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Joseph Gordon
joseph-gordon/
ML_BreastCancerTreatment
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# mean_fit_time std_fit_time mean_score_time std_score_time param_forest__criterion param_forest__max_depth param_forest__max_leaf_nodes param_forest__min_samples_leaf param_forest__min_samples_split param_forest__n_estimators params split0_test_f1 split1_test_f1 split2_test_f1 split3_test_f1 split4_test_f1 mean_test_f1 std_test_f1 rank_test_f1 split0_train_f1 split1_train_f1 split2_train_f1 split3_train_f1 split4_train_f1 mean_train_f1 std_train_f1 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_train_recall split1_train_recall split2_train_recall split3_train_recall split4_train_recall mean_train_recall std_train_recall split0_test_specificity split1_test_specificity split2_test_specificity split3_test_specificity split4_test_specificity mean_test_specificity std_test_specificity rank_test_specificity split0_train_specificity split1_train_specificity split2_train_specificity split3_train_specificity split4_train_specificity mean_train_specificity std_train_specificity 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_train_precision split1_train_precision split2_train_precision split3_train_precision split4_train_precision mean_train_precision std_train_precision split0_test_balanced_accuracy_score split1_test_balanced_accuracy_score split2_test_balanced_accuracy_score split3_test_balanced_accuracy_score split4_test_balanced_accuracy_score mean_test_balanced_accuracy_score std_test_balanced_accuracy_score rank_test_balanced_accuracy_score split0_train_balanced_accuracy_score split1_train_balanced_accuracy_score split2_train_balanced_accuracy_score split3_train_balanced_accuracy_score split4_train_balanced_accuracy_score mean_train_balanced_accuracy_score std_train_balanced_accuracy_score
1 0 0.15603113174438477 0.020359514270378284 0.016015338897705077 0.002049216352536542 gini 1 2 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 50} 0.34782608695652173 0.34782608695652173 0.42857142857142855 0.46153846153846156 0.5217391304347826 0.42150023889154326 0.06716644653503666 3226 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.2857142857142857 0.3076923076923077 0.46153846153846156 0.46153846153846156 0.42857142857142855 0.389010989010989 0.07663998142489098 3214 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.9 0.88 0.82 0.86 0.9387755102040817 0.8797551020408163 0.039633977152685684 39 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.4444444444444444 0.4 0.4 0.46153846153846156 0.6666666666666666 0.47452991452991455 0.09909577307072717 664 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.5928571428571429 0.5938461538461539 0.6407692307692308 0.6607692307692308 0.6836734693877551 0.6343830455259026 0.03615024259296027 3224 1.0 1.0 1.0 1.0 1.0 1.0 0.0
2 1 0.26074943542480467 0.010636369152016264 0.017232751846313475 0.0015906688152311727 gini 1 2 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 100} 0.4444444444444444 0.3333333333333333 0.4444444444444444 0.43478260869565216 0.45454545454545453 0.4223100570926658 0.044925282348027895 3225 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.42857142857142855 0.3076923076923077 0.46153846153846156 0.38461538461538464 0.35714285714285715 0.387912087912088 0.053790058244045785 3218 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.86 0.86 0.84 0.9 0.9387755102040817 0.8797551020408163 0.03536738815546902 39 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.46153846153846156 0.36363636363636365 0.42857142857142855 0.5 0.625 0.4757492507492508 0.08701824852679511 611 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6442857142857142 0.5838461538461539 0.6507692307692308 0.6423076923076924 0.6479591836734694 0.6338335949764521 0.02516405933124606 3226 1.0 1.0 1.0 1.0 1.0 1.0 0.0
3 2 0.46998915672302244 0.02180140048206238 0.027387237548828124 0.005129772054641732 gini 1 2 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 200} 0.5 0.2727272727272727 0.48 0.5 0.5217391304347826 0.454893280632411 0.09203521249338413 3183 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.42857142857142855 0.23076923076923078 0.46153846153846156 0.46153846153846156 0.42857142857142855 0.4021978021978022 0.08697300631828299 3207 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.92 0.88 0.88 0.9 0.9387755102040817 0.9037551020408163 0.022947924676981698 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6 0.3333333333333333 0.5 0.5454545454545454 0.6666666666666666 0.5290909090909091 0.11259686167860737 14 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6742857142857143 0.5553846153846154 0.6707692307692308 0.6807692307692308 0.6836734693877551 0.6529764521193092 0.04900934530816674 3185 1.0 1.0 1.0 1.0 1.0 1.0 0.0
4 3 0.6492310047149659 0.04349045329825479 0.024682092666625976 0.003113299663410461 gini 1 2 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 300} 0.38461538461538464 0.2727272727272727 0.46153846153846156 0.2857142857142857 0.5217391304347826 0.3852669070060374 0.09697250741262749 3239 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.35714285714285715 0.23076923076923078 0.46153846153846156 0.23076923076923078 0.42857142857142855 0.34175824175824177 0.09670329670329669 3239 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.86 0.88 0.86 0.9 0.9387755102040817 0.8877551020408163 0.029508820923353555 22 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.4166666666666667 0.3333333333333333 0.46153846153846156 0.375 0.6666666666666666 0.45064102564102565 0.1161229935817872 2279 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6085714285714285 0.5553846153846154 0.6607692307692308 0.5653846153846154 0.6836734693877551 0.614756671899529 0.050729831153120686 3239 1.0 1.0 1.0 1.0 1.0 1.0 0.0
5 4 0.8531075954437256 0.040118370889845094 0.028730344772338868 0.0020403917071398973 gini 1 2 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 400} 0.34782608695652173 0.36363636363636365 0.41379310344827586 0.48 0.36363636363636365 0.393778383535505 0.04850454091530079 3237 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.2857142857142857 0.3076923076923077 0.46153846153846156 0.46153846153846156 0.2857142857142857 0.3604395604395604 0.0829360978642339 3234 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.9 0.9 0.8 0.88 0.9183673469387755 0.8796734693877551 0.04164497616740031 44 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.4444444444444444 0.4444444444444444 0.375 0.5 0.5 0.4527777777777778 0.04614791034954486 2136 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.5928571428571429 0.6038461538461539 0.6307692307692307 0.6707692307692308 0.6020408163265306 0.6200565149136578 0.028332627383425336 3235 1.0 1.0 1.0 1.0 1.0 1.0 0.0
6 5 0.1231734275817871 0.008138126438046747 0.014093923568725585 0.0006919019620626925 gini 1 3 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 50} 0.2727272727272727 0.3333333333333333 0.35714285714285715 0.5 0.5833333333333334 0.40930735930735934 0.11459275951864473 3234 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.21428571428571427 0.3076923076923077 0.38461538461538464 0.46153846153846156 0.5 0.37362637362637363 0.10349524991622949 3227 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.9 0.86 0.8 0.9 0.9387755102040817 0.8797551020408163 0.04701969954114561 39 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.375 0.36363636363636365 0.3333333333333333 0.5454545454545454 0.7 0.4634848484848485 0.13956873099064762 1325 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.5571428571428572 0.5838461538461539 0.5923076923076923 0.6807692307692308 0.7193877551020409 0.6266907378335949 0.062244646860468995 3234 1.0 1.0 1.0 1.0 1.0 1.0 0.0
7 6 0.2362664222717285 0.007716291711675805 0.017268610000610352 0.004090312882495291 gini 1 3 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 100} 0.4444444444444444 0.3333333333333333 0.5 0.5714285714285714 0.5 0.4698412698412698 0.07926978405830966 3138 1.0 1.0 1.0 0.9906542056074766 1.0 0.9981308411214954 0.0037383177570093464 0.42857142857142855 0.3076923076923077 0.5384615384615384 0.46153846153846156 0.42857142857142855 0.4329670329670329 0.07440136650466266 3184 1.0 1.0 1.0 0.9814814814814815 1.0 0.9962962962962962 0.0074074074074073955 0.86 0.86 0.84 0.96 0.9183673469387755 0.8876734693877552 0.04467133901932266 28 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.46153846153846156 0.36363636363636365 0.4666666666666667 0.75 0.6 0.5283682983682984 0.1339116429685556 15 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6442857142857142 0.5838461538461539 0.6892307692307692 0.7107692307692308 0.673469387755102 0.660320251177394 0.043952727616542626 3155 1.0 1.0 1.0 0.9907407407407407 1.0 0.9981481481481481 0.00370370370370372
