984080152,0.08045033028348736,4,DecisionTreeClassifier,,,gini,random,,,,,,,
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0.0007139205932617188,1.5094438221233843e-05,0.002562808990478516,8.792959945190052e-06,"{'criterion': 'gini', 'splitter': 'random'}",0.2857142857142857,0.35,0.6666666666666666,0.2857142857142857,0.4666666666666667,0.4109523809523809,0.14392930993547978,2,0.26666666666666666,0.4666666666666667,0.5333333333333333,0.26666666666666666,0.4666666666666667,0.4,0.1115546702045434,3,0.2758620689655172,0.4,0.5925925925925926,0.2758620689655172,0.4666666666666667,0.4021966794380587,0.12027691050759233,3,DecisionTreeClassifier,,,gini,random,,,,,,,
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0.0016440391540527345,6.233678874052185e-05,0.0026673793792724608,0.00010989564511655804,"{'criterion': 'entropy', 'splitter': 'best'}",0.5625,0.5384615384615384,0.5,0.5,0.5,0.5201923076923076,0.02587235393668021,1,0.6,0.4666666666666667,0.5333333333333333,0.4,0.5333333333333333,0.5066666666666666,0.06798692684790378,1,0.5806451612903225,0.5,0.5161290322580646,0.4444444444444445,0.5161290322580646,0.5114695340501793,0.04348011522328528,1,DecisionTreeClassifier,,,entropy,best,,,,,,,
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0.0016063690185546876,6.859938522755814e-05,0.002575397491455078,3.265969054108275e-05,"{'criterion': 'entropy', 'splitter': 'best'}",0.15384615384615385,0.4666666666666667,0.5,0.3333333333333333,0.47058823529411764,0.38488687782805425,0.12909010149367547,4,0.13333333333333333,0.4666666666666667,0.3333333333333333,0.4,0.5333333333333333,0.37333333333333335,0.13727506854649335,4,0.14285714285714288,0.4666666666666667,0.4,0.3636363636363636,0.5,0.3746320346320346,0.1254364692894946,4,DecisionTreeClassifier,,,entropy,best,,,,,,,
|
||||||
0.0008202552795410156,0.00010772706513364226,0.002626943588256836,2.302703858685773e-05,"{'criterion': 'entropy', 'splitter': 'random'}",0.6,0.6363636363636364,0.4117647058823529,0.46153846153846156,0.42105263157894735,0.5061438870726797,0.09370565471727985,2,0.4,0.4666666666666667,0.4666666666666667,0.4,0.5333333333333333,0.4533333333333333,0.04988876515698587,3,0.48,0.5384615384615385,0.43749999999999994,0.42857142857142855,0.47058823529411764,0.47102424046541697,0.038870707370047254,2,DecisionTreeClassifier,,,entropy,random,,,,,,,
|
0.000733184814453125,1.9317143518566763e-05,0.002565288543701172,8.026743092537236e-06,"{'criterion': 'entropy', 'splitter': 'random'}",0.42105263157894735,0.35,0.6153846153846154,0.29411764705882354,0.35294117647058826,0.4066992140985949,0.11183465833936787,3,0.5333333333333333,0.4666666666666667,0.5333333333333333,0.3333333333333333,0.4,0.4533333333333333,0.07774602526460402,2,0.47058823529411764,0.4,0.5714285714285715,0.3125,0.37500000000000006,0.4259033613445379,0.08865301283007822,2,DecisionTreeClassifier,,,entropy,random,,,,,,,
|
||||||
0.13302092552185057,0.002269015176868814,0.010986566543579102,0.0001189285787967791,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.7777777777777778,0.75,0.8888888888888888,0.7,0.5,0.7233333333333333,0.12767628819753976,1,0.4666666666666667,0.4,0.5333333333333333,0.4666666666666667,0.26666666666666666,0.42666666666666664,0.09043106644167023,4,0.5833333333333334,0.5217391304347827,0.6666666666666667,0.56,0.3478260869565218,0.535913043478261,0.10535936443040032,2,RandomForestClassifier,,,gini,,balanced,sqrt,,,,,
|
0.12626852989196777,0.0017556984135065749,0.010116910934448243,2.9770299873584688e-05,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.6,0.4444444444444444,0.8571428571428571,0.5555555555555556,0.5714285714285714,0.6057142857142856,0.13634393988018276,6,0.4,0.26666666666666666,0.4,0.3333333333333333,0.26666666666666666,0.33333333333333337,0.059628479399994404,7,0.48,0.33333333333333337,0.5454545454545455,0.4166666666666667,0.36363636363636365,0.4278181818181818,0.07711329958813892,7,RandomForestClassifier,,,gini,,balanced,sqrt,,,,,
|
||||||
0.13147373199462892,0.0005338610432091862,0.011038064956665039,0.0004474278184982239,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'log2'}",0.7777777777777778,0.75,0.8888888888888888,0.5454545454545454,0.5,0.6924242424242424,0.14685076238695957,2,0.4666666666666667,0.4,0.5333333333333333,0.4,0.3333333333333333,0.42666666666666664,0.06798692684790379,4,0.5833333333333334,0.5217391304347827,0.6666666666666667,0.4615384615384615,0.4,0.5266555183946489,0.09286712943843352,4,RandomForestClassifier,,,gini,,balanced,log2,,,,,
|
0.12432093620300293,0.00046870437713749936,0.009902667999267579,8.059893727089631e-05,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'log2'}",0.6,0.4444444444444444,0.8333333333333334,0.5,0.625,0.6005555555555555,0.1336154422952418,8,0.4,0.26666666666666666,0.3333333333333333,0.4,0.3333333333333333,0.3466666666666666,0.0498887651569859,6,0.48,0.33333333333333337,0.47619047619047616,0.4444444444444445,0.43478260869565216,0.43375017253278125,0.05317744049174164,6,RandomForestClassifier,,,gini,,balanced,log2,,,,,
|
||||||
0.13478245735168456,0.0016788268082505702,0.010595464706420898,0.00017647907495442738,"{'class_weight': 'balanced', 'criterion': 'entropy', 'max_features': 'sqrt'}",0.7,0.6666666666666666,0.8888888888888888,0.5714285714285714,0.5,0.6653968253968253,0.13216189862331665,5,0.4666666666666667,0.4,0.5333333333333333,0.26666666666666666,0.3333333333333333,0.39999999999999997,0.09428090415820635,8,0.56,0.5,0.6666666666666667,0.36363636363636365,0.4,0.49806060606060604,0.10950252312694084,7,RandomForestClassifier,,,entropy,,balanced,sqrt,,,,,
|
0.12819743156433105,0.0008136834272914408,0.009805107116699218,8.574104926436194e-05,"{'class_weight': 'balanced', 'criterion': 'entropy', 'max_features': 'sqrt'}",0.6666666666666666,0.5454545454545454,1.0,0.45454545454545453,0.8571428571428571,0.7047619047619047,0.19991190128768369,2,0.4,0.4,0.2,0.3333333333333333,0.4,0.3466666666666667,0.07774602526460402,4,0.5,0.4615384615384615,0.33333333333333337,0.3846153846153846,0.5454545454545455,0.44498834498834494,0.0768184638650558,4,RandomForestClassifier,,,entropy,,balanced,sqrt,,,,,
|
||||||
0.13531460762023925,0.0014786637286605619,0.01061854362487793,0.0001862373336032819,"{'class_weight': 'balanced', 'criterion': 'entropy', 'max_features': 'log2'}",0.7,0.6666666666666666,0.7777777777777778,0.6,0.5,0.6488888888888888,0.09391354048495751,8,0.4666666666666667,0.4,0.4666666666666667,0.4,0.3333333333333333,0.4133333333333334,0.0498887651569859,6,0.56,0.5,0.5833333333333334,0.48,0.4,0.5046666666666667,0.06455316499685444,6,RandomForestClassifier,,,entropy,,balanced,log2,,,,,
|
0.12915968894958496,0.000995752779460941,0.009845876693725586,0.00012038656653468384,"{'class_weight': 'balanced', 'criterion': 'entropy', 'max_features': 'log2'}",0.5454545454545454,0.5384615384615384,0.8333333333333334,0.5454545454545454,0.625,0.6175407925407925,0.11248861533622863,5,0.4,0.4666666666666667,0.3333333333333333,0.4,0.3333333333333333,0.38666666666666666,0.0498887651569859,2,0.4615384615384615,0.5,0.47619047619047616,0.4615384615384615,0.43478260869565216,0.4668100015926102,0.021311506107381768,3,RandomForestClassifier,,,entropy,,balanced,log2,,,,,
|
||||||
0.1650102138519287,0.005489192947411782,0.011378049850463867,0.001332666081590959,"{'class_weight': 'balanced_subsample', 'criterion': 'gini', 'max_features': 'sqrt'}",0.7,0.6666666666666666,0.875,0.5454545454545454,0.5,0.6574242424242425,0.13157274259209153,6,0.4666666666666667,0.4,0.4666666666666667,0.4,0.26666666666666666,0.4,0.07302967433402216,7,0.56,0.5,0.608695652173913,0.4615384615384615,0.3478260869565218,0.49561204013377935,0.08939201708694904,8,RandomForestClassifier,,,gini,,balanced_subsample,sqrt,,,,,
|
0.1547520637512207,0.0013918581655943387,0.009849882125854493,0.00014705742997790706,"{'class_weight': 'balanced_subsample', 'criterion': 'gini', 'max_features': 'sqrt'}",0.6666666666666666,0.5,1.0,0.6666666666666666,0.7142857142857143,0.7095238095238094,0.16246402008792363,1,0.4,0.3333333333333333,0.3333333333333333,0.4,0.3333333333333333,0.36,0.03265986323710906,3,0.5,0.4,0.5,0.5,0.4545454545454545,0.4709090909090909,0.0395846201037768,2,RandomForestClassifier,,,gini,,balanced_subsample,sqrt,,,,,
|
||||||
0.1865290641784668,0.0124469621948864,0.011737585067749023,0.0011538109720151258,"{'class_weight': 'balanced_subsample', 'criterion': 'gini', 'max_features': 'log2'}",0.7,0.75,0.8888888888888888,0.5833333333333334,0.5,0.6844444444444444,0.13459587431535947,4,0.4666666666666667,0.4,0.5333333333333333,0.4666666666666667,0.3333333333333333,0.44000000000000006,0.06798692684790379,1,0.56,0.5217391304347827,0.6666666666666667,0.5185185185185186,0.4,0.5333848631239936,0.08558102321066285,3,RandomForestClassifier,,,gini,,balanced_subsample,log2,,,,,
|
0.15592341423034667,0.002889721271852825,0.009905004501342773,0.0001107766304577005,"{'class_weight': 'balanced_subsample', 'criterion': 'gini', 'max_features': 'log2'}",0.5454545454545454,0.5,0.75,0.5555555555555556,0.6666666666666666,0.6035353535353536,0.0914685367488628,7,0.4,0.3333333333333333,0.2,0.3333333333333333,0.4,0.3333333333333333,0.07302967433402216,8,0.4615384615384615,0.4,0.31578947368421056,0.4166666666666667,0.5,0.41879892037786776,0.06227226626968653,8,RandomForestClassifier,,,gini,,balanced_subsample,log2,,,,,
|
||||||
0.18512792587280275,0.021370909818433374,0.011930274963378906,0.001625654009975366,"{'class_weight': 'balanced_subsample', 'criterion': 'entropy', 'max_features': 'sqrt'}",0.8,0.75,0.8,0.5454545454545454,0.5555555555555556,0.6902020202020202,0.11555820439148168,3,0.5333333333333333,0.4,0.5333333333333333,0.4,0.3333333333333333,0.44000000000000006,0.07999999999999999,1,0.64,0.5217391304347827,0.64,0.4615384615384615,0.4166666666666667,0.5359888517279823,0.09123632712230355,1,RandomForestClassifier,,,entropy,,balanced_subsample,sqrt,,,,,
|
0.15846052169799804,0.0011929362041705569,0.009829998016357422,8.474551418914386e-05,"{'class_weight': 'balanced_subsample', 'criterion': 'entropy', 'max_features': 'sqrt'}",0.5454545454545454,0.6,1.0,0.5,0.6666666666666666,0.6624242424242424,0.17772772481794266,3,0.4,0.4,0.2,0.3333333333333333,0.4,0.3466666666666667,0.07774602526460402,4,0.4615384615384615,0.48,0.33333333333333337,0.4,0.5,0.43497435897435893,0.06085293380705407,5,RandomForestClassifier,,,entropy,,balanced_subsample,sqrt,,,,,
|
||||||
0.16613612174987794,0.0008845499016503403,0.010677242279052734,7.291986152094173e-05,"{'class_weight': 'balanced_subsample', 'criterion': 'entropy', 'max_features': 'log2'}",0.6363636363636364,0.75,0.875,0.5384615384615384,0.45454545454545453,0.6508741258741259,0.14929865215346982,7,0.4666666666666667,0.4,0.4666666666666667,0.4666666666666667,0.3333333333333333,0.42666666666666675,0.053333333333333344,3,0.5384615384615385,0.5217391304347827,0.608695652173913,0.5,0.3846153846153846,0.5107023411371238,0.07281144617816618,5,RandomForestClassifier,,,entropy,,balanced_subsample,log2,,,,,
|
0.15873494148254394,0.0008331301448108974,0.009905576705932617,0.00010603994310290327,"{'class_weight': 'balanced_subsample', 'criterion': 'entropy', 'max_features': 'log2'}",0.6666666666666666,0.5833333333333334,0.7142857142857143,0.5833333333333334,0.6666666666666666,0.6428571428571429,0.05161781759209236,4,0.4,0.4666666666666667,0.3333333333333333,0.4666666666666667,0.4,0.4133333333333333,0.04988876515698589,1,0.5,0.5185185185185186,0.4545454545454545,0.5185185185185186,0.5,0.4983164983164984,0.023400067816692384,1,RandomForestClassifier,,,entropy,,balanced_subsample,log2,,,,,
|
||||||
0.009339666366577149,0.0007928127185369816,0.0029808998107910155,0.0002166133444215715,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(10,)",constant,2000,lbfgs
|
0.008099079132080078,0.0008577040966291218,0.0025570869445800783,1.4717515353287068e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(10,)",constant,2000,lbfgs
|
||||||
0.20124430656433107,0.03403957283245018,0.003308010101318359,0.00046020431863945995,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.75,0.625,0.625,0.5,0.6,0.09354143466934853,26,0.26666666666666666,0.2,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.29333333333333333,0.05333333333333333,88,0.3478260869565218,0.31578947368421056,0.43478260869565216,0.43478260869565216,0.4,0.38663615560640735,0.04762400234150762,81,MLPClassifier,,,,,,,identity,"(10,)",constant,2000,sgd
|
0.15104808807373046,0.010033015061309124,0.002727985382080078,0.00014388666926883195,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.6666666666666666,0.6666666666666666,0.5714285714285714,0.7,0.6209523809523809,0.07417574277569809,39,0.2,0.4,0.26666666666666666,0.26666666666666666,0.4666666666666667,0.32,0.09797958971132713,62,0.28571428571428575,0.5,0.3809523809523809,0.36363636363636365,0.56,0.4180606060606061,0.09870706446286803,64,MLPClassifier,,,,,,,identity,"(10,)",constant,2000,sgd
|
||||||
0.1948117733001709,0.037206202870292304,0.003155517578125,0.0004683599672825669,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.5555555555555556,0.6666666666666666,0.625,0.5454545454545454,0.5714285714285714,0.5928210678210679,0.04599695836129538,28,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.26666666666666666,0.32,0.0498887651569859,65,0.4166666666666667,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.36363636363636365,0.41151529629790495,0.035487196256680016,57,MLPClassifier,,,,,,,identity,"(10,)",constant,2000,adam
|
0.1728518009185791,0.03392474982925183,0.002622032165527344,2.9760751340894407e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6666666666666666,1.0,0.6,0.6363636363636364,0.7006060606060606,0.15176222279650461,20,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5384615384615385,0.42769230769230776,0.10520197536786931,54,MLPClassifier,,,,,,,identity,"(10,)",constant,2000,adam
|
||||||
0.009259462356567383,0.0015381071981169772,0.0028306007385253905,7.03237979495271e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(10,)",invscaling,2000,lbfgs
|
0.008796119689941406,0.0007829260525204332,0.0025585174560546877,9.724906506689817e-06,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(10,)",invscaling,2000,lbfgs
|
||||||
0.19477643966674804,0.17760258797410255,0.0029500484466552734,0.00018221323614782308,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.16417910447761194,0.08571428571428572,0.06504065040650407,0.23076923076923078,0.14285714285714285,0.1377120828449551,0.05894321955158484,100,0.7333333333333333,0.8,0.5333333333333333,0.6,0.6,0.6533333333333333,0.09797958971132714,3,0.2682926829268293,0.15483870967741936,0.11594202898550725,0.33333333333333337,0.23076923076923073,0.220635197138464,0.07792899551670066,91,MLPClassifier,,,,,,,identity,"(10,)",invscaling,2000,sgd
|
0.18587260246276854,0.19831764933297386,0.0026339054107666015,6.276408831152697e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.22807017543859648,0.050505050505050504,0.05217391304347826,0.2727272727272727,0.21052631578947367,0.16280054550077433,0.0932419316678663,97,0.8666666666666667,0.3333333333333333,0.4,0.2,0.26666666666666666,0.4133333333333334,0.23626726862225803,36,0.3611111111111111,0.08771929824561404,0.09230769230769231,0.23076923076923075,0.23529411764705882,0.2014402900161414,0.10231659432562291,95,MLPClassifier,,,,,,,identity,"(10,)",invscaling,2000,sgd
|
||||||
0.19190340042114257,0.01524357095429908,0.0027803421020507813,2.1146316760778618e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5714285714285714,0.6067099567099566,0.043036867895746025,23,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.26666666666666666,0.32,0.0498887651569859,65,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.36363636363636365,0.415138484703702,0.03673118356170765,52,MLPClassifier,,,,,,,identity,"(10,)",invscaling,2000,adam
|
0.1552041530609131,0.022363558334643794,0.0025978565216064455,5.9034751144310764e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.5555555555555556,1.0,0.5,0.7777777777777778,0.6866666666666666,0.18222222222222223,23,0.2,0.3333333333333333,0.3333333333333333,0.26666666666666666,0.4666666666666667,0.32,0.08844332774281066,62,0.3,0.4166666666666667,0.5,0.3478260869565218,0.5833333333333334,0.4295652173913044,0.10221594366260275,51,MLPClassifier,,,,,,,identity,"(10,)",invscaling,2000,adam
|
||||||
0.008767652511596679,0.0006995990659209224,0.0027564048767089845,5.5725802527311884e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(10,)",adaptive,2000,lbfgs
|
0.00925898551940918,0.0013819938315561024,0.002606487274169922,5.893522093002462e-06,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(10,)",adaptive,2000,lbfgs
|
||||||
0.20451765060424804,0.018346647257236334,0.0027574539184570313,1.6485468125299855e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.4444444444444444,0.6,0.7142857142857143,0.625,0.4444444444444444,0.5656349206349207,0.10599669128736988,42,0.26666666666666666,0.2,0.3333333333333333,0.3333333333333333,0.26666666666666666,0.27999999999999997,0.04988876515698587,92,0.33333333333333337,0.3,0.4545454545454545,0.43478260869565216,0.33333333333333337,0.3711989459815547,0.06152466465616364,84,MLPClassifier,,,,,,,identity,"(10,)",adaptive,2000,sgd
|
0.1933866024017334,0.04000210605141511,0.002638578414916992,8.965806668459914e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.2857142857142857,0.6666666666666666,1.0,0.8,0.8333333333333334,0.7171428571428572,0.24043799791006884,15,0.13333333333333333,0.4,0.26666666666666666,0.26666666666666666,0.3333333333333333,0.27999999999999997,0.08844332774281068,88,0.18181818181818182,0.5,0.4210526315789474,0.4,0.47619047619047616,0.3958122579175211,0.11292813805682582,73,MLPClassifier,,,,,,,identity,"(10,)",adaptive,2000,sgd
|
||||||
0.17567076683044433,0.02696213488957541,0.0029958248138427734,0.00025045612888551,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5714285714285714,0.6067099567099566,0.043036867895746025,23,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.26666666666666666,0.32,0.0498887651569859,65,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.36363636363636365,0.415138484703702,0.03673118356170765,52,MLPClassifier,,,,,,,identity,"(10,)",adaptive,2000,adam
|
0.17198996543884276,0.014366616866441891,0.002631092071533203,3.841591444811413e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6363636363636364,1.0,0.5,0.7,0.6872727272727273,0.1692570054216295,22,0.2,0.4666666666666667,0.3333333333333333,0.26666666666666666,0.4666666666666667,0.3466666666666667,0.10666666666666667,58,0.3,0.5384615384615385,0.5,0.3478260869565218,0.56,0.44925752508361205,0.10522565841902934,25,MLPClassifier,,,,,,,identity,"(10,)",adaptive,2000,adam
|
||||||
0.016279983520507812,0.002330063450827653,0.00318603515625,0.0002234373852180452,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(50,)",constant,2000,lbfgs
|
0.012585306167602539,0.000979291868508052,0.0027656078338623045,1.4580148974509672e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(50,)",constant,2000,lbfgs
|
||||||
0.21524033546447754,0.048984556054449846,0.002980613708496094,0.00017999403326231518,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.625,1.0,0.625,0.75,0.6666666666666666,0.7333333333333333,0.14092945437739804,2,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.26666666666666666,0.32,0.0498887651569859,65,0.43478260869565216,0.4210526315789474,0.43478260869565216,0.5217391304347827,0.3809523809523809,0.43866187207148305,0.04598347299147871,29,MLPClassifier,,,,,,,identity,"(50,)",constant,2000,sgd
|
0.16537809371948242,0.008786130719783455,0.0027808189392089845,3.6798917156490344e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.6666666666666666,1.0,0.5,0.8571428571428571,0.7047619047619047,0.19783407693181893,19,0.13333333333333333,0.4,0.26666666666666666,0.26666666666666666,0.4,0.29333333333333333,0.0997775303139718,84,0.2105263157894737,0.5,0.4210526315789474,0.3478260869565218,0.5454545454545455,0.40497191595589765,0.11840526386863336,70,MLPClassifier,,,,,,,identity,"(50,)",constant,2000,sgd
|
||||||
0.14207496643066406,0.014091808612454165,0.0030428886413574217,6.580135093073586e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6666666666666666,0.7142857142857143,0.5454545454545454,0.5,0.6102813852813853,0.07820145923100053,18,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.4545454545454545,0.4615384615384615,0.28571428571428575,0.40350663828924693,0.06532162344658447,62,MLPClassifier,,,,,,,identity,"(50,)",constant,2000,adam
|
0.14404630661010742,0.015272942747573636,0.0028447628021240233,0.00014351106461567623,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(50,)",constant,2000,adam
|
||||||
0.017014217376708985,0.0020943577392293303,0.0031023502349853517,1.9828285784603526e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(50,)",invscaling,2000,lbfgs
|
0.015313816070556641,0.0017379568622115857,0.0029599666595458984,2.9565057424372053e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(50,)",invscaling,2000,lbfgs
|
||||||
0.09009013175964356,0.027300231088963112,0.002983283996582031,7.960487527103751e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.19444444444444445,0.14285714285714285,0.22580645161290322,0.18309859154929578,0.12698412698412698,0.17463815148958267,0.03567352459567122,98,0.4666666666666667,0.26666666666666666,0.4666666666666667,0.8666666666666667,0.5333333333333333,0.52,0.19504985117770393,8,0.27450980392156865,0.18604651162790697,0.3043478260869565,0.3023255813953489,0.2051282051282051,0.25447158563199723,0.04959018938594115,90,MLPClassifier,,,,,,,identity,"(50,)",invscaling,2000,sgd
|
0.216469144821167,0.14294536265917898,0.0030591487884521484,0.0002157619907290816,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.10084033613445378,0.45,0.06779661016949153,0.3157894736842105,0.08235294117647059,0.2033558722329253,0.15297195723025864,94,0.8,0.6,0.5333333333333333,0.4,0.4666666666666667,0.5599999999999999,0.13727506854649335,3,0.17910447761194032,0.5142857142857143,0.12030075187969924,0.35294117647058826,0.13999999999999999,0.2613264240495884,0.1508313331092388,91,MLPClassifier,,,,,,,identity,"(50,)",invscaling,2000,sgd
|
||||||
0.1322352409362793,0.009411635379816752,0.002937173843383789,2.7633361298646475e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6666666666666666,0.7142857142857143,0.5454545454545454,0.5,0.6102813852813853,0.07820145923100053,18,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.4545454545454545,0.4615384615384615,0.28571428571428575,0.40350663828924693,0.06532162344658447,62,MLPClassifier,,,,,,,identity,"(50,)",invscaling,2000,adam
|
0.12245230674743653,0.01571903292549818,0.0028194904327392576,5.204419279482121e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7088888888888889,0.171327424599079,16,0.13333333333333333,0.4,0.3333333333333333,0.2,0.4666666666666667,0.30666666666666664,0.12364824660660939,79,0.2105263157894737,0.5,0.5,0.3,0.5833333333333334,0.41877192982456146,0.139820929315128,61,MLPClassifier,,,,,,,identity,"(50,)",invscaling,2000,adam
|
||||||
0.012340450286865234,0.0014134151924749146,0.002906465530395508,3.43668948574475e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(50,)",adaptive,2000,lbfgs
|
0.013074159622192383,0.00110892402085031,0.002779102325439453,3.5329933075703575e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(50,)",adaptive,2000,lbfgs
|
||||||
0.245164155960083,0.029563487507211734,0.003102016448974609,0.00013962353827944504,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.625,0.8,0.7142857142857143,0.6666666666666666,0.5714285714285714,0.6754761904761905,0.07805602964648112,6,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.26666666666666666,0.32,0.0498887651569859,65,0.43478260869565216,0.4,0.4545454545454545,0.5,0.36363636363636365,0.4305928853754941,0.046535421671757275,36,MLPClassifier,,,,,,,identity,"(50,)",adaptive,2000,sgd
|
0.21894264221191406,0.005970159757431703,0.002814579010009766,3.21369849790746e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.4,0.6666666666666666,0.8333333333333334,0.5,0.875,0.655,0.18405916923038032,31,0.13333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.4666666666666667,0.32,0.11469767022723504,62,0.2,0.5,0.47619047619047616,0.3478260869565218,0.608695652173913,0.4265424430641821,0.14039834378055752,57,MLPClassifier,,,,,,,identity,"(50,)",adaptive,2000,sgd
|
||||||
0.15197362899780273,0.012604312329159885,0.003071117401123047,0.0001239754053057335,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6666666666666666,0.7142857142857143,0.5454545454545454,0.5,0.6102813852813853,0.07820145923100053,18,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.4545454545454545,0.4615384615384615,0.28571428571428575,0.40350663828924693,0.06532162344658447,62,MLPClassifier,,,,,,,identity,"(50,)",adaptive,2000,adam
|
0.12572059631347657,0.014581706279528157,0.0027783393859863283,3.9931916350994976e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(50,)",adaptive,2000,adam
|
||||||
0.025763463973999024,0.0018713299059961905,0.0031167030334472655,8.380901070137193e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(100, 20)",constant,2000,lbfgs
|
0.024271440505981446,0.0024051801511352474,0.0028935909271240235,1.4507608914317418e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(100, 20)",constant,2000,lbfgs
|
||||||
0.20890002250671386,0.02574473217810246,0.0032124042510986326,6.734713383152298e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.5,1.0,0.8333333333333334,0.6666666666666666,0.8,0.76,0.16786237749352229,1,0.26666666666666666,0.2,0.3333333333333333,0.4,0.26666666666666666,0.29333333333333333,0.0679869268479038,88,0.3478260869565218,0.33333333333333337,0.47619047619047616,0.5,0.4,0.4114699792960662,0.06680381453717062,58,MLPClassifier,,,,,,,identity,"(100, 20)",constant,2000,sgd
|
0.1995415210723877,0.014005705260322871,0.002883291244506836,1.1604496241457817e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.5555555555555556,1.0,0.8,0.75,0.721111111111111,0.17951924825440632,14,0.13333333333333333,0.3333333333333333,0.3333333333333333,0.26666666666666666,0.4,0.29333333333333333,0.09043106644167025,84,0.2105263157894737,0.4166666666666667,0.5,0.4,0.5217391304347827,0.4097864225781846,0.11001781703952415,66,MLPClassifier,,,,,,,identity,"(100, 20)",constant,2000,sgd
|
||||||
0.09978580474853516,0.008466979925096322,0.0031958103179931642,8.643985845965268e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6666666666666666,0.7142857142857143,0.5454545454545454,0.5,0.6102813852813853,0.07820145923100053,18,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.4545454545454545,0.4615384615384615,0.28571428571428575,0.40350663828924693,0.06532162344658447,62,MLPClassifier,,,,,,,identity,"(100, 20)",constant,2000,adam
|
0.08482556343078614,0.00858250465181175,0.0028546810150146484,3.787468050590438e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7088888888888889,0.171327424599079,16,0.13333333333333333,0.4,0.3333333333333333,0.2,0.4666666666666667,0.30666666666666664,0.12364824660660939,79,0.2105263157894737,0.5,0.5,0.3,0.5833333333333334,0.41877192982456146,0.139820929315128,61,MLPClassifier,,,,,,,identity,"(100, 20)",constant,2000,adam
|
||||||
0.0354578971862793,0.01466165534260449,0.0032912731170654298,0.00011690765500418746,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,2000,lbfgs
|
0.026322650909423827,0.006951240278774135,0.0028723716735839845,5.504890350066285e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,2000,lbfgs
|
||||||
0.654927921295166,0.4815234409946257,0.003370189666748047,0.00010615262667017042,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.1016949152542373,0.4,0.2857142857142857,0.41379310344827586,0.21951219512195122,0.28414289990775005,0.11636056658376659,94,0.8,0.8,0.5333333333333333,0.8,0.6,0.7066666666666668,0.11623730516108466,1,0.1804511278195489,0.5333333333333333,0.37209302325581395,0.5454545454545454,0.32142857142857145,0.3905521202583626,0.13685208542624966,79,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,2000,sgd
|
0.5902967929840088,0.4947132377030587,0.003011655807495117,7.201652514832687e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.031746031746031744,0.07692307692307693,0.38461538461538464,0.30303030303030304,0.1875,0.19676295926295925,0.132860278671111,95,0.13333333333333333,0.06666666666666667,0.3333333333333333,0.6666666666666666,1.0,0.44000000000000006,0.3492213560989012,21,0.05128205128205127,0.07142857142857144,0.3571428571428571,0.41666666666666663,0.3157894736842105,0.2424619240408714,0.15144509880550114,93,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,2000,sgd
|
||||||
0.1157381534576416,0.03318473945610166,0.003713560104370117,0.00044057504381849556,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.75,0.6424242424242423,0.06658914225256284,12,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.31578947368421056,0.4055691067132714,0.05197266929784708,60,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,2000,adam
|
0.10125746726989746,0.020092117856623196,0.003088855743408203,3.33576818035159e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,2000,adam
|
||||||
0.029738426208496094,0.005510867445197849,0.0034429550170898436,5.839637610226398e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.5,0.5924242424242424,0.060634463041708296,29,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.28571428571428575,0.3995540691192865,0.06265729645188609,68,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,2000,lbfgs
|
0.025087738037109376,0.0023562096242397443,0.003136444091796875,4.823400542614839e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,2,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,34,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,2000,lbfgs