8 7 0.43125262260437014 0.021394209779453048 0.020535898208618165 0.002419624670553665 gini 1 3 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 200} 0.4 0.2608695652173913 0.5185185185185185 0.38095238095238093 0.5833333333333334 0.42873475960432483 0.11247169241149063 3216 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.35714285714285715 0.23076923076923078 0.5384615384615384 0.3076923076923077 0.5 0.3868131868131868 0.11601606391401455 3225 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.88 0.86 0.86 0.92 0.9387755102040817 0.8917551020408163 0.03213611202308111 15 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.45454545454545453 0.3 0.5 0.5 0.7 0.49090909090909085 0.12779115193313148 222 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6185714285714285 0.5453846153846154 0.6992307692307692 0.6138461538461539 0.7193877551020409 0.6392841444270015 0.06309265533456156 3218 1.0 1.0 1.0 1.0 1.0 1.0 0.0
9 8 0.6516008853912354 0.022987397074618676 0.02816319465637207 0.0069554323122505155 gini 1 3 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 300} 0.4 0.2857142857142857 0.41379310344827586 0.4444444444444444 0.5217391304347826 0.41313819280835773 0.07639913371521324 3231 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.35714285714285715 0.23076923076923078 0.46153846153846156 0.46153846153846156 0.42857142857142855 0.3879120879120879 0.08733325928046386 3221 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.88 0.9 0.8 0.84 0.9387755102040817 0.8717551020408163 0.04798889223135568 60 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.45454545454545453 0.375 0.375 0.42857142857142855 0.6666666666666666 0.45995670995671 0.10786900287768343 1597 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6185714285714285 0.5653846153846154 0.6307692307692307 0.6507692307692308 0.6836734693877551 0.6298335949764521 0.03903438407243775 3229 1.0 1.0 1.0 1.0 1.0 1.0 0.0
10 9 0.8099196910858154 0.0460382145573711 0.026870107650756835 0.0019299035588007068 gini 1 3 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 400} 0.4166666666666667 0.34782608695652173 0.5 0.48 0.45454545454545453 0.4398076416337286 0.05376217988404051 3204 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.35714285714285715 0.3076923076923077 0.5384615384615384 0.46153846153846156 0.35714285714285715 0.40439560439560446 0.08373309099581863 3201 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.9 0.88 0.84 0.88 0.9387755102040817 0.8877551020408163 0.032105614965089034 22 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.5 0.4 0.4666666666666667 0.5 0.625 0.49833333333333335 0.07310570733153769 136 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6285714285714286 0.5938461538461539 0.6892307692307692 0.6707692307692308 0.6479591836734694 0.6460753532182104 0.03319639432827671 3201 1.0 1.0 1.0 1.0 1.0 1.0 0.0
11 10 0.10784525871276855 0.007983719391009975 0.01296687126159668 0.0009619240495354229 gini 1 5 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 5, 'forest__n_estimators': 50} 0.4444444444444444 0.5 0.4444444444444444 0.36363636363636365 0.4166666666666667 0.4338383838383838 0.04432951163129633 3210 1.0 0.9906542056074766 0.9906542056074766 1.0 0.9904761904761905 0.9943569203382288 0.004608013740321645 0.42857142857142855 0.46153846153846156 0.46153846153846156 0.3076923076923077 0.35714285714285715 0.4032967032967033 0.06114473733293871 3204 1.0 0.9814814814814815 0.9814814814814815 1.0 0.9811320754716981 0.9888190076869321 0.00913013347901023 0.86 0.9 0.84 0.9 0.8979591836734694 0.8795918367346939 0.024986793679708838 48 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.46153846153846156 0.5454545454545454 0.42857142857142855 0.4444444444444444 0.5 0.476001776001776 0.04208156945118852 603 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6442857142857142 0.6807692307692308 0.6507692307692308 0.6038461538461539 0.6275510204081632 0.6414442700156986 0.02548773022855203 3212 1.0 0.9907407407407407 0.9907407407407407 1.0 0.9905660377358491 0.994409503843466 0.004565066739505133
12 11 0.2069617748260498 0.013348241956463613 0.014696025848388672 0.00108649081491928 gini 1 5 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 5, 'forest__n_estimators': 100} 0.4166666666666667 0.4 0.4 0.48 0.5217391304347826 0.4436811594202899 0.048903936887107355 3197 1.0 1.0 1.0 1.0 0.9904761904761905 0.9980952380952381 0.003809523809523796 0.35714285714285715 0.3076923076923077 0.46153846153846156 0.46153846153846156 0.42857142857142855 0.4032967032967033 0.06114473733293871 3204 1.0 1.0 1.0 1.0 0.9811320754716981 0.9962264150943396 0.007547169811320753 0.9 0.94 0.78 0.88 0.9387755102040817 0.8877551020408163 0.058572779618919796 22 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.5 0.5714285714285714 0.35294117647058826 0.5 0.6666666666666666 0.5182072829131653 0.10280913424064883 33 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6285714285714286 0.6238461538461538 0.6207692307692307 0.6707692307692308 0.6836734693877551 0.6455259026687598 0.026316614389535434 3204 1.0 1.0 1.0 1.0 0.9905660377358491 0.9981132075471699 0.0037735849056603765
13 12 0.4128568649291992 0.03303116824433177 0.019353771209716798 0.001449201712013552 gini 1 5 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 5, 'forest__n_estimators': 200} 0.43478260869565216 0.4166666666666667 0.42857142857142855 0.5454545454545454 0.45454545454545453 0.45600414078674945 0.04637638764438917 3179 0.9807692307692307 1.0 1.0 1.0 0.9904761904761905 0.9942490842490843 0.007683232043642208 0.35714285714285715 0.38461538461538464 0.46153846153846156 0.46153846153846156 0.35714285714285715 0.40439560439560446 0.04772318846287575 3201 0.9622641509433962 1.0 1.0 1.0 0.9811320754716981 0.9886792452830189 0.015094339622641506 0.92 0.88 0.82 0.94 0.9387755102040817 0.8997551020408163 0.045394361580563695 4 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.5555555555555556 0.45454545454545453 0.4 0.6666666666666666 0.625 0.5403535353535354 0.10041242368920132 4 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.6385714285714286 0.6323076923076923 0.6407692307692308 0.7007692307692308 0.6479591836734694 0.6520753532182104 0.024855507905674867 3188 0.9811320754716981 1.0 1.0 1.0 0.9905660377358491 0.9943396226415094 0.007547169811320753
14 13 0.6546416759490967 0.03953954798596903 0.027358388900756835 0.0015608873773200142 gini 1 5 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 5, 'forest__n_estimators': 300} 0.34782608695652173 0.3 0.5185185185185185 0.43478260869565216 0.5833333333333334 0.43689210950080515 0.10467526803957258 3207 1.0 1.0 1.0 0.9906542056074766 1.0 0.9981308411214954 0.0037383177570093464 0.2857142857142857 0.23076923076923078 0.5384615384615384 0.38461538461538464 0.5 0.38791208791208787 0.11864061165947937 3223 1.0 1.0 1.0 0.9814814814814815 1.0 0.9962962962962962 0.0074074074074073955 0.9 0.92 0.86 0.9 0.9387755102040817 0.9037551020408163 0.02620319154187951 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.4444444444444444 0.42857142857142855 0.5 0.5 0.7 0.5146031746031745 0.09707955194268145 46 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.5928571428571429 0.5753846153846154 0.6992307692307692 0.6423076923076924 0.7193877551020409 0.6458335949764521 0.056645331465949994 3203 1.0 1.0 1.0 0.9907407407407407 1.0 0.9981481481481481 0.00370370370370372
15 14 0.7925138473510742 0.03372055873107682 0.027743196487426756 0.0035890073614810772 gini 1 5 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 5, 'forest__n_estimators': 400} 0.3333333333333333 0.2608695652173913 0.46153846153846156 0.34782608695652173 0.45454545454545453 0.37162258031823253 0.07649789363195007 3240 0.9904761904761905 1.0 0.9906542056074766 1.0 1.0 0.9962260792167335 0.0046224329152788944 0.2857142857142857 0.23076923076923078 0.46153846153846156 0.3076923076923077 0.35714285714285715 0.32857142857142857 0.07789030833700815 3240 0.9811320754716981 1.0 0.9814814814814815 1.0 1.0 0.992522711390636 0.009158437414622423 0.88 0.86 0.86 0.88 0.9387755102040817 0.8837551020408163 0.028927691380631795 30 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.4 0.3 0.46153846153846156 0.4 0.625 0.4373076923076923 0.10719390161934912 2933 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.5828571428571429 0.5453846153846154 0.6607692307692308 0.5938461538461539 0.6479591836734694 0.6061632653061225 0.04270278941927176 3240 0.9905660377358491 1.0 0.9907407407407407 1.0 1.0 0.9962613556953179 0.0045792187073112256