|
||||||
0.31555943489074706,0.02251984217573906,0.003392744064331055,8.6942648899661e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5714285714285714,0.6,0.7142857142857143,0.7777777777777778,0.5714285714285714,0.646984126984127,0.08397770523218948,11,0.26666666666666666,0.2,0.3333333333333333,0.4666666666666667,0.26666666666666666,0.30666666666666664,0.09043106644167025,85,0.36363636363636365,0.3,0.4545454545454545,0.5833333333333334,0.36363636363636365,0.4130303030303031,0.09836869607405324,55,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,2000,sgd
|
0.28614034652709963,0.01942041805413976,0.003112649917602539,6.820165051569762e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.4,0.6666666666666666,0.8333333333333334,0.5,0.75,0.63,0.15930404193798028,36,0.13333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.4,0.30666666666666664,0.09977753031397178,79,0.2,0.5,0.47619047619047616,0.3478260869565218,0.5217391304347827,0.40915113871635606,0.12077152399832256,67,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,2000,sgd
|
||||||
0.11446304321289062,0.026316232071720312,0.0035532474517822265,0.00012207539741534973,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6666666666666666,0.625,0.5454545454545454,0.75,0.6424242424242423,0.06658914225256284,12,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.2,0.3066666666666667,0.06798692684790379,70,0.43478260869565216,0.3809523809523809,0.43478260869565216,0.4615384615384615,0.31578947368421056,0.4055691067132714,0.05197266929784708,60,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,2000,adam
|
0.09475750923156738,0.015189726775284797,0.003164052963256836,7.11625742522483e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7088888888888889,0.171327424599079,16,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,62,0.28571428571428575,0.5,0.5,0.3,0.5833333333333334,0.43380952380952387,0.11912759218566725,47,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,2000,adam
|
||||||
0.07306756973266601,0.046031009644749515,0.003125619888305664,9.097053264977707e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4,0.38461538461538464,0.48,0.42857142857142855,0.23076923076923078,0.3847912087912088,0.08358891018002283,89,0.5333333333333333,0.3333333333333333,0.8,0.6,0.2,0.49333333333333335,0.20912516188477495,10,0.4571428571428572,0.3571428571428571,0.6,0.5,0.21428571428571427,0.4257142857142857,0.1313664449436874,38,MLPClassifier,,,,,,,logistic,"(10,)",constant,2000,lbfgs
|
0.08374733924865722,0.05444063553484188,0.0027741909027099608,0.000124754343529859,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.375,0.4,0.3076923076923077,0.4,0.4,0.37653846153846154,0.03575889015129065,90,0.4,0.5333333333333333,0.26666666666666666,0.4,0.5333333333333333,0.42666666666666664,0.09977753031397177,27,0.38709677419354843,0.4571428571428572,0.28571428571428575,0.4000000000000001,0.4571428571428572,0.3974193548387097,0.06280928486086065,72,MLPClassifier,,,,,,,logistic,"(10,)",constant,2000,lbfgs
|
||||||
0.3306027889251709,0.039530208965049315,0.0028197765350341797,6.028153401802405e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,MLPClassifier,,,,,,,logistic,"(10,)",constant,2000,sgd
|
0.2563054084777832,0.068022990358841,0.002654266357421875,5.206559579687784e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(10,)",constant,2000,sgd
|
||||||
0.29283480644226073,0.031344503140914734,0.0029973983764648438,0.00012414929540425514,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.5714285714285714,0.0,0.625,0.5833333333333334,0.0,0.3559523809523809,0.2911779189754371,91,0.26666666666666666,0.0,0.3333333333333333,0.4666666666666667,0.0,0.21333333333333332,0.18571184369578825,96,0.36363636363636365,0.0,0.43478260869565216,0.5185185185185186,0.0,0.26338749817010687,0.22057375404520516,89,MLPClassifier,,,,,,,logistic,"(10,)",constant,2000,adam
|
0.2684628009796143,0.04886502422785039,0.002822732925415039,0.0003420467174041686,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.5,1.0,0.0,0.0,0.4,0.37416573867739417,89,0.13333333333333333,0.2,0.26666666666666666,0.0,0.0,0.12000000000000002,0.10666666666666666,101,0.2105263157894737,0.28571428571428575,0.4210526315789474,0.0,0.0,0.18345864661654138,0.164288725218017,97,MLPClassifier,,,,,,,logistic,"(10,)",constant,2000,adam
|
||||||
0.0623227596282959,0.016465558418518624,0.0028204917907714844,5.604003216649613e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3333333333333333,0.38461538461538464,0.3684210526315789,0.6153846153846154,0.45454545454545453,0.43125996810207334,0.10015804698486312,75,0.4666666666666667,0.3333333333333333,0.4666666666666667,0.5333333333333333,0.3333333333333333,0.42666666666666664,0.08,31,0.3888888888888889,0.3571428571428571,0.4117647058823529,0.5714285714285715,0.3846153846153846,0.422768081591611,0.07632969747648866,42,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,2000,lbfgs
|
0.05606975555419922,0.019881312814324696,0.002645730972290039,0.00011705211071012773,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5384615384615384,0.4,0.45454545454545453,0.29411764705882354,0.35,0.4074249280131633,0.08435902930814568,85,0.4666666666666667,0.5333333333333333,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.42666666666666664,0.08,27,0.5,0.4571428571428572,0.3846153846153846,0.3125,0.4,0.41085164835164834,0.06413961514265948,65,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,2000,lbfgs
|
||||||
0.08247060775756836,0.06628108340985492,0.0029076099395751952,4.565615565741273e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.09027777777777778,0.058394160583941604,0.10067114093959731,0.0,0.0603448275862069,0.061937581377504713,0.03508507389421089,103,0.8666666666666667,0.5333333333333333,1.0,0.0,0.4666666666666667,0.5733333333333334,0.3492213560989012,6,0.16352201257861634,0.10526315789473684,0.18292682926829268,0.0,0.10687022900763361,0.11171644574985588,0.06371880486501004,101,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,2000,sgd
|
0.051946496963500975,0.025425697744154596,0.0028020858764648436,7.698068888140992e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.1,0.09395973154362416,0.0,0.0,0.08,0.05479194630872484,0.0452054073098761,101,1.0,0.9333333333333333,0.0,0.0,0.6666666666666666,0.52,0.43898873688411544,5,0.18181818181818182,0.17073170731707316,0.0,0.0,0.14285714285714285,0.09908140639847957,0.0818898100118384,101,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,2000,sgd
|
||||||
0.32681841850280763,0.03737471096500944,0.003072023391723633,0.00021893857520252248,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.0,0.0,0.6666666666666666,0.5714285714285714,0.75,0.39761904761904765,0.32953619574849435,86,0.0,0.0,0.13333333333333333,0.26666666666666666,0.2,0.12000000000000002,0.10666666666666666,99,0.0,0.0,0.2222222222222222,0.36363636363636365,0.31578947368421056,0.18032961190855928,0.15410598174136725,92,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,2000,adam
|
0.2647424221038818,0.032469352431078256,0.0026558876037597657,1.970705153181386e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.6666666666666666,1.0,0.4444444444444444,0.0,0.5222222222222221,0.3250830852961732,52,0.13333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.0,0.22666666666666666,0.14360439485692011,95,0.2105263157894737,0.5,0.5,0.33333333333333337,0.0,0.30877192982456136,0.1890671401979101,87,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,2000,adam
|
||||||
0.04625625610351562,0.008712070330845386,0.002765989303588867,4.690938710562138e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4666666666666667,0.35714285714285715,0.5882352941176471,0.5238095238095238,0.4,0.4671708683473389,0.08304562059873168,63,0.4666666666666667,0.3333333333333333,0.6666666666666666,0.7333333333333333,0.26666666666666666,0.49333333333333335,0.18184242262647807,10,0.4666666666666667,0.3448275862068965,0.625,0.611111111111111,0.32,0.47352107279693484,0.12810511324432666,9,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,2000,lbfgs
|
0.05726437568664551,0.014074238897767101,0.002609443664550781,1.5434652400002146e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.42857142857142855,0.3888888888888889,0.6363636363636364,0.36363636363636365,0.42105263157894735,0.447702589807853,0.09715492153244867,76,0.4,0.4666666666666667,0.4666666666666667,0.26666666666666666,0.5333333333333333,0.42666666666666664,0.09043106644167025,27,0.4137931034482759,0.42424242424242425,0.5384615384615385,0.30769230769230765,0.47058823529411764,0.43095552182773283,0.07571225770242723,50,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,2000,lbfgs
|
||||||
0.37090563774108887,0.02666214108353507,0.0027956485748291014,1.3399378682498446e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,2000,sgd
|
0.3451257228851318,0.033600078690364,0.0028297901153564453,0.00010120052859671442,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,2000,sgd
|
||||||
0.2881649971008301,0.023747046755495084,0.0028429508209228517,7.194608417777043e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.0,0.0,0.7142857142857143,1.0,0.0,0.34285714285714286,0.4295227536677974,92,0.0,0.0,0.3333333333333333,0.06666666666666667,0.0,0.07999999999999999,0.12927146286443542,102,0.0,0.0,0.4545454545454545,0.125,0.0,0.11590909090909089,0.17610336934373194,100,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,2000,adam
|
0.30155510902404786,0.030713667318513875,0.0028297901153564453,7.387729670184067e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.3333333333333333,0.625,0.0,0.8,0.8,0.5116666666666667,0.30748080337550254,56,0.06666666666666667,0.3333333333333333,0.0,0.26666666666666666,0.26666666666666666,0.18666666666666668,0.12927146286443544,100,0.1111111111111111,0.43478260869565216,0.0,0.4,0.4,0.26917874396135266,0.1783791550789974,90,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,2000,adam
|
||||||
0.056029653549194335,0.011364247078958481,0.002864170074462891,2.592757926214735e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.36363636363636365,0.6428571428571429,0.5625,0.35714285714285715,0.4166666666666667,0.46856060606060607,0.11429775574436161,62,0.26666666666666666,0.6,0.6,0.3333333333333333,0.3333333333333333,0.42666666666666664,0.14360439485692011,31,0.30769230769230765,0.6206896551724138,0.5806451612903225,0.3448275862068965,0.3703703703703704,0.44484501614646216,0.12940157733718807,26,MLPClassifier,,,,,,,logistic,"(50,)",constant,2000,lbfgs
|
0.052263832092285155,0.010021098228717672,0.00289154052734375,2.6042905684266816e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5333333333333333,0.4375,0.625,0.5454545454545454,0.4375,0.5157575757575757,0.07123653675581337,54,0.5333333333333333,0.4666666666666667,0.6666666666666666,0.4,0.4666666666666667,0.5066666666666666,0.09043106644167023,7,0.5333333333333333,0.45161290322580644,0.6451612903225806,0.4615384615384615,0.45161290322580644,0.5086517783291977,0.07479379277351635,2,MLPClassifier,,,,,,,logistic,"(50,)",constant,2000,lbfgs
|
||||||
0.6753923416137695,0.043415481124972705,0.0031158447265625,0.0001222258746336521,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.3333333333333333,1.0,1.0,0.0,1.0,0.6666666666666666,0.4216370213557839,8,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.0,0.2,0.08,0.06531972647421809,101,0.1111111111111111,0.125,0.125,0.0,0.33333333333333337,0.1388888888888889,0.10794088459847473,98,MLPClassifier,,,,,,,logistic,"(50,)",constant,2000,sgd
|
0.5655279159545898,0.07512400593021162,0.0029040813446044923,3.349067401552925e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.6666666666666666,0.5,1.0,1.0,0.0,0.6333333333333333,0.3711842908553348,34,0.13333333333333333,0.06666666666666667,0.06666666666666667,0.2,0.0,0.09333333333333334,0.0679869268479038,102,0.2222222222222222,0.11764705882352941,0.125,0.33333333333333337,0.0,0.159640522875817,0.11183396164850781,98,MLPClassifier,,,,,,,logistic,"(50,)",constant,2000,sgd
|
||||||
0.30585317611694335,0.05308676493926892,0.003101825714111328,5.041501654839186e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.5714285714285714,0.7142857142857143,0.6666666666666666,0.6153846153846154,0.625,0.6385531135531135,0.04848086020727936,14,0.26666666666666666,0.3333333333333333,0.4,0.5333333333333333,0.3333333333333333,0.3733333333333333,0.09043106644167025,54,0.36363636363636365,0.4545454545454545,0.5,0.5714285714285715,0.43478260869565216,0.46487859966120837,0.06906365492916805,13,MLPClassifier,,,,,,,logistic,"(50,)",constant,2000,adam
|
0.24301319122314452,0.03255184213920236,0.002986240386962891,6.190338114079057e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6,1.0,0.5,0.6363636363636364,0.6672727272727272,0.17244953747460912,27,0.2,0.4,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.3466666666666667,0.08844332774281068,58,0.3,0.48,0.5,0.4,0.5384615384615385,0.4436923076923078,0.0848840490030249,30,MLPClassifier,,,,,,,logistic,"(50,)",constant,2000,adam
|
||||||
0.05492725372314453,0.0017188900888596406,0.0031635284423828123,3.219530197389177e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4,0.3684210526315789,0.5,0.4166666666666667,0.38461538461538464,0.41394062078272603,0.04591293836418872,80,0.4,0.4666666666666667,0.6,0.3333333333333333,0.3333333333333333,0.42666666666666664,0.09977753031397177,31,0.4000000000000001,0.4117647058823529,0.5454545454545454,0.3703703703703704,0.3571428571428571,0.4169464957700252,0.0671925057567224,49,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,2000,lbfgs
|
0.048793363571166995,0.004735892022728418,0.003001546859741211,0.00012072275724694732,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5,0.6,0.5833333333333334,0.4,0.2631578947368421,0.4692982456140351,0.1251604080035285,66,0.4,0.4,0.4666666666666667,0.4,0.3333333333333333,0.39999999999999997,0.0421637021355784,45,0.4444444444444445,0.48,0.5185185185185186,0.4000000000000001,0.29411764705882354,0.4274161220043573,0.0772978677705544,55,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,2000,lbfgs
|
||||||
0.5075193881988526,0.24815237529890488,0.0033550262451171875,8.14424744708026e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,1.0,0.2,0.4,95,0.0,0.0,0.0,0.0,0.06666666666666667,0.013333333333333332,0.026666666666666665,104,0.0,0.0,0.0,0.0,0.125,0.025,0.05,104,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,2000,sgd
|
0.1737919807434082,0.14141985684247554,0.0030063629150390626,8.554591514890458e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,2000,sgd
|
||||||
0.3095374584197998,0.043261470983007796,0.003397369384765625,5.208026705752229e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5714285714285714,0.7142857142857143,0.6666666666666666,0.5833333333333334,0.7142857142857143,0.65,0.06190476190476191,9,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.3333333333333333,0.36,0.0679869268479038,56,0.36363636363636365,0.4545454545454545,0.5,0.5185185185185186,0.4545454545454545,0.45824915824915824,0.053580862853959896,16,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,2000,adam
|
0.24541592597961426,0.029596898239442518,0.002995014190673828,6.373299214369332e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6,1.0,0.5454545454545454,0.6363636363636364,0.6763636363636364,0.16440224807937914,25,0.2,0.4,0.3333333333333333,0.4,0.4666666666666667,0.36000000000000004,0.09043106644167025,54,0.3,0.48,0.5,0.4615384615384615,0.5384615384615385,0.45600000000000007,0.08207140778816557,21,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,2000,adam
|
||||||
0.06613998413085938,0.016564219154995202,0.0034026145935058595,5.563784511800277e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4,0.4444444444444444,0.5263157894736842,0.3684210526315789,0.5384615384615384,0.45552856500224925,0.06735385246045535,65,0.4,0.26666666666666666,0.6666666666666666,0.4666666666666667,0.4666666666666667,0.4533333333333334,0.12927146286443542,16,0.4000000000000001,0.33333333333333337,0.5882352941176471,0.4117647058823529,0.5,0.44666666666666666,0.08846071423135912,24,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,2000,lbfgs
|
0.0619084358215332,0.016216182933783792,0.003048133850097656,4.2037299664991244e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5384615384615384,0.47058823529411764,0.4666666666666667,0.3157894736842105,0.2777777777777778,0.4138567383768622,0.09966782770243843,84,0.4666666666666667,0.5333333333333333,0.4666666666666667,0.4,0.3333333333333333,0.44000000000000006,0.06798692684790379,21,0.5,0.5,0.4666666666666667,0.35294117647058826,0.303030303030303,0.42452762923351167,0.08130692032997999,58,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,2000,lbfgs
|
||||||
0.8062046051025391,0.09699132694897834,0.0033336162567138674,8.535217304817459e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.0,1.0,0.0,0.75,0.45,0.4,67,0.06666666666666667,0.0,0.06666666666666667,0.0,0.2,0.06666666666666668,0.07302967433402216,103,0.11764705882352941,0.0,0.125,0.0,0.31578947368421056,0.11168730650154798,0.1156015138064585,102,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,2000,sgd
|
0.6454514980316162,0.05876679179645843,0.0031280517578125,5.026845275158526e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.3333333333333333,0.5,1.0,1.0,1.0,0.7666666666666666,0.2905932629027116,1,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.13333333333333333,0.06666666666666667,0.08,0.02666666666666667,103,0.1111111111111111,0.11764705882352941,0.125,0.23529411764705882,0.125,0.14281045751633986,0.046531059264429075,100,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,2000,sgd
|
||||||
0.29743061065673826,0.04428889124731218,0.003319549560546875,4.4365693854108093e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.5714285714285714,0.7142857142857143,0.6666666666666666,0.5833333333333334,0.7142857142857143,0.65,0.06190476190476191,9,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.3333333333333333,0.36,0.0679869268479038,56,0.36363636363636365,0.4545454545454545,0.5,0.5185185185185186,0.4545454545454545,0.45824915824915824,0.053580862853959896,16,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,2000,adam
|
0.270335054397583,0.016495812912434814,0.0031195163726806642,3.352894303543501e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6,1.0,0.5,0.6363636363636364,0.6672727272727272,0.17244953747460912,27,0.2,0.4,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.3466666666666667,0.08844332774281068,58,0.3,0.48,0.5,0.4,0.5384615384615385,0.4436923076923078,0.0848840490030249,30,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,2000,adam
|
||||||
0.3580580234527588,0.06301164433652041,0.003572416305541992,0.0001459300429175471,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3888888888888889,0.3,0.3684210526315789,0.5,0.5454545454545454,0.4205528973950027,0.08962767825148864,78,0.4666666666666667,0.4,0.4666666666666667,0.4666666666666667,0.4,0.44000000000000006,0.03265986323710904,24,0.42424242424242425,0.34285714285714286,0.4117647058823529,0.4827586206896552,0.4615384615384615,0.4246322710420074,0.048153166507795296,40,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,2000,lbfgs
|
0.3421900272369385,0.05696021460673291,0.0034543991088867186,9.022389081443691e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.36363636363636365,0.3157894736842105,0.625,0.4117647058823529,0.47058823529411764,0.437355755699409,0.1069416398219472,81,0.26666666666666666,0.4,0.3333333333333333,0.4666666666666667,0.5333333333333333,0.4,0.09428090415820634,39,0.30769230769230765,0.35294117647058826,0.43478260869565216,0.43749999999999994,0.5,0.40658321857170965,0.06802150978183924,69,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,2000,lbfgs
|
||||||
0.2549830436706543,0.020565032362827355,0.003612184524536133,0.00011226681029727733,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,2000,sgd
|
0.21517415046691896,0.02281832884178746,0.0034256458282470705,8.390239432523487e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,2000,sgd
|
||||||
1.1718737602233886,0.24094826769673328,0.003545999526977539,0.00011167349109499017,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6363636363636364,0.5833333333333334,0.55,0.3333333333333333,0.5406060606060608,0.10730610677386535,47,0.4,0.4666666666666667,0.4666666666666667,0.7333333333333333,0.2,0.4533333333333334,0.17074997966487596,16,0.48,0.5384615384615385,0.5185185185185186,0.6285714285714286,0.25,0.4831102971102972,0.12635388984541385,6,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,2000,adam
|
1.6015475273132325,1.541288320236066,0.0035175323486328126,0.00012346690680584867,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.5454545454545454,0.5454545454545454,0.4,0.6923076923076923,0.5616433566433565,0.09771382996727579,49,0.3333333333333333,0.4,0.4,0.4,0.6,0.42666666666666664,0.09043106644167023,27,0.43478260869565216,0.4615384615384615,0.4615384615384615,0.4000000000000001,0.6428571428571429,0.4801433349259437,0.08443768771844845,10,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,2000,adam
|
||||||
0.3377342700958252,0.07612657036083671,0.0035915374755859375,6.52516414274953e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5625,0.375,0.3333333333333333,0.47368421052631576,0.3,0.40890350877192977,0.09644552346591491,81,0.6,0.4,0.4,0.6,0.2,0.44000000000000006,0.14966629547095764,24,0.5806451612903225,0.38709677419354843,0.3636363636363636,0.5294117647058824,0.24,0.42015801276522335,0.12201406397172566,47,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,2000,lbfgs
|
0.31999802589416504,0.13283281964506663,0.003620004653930664,0.00021056767172055986,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.38461538461538464,0.25,0.6,0.3,0.5,0.4069230769230769,0.12845002251468726,86,0.3333333333333333,0.26666666666666666,0.2,0.2,0.5333333333333333,0.30666666666666664,0.12364824660660936,79,0.3571428571428571,0.2580645161290323,0.3,0.24,0.5161290322580646,0.33426728110599085,0.09946297476223374,82,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,2000,lbfgs
|
||||||
0.29044718742370607,0.234180550229874,0.0035352230072021483,0.0001671404638852201,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.10067114093959731,0.0,0.0,0.020134228187919462,0.040268456375838924,104,0.0,0.0,1.0,0.0,0.0,0.2,0.4000000000000001,97,0.0,0.0,0.18292682926829268,0.0,0.0,0.036585365853658534,0.07317073170731707,103,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,2000,sgd
|
0.31690025329589844,0.22262269010847419,0.0034706592559814453,0.00011319063599069436,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.0967741935483871,0.0,0.10067114093959731,0.0,0.0,0.03948906689759688,0.0483797295007042,103,0.4,0.0,1.0,0.0,0.0,0.27999999999999997,0.3919183588453085,88,0.15584415584415584,0.0,0.18292682926829268,0.0,0.0,0.0677541970224897,0.08342238273523103,103,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,2000,sgd
|
||||||
1.1548531532287598,0.2776065482281074,0.0036094188690185547,0.00011349165130518803,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.5833333333333334,0.5833333333333334,0.4444444444444444,0.3333333333333333,0.48888888888888904,0.09395296958493204,57,0.3333333333333333,0.4666666666666667,0.4666666666666667,0.5333333333333333,0.2,0.39999999999999997,0.11925695879998878,46,0.4,0.5185185185185186,0.5185185185185186,0.4848484848484848,0.25,0.4343771043771044,0.10186620373603875,34,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,2000,adam
|
0.8715222835540771,0.12356552480893399,0.003377676010131836,4.4834865783879916e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.5454545454545454,0.8571428571428571,0.38461538461538464,0.6923076923076923,0.6209040959040959,0.15649216725885942,40,0.3333333333333333,0.4,0.4,0.3333333333333333,0.6,0.4133333333333333,0.09797958971132711,38,0.43478260869565216,0.4615384615384615,0.5454545454545455,0.3571428571428571,0.6428571428571429,0.4883551231377318,0.09791529453234311,7,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,2000,adam
|
||||||
0.3444072246551514,0.09869928584054863,0.003534078598022461,0.0001186712520928932,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4166666666666667,0.4166666666666667,0.6666666666666666,0.45,0.2727272727272727,0.4445454545454545,0.1268412599833342,71,0.3333333333333333,0.3333333333333333,0.5333333333333333,0.6,0.2,0.39999999999999997,0.1460593486680443,46,0.3703703703703704,0.3703703703703704,0.5925925925925926,0.5142857142857143,0.23076923076923075,0.4156776556776557,0.1259516335201831,51,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,2000,lbfgs
|
0.27472920417785646,0.05735401266258901,0.003390932083129883,2.904349330882614e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4,0.2857142857142857,0.36363636363636365,0.26666666666666666,0.4,0.3432034632034632,0.05662522998939376,92,0.4,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.29333333333333333,0.053333333333333344,84,0.4000000000000001,0.2758620689655172,0.30769230769230765,0.26666666666666666,0.32,0.31404420866489835,0.04725827639314343,85,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,2000,lbfgs
|
||||||
0.36882634162902833,0.010158098420913704,0.0036492347717285156,0.00017554764998244988,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,0.0,0.0,0.0,0.0,0.0,0.0,0.0,105,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,2000,sgd
|
0.31596975326538085,0.02006662313492125,0.003394412994384766,3.7434419910975e-05,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,2000,sgd
|
||||||
1.0779379844665526,0.23107617716201515,0.0036743640899658202,0.00010460753113904743,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.5555555555555556,0.6363636363636364,0.6363636363636364,0.5555555555555556,0.25,0.5267676767676768,0.14302473880633854,50,0.3333333333333333,0.4666666666666667,0.4666666666666667,0.6666666666666666,0.13333333333333333,0.4133333333333333,0.17587874611030557,42,0.4166666666666667,0.5384615384615385,0.5384615384615385,0.606060606060606,0.1739130434782609,0.4547126786257222,0.1531207839004028,20,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,2000,adam
|
1.724743366241455,1.4368619622725558,0.003443002700805664,0.00010103188079481609,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.3888888888888889,0.5833333333333334,0.8,0.38461538461538464,0.6923076923076923,0.56982905982906,0.16444177903556245,46,0.4666666666666667,0.4666666666666667,0.26666666666666666,0.3333333333333333,0.6,0.42666666666666664,0.11623730516108462,27,0.42424242424242425,0.5185185185185186,0.4,0.3571428571428571,0.6428571428571429,0.46855218855218855,0.10193492837993492,15,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,2000,adam
|
||||||
0.0735023021697998,0.04297280081143553,0.003200244903564453,0.00010898346659552431,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5625,0.3157894736842105,0.45,0.4375,0.21428571428571427,0.39601503759398493,0.11984515762755112,87,0.6,0.4,0.6,0.4666666666666667,0.2,0.4533333333333334,0.1484737163421339,16,0.5806451612903225,0.35294117647058826,0.5142857142857143,0.45161290322580644,0.20689655172413796,0.4212763013993139,0.1308417824463024,43,MLPClassifier,,,,,,,tanh,"(10,)",constant,2000,lbfgs
|
0.04404945373535156,0.018175411778431374,0.003104972839355469,6.847886303335664e-06,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.42105263157894735,0.47368421052631576,0.5,0.26666666666666666,0.5,0.4322807017543859,0.08768139531997082,82,0.5333333333333333,0.6,0.3333333333333333,0.26666666666666666,0.6666666666666666,0.48,0.154344492037203,12,0.47058823529411764,0.5294117647058824,0.4,0.26666666666666666,0.5714285714285715,0.44761904761904764,0.10729190855355437,26,MLPClassifier,,,,,,,tanh,"(10,)",constant,2000,lbfgs
|
||||||
0.23330154418945312,0.025409584035756685,0.002823209762573242,4.362906260465709e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.625,0.42857142857142855,0.5454545454545454,0.625,0.5,0.5448051948051947,0.07534006784062329,44,0.3333333333333333,0.2,0.4,0.3333333333333333,0.26666666666666666,0.30666666666666664,0.06798692684790379,85,0.43478260869565216,0.27272727272727276,0.4615384615384615,0.43478260869565216,0.3478260869565218,0.3903314077227121,0.07022776930880646,80,MLPClassifier,,,,,,,tanh,"(10,)",constant,2000,sgd
|
0.22985248565673827,0.030762298643031125,0.002672243118286133,0.00011883968275686572,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.5555555555555556,0.6,0.8,0.35714285714285715,0.6666666666666666,0.5958730158730158,0.14513041372037258,44,0.3333333333333333,0.4,0.26666666666666666,0.3333333333333333,0.5333333333333333,0.37333333333333335,0.09043106644167025,51,0.4166666666666667,0.48,0.4,0.3448275862068965,0.5925925925925926,0.4468173690932312,0.08468098901053574,27,MLPClassifier,,,,,,,tanh,"(10,)",constant,2000,sgd
|
||||||
0.30579495429992676,0.026880923729556885,0.0028073787689208984,4.468246601668189e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.75,0.6666666666666666,0.6470588235294118,0.3333333333333333,0.6044117647058823,0.1419843442696606,25,0.3333333333333333,0.4,0.5333333333333333,0.7333333333333333,0.2,0.44000000000000006,0.18184242262647807,24,0.43478260869565216,0.5217391304347827,0.5925925925925926,0.6875,0.25,0.49732286634460543,0.148942741280385,4,MLPClassifier,,,,,,,tanh,"(10,)",constant,2000,adam
|
0.297393274307251,0.05058196439216795,0.0026517868041992187,4.328846325775933e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.625,0.6,0.8,0.5,0.6363636363636364,0.6322727272727273,0.09668471380884118,35,0.3333333333333333,0.4,0.26666666666666666,0.4,0.4666666666666667,0.37333333333333335,0.0679869268479038,51,0.43478260869565216,0.48,0.4,0.4444444444444445,0.5384615384615385,0.459537718320327,0.0469745391224507,18,MLPClassifier,,,,,,,tanh,"(10,)",constant,2000,adam