16 15 0.09999542236328125 0.003735935467682087 0.013067388534545898 0.0006279500490794254 gini 5 2 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 2, 'forest__n_estimators': 50} 0.38461538461538464 0.43478260869565216 0.5714285714285714 0.5384615384615384 0.6086956521739131 0.5075967510750119 0.0844682662544802 2736 0.84 0.82 0.8518518518518519 0.8571428571428571 0.8076923076923077 0.8353374033374033 0.01881186799548032 0.35714285714285715 0.38461538461538464 0.6153846153846154 0.5384615384615384 0.5 0.4791208791208791 0.09626524159593748 3122 0.7924528301886793 0.7592592592592593 0.8518518518518519 0.8333333333333334 0.7924528301886793 0.8058700209643606 0.03286690560850964 0.86 0.9 0.86 0.88 0.9591836734693877 0.8918367346938776 0.03679541466824472 14 0.9748743718592965 0.9748743718592965 0.9597989949748744 0.9698492462311558 0.955 0.9668793969849245 0.008098288910360935 0.4166666666666667 0.5 0.5333333333333333 0.5384615384615384 0.7777777777777778 0.5532478632478632 0.1204314449147138 1 0.8936170212765957 0.8913043478260869 0.8518518518518519 0.8823529411764706 0.8235294117647058 0.8685311147791422 0.026990060463676364 0.6085714285714285 0.6423076923076924 0.7376923076923076 0.7092307692307692 0.7295918367346939 0.6854788069073783 0.05101931939425175 2963 0.8836636010239879 0.8670668155592779 0.9058254234133631 0.9015912897822446 0.8737264150943396 0.8863747089746425 0.015165743082306454
17 16 0.1921388626098633 0.007058394729385079 0.014881658554077148 0.0010203715935161815 gini 5 2 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 2, 'forest__n_estimators': 100} 0.37037037037037035 0.36363636363636365 0.4827586206896552 0.32 0.5833333333333334 0.4240197376059445 0.09609952178637417 3222 0.8080808080808081 0.8514851485148515 0.8785046728971962 0.8514851485148515 0.8627450980392157 0.8504601752093846 0.02339027609186814 0.35714285714285715 0.3076923076923077 0.5384615384615384 0.3076923076923077 0.5 0.4021978021978022 0.09800571490770679 3207 0.7547169811320755 0.7962962962962963 0.8703703703703703 0.7962962962962963 0.8301886792452831 0.8095737246680643 0.03868604658163103 0.84 0.9 0.82 0.84 0.9387755102040817 0.8677551020408163 0.04450814076008122 85 0.9698492462311558 0.9798994974874372 0.9698492462311558 0.9798994974874372 0.975 0.9748994974874371 0.004494889904284112 0.38461538461538464 0.4444444444444444 0.4375 0.3333333333333333 0.7 0.4599786324786324 0.12655078641155726 1596 0.8695652173913043 0.9148936170212766 0.8867924528301887 0.9148936170212766 0.8979591836734694 0.8968208175875031 0.017308864075110536 0.5985714285714285 0.6038461538461539 0.6792307692307692 0.5738461538461539 0.7193877551020409 0.6349764521193093 0.054981901079003234 3222 0.8622831136816156 0.8880978968918667 0.920109808300763 0.8880978968918667 0.9025943396226415 0.8922366110777507 0.019056062450190158
18 17 0.4065124988555908 0.011125070578344562 0.022120046615600585 0.005686356702764212 gini 5 2 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 2, 'forest__n_estimators': 200} 0.4444444444444444 0.4444444444444444 0.4827586206896552 0.48 0.5217391304347826 0.4746773280026654 0.028762843647085846 3113 0.845360824742268 0.8737864077669902 0.8235294117647058 0.8679245283018868 0.8653846153846154 0.8551971575920934 0.018498270477233285 0.42857142857142855 0.46153846153846156 0.5384615384615384 0.46153846153846156 0.42857142857142855 0.4637362637362637 0.04016630084065289 3146 0.7735849056603774 0.8333333333333334 0.7777777777777778 0.8518518518518519 0.8490566037735849 0.8171208944793851 0.03444484070501651 0.86 0.84 0.82 0.88 0.9387755102040817 0.8677551020408163 0.04075505605344204 85 0.9849246231155779 0.9798994974874372 0.9698492462311558 0.9698492462311558 0.97 0.9749045226130655 0.006332742987570467 0.46153846153846156 0.42857142857142855 0.4375 0.5 0.6666666666666666 0.4988553113553113 0.08747434706754467 132 0.9318181818181818 0.9183673469387755 0.875 0.8846153846153846 0.8823529411764706 0.8984307709097624 0.022407805799540634 0.6442857142857142 0.6507692307692308 0.6792307692307692 0.6707692307692308 0.6836734693877551 0.66574568288854 0.015577634520328412 3133 0.8792547643879777 0.9066164154103853 0.8738135120044668 0.9108505490415038 0.9095283018867925 0.8960127085462253 0.016055556002097914
19 18 0.5832111835479736 0.015111965600731515 0.023111963272094728 0.0013357661926445938 gini 5 2 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 2, 'forest__n_estimators': 300} 0.4444444444444444 0.34782608695652173 0.4827586206896552 0.4444444444444444 0.56 0.4558947193070132 0.06855745846022056 3180 0.8247422680412371 0.8807339449541285 0.897196261682243 0.8737864077669902 0.8679245283018868 0.868876682149297 0.024147263933611957 0.42857142857142855 0.3076923076923077 0.5384615384615384 0.46153846153846156 0.5 0.4472527472527473 0.07890691459787358 3170 0.7547169811320755 0.8888888888888888 0.8888888888888888 0.8333333333333334 0.8679245283018868 0.8467505241090146 0.0502987396808357 0.86 0.88 0.82 0.84 0.9183673469387755 0.8636734693877551 0.03388000974603616 106 0.9798994974874372 0.964824120603015 0.9748743718592965 0.9798994974874372 0.965 0.9728994974874372 0.006775159055905829 0.46153846153846156 0.4 0.4375 0.42857142857142855 0.6363636363636364 0.47279470529470535 0.08412131927099015 764 0.9090909090909091 0.8727272727272727 0.9056603773584906 0.9183673469387755 0.8679245283018868 0.894754086883467 0.02043077800245007 0.6442857142857142 0.5938461538461539 0.6792307692307692 0.6507692307692308 0.7091836734693877 0.6554631083202512 0.038456251839278977 3177 0.8673082393097564 0.9268565047459519 0.9318816303740927 0.9066164154103853 0.9164622641509435 0.909825010798226 0.022972114954612696
20 19 0.773568868637085 0.03366834542893713 0.02706179618835449 0.0018809873933642832 gini 5 2 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 2, 'forest__n_estimators': 400} 0.4 0.3333333333333333 0.41379310344827586 0.48 0.64 0.45342528735632187 0.10427213194487919 3185 0.86 0.84 0.8785046728971962 0.8737864077669902 0.8846153846153846 0.8673812930559143 0.015912182012702312 0.35714285714285715 0.3076923076923077 0.46153846153846156 0.46153846153846156 0.5714285714285714 0.43186813186813194 0.09191438974209443 3186 0.8113207547169812 0.7777777777777778 0.8703703703703703 0.8333333333333334 0.8679245283018868 0.83214535290007 0.035020593269428635 0.88 0.86 0.8 0.88 0.9387755102040817 0.8717551020408163 0.044530144594338225 60 0.9798994974874372 0.9798994974874372 0.9698492462311558 0.9798994974874372 0.975 0.9769095477386933 0.004007833041525731 0.45454545454545453 0.36363636363636365 0.375 0.5 0.7272727272727273 0.48409090909090907 0.13166134870872945 344 0.9148936170212766 0.9130434782608695 0.8867924528301887 0.9183673469387755 0.9019607843137255 0.9070115358729671 0.011504671986334918 0.6185714285714285 0.5838461538461539 0.6307692307692307 0.6707692307692308 0.7551020408163265 0.651811616954474 0.05864349767663638 3189 0.8956101261022091 0.8788386376326075 0.920109808300763 0.9066164154103853 0.9214622641509433 0.9045274503193816 0.015958667509358954
21 20 0.09802932739257812 0.00538361972718675 0.014540481567382812 0.0012943855054352606 gini 5 3 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 3, 'forest__n_estimators': 50} 0.41379310344827586 0.46153846153846156 0.5161290322580645 0.45454545454545453 0.5833333333333334 0.485867877024718 0.05862258998623495 3038 0.8484848484848485 0.8653846153846154 0.8431372549019608 0.8761904761904762 0.8301886792452831 0.8526771748414369 0.016301364926895788 0.42857142857142855 0.46153846153846156 0.6153846153846154 0.38461538461538464 0.5 0.478021978021978 0.07847723547849286 3129 0.7924528301886793 0.8333333333333334 0.7962962962962963 0.8518518518518519 0.8301886792452831 0.8208245981830886 0.02286236974594851 0.82 0.86 0.8 0.92 0.9387755102040817 0.8677551020408163 0.054230753211800424 85 0.9798994974874372 0.9748743718592965 0.9748743718592965 0.9748743718592965 0.955 0.9719045226130654 0.008673436708173934 0.4 0.46153846153846156 0.4444444444444444 0.5555555555555556 0.7 0.5123076923076922 0.10667214537759807 56 0.9130434782608695 0.9 0.8958333333333334 0.9019607843137255 0.8301886792452831 0.8882052550306423 0.029561388913360843 0.6242857142857142 0.6607692307692308 0.7076923076923077 0.6523076923076924 0.7193877551020409 0.6728885400313972 0.03551383636292819 3102 0.8861761638380583 0.904103852596315 0.8855853340777964 0.9133631118555742 0.8925943396226415 0.8963645603980769 0.010798676813447504
22 21 0.1916574001312256 0.008398460687192766 0.015305137634277344 0.001872800248375584 gini 5 3 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 3, 'forest__n_estimators': 100} 0.4444444444444444 0.34782608695652173 0.5185185185185185 0.5 0.5833333333333334 0.47882447665056366 0.0791058602013821 3090 0.86 0.8627450980392157 0.8888888888888888 0.8653846153846154 0.8514851485148515 0.8657007501655143 0.012498859795083618 0.42857142857142855 0.3076923076923077 0.5384615384615384 0.5384615384615384 0.5 0.4626373626373626 0.08725025600562289 3151 0.8113207547169812 0.8148148148148148 0.8888888888888888 0.8333333333333334 0.8113207547169812 0.8319357092941999 0.029626662826297123 0.86 0.88 0.86 0.84 0.9387755102040817 0.8757551020408163 0.03395427751058975 49 0.9798994974874372 0.9798994974874372 0.9698492462311558 0.9748743718592965 0.975 0.9759045226130653 0.0037540749136924316 0.46153846153846156 0.4 0.5 0.4666666666666667 0.7 0.5056410256410256 0.10240243669027212 90 0.9148936170212766 0.9166666666666666 0.8888888888888888 0.9 0.8958333333333334 0.9032565011820332 0.010838740768612286 0.6442857142857142 0.5938461538461539 0.6992307692307692 0.6892307692307692 0.7193877551020409 0.6691962323390894 0.044990695194906026 3116 0.8956101261022091 0.897357156151126 0.9293690675600224 0.904103852596315 0.8931603773584906 0.9039201159536325 0.013233164733759632
23 22 0.3947634696960449 0.019058883363196864 0.019612693786621095 0.0010583987126322107 gini 5 3 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 3, 'forest__n_estimators': 200} 0.46153846153846156 0.3333333333333333 0.4666666666666667 0.5384615384615384 0.5833333333333334 0.4766666666666667 0.08493490565458695 3104 0.8484848484848485 0.8041237113402062 0.8761904761904762 0.8349514563106796 0.8380952380952381 0.8403691460842897 0.023226217409833157 0.42857142857142855 0.3076923076923077 0.5384615384615384 0.5384615384615384 0.5 0.4626373626373626 0.08725025600562289 3151 0.7924528301886793 0.7222222222222222 0.8518518518518519 0.7962962962962963 0.8301886792452831 0.7986023759608665 0.04406872823125778 0.88 0.86 0.8 0.88 0.9387755102040817 0.8717551020408163 0.044530144594338225 60 0.9798994974874372 0.9798994974874372 0.9748743718592965 0.9698492462311558 0.96 0.9729045226130655 0.007451188773343957 0.5 0.36363636363636365 0.4117647058823529 0.5384615384615384 0.7 0.502772521596051 0.11646575806748288 105 0.9130434782608695 0.9069767441860465 0.9019607843137255 0.8775510204081632 0.8461538461538461 0.8891371746645301 0.02464147746016057 0.6542857142857142 0.5838461538461539 0.6692307692307693 0.7092307692307692 0.7193877551020409 0.6671962323390895 0.0481848809100164 3126 0.8861761638380583 0.8510608598548297 0.9133631118555742 0.8830727712637261 0.8950943396226415 0.8857534492869659 0.02030017824147503
24 23 0.5557441711425781 0.01094242023089084 0.02276139259338379 0.0011512655208913162 gini 5 3 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 3, 'forest__n_estimators': 300} 0.4444444444444444 0.43478260869565216 0.5161290322580645 0.46153846153846156 0.64 0.49937890938732454 0.07573273365763997 2874 0.8367346938775511 0.8514851485148515 0.9158878504672897 0.8431372549019608 0.819047619047619 0.8532585133618544 0.033080025580668575 0.42857142857142855 0.38461538461538464 0.6153846153846154 0.46153846153846156 0.5714285714285714 0.49230769230769234 0.08719487659286757 3103 0.7735849056603774 0.7962962962962963 0.9074074074074074 0.7962962962962963 0.8113207547169812 0.8169811320754718 0.046792966291400256 0.86 0.9 0.8 0.86 0.9387755102040817 0.8717551020408163 0.0462918327309761 60 0.9798994974874372 0.9798994974874372 0.9798994974874372 0.9748743718592965 0.955 0.9739145728643216 0.0096554673525792 0.46153846153846156 0.5 0.4444444444444444 0.46153846153846156 0.7272727272727273 0.5189588189588189 0.1057361888051204 31 0.9111111111111111 0.9148936170212766 0.9245283018867925 0.8958333333333334 0.8269230769230769 0.8946578880551181 0.03510504581650035 0.6442857142857142 0.6423076923076924 0.7076923076923077 0.6607692307692308 0.7551020408163265 0.6820313971742543 0.043480088123565484 3005 0.8767422015739073 0.8880978968918667 0.9436534524474223 0.8855853340777964 0.8831603773584906 0.8954478524698967 0.02439653420173775
25 24 0.7703399658203125 0.027090340808184805 0.027868270874023438 0.003670885366423113 gini 5 3 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 3, 'forest__n_estimators': 400} 0.46153846153846156 0.36363636363636365 0.4444444444444444 0.5384615384615384 0.5833333333333334 0.4782828282828283 0.07645431010026328 3093 0.8333333333333334 0.803921568627451 0.8431372549019608 0.8653846153846154 0.8269230769230769 0.8345399698340875 0.020111016838485783 0.42857142857142855 0.3076923076923077 0.46153846153846156 0.5384615384615384 0.5 0.4472527472527473 0.07890691459787358 3170 0.7547169811320755 0.7592592592592593 0.7962962962962963 0.8333333333333334 0.8113207547169812 0.7909853249475891 0.03018948804465638 0.88 0.9 0.84 0.88 0.9387755102040817 0.8877551020408163 0.032105614965089034 22 0.9849246231155779 0.964824120603015 0.9748743718592965 0.9748743718592965 0.96 0.9718994974874372 0.00870646485314998 0.5 0.4444444444444444 0.42857142857142855 0.5384615384615384 0.7 0.5222954822954822 0.09714145135450729 26 0.9302325581395349 0.8541666666666666 0.8958333333333334 0.9 0.8431372549019608 0.8846739626082991 0.03190923940378847 0.6542857142857142 0.6038461538461539 0.6507692307692308 0.7092307692307692 0.7193877551020409 0.6675039246467819 0.04228509020748652 3124 0.8698208021238267 0.8620416899311372 0.8855853340777964 0.904103852596315 0.8856603773584906 0.8814424112175132 0.014559847237630335
26 25 0.10956878662109375 0.007239920188566554 0.013075876235961913 0.001000230715476119 gini 5 5 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 5, 'forest__n_estimators': 50} 0.46153846153846156 0.43478260869565216 0.42857142857142855 0.46153846153846156 0.56 0.46928619206880084 0.04732280388640298 3140 0.8163265306122449 0.8 0.8461538461538461 0.8653846153846154 0.8431372549019608 0.8342004494105334 0.023170455786125588 0.42857142857142855 0.38461538461538464 0.46153846153846156 0.46153846153846156 0.5 0.4472527472527473 0.038633836991751526 3170 0.7547169811320755 0.7777777777777778 0.8148148148148148 0.8333333333333334 0.8113207547169812 0.7983927323549966 0.02824964335471751 0.88 0.9 0.82 0.86 0.9183673469387755 0.875673469387755 0.03399546727264361 54 0.9748743718592965 0.9547738693467337 0.9698492462311558 0.9748743718592965 0.97 0.9688743718592965 0.007389744107326603 0.5 0.5 0.4 0.46153846153846156 0.6363636363636364 0.49958041958041954 0.07755443381844776 125 0.8888888888888888 0.8235294117647058 0.88 0.9 0.8775510204081632 0.8739938642123516 0.026433194460231377 0.6542857142857142 0.6423076923076924 0.6407692307692308 0.6607692307692308 0.7091836734693877 0.6614631083202511 0.024997661170784048 3152 0.864795676495686 0.8662758235622557 0.8923320305229853 0.904103852596315 0.8906603773584906 0.8836335521071466 0.015493413437790683
27 26 0.20634427070617675 0.010740918586522968 0.015318965911865235 0.0021077021177276297 gini 5 5 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 5, 'forest__n_estimators': 100} 0.5 0.34782608695652173 0.4827586206896552 0.5 0.5217391304347826 0.4704647676161919 0.06255414455289118 3135 0.8125 0.82 0.8363636363636363 0.8431372549019608 0.8571428571428571 0.8338287496816909 0.016017311930408288 0.5 0.3076923076923077 0.5384615384615384 0.5384615384615384 0.42857142857142855 0.4626373626373626 0.08725025600562289 3151 0.7358490566037735 0.7592592592592593 0.8518518518518519 0.7962962962962963 0.8490566037735849 0.7984626135569532 0.04663092545670418 0.86 0.88 0.82 0.84 0.9387755102040817 0.8677551020408163 0.04075505605344204 85 0.9798994974874372 0.9748743718592965 0.949748743718593 0.9748743718592965 0.965 0.9688793969849246 0.01071777661586046 0.5 0.4 0.4375 0.4666666666666667 0.6666666666666666 0.49416666666666664 0.09233092656309692 184 0.9069767441860465 0.8913043478260869 0.8214285714285714 0.8958333333333334 0.8653846153846154 0.8761855224317306 0.03058659172858731 0.6799999999999999 0.5938461538461539 0.6792307692307692 0.6892307692307692 0.6836734693877551 0.6651962323390894 0.03584974397738511 3138 0.8578742770456054 0.8670668155592779 0.9008002977852224 0.8855853340777964 0.9070283018867924 0.8836710052709389 0.01888814932773544
28 27 0.373095703125 0.011527119280192852 0.019397544860839843 0.0021753981321565355 gini 5 5 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 5, 'forest__n_estimators': 200} 0.42857142857142855 0.4166666666666667 0.5 0.48 0.6153846153846154 0.48812454212454215 0.07078836377465965 3015 0.88 0.8316831683168316 0.8679245283018868 0.8761904761904762 0.8761904761904762 0.8663977297999341 0.01780027758752215 0.42857142857142855 0.38461538461538464 0.6153846153846154 0.46153846153846156 0.5714285714285714 0.49230769230769234 0.08719487659286757 3103 0.8301886792452831 0.7777777777777778 0.8518518518518519 0.8518518518518519 0.8679245283018868 0.8359189378057303 0.03144933600435921 0.84 0.88 0.78 0.88 0.9183673469387755 0.859673469387755 0.04691740418537181 123 0.9849246231155779 0.9748743718592965 0.9698492462311558 0.9748743718592965 0.97 0.9749045226130653 0.005477488358288335 0.42857142857142855 0.45454545454545453 0.42105263157894735 0.5 0.6666666666666666 0.49416723627249937 0.09056325481528237 183 0.9361702127659575 0.8936170212765957 0.8846153846153846 0.9019607843137255 0.8846153846153846 0.9001957575174095 0.019110481731657084 0.6342857142857142 0.6323076923076923 0.6976923076923077 0.6707692307692308 0.7448979591836735 0.6759905808477237 0.042175691766629414 3069 0.9075566511804305 0.8763260748185371 0.9108505490415038 0.9133631118555742 0.9189622641509434 0.9054117302093978 0.015013315596233106