|
||||||
0.05532646179199219,0.01984905783378854,0.002947568893432617,0.0001990153443400554,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5333333333333333,0.5833333333333334,0.5555555555555556,0.38095238095238093,0.4444444444444444,0.49952380952380954,0.07536523983347677,55,0.5333333333333333,0.4666666666666667,0.6666666666666666,0.5333333333333333,0.5333333333333333,0.5466666666666666,0.06531972647421806,7,0.5333333333333333,0.5185185185185186,0.606060606060606,0.4444444444444444,0.4848484848484848,0.5174410774410775,0.053847805990810044,1,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,2000,lbfgs
|
0.05435776710510254,0.0278315465859207,0.0025651931762695314,1.982656563939598e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.35294117647058826,0.5,0.6,0.3333333333333333,0.5,0.4572549019607843,0.10026799920584996,70,0.4,0.6666666666666666,0.6,0.3333333333333333,0.5333333333333333,0.5066666666666666,0.12364824660660938,7,0.37500000000000006,0.5714285714285715,0.6,0.3333333333333333,0.5161290322580646,0.4791781874039939,0.10639288028507358,11,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,2000,lbfgs
|
||||||
0.054268169403076175,0.04850529363972415,0.0029219627380371095,0.00013884279700685358,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.14893617021276595,0.3055555555555556,0.10714285714285714,0.14285714285714285,0.20408163265306123,0.18171467168427652,0.06925624692440091,96,0.9333333333333333,0.7333333333333333,1.0,0.13333333333333333,0.6666666666666666,0.6933333333333332,0.3057958650981258,2,0.25688073394495414,0.43137254901960786,0.19354838709677416,0.1379310344827586,0.3125,0.2664465409088189,0.10123575468148033,88,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,2000,sgd
|
0.048548126220703126,0.018489346488588,0.0025570869445800783,2.019978107628639e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.05660377358490566,0.027777777777777776,0.2,0.16666666666666666,0.02531645569620253,0.09527293474511053,0.07349779908866386,100,0.2,0.06666666666666667,0.8666666666666667,0.5333333333333333,0.13333333333333333,0.36,0.2999259167787198,55,0.08823529411764706,0.0392156862745098,0.325,0.25396825396825395,0.0425531914893617,0.14979448516995447,0.11753046104815865,99,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,2000,sgd
|
||||||
0.3439903259277344,0.029884819607975312,0.002832460403442383,3.7315181173268165e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.6666666666666666,0.7777777777777778,0.6363636363636364,0.6111111111111112,0.3,0.5983838383838384,0.1596759804503557,27,0.4,0.4666666666666667,0.4666666666666667,0.7333333333333333,0.2,0.4533333333333334,0.17074997966487596,16,0.5,0.5833333333333334,0.5384615384615385,0.6666666666666666,0.24,0.5056923076923077,0.1439718724812115,3,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,2000,adam
|
0.30261878967285155,0.04422700338795393,0.002703428268432617,6.986388536745741e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.7142857142857143,0.5454545454545454,0.8,0.45454545454545453,0.7272727272727273,0.6483116883116884,0.1278449896277238,33,0.3333333333333333,0.4,0.5333333333333333,0.3333333333333333,0.5333333333333333,0.42666666666666664,0.09043106644167025,27,0.4545454545454545,0.4615384615384615,0.64,0.3846153846153846,0.6153846153846153,0.5112167832167832,0.09913984410877137,1,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,2000,adam
|
||||||
0.06870889663696289,0.03831671193962036,0.0028324127197265625,5.919410465086813e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.47058823529411764,0.38461538461538464,0.5,0.46153846153846156,0.375,0.4383484162895928,0.04955474233893554,73,0.5333333333333333,0.3333333333333333,0.6666666666666666,0.4,0.4,0.4666666666666666,0.11925695879998877,15,0.5,0.3571428571428571,0.5714285714285715,0.42857142857142855,0.38709677419354843,0.44884792626728115,0.07781607810687231,23,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,2000,lbfgs
|
0.05294332504272461,0.015864091828983375,0.002701091766357422,4.075365145876018e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.25,0.4117647058823529,0.5,0.38095238095238093,0.25,0.3585434173669467,0.09685863810505044,91,0.13333333333333333,0.4666666666666667,0.4,0.5333333333333333,0.26666666666666666,0.36,0.14360439485692011,55,0.1739130434782609,0.43749999999999994,0.4444444444444445,0.4444444444444444,0.2580645161290323,0.3516732896992364,0.11396535099093008,79,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,2000,lbfgs
|
||||||
0.279741096496582,0.047131848681445,0.0028369903564453127,4.8859267808605723e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.8,0.5,0.5833333333333334,0.6666666666666666,0.6,0.63,0.10022197585581939,16,0.26666666666666666,0.3333333333333333,0.4666666666666667,0.4,0.2,0.33333333333333337,0.09428090415820634,61,0.4,0.4,0.5185185185185186,0.5,0.3,0.42370370370370375,0.07904088990574379,41,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,2000,sgd
|
0.27228055000305174,0.03146392912571566,0.0028131961822509765,0.00016072621011002072,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.5,1.0,0.4,0.75,0.63,0.21817424229271426,36,0.26666666666666666,0.26666666666666666,0.2,0.26666666666666666,0.4,0.27999999999999997,0.06531972647421809,88,0.3478260869565218,0.3478260869565218,0.33333333333333337,0.32,0.5217391304347827,0.37414492753623196,0.07452069627622226,77,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,2000,sgd
|
||||||
0.3252126216888428,0.04728604082254975,0.0028401851654052735,8.929501199730519e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.7777777777777778,0.6666666666666666,0.625,0.36363636363636365,0.5866161616161616,0.14258086523911065,39,0.3333333333333333,0.4666666666666667,0.5333333333333333,0.6666666666666666,0.26666666666666666,0.4533333333333333,0.14236104336041747,20,0.4,0.5833333333333334,0.5925925925925926,0.6451612903225806,0.30769230769230765,0.5057559047881628,0.12915589740823832,2,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,2000,adam
|
0.33484601974487305,0.027194417268447672,0.0028356075286865234,8.197961044716513e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.75,0.6363636363636364,0.875,0.42857142857142855,0.7,0.6779870129870129,0.14725841108639257,24,0.4,0.4666666666666667,0.4666666666666667,0.2,0.4666666666666667,0.4,0.10327955589886445,39,0.5217391304347827,0.5384615384615385,0.608695652173913,0.27272727272727276,0.56,0.5003247187595014,0.11748956539626894,3,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,2000,adam
|
||||||
0.042188501358032225,0.004533299574197103,0.002889394760131836,3.5039582940702424e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5,0.6666666666666666,0.42857142857142855,0.3333333333333333,0.4444444444444444,0.4746031746031745,0.11001729175341877,59,0.4666666666666667,0.4,0.6,0.6,0.5333333333333333,0.52,0.07774602526460399,8,0.4827586206896552,0.5,0.5,0.42857142857142855,0.4848484848484848,0.4792357068219137,0.026355625708029434,7,MLPClassifier,,,,,,,tanh,"(50,)",constant,2000,lbfgs
|
0.0392857551574707,0.002793850902938001,0.0029143333435058595,5.7118364488886465e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4375,0.45,0.5,0.3888888888888889,0.4375,0.4427777777777777,0.03545776482548996,78,0.4666666666666667,0.6,0.4,0.4666666666666667,0.4666666666666667,0.4800000000000001,0.06531972647421806,10,0.45161290322580644,0.5142857142857143,0.4444444444444445,0.42424242424242425,0.45161290322580644,0.45723967788483916,0.03023279081366158,20,MLPClassifier,,,,,,,tanh,"(50,)",constant,2000,lbfgs
|
||||||
0.2983293056488037,0.031680255619424356,0.003059864044189453,4.750671915720951e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.8333333333333334,0.7,0.6,0.5555555555555556,0.6377777777777778,0.11771486789465803,15,0.26666666666666666,0.3333333333333333,0.4666666666666667,0.4,0.3333333333333333,0.36,0.0679869268479038,56,0.3478260869565218,0.47619047619047616,0.56,0.48,0.4166666666666667,0.45613664596273296,0.07077890722870993,19,MLPClassifier,,,,,,,tanh,"(50,)",constant,2000,sgd
|
0.30844845771789553,0.02535368807257504,0.003041505813598633,2.9195131394361697e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.4,0.6,1.0,0.4444444444444444,0.6666666666666666,0.6222222222222222,0.2126841975823182,38,0.13333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.5333333333333333,0.3333333333333333,0.13333333333333336,61,0.2,0.48,0.5,0.33333333333333337,0.5925925925925926,0.42118518518518516,0.1383418163892088,59,MLPClassifier,,,,,,,tanh,"(50,)",constant,2000,sgd
|
||||||
1.8514402389526368,0.14303282559725186,0.0033551692962646485,0.0001438500507374196,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.4,0.625,0.5294117647058824,0.6153846153846154,0.38461538461538464,0.5108823529411765,0.10249404159300556,52,0.26666666666666666,0.3333333333333333,0.6,0.5333333333333333,0.3333333333333333,0.4133333333333334,0.12927146286443544,39,0.32,0.43478260869565216,0.5625,0.5714285714285715,0.3571428571428571,0.4491708074534162,0.10310356747997484,22,MLPClassifier,,,,,,,tanh,"(50,)",constant,2000,adam
|
1.9597637176513671,0.17604424619908401,0.0032108783721923827,0.00010571024888798093,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.5384615384615384,0.4666666666666667,0.6428571428571429,0.2777777777777778,0.5454545454545454,0.4942435342435342,0.12188659612859888,63,0.4666666666666667,0.4666666666666667,0.6,0.3333333333333333,0.4,0.4533333333333333,0.08844332774281066,17,0.5,0.4666666666666667,0.6206896551724138,0.303030303030303,0.4615384615384615,0.470385017281569,0.10155611201187754,14,MLPClassifier,,,,,,,tanh,"(50,)",constant,2000,adam
|
||||||
0.040059995651245114,0.0015939162257844735,0.0033688068389892576,0.000186510537368315,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3125,0.5454545454545454,0.5714285714285714,0.47058823529411764,0.2857142857142857,0.437137127578304,0.11777021875102951,74,0.3333333333333333,0.4,0.8,0.5333333333333333,0.26666666666666666,0.4666666666666667,0.1885618083164127,13,0.3225806451612903,0.4615384615384615,0.6666666666666666,0.5,0.2758620689655172,0.4453295684663871,0.13858443411729288,25,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,2000,lbfgs
|
0.04566712379455566,0.003144875254598405,0.0034386634826660155,9.103224741898364e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.47368421052631576,0.5833333333333334,0.5714285714285714,0.29411764705882354,0.35714285714285715,0.45594132389798026,0.11474221355280025,73,0.6,0.4666666666666667,0.5333333333333333,0.3333333333333333,0.3333333333333333,0.4533333333333333,0.10666666666666667,17,0.5294117647058824,0.5185185185185186,0.5517241379310344,0.3125,0.3448275862068965,0.4513964014724663,0.10129812725731246,23,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,2000,lbfgs
|
||||||
0.116534423828125,0.06020136806794945,0.0034764289855957033,8.249329693611563e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.06796116504854369,0.1276595744680851,0.0,0.2727272727272727,0.2727272727272727,0.14821505699423482,0.10939607112471537,99,0.4666666666666667,0.8,0.0,0.2,0.2,0.3333333333333333,0.2764858847110363,62,0.11864406779661017,0.2201834862385321,0.0,0.23076923076923075,0.23076923076923075,0.16007320311472076,0.09049741034758091,95,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,2000,sgd
|
0.21473898887634277,0.06474095608023937,0.0036727428436279298,9.8379791676327e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.12371134020618557,0.039473684210526314,0.08695652173913043,0.1267605633802817,0.3055555555555556,0.13649153301833591,0.09022953966922807,99,0.8,0.2,0.4,0.6,0.7333333333333333,0.5466666666666666,0.22070593809662464,4,0.2142857142857143,0.06593406593406594,0.14285714285714285,0.20930232558139536,0.43137254901960786,0.21275035953558524,0.12186057097494095,94,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,2000,sgd
|
||||||
1.9511982917785644,0.21572891140382686,0.0034070491790771486,0.0001838137295056284,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.35714285714285715,0.5555555555555556,0.5263157894736842,0.6666666666666666,0.38461538461538464,0.4980592506908296,0.11424505109618006,56,0.3333333333333333,0.3333333333333333,0.6666666666666666,0.5333333333333333,0.3333333333333333,0.44000000000000006,0.13727506854649335,24,0.3448275862068965,0.4166666666666667,0.5882352941176471,0.5925925925925926,0.3571428571428571,0.45989299934533195,0.1093133875932921,14,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,2000,adam
|
2.056933307647705,0.16330762318867167,0.003389739990234375,0.00022299979865150058,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5833333333333334,0.6,0.6,0.4117647058823529,0.46153846153846156,0.5313273001508295,0.07912294590016185,50,0.4666666666666667,0.6,0.4,0.4666666666666667,0.4,0.4666666666666667,0.07302967433402213,14,0.5185185185185186,0.6,0.48,0.43749999999999994,0.42857142857142855,0.4929179894179894,0.06245070371905941,5,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,2000,adam
|
||||||
0.045552396774291994,0.00258048129387556,0.0034361362457275392,4.4643368036889016e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3,0.6923076923076923,0.4090909090909091,0.42857142857142855,0.4,0.44599400599400607,0.13096985546611603,70,0.2,0.6,0.6,0.4,0.26666666666666666,0.4133333333333333,0.16546231527987806,42,0.24,0.6428571428571429,0.4864864864864865,0.4137931034482759,0.32,0.420627346558381,0.1389405029169313,45,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,2000,lbfgs
|
0.043877363204956055,0.0026051468297004646,0.0033402442932128906,2.6667094092087583e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4444444444444444,0.4782608695652174,0.5833333333333334,0.4166666666666667,0.35714285714285715,0.45596963423050385,0.0750502447036168,72,0.5333333333333333,0.7333333333333333,0.4666666666666667,0.3333333333333333,0.3333333333333333,0.4800000000000001,0.1484737163421339,10,0.4848484848484848,0.5789473684210527,0.5185185185185186,0.3703703703703704,0.3448275862068965,0.45950246567306463,0.08886760756046407,19,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,2000,lbfgs
|
||||||
0.38925704956054685,0.01084902686677685,0.0034201622009277345,0.0002348708556576185,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.5555555555555556,0.6666666666666666,0.6153846153846154,0.5,0.5675213675213675,0.0653943906440635,41,0.26666666666666666,0.3333333333333333,0.5333333333333333,0.5333333333333333,0.3333333333333333,0.39999999999999997,0.1115546702045434,46,0.3478260869565218,0.4166666666666667,0.5925925925925926,0.5714285714285715,0.4,0.4657027835288705,0.09787264989404884,12,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,2000,sgd
|