29 28 0.5656835556030273 0.013086451663362138 0.0245208740234375 0.0025470593731515777 gini 5 5 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 5, 'forest__n_estimators': 300} 0.42857142857142855 0.34782608695652173 0.45161290322580644 0.5185185185185185 0.56 0.4613057874544551 0.07356218711681631 3164 0.8282828282828283 0.8349514563106796 0.84 0.8653846153846154 0.803921568627451 0.8345080937211149 0.019788919334218107 0.42857142857142855 0.3076923076923077 0.5384615384615384 0.5384615384615384 0.5 0.4626373626373626 0.08725025600562289 3151 0.7735849056603774 0.7962962962962963 0.7777777777777778 0.8333333333333334 0.7735849056603774 0.7909154437456325 0.022810192015755806 0.84 0.88 0.78 0.86 0.9183673469387755 0.8556734693877551 0.045854449845086846 145 0.9748743718592965 0.9698492462311558 0.9798994974874372 0.9748743718592965 0.96 0.9718994974874372 0.006745388435429041 0.42857142857142855 0.4 0.3888888888888889 0.5 0.6363636363636364 0.4707647907647908 0.09139942434813683 883 0.8913043478260869 0.8775510204081632 0.9130434782608695 0.9 0.8367346938775511 0.8837267080745341 0.026184354813117598 0.6342857142857142 0.5938461538461539 0.6592307692307693 0.6992307692307692 0.7091836734693877 0.6591554160125589 0.04240912153426666 3166 0.874229638759837 0.8830727712637261 0.8788386376326075 0.904103852596315 0.8667924528301887 0.8814074706165348 0.012566764891372631
30 29 0.7478233337402344 0.02680561789752434 0.0262606143951416 0.0007796914690789827 gini 5 5 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 5, 'forest__min_samples_split': 5, 'forest__n_estimators': 400} 0.4444444444444444 0.34782608695652173 0.41379310344827586 0.43478260869565216 0.64 0.4561692487089788 0.09790054434169182 3178 0.84 0.8367346938775511 0.8316831683168316 0.8316831683168316 0.8349514563106796 0.8350104973643788 0.0031627112797165033 0.42857142857142855 0.3076923076923077 0.46153846153846156 0.38461538461538464 0.5714285714285714 0.43076923076923085 0.08719487659286755 3191 0.7924528301886793 0.7592592592592593 0.7777777777777778 0.7777777777777778 0.8113207547169812 0.783717679944095 0.017360943549244348 0.86 0.88 0.8 0.9 0.9387755102040817 0.8757551020408163 0.045966215433360824 49 0.9748743718592965 0.9849246231155779 0.9748743718592965 0.9748743718592965 0.965 0.9749095477386935 0.006300866340712157 0.46153846153846156 0.4 0.375 0.5 0.7272727272727273 0.4927622377622377 0.12529585507251226 199 0.8936170212765957 0.9318181818181818 0.8936170212765957 0.8936170212765957 0.86 0.8945338491295939 0.022738645164894745 0.6442857142857142 0.5938461538461539 0.6307692307692307 0.6423076923076924 0.7551020408163265 0.6532621664050235 0.054052071037881566 3183 0.8836636010239879 0.8720919411874186 0.8763260748185371 0.8763260748185371 0.8881603773584905 0.8793136138413942 0.005782576380187686
31 30 0.09614663124084473 0.0035085042173694024 0.01278681755065918 0.000773187509986034 gini 10 2 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 2, 'forest__n_estimators': 50} 0.37037037037037035 0.4166666666666667 0.45161290322580644 0.4444444444444444 0.6923076923076923 0.47508041540299606 0.11229722725691393 3111 0.72 0.7339449541284404 0.7027027027027027 0.7706422018348624 0.7543859649122807 0.7363351647156573 0.024110153038206412 0.35714285714285715 0.38461538461538464 0.5384615384615384 0.46153846153846156 0.6428571428571429 0.4769230769230769 0.10433196440806965 3133 0.6792452830188679 0.7407407407407407 0.7222222222222222 0.7777777777777778 0.8113207547169812 0.7462613556953179 0.04544341841571562 0.84 0.88 0.78 0.84 0.9387755102040817 0.8557551020408163 0.052374583940102026 134 0.9447236180904522 0.9246231155778895 0.9095477386934674 0.9346733668341709 0.91 0.9247135678391961 0.013755721289163516 0.38461538461538464 0.45454545454545453 0.3888888888888889 0.42857142857142855 0.75 0.4813242313242313 0.1368090079786072 413 0.7659574468085106 0.7272727272727273 0.6842105263157895 0.7636363636363637 0.7049180327868853 0.7291990193640553 0.032107177035218974 0.5985714285714285 0.6323076923076923 0.6592307692307693 0.6507692307692308 0.7908163265306123 0.6663390894819466 0.06563249670599426 3130 0.8119844505546601 0.8326819281593151 0.8158849804578447 0.8562255723059744 0.8606603773584907 0.835487461767257 0.020041281079062997
32 31 0.1834085464477539 0.002441089940255847 0.015753936767578126 0.0018319173757506762 gini 10 2 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 2, 'forest__n_estimators': 100} 0.37037037037037035 0.3333333333333333 0.4827586206896552 0.5333333333333333 0.64 0.4719591315453385 0.1110482268285891 3127 0.7835051546391752 0.7222222222222222 0.7378640776699029 0.7592592592592593 0.7272727272727273 0.7460246882126574 0.022648303358467667 0.35714285714285715 0.3076923076923077 0.5384615384615384 0.6153846153846154 0.5714285714285714 0.4780219780219781 0.12236844753472574 3126 0.7169811320754716 0.7222222222222222 0.7037037037037037 0.7592592592592593 0.7547169811320755 0.7313766596785465 0.021813011701416484 0.84 0.86 0.82 0.82 0.9387755102040817 0.8557551020408163 0.04408057443930144 134 0.9698492462311558 0.9246231155778895 0.9447236180904522 0.9346733668341709 0.915 0.9377738693467338 0.018859127102916557 0.38461538461538464 0.36363636363636365 0.4375 0.47058823529411764 0.7272727272727273 0.47672254216371873 0.13086148787039528 573 0.8636363636363636 0.7222222222222222 0.7755102040816326 0.7592592592592593 0.7017543859649122 0.7644764870328781 0.056037716517790825 0.5985714285714285 0.5838461538461539 0.6792307692307692 0.7176923076923076 0.7551020408163265 0.6668885400313972 0.06645034352425755 3128 0.8434151891533137 0.8234226689000559 0.824213660897078 0.8469663130467151 0.8348584905660378 0.8345752645126401 0.009628144024761733
33 32 0.3547332286834717 0.01404568079707056 0.019324350357055663 0.0014646251398616494 gini 10 2 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 2, 'forest__n_estimators': 200} 0.4444444444444444 0.46153846153846156 0.5882352941176471 0.5185185185185185 0.6153846153846154 0.5256242668007374 0.06741617991571755 2210 0.7184466019417476 0.7090909090909091 0.7169811320754716 0.7238095238095238 0.7142857142857143 0.7165227762406733 0.004842416360736144 0.42857142857142855 0.46153846153846156 0.7692307692307693 0.5384615384615384 0.5714285714285714 0.5538461538461539 0.11929025709988494 2852 0.6981132075471698 0.7222222222222222 0.7037037037037037 0.7037037037037037 0.7547169811320755 0.716491963661775 0.020779055250924747 0.86 0.86 0.78 0.86 0.9183673469387755 0.8556734693877551 0.04407528298939877 145 0.9346733668341709 0.914572864321608 0.9296482412060302 0.9346733668341709 0.905 0.923713567839196 0.011909700399759452 0.46153846153846156 0.46153846153846156 0.47619047619047616 0.5 0.6666666666666666 0.5131868131868131 0.07801767860344384 52 0.74 0.6964285714285714 0.7307692307692307 0.7450980392156863 0.6779661016949152 0.7180523886216807 0.026265501347008204 0.6442857142857142 0.6607692307692308 0.7746153846153847 0.6992307692307692 0.7448979591836735 0.7047598116169546 0.04922139764387719 2552 0.8163932871906703 0.818397543271915 0.8166759724548669 0.8191885352689373 0.8298584905660378 0.8201027657504856 0.004988404779650939
34 33 0.5409571647644043 0.007285044765927244 0.024590587615966795 0.002309471732441587 gini 10 2 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 2, 'forest__n_estimators': 300} 0.4444444444444444 0.4 0.48484848484848486 0.5185185185185185 0.6153846153846154 0.4926392126392127 0.07307753034578511 2973 0.74 0.6972477064220184 0.6788990825688074 0.7358490566037735 0.7857142857142857 0.727542026261777 0.0371270828863408 0.42857142857142855 0.38461538461538464 0.6153846153846154 0.5384615384615384 0.5714285714285714 0.5076923076923077 0.08719487659286757 3064 0.6981132075471698 0.7037037037037037 0.6851851851851852 0.7222222222222222 0.8301886792452831 0.7278825995807129 0.05252138366820763 0.86 0.86 0.76 0.86 0.9183673469387755 0.851673469387755 0.051107908641399385 163 0.949748743718593 0.914572864321608 0.9095477386934674 0.9346733668341709 0.925 0.9267085427135677 0.014415105191968345 0.46153846153846156 0.4166666666666667 0.4 0.5 0.6666666666666666 0.4889743589743589 0.09549208172714542 251 0.7872340425531915 0.6909090909090909 0.6727272727272727 0.75 0.7457627118644068 0.7293266236107924 0.04178563388606915 0.6442857142857142 0.6223076923076923 0.6876923076923077 0.6992307692307692 0.7448979591836735 0.6796828885400314 0.042998020795383854 3033 0.8239309756328814 0.8091382840126559 0.7973664619393264 0.8284477945281965 0.8775943396226416 0.8272955711471404 0.02745196854837142