0.47873997688293457,0.01964697044856065,0.0035239219665527343,0.00014687487029544036,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.6,0.5454545454545454,0.75,0.45454545454545453,0.7,0.61,0.10595492570424339,41,0.2,0.4,0.4,0.3333333333333333,0.4666666666666667,0.36,0.09043106644167025,55,0.3,0.4615384615384615,0.5217391304347827,0.3846153846153846,0.56,0.44557859531772576,0.09386910329004453,28,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,2000,sgd
|
||||||
1.8049395561218262,0.10115705318271331,0.003344440460205078,8.549340523387506e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.4166666666666667,0.625,0.5294117647058824,0.6153846153846154,0.35714285714285715,0.5087211807800044,0.1065607564812983,53,0.3333333333333333,0.3333333333333333,0.6,0.5333333333333333,0.3333333333333333,0.42666666666666664,0.11623730516108463,31,0.3703703703703704,0.43478260869565216,0.5625,0.5714285714285715,0.3448275862068965,0.4567818273402981,0.09466241660230847,18,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,2000,adam
|
2.197500801086426,0.15281123114388995,0.003381013870239258,5.560972170044341e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.6,0.6153846153846154,0.6666666666666666,0.29411764705882354,0.46153846153846156,0.5275414781297134,0.13503003765889243,51,0.4,0.5333333333333333,0.5333333333333333,0.3333333333333333,0.4,0.44000000000000006,0.07999999999999999,21,0.48,0.5714285714285715,0.5925925925925926,0.3125,0.42857142857142855,0.4770185185185185,0.1016788841207972,12,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,2000,adam
|
||||||
0.10444097518920899,0.0104442568515255,0.003529262542724609,3.269427290173611e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3684210526315789,0.5454545454545454,0.5,0.42857142857142855,0.375,0.4434894053315106,0.06948228459176636,72,0.4666666666666667,0.4,0.6,0.4,0.2,0.4133333333333334,0.12927146286443542,39,0.4117647058823529,0.4615384615384615,0.5454545454545454,0.4137931034482759,0.26086956521739135,0.4186840763082055,0.09261152130754115,48,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,2000,lbfgs
|
0.11466517448425292,0.008681451184190104,0.0036452293395996095,8.389765172901535e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3333333333333333,0.4375,0.8571428571428571,0.35294117647058826,0.5384615384615384,0.5038757810816634,0.1909269636848914,57,0.26666666666666666,0.4666666666666667,0.4,0.4,0.4666666666666667,0.4,0.07302967433402216,39,0.2962962962962963,0.45161290322580644,0.5454545454545455,0.37500000000000006,0.5,0.43367274899532965,0.0889169327070363,48,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,2000,lbfgs
|
||||||
0.4584303855895996,0.047589868422257646,0.0035296916961669923,9.227527175677256e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.625,0.5,0.625,0.5454545454545454,0.5,0.5590909090909091,0.056315962242563036,43,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.4,0.26666666666666666,0.3333333333333333,0.0421637021355784,62,0.43478260869565216,0.4,0.43478260869565216,0.4615384615384615,0.3478260869565218,0.41578595317725753,0.0391989224279597,50,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,2000,sgd
|
0.5432119846343995,0.049434183669699,0.003715372085571289,0.0001872067541348357,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.625,0.6,1.0,0.4,0.6666666666666666,0.6583333333333333,0.1939358427705181,30,0.3333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.5333333333333333,0.37333333333333335,0.09043106644167025,51,0.43478260869565216,0.48,0.5,0.32,0.5925925925925926,0.46547504025764896,0.08906944718084585,16,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,2000,sgd
|
||||||
2.048261785507202,0.12304296298465582,0.0035881996154785156,8.7318115225509e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.42857142857142855,0.6363636363636364,0.5882352941176471,0.4666666666666667,0.4,0.5039674051438757,0.09221166830710863,54,0.4,0.4666666666666667,0.6666666666666666,0.4666666666666667,0.4,0.48,0.0979795897113271,12,0.4137931034482759,0.5384615384615385,0.625,0.4666666666666667,0.4000000000000001,0.48878426171529626,0.08368759303345308,5,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,2000,adam
|
1.9691723346710206,0.16676260431034684,0.0034314632415771485,5.4011275659413876e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.3076923076923077,0.5,0.5333333333333333,0.35714285714285715,0.3333333333333333,0.40630036630036637,0.09206649107865186,87,0.26666666666666666,0.5333333333333333,0.5333333333333333,0.3333333333333333,0.3333333333333333,0.4,0.11155467020454342,39,0.28571428571428575,0.5161290322580646,0.5333333333333333,0.3448275862068965,0.3333333333333333,0.4026675141691827,0.10176228764110626,71,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,2000,adam
|
||||||
0.11295123100280761,0.007178868221363568,0.003632211685180664,8.309174468394447e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3333333333333333,0.6666666666666666,0.5384615384615384,0.3333333333333333,0.4,0.4543589743589743,0.12992082755766138,66,0.2,0.5333333333333333,0.4666666666666667,0.4,0.4,0.4,0.1115546702045434,44,0.25,0.5925925925925926,0.5,0.3636363636363636,0.4000000000000001,0.42124579124579126,0.11718131467330822,44,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,2000,lbfgs
|
0.09997777938842774,0.005141860980625892,0.0034818649291992188,9.74151589488711e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.47368421052631576,0.375,0.5625,0.2,0.5,0.42223684210526313,0.1264817988066381,83,0.6,0.4,0.6,0.2,0.4,0.44000000000000006,0.14966629547095764,21,0.5294117647058824,0.38709677419354843,0.5806451612903225,0.20000000000000004,0.4444444444444445,0.4283196289268395,0.13229654123015872,52,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,2000,lbfgs
|
||||||
1.0702889919281007,0.48329102469891705,0.003557586669921875,3.6541596692378546e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.0847457627118644,0.0625,0.06015037593984962,0.07894736842105263,0.15517241379310345,0.08830318417317402,0.034727698831627046,102,0.3333333333333333,0.06666666666666667,0.5333333333333333,0.2,0.6,0.3466666666666667,0.19955506062794354,59,0.13513513513513511,0.06451612903225808,0.10810810810810811,0.11320754716981134,0.24657534246575347,0.13350845238221323,0.06099838137664438,99,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,2000,sgd
|
0.546437931060791,0.3371347295704314,0.003458070755004883,6.637350577423399e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.16091954022988506,0.030303030303030304,0.16455696202531644,0.34615384615384615,0.4444444444444444,0.22927556463130444,0.14724760951808993,93,0.9333333333333333,0.13333333333333333,0.8666666666666667,0.6,0.8,0.6666666666666666,0.28905977851571735,1,0.27450980392156865,0.04938271604938271,0.2765957446808511,0.43902439024390244,0.5714285714285714,0.32218824526485523,0.17581023383678338,84,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,2000,sgd
|
||||||
2.093674898147583,0.20052294807354895,0.0038346767425537108,0.0002558114874855347,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.38461538461538464,0.6363636363636364,0.5333333333333333,0.46153846153846156,0.3333333333333333,0.46983682983682995,0.1074502167964543,61,0.3333333333333333,0.4666666666666667,0.5333333333333333,0.4,0.3333333333333333,0.4133333333333334,0.07774602526460402,39,0.3571428571428571,0.5384615384615385,0.5333333333333333,0.42857142857142855,0.3333333333333333,0.43816849816849823,0.08574696474821124,30,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,2000,adam
|
1.9873740673065186,0.13929057186616525,0.0036295413970947265,0.0002805920533983178,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.5384615384615384,0.6153846153846154,0.2222222222222222,0.35714285714285715,0.44664224664224667,0.14009019043731538,77,0.4,0.4666666666666667,0.5333333333333333,0.26666666666666666,0.3333333333333333,0.39999999999999997,0.09428090415820635,45,0.4444444444444445,0.5,0.5714285714285715,0.2424242424242424,0.3448275862068965,0.42062496890083095,0.11585355553676054,60,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,2000,adam
|
||||||
0.12708439826965331,0.02499835821138367,0.003885030746459961,0.0004338437838139363,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.46153846153846156,0.5833333333333334,0.47058823529411764,0.34782608695652173,0.375,0.44765722342448677,0.0829118264196136,68,0.4,0.4666666666666667,0.5333333333333333,0.5333333333333333,0.2,0.42666666666666664,0.12364824660660936,31,0.42857142857142855,0.5185185185185186,0.5,0.4210526315789474,0.26086956521739135,0.42580242877725716,0.09092263776156755,37,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,2000,lbfgs
|
0.10980520248413086,0.00578675639367266,0.0037120819091796876,0.00015197755522038478,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.42105263157894735,0.46153846153846156,0.6,0.3,0.42857142857142855,0.44223250433776745,0.09605061161943125,79,0.5333333333333333,0.4,0.4,0.2,0.4,0.3866666666666667,0.10666666666666666,48,0.47058823529411764,0.42857142857142855,0.48,0.24,0.4137931034482759,0.4065905534627644,0.08691616445812254,68,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,2000,lbfgs
|
||||||
0.6415410041809082,0.05320448544756794,0.0036493778228759766,0.00015619387598895482,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5555555555555556,0.8333333333333334,0.625,0.5833333333333334,0.4444444444444444,0.6083333333333334,0.12741494379088575,22,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.26666666666666666,0.3466666666666667,0.06531972647421809,59,0.4166666666666667,0.47619047619047616,0.43478260869565216,0.5185185185185186,0.33333333333333337,0.4358983206809294,0.062193621610738846,33,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,2000,sgd
|
0.6058970928192139,0.03898169708824756,0.003530740737915039,0.0001319300792262689,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5555555555555556,0.6363636363636364,0.8333333333333334,0.5555555555555556,0.6666666666666666,0.6494949494949496,0.10189511283166458,32,0.3333333333333333,0.4666666666666667,0.3333333333333333,0.3333333333333333,0.5333333333333333,0.4,0.08432740427115679,39,0.4166666666666667,0.5384615384615385,0.47619047619047616,0.4166666666666667,0.5925925925925926,0.4881155881155882,0.06899603499851227,8,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,2000,sgd
|
||||||
2.061586618423462,0.06256793066074529,0.003636884689331055,7.811320390904681e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.3333333333333333,0.6,0.5294117647058824,0.46153846153846156,0.38461538461538464,0.4617797888386124,0.09605394982307672,64,0.26666666666666666,0.4,0.6,0.4,0.3333333333333333,0.39999999999999997,0.1115546702045434,46,0.2962962962962963,0.48,0.5625,0.42857142857142855,0.3571428571428571,0.4249021164021164,0.0928581632166312,39,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,2000,adam
|
1.8755479812622071,0.16242920157300345,0.0034702301025390627,6.972239813136256e-05,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.5333333333333333,0.5294117647058824,0.4444444444444444,0.3333333333333333,0.45454545454545453,0.45901366607248956,0.07281082117856094,69,0.5333333333333333,0.6,0.26666666666666666,0.4666666666666667,0.3333333333333333,0.44000000000000006,0.12364824660660938,21,0.5333333333333333,0.5625,0.33333333333333337,0.3888888888888889,0.3846153846153846,0.44053418803418803,0.09030339241127507,33,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,2000,adam
|
||||||
0.10318431854248047,0.03479934907813475,0.0030486583709716797,0.00017016346716528863,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.375,0.35294117647058826,0.42105263157894735,0.5,0.3157894736842105,0.39295665634674926,0.06344464589177647,88,0.4,0.4,0.5333333333333333,0.5333333333333333,0.4,0.4533333333333333,0.06531972647421808,20,0.38709677419354843,0.37500000000000006,0.47058823529411764,0.5161290322580646,0.35294117647058826,0.4203510436432638,0.06229583022396728,46,MLPClassifier,,,,,,,relu,"(10,)",constant,2000,lbfgs
|
0.11012558937072754,0.054084823665621,0.0028614044189453126,0.00011028724976526546,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.42857142857142855,0.47368421052631576,0.6153846153846154,0.3333333333333333,0.35294117647058826,0.4407829528572562,0.10097420765077407,80,0.4,0.6,0.5333333333333333,0.4,0.4,0.4666666666666666,0.08432740427115676,15,0.4137931034482759,0.5294117647058824,0.5714285714285715,0.3636363636363636,0.37500000000000006,0.4506539606438187,0.08419454264276927,24,MLPClassifier,,,,,,,relu,"(10,)",constant,2000,lbfgs
|
||||||
0.26506819725036623,0.03966394456860825,0.0028215885162353516,9.204162755871538e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.2857142857142857,1.0,0.4,0.0,0.3333333333333333,0.4038095238095238,0.3278515232772188,83,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.0,0.2,0.12000000000000002,0.06531972647421809,99,0.18181818181818182,0.23529411764705882,0.2,0.0,0.25,0.17342245989304814,0.09004934765138274,94,MLPClassifier,,,,,,,relu,"(10,)",constant,2000,sgd
|
0.24841032028198243,0.037818727601011494,0.002925729751586914,0.0002698674041002571,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.4,0.6666666666666666,0.6666666666666666,0.6,0.7142857142857143,0.6095238095238096,0.11090229811816865,42,0.13333333333333333,0.26666666666666666,0.13333333333333333,0.2,0.3333333333333333,0.21333333333333332,0.077746025264604,99,0.2,0.3809523809523809,0.2222222222222222,0.3,0.4545454545454545,0.31154401154401146,0.09572945963069943,86,MLPClassifier,,,,,,,relu,"(10,)",constant,2000,sgd
|
||||||
0.34603633880615237,0.0649265436773322,0.00281219482421875,8.735279320805418e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.38461538461538464,0.8,0.6153846153846154,0.5454545454545454,0.5,0.5690909090909091,0.13771388168398224,40,0.3333333333333333,0.26666666666666666,0.5333333333333333,0.4,0.3333333333333333,0.3733333333333333,0.09043106644167025,54,0.3571428571428571,0.4,0.5714285714285715,0.4615384615384615,0.4,0.43802197802197806,0.07454276354002475,31,MLPClassifier,,,,,,,relu,"(10,)",constant,2000,adam
|
0.3589020729064941,0.06097599433719551,0.002850341796875,0.00016225188534583378,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.5,0.75,0.45454545454545453,0.625,0.5659090909090909,0.10813979321245744,47,0.13333333333333333,0.3333333333333333,0.2,0.3333333333333333,0.3333333333333333,0.26666666666666666,0.08432740427115677,92,0.2105263157894737,0.4,0.31578947368421056,0.3846153846153846,0.43478260869565216,0.34914275655694416,0.07937998482711961,81,MLPClassifier,,,,,,,relu,"(10,)",constant,2000,adam
|
||||||
0.10606822967529297,0.053533481321843664,0.0027156352996826174,2.9628206893612443e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3333333333333333,0.375,0.4,0.3125,0.2727272727272727,0.33871212121212124,0.045040029130305526,93,0.4666666666666667,0.4,0.5333333333333333,0.3333333333333333,0.2,0.3866666666666666,0.11469767022723501,50,0.3888888888888889,0.38709677419354843,0.4571428571428572,0.3225806451612903,0.23076923076923075,0.3572956792311631,0.07624928962977434,86,MLPClassifier,,,,,,,relu,"(10,)",invscaling,2000,lbfgs
|
0.08772792816162109,0.04537551819989738,0.003002357482910156,0.00029033288331799733,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.35294117647058826,0.38095238095238093,0.7777777777777778,0.38461538461538464,0.4,0.45925734396322626,0.15998307183494356,68,0.4,0.5333333333333333,0.4666666666666667,0.3333333333333333,0.4,0.42666666666666664,0.06798692684790379,27,0.37500000000000006,0.4444444444444444,0.5833333333333334,0.3571428571428571,0.4000000000000001,0.43198412698412697,0.08115815738701831,49,MLPClassifier,,,,,,,relu,"(10,)",invscaling,2000,lbfgs
|
||||||
0.12356314659118653,0.12421942190111056,0.0026909828186035155,6.570781436380588e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.1,0.09243697478991597,0.3333333333333333,0.10067114093959731,0.2727272727272727,0.17983374435802385,0.10243990558139315,97,1.0,0.7333333333333333,0.06666666666666667,1.0,0.2,0.6,0.3955305859784354,4,0.18181818181818182,0.16417910447761194,0.1111111111111111,0.18292682926829268,0.23076923076923075,0.17416089148888564,0.03850945523905075,93,MLPClassifier,,,,,,,relu,"(10,)",invscaling,2000,sgd
|
0.051441001892089847,0.03033142680657717,0.003076505661010742,0.00037272827999719694,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.19718309859154928,0.07526881720430108,0.36,0.26666666666666666,0.042735042735042736,0.18837072503951194,0.11803924257857562,96,0.9333333333333333,0.4666666666666667,0.6,0.26666666666666666,0.3333333333333333,0.52,0.23626726862225803,5,0.3255813953488372,0.12962962962962962,0.45,0.26666666666666666,0.07575757575757576,0.24952705348054183,0.13478772583405416,92,MLPClassifier,,,,,,,relu,"(10,)",invscaling,2000,sgd
|
||||||
0.3445711612701416,0.0712838935691839,0.0027398586273193358,4.1858155276809265e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.75,0.6666666666666666,0.5833333333333334,0.2222222222222222,0.5444444444444445,0.18138697463682787,45,0.3333333333333333,0.2,0.5333333333333333,0.4666666666666667,0.13333333333333333,0.3333333333333333,0.1520233900132184,62,0.4,0.31578947368421056,0.5925925925925926,0.5185185185185186,0.16666666666666669,0.3987134502923977,0.1501107105368813,77,MLPClassifier,,,,,,,relu,"(10,)",invscaling,2000,adam
|
0.33542885780334475,0.06854280741901868,0.0028429508209228517,0.00013792315121444147,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.5454545454545454,0.6,0.42857142857142855,0.75,0.5648051948051948,0.1083232109477093,48,0.13333333333333333,0.4,0.2,0.2,0.6,0.30666666666666664,0.17178798302300166,79,0.2105263157894737,0.4615384615384615,0.3,0.27272727272727276,0.6666666666666665,0.3822917433443749,0.16457752319589242,76,MLPClassifier,,,,,,,relu,"(10,)",invscaling,2000,adam
|
||||||
0.07240762710571289,0.03113599689325272,0.0027058601379394533,6.269518350269662e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.3181818181818182,0.6666666666666666,0.46153846153846156,0.38095238095238093,0.29411764705882354,0.4242913948796302,0.13432485500860764,76,0.4666666666666667,0.5333333333333333,0.4,0.5333333333333333,0.3333333333333333,0.4533333333333333,0.077746025264604,20,0.3783783783783784,0.5925925925925926,0.42857142857142855,0.4444444444444444,0.3125,0.4312973687973688,0.09285435902258966,35,MLPClassifier,,,,,,,relu,"(10,)",adaptive,2000,lbfgs
|
0.09804062843322754,0.02734152254049283,0.00286102294921875,7.177040793804653e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4117647058823529,0.4,0.6153846153846154,0.47368421052631576,0.5454545454545454,0.4892576154495659,0.08158519344150492,64,0.4666666666666667,0.5333333333333333,0.5333333333333333,0.6,0.4,0.5066666666666666,0.06798692684790378,7,0.43749999999999994,0.4571428571428572,0.5714285714285715,0.5294117647058824,0.4615384615384615,0.4914043309631545,0.0506358365650095,6,MLPClassifier,,,,,,,relu,"(10,)",adaptive,2000,lbfgs
|
||||||
0.2610966682434082,0.014935323166215772,0.0028059959411621095,5.1771517082965966e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.6666666666666666,0.5714285714285714,0.8,0.4444444444444444,0.6666666666666666,0.6298412698412699,0.11785604723984365,17,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.0,93,0.3809523809523809,0.36363636363636365,0.4,0.33333333333333337,0.3809523809523809,0.3717748917748918,0.022401332126470948,83,MLPClassifier,,,,,,,relu,"(10,)",adaptive,2000,sgd
|
0.3182212829589844,0.04897532880827998,0.002846097946166992,0.0001444617972240395,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.42857142857142855,0.25,1.0,0.5,0.8571428571428571,0.6071428571428572,0.27847983842311325,43,0.2,0.06666666666666667,0.2,0.2,0.4,0.21333333333333337,0.10666666666666669,98,0.27272727272727276,0.10526315789473685,0.33333333333333337,0.28571428571428575,0.5454545454545455,0.3084985190248348,0.1413281584299513,88,MLPClassifier,,,,,,,relu,"(10,)",adaptive,2000,sgd
|
||||||
0.2892911911010742,0.030385564059187197,0.0028136253356933595,6.413617539858511e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.625,1.0,0.5555555555555556,0.5454545454545454,0.2222222222222222,0.5896464646464646,0.24809497623477872,38,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.4,0.13333333333333333,0.30666666666666664,0.09043106644167025,85,0.43478260869565216,0.5,0.4166666666666667,0.4615384615384615,0.16666666666666669,0.3959308807134894,0.11801376672200453,78,MLPClassifier,,,,,,,relu,"(10,)",adaptive,2000,adam
|
0.36957368850708006,0.06187804206303522,0.002767610549926758,6.143938999170583e-05,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.42857142857142855,0.5,0.8,0.5714285714285714,0.625,0.585,0.126256945656588,45,0.2,0.4,0.26666666666666666,0.26666666666666666,0.3333333333333333,0.29333333333333333,0.06798692684790379,84,0.27272727272727276,0.4444444444444445,0.4,0.36363636363636365,0.43478260869565216,0.38311813790074656,0.06209800854614247,75,MLPClassifier,,,,,,,relu,"(10,)",adaptive,2000,adam
|
||||||
0.04955000877380371,0.00372355649319816,0.002831697463989258,2.034983231097393e-05,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4375,0.5384615384615384,0.47058823529411764,0.35714285714285715,0.21428571428571427,0.4035956690368455,0.1111957130722278,84,0.4666666666666667,0.4666666666666667,0.5333333333333333,0.3333333333333333,0.2,0.4,0.11925695879998878,44,0.45161290322580644,0.5,0.5,0.3448275862068965,0.20689655172413796,0.40066740823136826,0.1122449122147155,67,MLPClassifier,,,,,,,relu,"(50,)",constant,2000,lbfgs
|
0.0685011863708496,0.018157201837709015,0.003172779083251953,0.00012298836672934444,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.391304347826087,0.5,0.8888888888888888,0.23076923076923078,0.23076923076923078,0.4483463396506875,0.24276705862473166,75,0.6,0.6666666666666666,0.5333333333333333,0.2,0.2,0.43999999999999995,0.20044395171163876,26,0.47368421052631576,0.5714285714285715,0.6666666666666667,0.21428571428571427,0.21428571428571427,0.4280701754385965,0.1849151952571801,53,MLPClassifier,,,,,,,relu,"(50,)",constant,2000,lbfgs
|
||||||
0.3405783653259277,0.042148921484528666,0.003117942810058594,3.7836840712640754e-05,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.6666666666666666,1.0,0.7142857142857143,0.4444444444444444,0.8333333333333334,0.7317460317460317,0.18404486400807296,3,0.26666666666666666,0.26666666666666666,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.29333333333333333,0.03265986323710903,88,0.3809523809523809,0.4210526315789474,0.4545454545454545,0.33333333333333337,0.47619047619047616,0.41321485532011853,0.05129815357353517,54,MLPClassifier,,,,,,,relu,"(50,)",constant,2000,sgd
|
0.3557922840118408,0.024482303442255493,0.0032196521759033205,0.00016582984162233396,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.5555555555555556,0.75,0.5714285714285714,0.625,0.5003968253968254,0.2593502162009645,60,0.0,0.3333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.22666666666666666,0.12364824660660938,95,0.0,0.4166666666666667,0.31578947368421056,0.36363636363636365,0.43478260869565216,0.3061750225365786,0.15867306164397535,89,MLPClassifier,,,,,,,relu,"(50,)",constant,2000,sgd
|
||||||
1.406182336807251,0.12741938724800464,0.003235006332397461,0.00012487386517305267,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.38461538461538464,0.6666666666666666,0.5555555555555556,0.6363636363636364,0.36363636363636365,0.5213675213675214,0.12576568275645825,51,0.3333333333333333,0.5333333333333333,0.3333333333333333,0.4666666666666667,0.26666666666666666,0.3866666666666666,0.09797958971132713,50,0.3571428571428571,0.5925925925925926,0.4166666666666667,0.5384615384615385,0.30769230769230765,0.44251119251119253,0.10757575883244426,27,MLPClassifier,,,,,,,relu,"(50,)",constant,2000,adam
|
1.5644401550292968,0.16950267364129007,0.0032318115234375,0.00014882731675843107,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.4375,0.5625,0.6,0.2222222222222222,0.42857142857142855,0.45015873015873015,0.1324041341851044,74,0.4666666666666667,0.6,0.4,0.13333333333333333,0.4,0.4,0.1520233900132184,39,0.45161290322580644,0.5806451612903225,0.48,0.16666666666666669,0.4137931034482759,0.41854356692621436,0.13755867173860573,63,MLPClassifier,,,,,,,relu,"(50,)",constant,2000,adam
|
||||||
0.052970504760742186,0.005452908684095196,0.0033062458038330077,2.9562211757353154e-05,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.35294117647058826,0.4666666666666667,0.5789473684210527,0.3125,0.3,0.4022110423116615,0.10612534517325908,85,0.4,0.4666666666666667,0.7333333333333333,0.3333333333333333,0.2,0.42666666666666664,0.1768866554856213,31,0.37500000000000006,0.4666666666666667,0.6470588235294117,0.3225806451612903,0.24,0.4102612270714737,0.13940932488665292,59,MLPClassifier,,,,,,,relu,"(50,)",invscaling,2000,lbfgs
|
0.06742243766784668,0.01168177432193801,0.0034455299377441407,0.00017817424794848959,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.42105263157894735,0.4117647058823529,0.6666666666666666,0.4,0.5,0.4798968008255934,0.09977498564388326,65,0.5333333333333333,0.4666666666666667,0.5333333333333333,0.26666666666666666,0.3333333333333333,0.42666666666666664,0.1083205120618128,27,0.47058823529411764,0.43749999999999994,0.5925925925925926,0.32,0.4,0.44413616557734203,0.08960005594208219,29,MLPClassifier,,,,,,,relu,"(50,)",invscaling,2000,lbfgs
|
||||||
0.1470343589782715,0.06399741224635598,0.0034874439239501952,0.0001061789693931547,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.11392405063291139,0.12264150943396226,0.1095890410958904,0.0,0.10273972602739725,0.08977886543803226,0.0453511080011298,101,0.6,0.8666666666666667,0.5333333333333333,0.0,1.0,0.6,0.34512477614786097,4,0.19148936170212763,0.21487603305785125,0.18181818181818182,0.0,0.18633540372670807,0.15490379606097376,0.07828497809788673,97,MLPClassifier,,,,,,,relu,"(50,)",invscaling,2000,sgd
|
0.10957741737365723,0.06016572970576125,0.003404998779296875,0.00014595568699887215,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.11016949152542373,0.0,0.0,0.1111111111111111,0.046153846153846156,0.053486889758076195,0.04961640154252625,102,0.8666666666666667,0.0,0.0,0.06666666666666667,0.4,0.2666666666666667,0.33466401061363027,91,0.19548872180451127,0.0,0.0,0.08333333333333334,0.08275862068965517,0.07231613516549996,0.07191822727137533,102,MLPClassifier,,,,,,,relu,"(50,)",invscaling,2000,sgd
|
||||||
1.6083802223205566,0.301994580639607,0.004079341888427734,0.001223078545507362,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.46153846153846156,0.45454545454545453,0.6666666666666666,0.42857142857142855,0.2222222222222222,0.4467088467088467,0.14098651209890012,69,0.4,0.3333333333333333,0.6666666666666666,0.4,0.13333333333333333,0.3866666666666666,0.17074997966487596,50,0.42857142857142855,0.3846153846153846,0.6666666666666666,0.4137931034482759,0.16666666666666669,0.41206264999368447,0.15878997484418497,56,MLPClassifier,,,,,,,relu,"(50,)",invscaling,2000,adam
|
1.6605148315429688,0.12492740716800618,0.0033705711364746095,0.0001575748341654582,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.42857142857142855,0.5882352941176471,0.6666666666666666,0.35714285714285715,0.45454545454545453,0.49903234020881077,0.11236982055922312,61,0.4,0.6666666666666666,0.4,0.3333333333333333,0.3333333333333333,0.42666666666666664,0.12364824660660938,27,0.4137931034482759,0.625,0.5,0.3448275862068965,0.3846153846153846,0.45364721485411136,0.09970537902140371,22,MLPClassifier,,,,,,,relu,"(50,)",invscaling,2000,adam
|
||||||
0.054295587539672854,0.006501607057676768,0.0033596038818359377,4.2841211503933764e-05,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.38461538461538464,0.5,0.5,0.3888888888888889,0.25,0.4047008547008547,0.09246583477810955,82,0.3333333333333333,0.4,0.4666666666666667,0.4666666666666667,0.2,0.3733333333333334,0.09977753031397177,53,0.3571428571428571,0.4444444444444445,0.4827586206896552,0.42424242424242425,0.22222222222222224,0.3861621137483207,0.09153822213642739,82,MLPClassifier,,,,,,,relu,"(50,)",adaptive,2000,lbfgs
|
0.058107852935791016,0.004914162785795568,0.0033721923828125,0.0001754349292325608,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5,0.47368421052631576,0.7272727272727273,0.26666666666666666,0.3125,0.45602472089314194,0.16265114934695105,71,0.3333333333333333,0.6,0.5333333333333333,0.26666666666666666,0.3333333333333333,0.4133333333333334,0.12927146286443544,36,0.4,0.5294117647058824,0.6153846153846153,0.26666666666666666,0.3225806451612903,0.42680873838369093,0.1290859631419801,56,MLPClassifier,,,,,,,relu,"(50,)",adaptive,2000,lbfgs
|
||||||
0.42258143424987793,0.02879488291820619,0.0033105850219726563,6.506592852613603e-05,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5714285714285714,0.5,0.8,0.5,1.0,0.6742857142857143,0.1965830561345094,7,0.26666666666666666,0.2,0.26666666666666666,0.26666666666666666,0.2,0.24,0.03265986323710903,95,0.36363636363636365,0.28571428571428575,0.4,0.3478260869565218,0.33333333333333337,0.34610201392810086,0.03748369158197312,87,MLPClassifier,,,,,,,relu,"(50,)",adaptive,2000,sgd
|
0.43529863357543946,0.04351866353259262,0.0033510684967041015,0.00014138512021408982,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.5555555555555556,1.0,0.8,0.6,0.691111111111111,0.18464513846969768,21,0.13333333333333333,0.3333333333333333,0.2,0.26666666666666666,0.2,0.22666666666666666,0.06798692684790379,95,0.2105263157894737,0.4166666666666667,0.33333333333333337,0.4,0.3,0.3321052631578948,0.07426173008520451,83,MLPClassifier,,,,,,,relu,"(50,)",adaptive,2000,sgd
|
||||||