35 34 0.7036504745483398 0.024920724865798643 0.028252506256103517 0.0017878537496744198 gini 10 2 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 2, 'forest__n_estimators': 400} 0.4827586206896552 0.3333333333333333 0.5 0.43478260869565216 0.64 0.4781749125437281 0.09954564666973219 3094 0.7378640776699029 0.7222222222222222 0.7037037037037037 0.7450980392156863 0.75 0.7317776085623031 0.016887771142551057 0.5 0.3076923076923077 0.6153846153846154 0.38461538461538464 0.5714285714285714 0.4758241758241758 0.11470758989626276 3139 0.7169811320754716 0.7222222222222222 0.7037037037037037 0.7037037037037037 0.7358490566037735 0.716491963661775 0.012123129806960948 0.84 0.86 0.78 0.9 0.9387755102040817 0.8637551020408163 0.0539167451748131 98 0.9396984924623115 0.9246231155778895 0.9195979899497487 0.949748743718593 0.94 0.9347336683417085 0.01103764697598155 0.4666666666666667 0.36363636363636365 0.42105263157894735 0.5 0.7272727272727273 0.495725677830941 0.1244993034727452 160 0.76 0.7222222222222222 0.7037037037037037 0.7916666666666666 0.7647058823529411 0.7484596949891067 0.031481624412608704 0.6699999999999999 0.5838461538461539 0.6976923076923077 0.6423076923076924 0.7551020408163265 0.669789638932496 0.056918097490976566 3112 0.8283398122688916 0.8234226689000559 0.8116508468267263 0.8267262237111483 0.8379245283018868 0.8256128160017419 0.008485137272915074
36 35 0.09225292205810547 0.002939541853392516 0.01303086280822754 0.0006974683861209056 gini 10 3 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 3, 'forest__n_estimators': 50} 0.4827586206896552 0.3333333333333333 0.45161290322580644 0.5 0.64 0.481540971449759 0.09829819469089256 3075 0.7378640776699029 0.7155963302752294 0.6666666666666666 0.7619047619047619 0.7378640776699029 0.7239791828372928 0.032183619695471524 0.5 0.3076923076923077 0.5384615384615384 0.5384615384615384 0.5714285714285714 0.49120879120879124 0.09450549450549449 3116 0.7169811320754716 0.7222222222222222 0.6296296296296297 0.7407407407407407 0.7169811320754716 0.7053109713487072 0.0388363483156088 0.84 0.86 0.78 0.84 0.9387755102040817 0.8517551020408163 0.05111886011273455 155 0.9396984924623115 0.9195979899497487 0.9296482412060302 0.9447236180904522 0.94 0.9347336683417085 0.009023670574696318 0.4666666666666667 0.36363636363636365 0.3888888888888889 0.4666666666666667 0.7272727272727273 0.48262626262626257 0.12907873672081505 372 0.76 0.7090909090909091 0.7083333333333334 0.7843137254901961 0.76 0.7443475935828877 0.030421532162647043 0.6699999999999999 0.5838461538461539 0.6592307692307693 0.6892307692307692 0.7551020408163265 0.6714819466248038 0.05502664908165586 3107 0.8283398122688916 0.8209101060859855 0.7796389354178299 0.8427321794155964 0.8284905660377357 0.8200223198452079 0.021392687992493015
37 36 0.17755770683288574 0.006767814300023741 0.015728521347045898 0.0013229173478834272 gini 10 3 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 3, 'forest__n_estimators': 100} 0.4444444444444444 0.4166666666666667 0.4666666666666667 0.4444444444444444 0.6086956521739131 0.476183574879227 0.06812786410210402 3105 0.7920792079207921 0.6909090909090909 0.6972477064220184 0.7184466019417476 0.7663551401869159 0.733007549476113 0.039660031315397 0.42857142857142855 0.38461538461538464 0.5384615384615384 0.46153846153846156 0.5 0.46263736263736266 0.053655189519708574 3148 0.7547169811320755 0.7037037037037037 0.7037037037037037 0.6851851851851852 0.7735849056603774 0.724178895877009 0.03386002042629396 0.86 0.88 0.8 0.84 0.9591836734693877 0.8678367346938775 0.052783196245720095 83 0.9597989949748744 0.9095477386934674 0.914572864321608 0.9396984924623115 0.935 0.9317236180904522 0.018157522235897932 0.46153846153846156 0.45454545454545453 0.4117647058823529 0.42857142857142855 0.7777777777777778 0.5068395656630951 0.13664516758562925 85 0.8333333333333334 0.6785714285714286 0.6909090909090909 0.7551020408163265 0.7592592592592593 0.7434350305778878 0.05555986210011028 0.6442857142857142 0.6323076923076923 0.6692307692307693 0.6507692307692308 0.7295918367346939 0.6652370486656201 0.034322317021136556 3137 0.857257988053475 0.8066257211985856 0.8091382840126559 0.8124418388237484 0.8542924528301887 0.8279512569837306 0.02281224041961183
38 37 0.3600440502166748 0.008574778320388826 0.018674325942993165 0.0009070386020252149 gini 10 3 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 3, 'forest__n_estimators': 200} 0.42857142857142855 0.46153846153846156 0.5 0.5 0.64 0.506021978021978 0.07211103890621602 2769 0.75 0.7454545454545455 0.7102803738317757 0.7289719626168224 0.7378640776699029 0.7345141919146093 0.01406213046924958 0.42857142857142855 0.46153846153846156 0.6153846153846154 0.5384615384615384 0.5714285714285714 0.523076923076923 0.06901238887080256 3018 0.7358490566037735 0.7592592592592593 0.7037037037037037 0.7222222222222222 0.7169811320754716 0.7276030747728861 0.018884223102538452 0.84 0.86 0.78 0.84 0.9387755102040817 0.8517551020408163 0.05111886011273455 155 0.9396984924623115 0.9246231155778895 0.9246231155778895 0.9296482412060302 0.94 0.9317185929648242 0.006888228416282416 0.42857142857142855 0.46153846153846156 0.42105263157894735 0.4666666666666667 0.7272727272727273 0.5010203831256463 0.11451883295095476 115 0.7647058823529411 0.7321428571428571 0.7169811320754716 0.7358490566037735 0.76 0.7419357856350087 0.017891213475876622 0.6342857142857142 0.6607692307692308 0.6976923076923077 0.6892307692307692 0.7551020408163265 0.6874160125588696 0.040554096165630577 2933 0.8377737745330425 0.8419411874185744 0.8141634096407966 0.8259352317141262 0.8284905660377357 0.829660833868855 0.009716446731629998
39 38 0.5252780437469482 0.020152810786257986 0.024040746688842773 0.0017683303427336215 gini 10 3 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 3, 'forest__n_estimators': 300} 0.37037037037037035 0.45454545454545453 0.5 0.5185185185185185 0.64 0.49668686868686873 0.0880431802163288 2921 0.7920792079207921 0.6923076923076923 0.7272727272727273 0.7476635514018691 0.7407407407407407 0.7400127839287644 0.03227401890542651 0.35714285714285715 0.38461538461538464 0.6153846153846154 0.5384615384615384 0.5714285714285714 0.49340659340659343 0.10334345446601097 3093 0.7547169811320755 0.6666666666666666 0.7407407407407407 0.7407407407407407 0.7547169811320755 0.7315164220824597 0.033021807241084264 0.84 0.92 0.78 0.86 0.9387755102040817 0.8677551020408163 0.05710494369071037 85 0.9597989949748744 0.9296482412060302 0.9195979899497487 0.9346733668341709 0.925 0.9337437185929648 0.013950404022087883 0.38461538461538464 0.5555555555555556 0.42105263157894735 0.5 0.7272727272727273 0.5176992598045229 0.12059791853510153 36 0.8333333333333334 0.72 0.7142857142857143 0.7547169811320755 0.7272727272727273 0.7499217512047702 0.04395157078143283 0.5985714285714285 0.6523076923076924 0.6976923076923077 0.6992307692307692 0.7551020408163265 0.6805808477237049 0.05238119128331523 3023 0.857257988053475 0.7981574539363484 0.8301693653452447 0.8377070537874558 0.8398584905660378 0.8326300703377123 0.01938544042097651
40 39 0.7128301620483398 0.037789115373956 0.02879362106323242 0.002621725847312646 gini 10 3 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 3, 'forest__n_estimators': 400} 0.42857142857142855 0.46153846153846156 0.5454545454545454 0.5333333333333333 0.64 0.5217795537795538 0.07346674452643591 2350 0.7378640776699029 0.7090909090909091 0.7433628318584071 0.7706422018348624 0.7647058823529411 0.7451331805614044 0.02185781391576238 0.42857142857142855 0.46153846153846156 0.6923076923076923 0.6153846153846154 0.5714285714285714 0.5538461538461539 0.09744966715338621 2852 0.7169811320754716 0.7222222222222222 0.7777777777777778 0.7777777777777778 0.7358490566037735 0.7461215932914046 0.02657103483061614 0.84 0.86 0.78 0.82 0.9387755102040817 0.8477551020408163 0.05264198586253994 183 0.9396984924623115 0.914572864321608 0.914572864321608 0.9346733668341709 0.95 0.9307035175879397 0.014067120949963915 0.42857142857142855 0.46153846153846156 0.45 0.47058823529411764 0.7272727272727273 0.5075941705353471 0.1107347444045029 79 0.76 0.6964285714285714 0.711864406779661 0.7636363636363637 0.7959183673469388 0.7455695418383069 0.03638824949037762 0.6342857142857142 0.6607692307692308 0.7361538461538462 0.7176923076923076 0.7551020408163265 0.7008006279434851 0.04584881420751595 2657 0.8283398122688916 0.818397543271915 0.846175321049693 0.8562255723059744 0.8429245283018867 0.8384125554396722 0.013416280154831449
41 40 0.10219435691833496 0.007486908302738961 0.012789773941040038 0.0013426718466838237 gini 10 5 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 5, 'forest__n_estimators': 50} 0.38461538461538464 0.4166666666666667 0.5 0.42857142857142855 0.5833333333333334 0.46263736263736266 0.07116840003711103 3159 0.7755102040816326 0.7321428571428571 0.7321428571428571 0.7547169811320755 0.7543859649122807 0.7497797728823408 0.016308094392802105 0.35714285714285715 0.38461538461538464 0.6153846153846154 0.46153846153846156 0.5 0.46373626373626375 0.09158534741105334 3142 0.7169811320754716 0.7592592592592593 0.7592592592592593 0.7407407407407407 0.8113207547169812 0.7575122292103423 0.031066104698286662 0.86 0.88 0.78 0.82 0.9387755102040817 0.8557551020408163 0.0538803957195824 134 0.964824120603015 0.914572864321608 0.914572864321608 0.9396984924623115 0.91 0.9287336683417087 0.020855479773670627 0.4166666666666667 0.45454545454545453 0.42105263157894735 0.4 0.7 0.4784529505582137 0.11218009665649184 511 0.8444444444444444 0.7068965517241379 0.7068965517241379 0.7692307692307693 0.7049180327868853 0.746477269982075 0.05472791922241352 0.6085714285714285 0.6323076923076923 0.6976923076923077 0.6407692307692308 0.7193877551020409 0.6597456828885401 0.041782475941432425 3159 0.8409026263392434 0.8369160617904337 0.8369160617904337 0.8402196166015261 0.8606603773584907 0.8431229487760256 0.008921563347616224
42 41 0.19122705459594727 0.006135132314756954 0.016747570037841795 0.0031532974031482047 gini 10 5 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 5, 'forest__n_estimators': 100} 0.46153846153846156 0.4 0.5161290322580645 0.5185185185185185 0.64 0.507237202463009 0.07927229737187877 2744 0.7291666666666666 0.7407407407407407 0.6909090909090909 0.7476635514018691 0.780952380952381 0.7378864861341496 0.029124972050734475 0.42857142857142855 0.38461538461538464 0.6153846153846154 0.5384615384615384 0.5714285714285714 0.5076923076923077 0.08719487659286757 3064 0.660377358490566 0.7407407407407407 0.7037037037037037 0.7407407407407407 0.7735849056603774 0.7238294898672256 0.03867506291631348 0.88 0.86 0.8 0.86 0.9387755102040817 0.8677551020408163 0.04450814076008119 85 0.9597989949748744 0.9296482412060302 0.9095477386934674 0.9346733668341709 0.945 0.9357336683417087 0.016666519868380372 0.5 0.4166666666666667 0.4444444444444444 0.5 0.7272727272727273 0.5176767676767676 0.10965529278791995 37 0.813953488372093 0.7407407407407407 0.6785714285714286 0.7547169811320755 0.7884615384615384 0.7552888354555751 0.046129175849486295 0.6542857142857142 0.6223076923076923 0.7076923076923077 0.6992307692307692 0.7551020408163265 0.687723704866562 0.04575664257272548 2924 0.8100881767327202 0.8351944909733855 0.8066257211985856 0.8377070537874558 0.8592924528301886 0.8297815791044671 0.019426931225696758
43 42 0.3713382244110107 0.016076041605578736 0.018806314468383788 0.0009278968275490241 gini 10 5 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 5, 'forest__n_estimators': 200} 0.37037037037037035 0.3333333333333333 0.4666666666666667 0.5517241379310345 0.56 0.45641890166028104 0.0921645870701228 3176 0.7428571428571429 0.6862745098039216 0.7339449541284404 0.7358490566037735 0.7454545454545455 0.7288760417695649 0.021723375917447885 0.35714285714285715 0.3076923076923077 0.5384615384615384 0.6153846153846154 0.5 0.46373626373626375 0.11454956862011405 3142 0.7358490566037735 0.6481481481481481 0.7407407407407407 0.7222222222222222 0.7735849056603774 0.7241090146750524 0.04155940306232083 0.84 0.86 0.8 0.84 0.9183673469387755 0.851673469387755 0.03862665304809136 163 0.9346733668341709 0.9346733668341709 0.9246231155778895 0.9346733668341709 0.92 0.9297286432160805 0.006229988543617462 0.38461538461538464 0.36363636363636365 0.4117647058823529 0.5 0.6363636363636364 0.4592760180995475 0.09999694568432527 1647 0.75 0.7291666666666666 0.7272727272727273 0.75 0.7192982456140351 0.7351475279106857 0.012571195567283503 0.5985714285714285 0.5838461538461539 0.6692307692307693 0.7276923076923076 0.7091836734693877 0.6577048665620094 0.057676735069754036 3172 0.8352612117189722 0.7914107574911595 0.8326819281593151 0.8284477945281965 0.8467924528301887 0.8269188289455662 0.01876662177035115
44 43 0.565531587600708 0.013730459524915603 0.023464345932006837 0.0018656106594833264 gini 10 5 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 5, 'forest__n_estimators': 300} 0.4444444444444444 0.4 0.5625 0.5185185185185185 0.6153846153846154 0.5081695156695157 0.07786592299239822 2723 0.7619047619047619 0.7155963302752294 0.7321428571428571 0.7289719626168224 0.7407407407407407 0.7358713305360822 0.015323375161340053 0.42857142857142855 0.38461538461538464 0.6923076923076923 0.5384615384615384 0.5714285714285714 0.523076923076923 0.10891878411748454 3018 0.7547169811320755 0.7222222222222222 0.7592592592592593 0.7222222222222222 0.7547169811320755 0.742627533193571 0.016743220995463288 0.86 0.86 0.8 0.86 0.9183673469387755 0.859673469387755 0.03743317800419226 123 0.9396984924623115 0.9195979899497487 0.914572864321608 0.9296482412060302 0.925 0.9257035175879397 0.00863810179414406 0.46153846153846156 0.4166666666666667 0.47368421052631576 0.5 0.6666666666666666 0.5037112010796221 0.08581977379532871 100 0.7692307692307693 0.7090909090909091 0.7068965517241379 0.7358490566037735 0.7272727272727273 0.7296680027844633 0.02258809876127421 0.6442857142857142 0.6223076923076923 0.7461538461538462 0.6992307692307692 0.7448979591836735 0.691375196232339 0.050822900501022235 2864 0.8472077367971935 0.8209101060859855 0.8369160617904337 0.8259352317141262 0.8398584905660378 0.8341655253907554 0.00952384855289066
45 44 0.7201272487640381 0.017193241078880473 0.029350423812866212 0.0020370808743439754 gini 10 5 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 10, 'forest__min_samples_split': 5, 'forest__n_estimators': 400} 0.4444444444444444 0.3333333333333333 0.5 0.4444444444444444 0.5833333333333334 0.4611111111111111 0.08164965809277262 3165 0.7128712871287128 0.7433628318584071 0.7289719626168224 0.7619047619047619 0.7706422018348624 0.7435506090687133 0.021093232622260764 0.42857142857142855 0.3076923076923077 0.6153846153846154 0.46153846153846156 0.5 0.46263736263736266 0.09989730265814077 3148 0.6792452830188679 0.7777777777777778 0.7222222222222222 0.7407407407407407 0.7924528301886793 0.7424877707896576 0.04038625653892355 0.86 0.86 0.78 0.84 0.9387755102040817 0.8557551020408163 0.05082417773952465 134 0.9396984924623115 0.914572864321608 0.9296482412060302 0.9447236180904522 0.93 0.9317286432160804 0.01033464947021574 0.46153846153846156 0.36363636363636365 0.42105263157894735 0.42857142857142855 0.7 0.47495977706504017 0.11685375067743095 644 0.75 0.711864406779661 0.7358490566037735 0.7843137254901961 0.75 0.7464054377747261 0.02352615581998076 0.6442857142857142 0.5838461538461539 0.6976923076923077 0.6507692307692308 0.7193877551020409 0.6591962323390895 0.04706578260922374 3164 0.8094718877405898 0.846175321049693 0.8259352317141262 0.8427321794155964 0.8612264150943396 0.837108207002869 0.01779961293708486
46 45 0.08722639083862305 0.0032294677558307007 0.012909173965454102 0.0008437552469214092 gini 20 2 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 2, 'forest__n_estimators': 50} 0.4827586206896552 0.4 0.5714285714285714 0.5 0.6086956521739131 0.5125765688584278 0.07269552992737326 2626 0.6538461538461539 0.6666666666666666 0.6379310344827587 0.6610169491525424 0.6666666666666666 0.6572254941629576 0.010736318947900416 0.5 0.38461538461538464 0.7692307692307693 0.6153846153846154 0.5 0.5538461538461539 0.13008872711759817 2852 0.6415094339622641 0.7222222222222222 0.6851851851851852 0.7222222222222222 0.6792452830188679 0.6900768693221523 0.030221499099542817 0.84 0.86 0.76 0.78 0.9591836734693877 0.8398367346938777 0.07014929043669182 250 0.914572864321608 0.8793969849246231 0.8743718592964824 0.8743718592964824 0.905 0.8895427135678393 0.016903736858751198 0.4666666666666667 0.4166666666666667 0.45454545454545453 0.42105263157894735 0.7777777777777778 0.5073418394471025 0.1365615897926424 83 0.6666666666666666 0.6190476190476191 0.5967741935483871 0.609375 0.6545454545454545 0.6292817867616254 0.026809118299170716 0.6699999999999999 0.6223076923076923 0.7646153846153847 0.6976923076923077 0.7295918367346939 0.6968414442700157 0.04887200114006583 2743 0.7780411491419361 0.8008096035734227 0.7797785222408338 0.7982970407593524 0.792122641509434 0.7898097914449957 0.0093542059706748
47 46 0.1716662883758545 0.010133552702724046 0.015128469467163086 0.0012900339347109045 gini 20 2 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 2, 'forest__n_estimators': 100} 0.42857142857142855 0.3076923076923077 0.5714285714285714 0.6 0.56 0.49353846153846154 0.11007049809727709 2966 0.6306306306306306 0.6666666666666666 0.628099173553719 0.6728971962616822 0.6290322580645161 0.6454651850354429 0.019968482722931905 0.42857142857142855 0.3076923076923077 0.7692307692307693 0.6923076923076923 0.5 0.5395604395604396 0.16954445025848675 2933 0.660377358490566 0.6851851851851852 0.7037037037037037 0.6666666666666666 0.7358490566037735 0.6903563941299791 0.027329179200690834 0.84 0.82 0.76 0.84 0.9183673469387755 0.835673469387755 0.05069091975991154 295 0.8844221105527639 0.8994974874371859 0.8542713567839196 0.914572864321608 0.84 0.8785527638190954 0.027736188074168267 0.42857142857142855 0.3076923076923077 0.45454545454545453 0.5294117647058824 0.6363636363636364 0.47131691837574186 0.1090842815511244 847 0.603448275862069 0.6491228070175439 0.5671641791044776 0.6792452830188679 0.5492957746478874 0.6096552639301691 0.04876011618337016 0.6342857142857142 0.5638461538461539 0.7646153846153847 0.7661538461538462 0.7091836734693877 0.6876169544740974 0.07839050610281104 2925 0.7723997345216649 0.7923413363111855 0.7789875302438116 0.7906197654941374 0.7879245283018868 0.7844545789745372 0.007582333559664652