1.624642276763916,0.19872194693441425,0.0034543991088867186,0.0003602590534645065,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.38461538461538464,0.75,0.6428571428571429,0.46153846153846156,0.42857142857142855,0.5335164835164835,0.13941759584310953,48,0.3333333333333333,0.6,0.6,0.4,0.2,0.42666666666666664,0.155492050529208,31,0.3571428571428571,0.6666666666666665,0.6206896551724138,0.42857142857142855,0.27272727272727276,0.46915957605612774,0.15149337182982042,11,MLPClassifier,,,,,,,relu,"(50,)",adaptive,2000,adam
|
1.529740810394287,0.23731467981807974,0.0033102989196777343,0.00012101471359369056,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.42857142857142855,0.5714285714285714,0.7,0.4166666666666667,0.4,0.5033333333333333,0.1158386554838599,59,0.4,0.5333333333333333,0.4666666666666667,0.3333333333333333,0.26666666666666666,0.39999999999999997,0.09428090415820634,45,0.4137931034482759,0.5517241379310344,0.56,0.3703703703703704,0.32,0.4431775223499361,0.09671286005929433,32,MLPClassifier,,,,,,,relu,"(50,)",adaptive,2000,adam
|
||||||
0.12689056396484374,0.019380635646914092,0.0039041519165039064,0.0005076504639596825,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.375,0.3888888888888889,0.5555555555555556,0.5,0.2777777777777778,0.41944444444444445,0.09797328938082443,79,0.4,0.4666666666666667,0.6666666666666666,0.4666666666666667,0.3333333333333333,0.4666666666666667,0.11155467020454339,13,0.38709677419354843,0.42424242424242425,0.606060606060606,0.4827586206896552,0.303030303030303,0.4406377456433074,0.10120290639445545,28,MLPClassifier,,,,,,,relu,"(100, 20)",constant,2000,lbfgs
|
0.11803364753723145,0.014784319959433924,0.0032468795776367187,2.3650642359371077e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5714285714285714,0.5,0.6666666666666666,0.4,0.35294117647058826,0.4982072829131653,0.11356940344933737,62,0.5333333333333333,0.4,0.5333333333333333,0.4,0.4,0.4533333333333333,0.06531972647421808,17,0.5517241379310344,0.4444444444444445,0.5925925925925926,0.4000000000000001,0.37500000000000006,0.47275223499361435,0.08514457224227132,13,MLPClassifier,,,,,,,relu,"(100, 20)",constant,2000,lbfgs
|
||||||
0.6938549995422363,0.0685513963084081,0.003431224822998047,7.781649329966713e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.5714285714285714,1.0,0.75,0.5555555555555556,0.6666666666666666,0.7087301587301587,0.1616322013273373,4,0.26666666666666666,0.2,0.4,0.3333333333333333,0.26666666666666666,0.29333333333333333,0.06798692684790379,88,0.36363636363636365,0.33333333333333337,0.5217391304347827,0.4166666666666667,0.3809523809523809,0.4032655750047055,0.06507602329837384,66,MLPClassifier,,,,,,,relu,"(100, 20)",constant,2000,sgd
|
0.573366641998291,0.046860552621632044,0.003491115570068359,7.47803816578954e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'sgd'}",0.6,0.625,1.0,0.5,0.625,0.67,0.17131841699011813,26,0.2,0.3333333333333333,0.13333333333333333,0.26666666666666666,0.3333333333333333,0.2533333333333333,0.077746025264604,93,0.3,0.43478260869565216,0.23529411764705882,0.3478260869565218,0.43478260869565216,0.35053708439897696,0.07750729581208393,80,MLPClassifier,,,,,,,relu,"(100, 20)",constant,2000,sgd
|
||||||
1.1876333236694336,0.08979259701925384,0.0034419536590576173,0.0001254144819289782,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.35714285714285715,0.7,0.6666666666666666,0.5454545454545454,0.38461538461538464,0.5307758907758908,0.14059152815711978,49,0.3333333333333333,0.4666666666666667,0.6666666666666666,0.4,0.3333333333333333,0.44000000000000006,0.12364824660660938,24,0.3448275862068965,0.56,0.6666666666666666,0.4615384615384615,0.3571428571428571,0.47803511431097645,0.12241848550740289,8,MLPClassifier,,,,,,,relu,"(100, 20)",constant,2000,adam
|
1.1405928134918213,0.12210845662044083,0.003698444366455078,0.00027772359270918995,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 2000, 'solver': 'adam'}",0.5454545454545454,0.4666666666666667,0.8,0.25,0.45454545454545453,0.5033333333333334,0.17758816793948537,58,0.4,0.4666666666666667,0.5333333333333333,0.2,0.3333333333333333,0.3866666666666666,0.11469767022723502,49,0.4615384615384615,0.4666666666666667,0.64,0.22222222222222224,0.3846153846153846,0.435008547008547,0.1353107974530151,46,MLPClassifier,,,,,,,relu,"(100, 20)",constant,2000,adam
|
||||||
0.10192203521728516,0.007974414784472122,0.0034714221954345705,0.00012783357681436726,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4666666666666667,0.4,0.5789473684210527,0.4,0.26666666666666666,0.4224561403508772,0.10170839856152558,77,0.4666666666666667,0.4,0.7333333333333333,0.4,0.26666666666666666,0.4533333333333333,0.154344492037203,20,0.4666666666666667,0.4000000000000001,0.6470588235294117,0.4000000000000001,0.26666666666666666,0.4360784313725491,0.12389674608676417,32,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,2000,lbfgs
|
0.1644218921661377,0.07173989778466576,0.003545188903808594,0.0001317419694368063,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5,0.5,0.6363636363636364,0.2857142857142857,0.4,0.46441558441558434,0.11677513049175396,67,0.6,0.6,0.4666666666666667,0.26666666666666666,0.4,0.4666666666666666,0.12649110640673514,15,0.5454545454545454,0.5454545454545454,0.5384615384615385,0.2758620689655172,0.4000000000000001,0.4610465396672293,0.10794672122368697,17,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,2000,lbfgs
|
||||||
0.09777464866638183,0.027837176788495482,0.003357219696044922,0.0001439564509974002,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.22580645161290322,0.0,0.0,0.5714285714285714,1.0,0.35944700460829493,0.3824940313849434,90,0.4666666666666667,0.0,0.0,0.26666666666666666,0.06666666666666667,0.16,0.18184242262647807,98,0.3043478260869565,0.0,0.0,0.36363636363636365,0.125,0.158596837944664,0.15147225433874276,96,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,2000,sgd
|
0.24459514617919922,0.1343570282891143,0.00361785888671875,0.0001568871499104726,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.1411764705882353,0.09523809523809523,0.2,0.07317073170731707,0.175,0.1369170595067295,0.04743129914111351,98,0.8,0.9333333333333333,0.06666666666666667,0.6,0.9333333333333333,0.6666666666666666,0.32386554137309653,1,0.24000000000000002,0.17283950617283952,0.1,0.13043478260869565,0.29473684210526313,0.1876022261773597,0.07125104514170369,96,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,2000,sgd
|
||||||
1.173351764678955,0.03771937510383487,0.0034332275390625,5.926512339824602e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.4,0.7,0.6666666666666666,0.7,0.25,0.5433333333333333,0.1848723283181606,46,0.4,0.4666666666666667,0.6666666666666666,0.4666666666666667,0.13333333333333333,0.42666666666666664,0.17178798302300166,31,0.4000000000000001,0.56,0.6666666666666666,0.56,0.1739130434782609,0.47211594202898555,0.171710732073877,10,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,2000,adam
|
1.313458251953125,0.06995290862432728,0.0034576416015625,4.131088840520437e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'adam'}",0.5,0.6428571428571429,0.7142857142857143,0.25,0.46153846153846156,0.5137362637362638,0.1608492436077412,55,0.5333333333333333,0.6,0.6666666666666666,0.2,0.4,0.48,0.16546231527987806,12,0.5161290322580646,0.6206896551724138,0.689655172413793,0.22222222222222224,0.42857142857142855,0.49545350212758443,0.16306710545017414,4,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,2000,adam
|
||||||
0.15829339027404785,0.07911208262281175,0.0034626007080078127,0.00010584059995727836,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.4166666666666667,0.5454545454545454,0.5,0.5625,0.3333333333333333,0.47159090909090906,0.08562617087467662,60,0.3333333333333333,0.4,0.6,0.6,0.26666666666666666,0.44000000000000006,0.13727506854649332,24,0.3703703703703704,0.4615384615384615,0.5454545454545454,0.5806451612903225,0.2962962962962963,0.4508609669899992,0.10608945719305136,21,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,2000,lbfgs
|
0.10416684150695801,0.013458491311119477,0.00340423583984375,8.480768372486029e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'lbfgs'}",0.5,0.3333333333333333,0.5454545454545454,0.3076923076923077,0.3333333333333333,0.40396270396270395,0.09847650341880418,88,0.5333333333333333,0.3333333333333333,0.4,0.26666666666666666,0.4,0.3866666666666666,0.08844332774281066,49,0.5161290322580646,0.3333333333333333,0.4615384615384615,0.28571428571428575,0.3636363636363636,0.39207029529610177,0.08460084666489731,74,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,2000,lbfgs
|
||||||
0.7347156524658203,0.07182041177507488,0.0034441471099853514,6.154994385330038e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.625,1.0,0.6666666666666666,0.4,0.8,0.6983333333333333,0.19835434062415785,5,0.3333333333333333,0.26666666666666666,0.26666666666666666,0.13333333333333333,0.26666666666666666,0.2533333333333333,0.06531972647421809,94,0.43478260869565216,0.4210526315789474,0.3809523809523809,0.2,0.4,0.367357524245396,0.08566002432699567,85,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,2000,sgd
|
0.7120599269866943,0.03092832597426898,0.003294515609741211,7.552630958984795e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'sgd'}",0.5,0.5714285714285714,1.0,0.6,0.625,0.6592857142857143,0.17542368536704245,29,0.13333333333333333,0.26666666666666666,0.3333333333333333,0.2,0.3333333333333333,0.2533333333333333,0.077746025264604,93,0.2105263157894737,0.36363636363636365,0.5,0.3,0.43478260869565216,0.36178905762429786,0.10112570428864834,78,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,2000,sgd
|
||||||
1.2371012687683105,0.07587795277792217,0.003482151031494141,7.824190178678591e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.4666666666666667,0.5833333333333334,0.5625,0.5833333333333334,0.23076923076923078,0.4853205128205128,0.1343979318154324,58,0.4666666666666667,0.4666666666666667,0.6,0.4666666666666667,0.2,0.44000000000000006,0.13063945294843615,24,0.4666666666666667,0.5185185185185186,0.5806451612903225,0.5185185185185186,0.21428571428571427,0.45972691585594816,0.12792472062564747,15,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,2000,adam
|
1.1155292987823486,0.08876726215992084,0.003287601470947266,5.515367450917752e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 2000, 'solver': 'adam'}",0.46153846153846156,0.5333333333333333,0.7142857142857143,0.3333333333333333,0.5555555555555556,0.5196092796092797,0.12445910709608032,53,0.4,0.5333333333333333,0.6666666666666666,0.3333333333333333,0.3333333333333333,0.4533333333333333,0.12927146286443544,17,0.42857142857142855,0.5333333333333333,0.689655172413793,0.3333333333333333,0.4166666666666667,0.48031198686371096,0.12244702468144499,9,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,2000,adam
|
||||||
|
|
|
||||||
|
|
|
@ -6,6 +6,7 @@ import glob
|
||||||
from sklearn import preprocessing
|
from sklearn import preprocessing
|
||||||
from sklearn.metrics import f1_score, precision_score, recall_score, make_scorer
|
from sklearn.metrics import f1_score, precision_score, recall_score, make_scorer
|
||||||
from sklearn.model_selection import GridSearchCV
|
from sklearn.model_selection import GridSearchCV
|
||||||
|
from sklearn.utils import shuffle
|
||||||
|
|
||||||
from sklearn.neural_network import MLPClassifier
|
from sklearn.neural_network import MLPClassifier
|
||||||
from sklearn.naive_bayes import GaussianNB
|
from sklearn.naive_bayes import GaussianNB
|
||||||
|
|
@ -16,7 +17,6 @@ from sklearn.ensemble import RandomForestClassifier
|
||||||
DIR: str = os.path.dirname(os.path.realpath(__file__))
|
DIR: str = os.path.dirname(os.path.realpath(__file__))
|
||||||
IN_DIR: str = DIR + '/metrics'
|
IN_DIR: str = DIR + '/metrics'
|
||||||
OUT_DIR: str = DIR + '/models'
|
OUT_DIR: str = DIR + '/models'
|
||||||
RANDOM: int = 42
|
|
||||||
|
|
||||||
|
|
||||||
def clean_output():
|
def clean_output():
|
||||||
|
|
@ -25,7 +25,7 @@ def clean_output():
|
||||||
os.remove(f)
|
os.remove(f)
|
||||||
|
|
||||||
|
|
||||||
def get_classifiers() -> list:
|
def get_classifiers() -> list[tuple[any, dict[str, list[str]]]]:
|
||||||
return [
|
return [
|
||||||
(GaussianNB(), {}),
|
(GaussianNB(), {}),
|
||||||
(SVC(), {
|
(SVC(), {
|
||||||
|
|
@ -51,20 +51,12 @@ def get_classifiers() -> list:
|
||||||
]
|
]
|
||||||
|
|
||||||
|
|
||||||
def main():
|
def perform_grid_search(X_scaled, y, random_state: int) -> pd.DataFrame:
|
||||||
clean_output()
|
# Shuffle according to given random state. This allows for multiple runs
|
||||||
|
# of grid search that have a deterministic output for a given random_state
|
||||||
|
X_shuffled, y_shuffled = shuffle(X_scaled, y, random_state=random_state)
|
||||||
|
|
||||||
# load dataset
|
dfs: list[pd.DataFrame] = []
|
||||||
df = pd.read_csv(IN_DIR + '/feature_vectors_labeled.csv')
|
|
||||||
df = df.drop('class_name', axis=1)
|
|
||||||
|
|
||||||
X = df.iloc[:, :-1].to_numpy()
|
|
||||||
y = df.iloc[:, -1].to_numpy()
|
|
||||||
|
|
||||||
scaler = preprocessing.StandardScaler().fit(X)
|
|
||||||
X_scaled = scaler.transform(X)
|
|
||||||
|
|
||||||
df = None
|
|
||||||
|
|
||||||
for classifier, grid in get_classifiers():
|
for classifier, grid in get_classifiers():
|
||||||
# cross-validation splits are same across calls as data is not shuffled
|
# cross-validation splits are same across calls as data is not shuffled
|
||||||
|
|
@ -75,13 +67,34 @@ def main():
|
||||||
'f1': make_scorer(f1_score, average='binary')
|
'f1': make_scorer(f1_score, average='binary')
|
||||||
}, refit='f1')
|
}, refit='f1')
|
||||||
|
|
||||||
clf.fit(X_scaled, y)
|
clf.fit(X_shuffled, y_shuffled)
|
||||||
|
|
||||||
df_classifier = pd.DataFrame(clf.cv_results_)
|
df_classifier = pd.DataFrame(clf.cv_results_)
|
||||||
df_classifier['classifier'] = type(classifier).__name__
|
df_classifier['classifier'] = type(classifier).__name__
|
||||||
|
|
||||||
df = df_classifier if df is None else pd.concat(
|
dfs.append(df_classifier)
|
||||||
[df, df_classifier], ignore_index=True)
|
|
||||||
|
return pd.concat(dfs, ignore_index=True)
|
||||||
|
|
||||||
|
|
||||||
|
def load_dataset() -> tuple[any, any]:
|
||||||
|
df = pd.read_csv(IN_DIR + '/feature_vectors_labeled.csv')
|
||||||
|
df = df.drop('class_name', axis=1)
|
||||||
|
|
||||||
|
X = df.iloc[:, :-1].to_numpy()
|
||||||
|
y = df.iloc[:, -1].to_numpy()
|
||||||
|
|
||||||
|
scaler = preprocessing.StandardScaler().fit(X)
|
||||||
|
X_scaled = scaler.transform(X)
|
||||||
|
|
||||||
|
return (X_scaled, y)
|
||||||
|
|
||||||
|
|
||||||
|
def main():
|
||||||
|
clean_output()
|
||||||
|
|
||||||
|
X, y = load_dataset()
|
||||||
|
df = perform_grid_search(X, y, 0xDEADB017)
|
||||||
|
|
||||||
df.to_csv(OUT_DIR + '/models.csv', index=False)
|
df.to_csv(OUT_DIR + '/models.csv', index=False)
|
||||||
|
|
||||||
|
|
|
||||||
Reference in a new issue