48 47 0.3512387275695801 0.017293219578966772 0.018695592880249023 0.001636732331311844 gini 20 2 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 2, 'forest__n_estimators': 200} 0.5 0.4 0.5 0.5161290322580645 0.5925925925925926 0.5017443249701314 0.061348709092518626 2838 0.6666666666666666 0.6486486486486487 0.6140350877192983 0.6964285714285714 0.6554621848739496 0.656248231867427 0.026695784479054588 0.5 0.38461538461538464 0.6153846153846154 0.6153846153846154 0.5714285714285714 0.5373626373626375 0.0872502560056229 2976 0.6981132075471698 0.6666666666666666 0.6481481481481481 0.7222222222222222 0.7358490566037735 0.6941998602375962 0.03290610749053997 0.86 0.86 0.78 0.8 0.8979591836734694 0.8395918367346938 0.04326299570265384 272 0.8944723618090452 0.8944723618090452 0.8743718592964824 0.9045226130653267 0.865 0.8865678391959799 0.014568805534242626 0.5 0.4166666666666667 0.42105263157894735 0.4444444444444444 0.6153846153846154 0.4795096716149348 0.07413216961475884 469 0.6379310344827587 0.631578947368421 0.5833333333333334 0.6724137931034483 0.5909090909090909 0.6232332398394105 0.03268411223869435 0.6799999999999999 0.6223076923076923 0.6976923076923077 0.7076923076923077 0.7346938775510203 0.6884772370486656 0.03752435615793641 2912 0.7962927846781075 0.7805695142378559 0.7612600037223153 0.8133724176437744 0.8004245283018867 0.790383849716788 0.017937249402084045
49 48 0.5222161293029786 0.004117874135213731 0.02374091148376465 0.0009228520220509083 gini 20 2 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 2, 'forest__n_estimators': 300} 0.35714285714285715 0.46153846153846156 0.5142857142857142 0.5454545454545454 0.5925925925925926 0.49420283420283423 0.08070068536002108 2954 0.6422018348623854 0.7079646017699115 0.6206896551724138 0.6964285714285714 0.6440677966101694 0.6622704919686904 0.03381650829981638 0.35714285714285715 0.46153846153846156 0.6923076923076923 0.6923076923076923 0.5714285714285714 0.554945054945055 0.13104136427045135 2845 0.660377358490566 0.7407407407407407 0.6666666666666666 0.7222222222222222 0.7169811320754716 0.7013976240391334 0.03197903072228771 0.82 0.86 0.74 0.78 0.8979591836734694 0.8195918367346939 0.05599428780291434 473 0.8944723618090452 0.9045226130653267 0.8693467336683417 0.9045226130653267 0.865 0.887572864321608 0.017110915070803166 0.35714285714285715 0.46153846153846156 0.4090909090909091 0.45 0.6153846153846154 0.45863136863136866 0.08649706027020682 1688 0.625 0.6779661016949152 0.5806451612903226 0.6724137931034483 0.5846153846153846 0.6281280881408142 0.04147968154374862 0.5885714285714285 0.6607692307692308 0.7161538461538461 0.7361538461538462 0.7346938775510203 0.6872684458398745 0.05642097111038123 2939 0.7774248601498056 0.8226316769030337 0.7680067001675042 0.8133724176437744 0.7909905660377359 0.7944852441803707 0.020752492708493497
50 49 0.6588996410369873 0.030864424260355548 0.02684612274169922 0.001283031718198736 gini 20 2 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 2, 'forest__n_estimators': 400} 0.4827586206896552 0.32 0.5714285714285714 0.5454545454545454 0.6923076923076923 0.5223898859760929 0.12193533961073541 2325 0.6422018348623854 0.6486486486486487 0.6607142857142857 0.6842105263157895 0.672 0.6615550591082219 0.015259073393797389 0.5 0.3076923076923077 0.7692307692307693 0.6923076923076923 0.6428571428571429 0.5824175824175823 0.16303041308266564 2737 0.660377358490566 0.6666666666666666 0.6851851851851852 0.7222222222222222 0.7924528301886793 0.705380852550664 0.048573920304674105 0.84 0.84 0.76 0.78 0.9387755102040817 0.8317551020408163 0.062316466049174964 333 0.8944723618090452 0.8944723618090452 0.8944723618090452 0.8944723618090452 0.85 0.8855778894472361 0.017788944723618094 0.4666666666666667 0.3333333333333333 0.45454545454545453 0.45 0.75 0.4909090909090909 0.13823297830175865 221 0.625 0.631578947368421 0.6379310344827587 0.65 0.5833333333333334 0.6255686630369026 0.022671517038496392 0.6699999999999999 0.5738461538461539 0.7646153846153847 0.7361538461538462 0.7908163265306123 0.7070863422291993 0.07783773551907387 2480 0.7774248601498056 0.7805695142378559 0.7898287734971152 0.8083472920156337 0.8212264150943396 0.79547937099895 0.016785065467298615
51 50 0.08729963302612305 0.005033965065156962 0.013800334930419923 0.002066113294469472 gini 20 3 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 3, 'forest__n_estimators': 50} 0.5 0.4166666666666667 0.5 0.5 0.56 0.4953333333333333 0.04568491119736485 2939 0.6495726495726496 0.6727272727272727 0.6495726495726496 0.6542056074766355 0.6440677966101694 0.6540291951918753 0.009885345560272938 0.5 0.38461538461538464 0.6153846153846154 0.5384615384615384 0.5 0.5076923076923077 0.07457969011409736 3064 0.7169811320754716 0.6851851851851852 0.7037037037037037 0.6481481481481481 0.7169811320754716 0.694199860237596 0.02580821685587986 0.86 0.88 0.78 0.84 0.9183673469387755 0.8556734693877551 0.045854449845086846 145 0.8693467336683417 0.9045226130653267 0.8743718592964824 0.9095477386934674 0.865 0.8845577889447236 0.018658661604937107 0.5 0.45454545454545453 0.42105263157894735 0.4666666666666667 0.6363636363636364 0.495725677830941 0.07471760965995818 160 0.59375 0.6607142857142857 0.6031746031746031 0.660377358490566 0.5846153846153846 0.620526326398968 0.03319887506153831 0.6799999999999999 0.6323076923076923 0.6976923076923077 0.6892307692307692 0.7091836734693877 0.6816828885400313 0.02649644237653709 3009 0.7931639328719067 0.794853899125256 0.7890377815000931 0.7788479434208078 0.7909905660377359 0.7893788245911597 0.005619910407747391
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53 52 0.3338937759399414 0.00744305329903787 0.020023107528686523 0.0015106477518154915 gini 20 3 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 3, 'forest__n_estimators': 200} 0.4444444444444444 0.4444444444444444 0.47368421052631576 0.5806451612903226 0.5925925925925926 0.507162170659624 0.06585728066291259 2747 0.6181818181818182 0.6666666666666666 0.6271186440677966 0.7241379310344828 0.6 0.6472210119901528 0.04420757823624403 0.42857142857142855 0.46153846153846156 0.6923076923076923 0.6923076923076923 0.5714285714285714 0.5692307692307692 0.11107058258016067 2767 0.6415094339622641 0.7222222222222222 0.6851851851851852 0.7777777777777778 0.6792452830188679 0.7011879804332634 0.04605982353282092 0.86 0.84 0.68 0.82 0.8979591836734694 0.8195918367346937 0.07440000179136824 489 0.8844221105527639 0.8793969849246231 0.864321608040201 0.8994974874371859 0.845 0.8745276381909548 0.01855343073873309 0.46153846153846156 0.42857142857142855 0.36 0.5 0.6153846153846154 0.47309890109890107 0.08470725425154216 752 0.5964912280701754 0.6190476190476191 0.578125 0.6774193548387096 0.5373134328358209 0.6016793269584649 0.04639590587140805 0.6442857142857142 0.6507692307692308 0.6861538461538461 0.7561538461538462 0.7346938775510203 0.6944113029827316 0.04454260466941414 2791 0.762965772257514 0.8008096035734227 0.7747533966126932 0.8386376326074818 0.762122641509434 0.7878578093121092 0.02898267562269731
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55 54 0.6486199855804443 0.028623449631151713 0.026987648010253905 0.0011962460707370503 gini 20 3 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 3, 'forest__n_estimators': 400} 0.5185185185185185 0.3333333333333333 0.5454545454545454 0.5625 0.6666666666666666 0.5252946127946128 0.10832522292061868 2224 0.6306306306306306 0.6666666666666666 0.625 0.6422018348623854 0.6776859504132231 0.6484370165145812 0.020460004352215264 0.5 0.3076923076923077 0.6923076923076923 0.6923076923076923 0.5714285714285714 0.5527472527472528 0.14292475154188225 2887 0.660377358490566 0.6851851851851852 0.6481481481481481 0.6481481481481481 0.7735849056603774 0.683088749126485 0.0472259417050142 0.88 0.86 0.78 0.8 0.9591836734693877 0.8558367346938777 0.06348344223943168 129 0.8844221105527639 0.8994974874371859 0.8844221105527639 0.8994974874371859 0.865 0.8865678391959799 0.012717952647237898 0.5384615384615384 0.36363636363636365 0.45 0.47368421052631576 0.8 0.5251564225248435 0.14839314274421406 21 0.603448275862069 0.6491228070175439 0.603448275862069 0.6363636363636364 0.6029411764705882 0.6190648343151813 0.019750728662082648 0.69 0.5838461538461539 0.7361538461538462 0.7461538461538462 0.7653061224489796 0.7042919937205652 0.06511801234938683 2558 0.7723997345216649 0.7923413363111855 0.766285129350456 0.773822817792667 0.8192924528301887 0.7848282941612325 0.01930628188501826
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59 58 0.5061460971832276 0.01078535613923681 0.025408935546875 0.003551626277466381 gini 20 5 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 5, 'forest__n_estimators': 300} 0.4827586206896552 0.38461538461538464 0.47058823529411764 0.5806451612903226 0.5925925925925926 0.5022399988964146 0.07684773099886981 2828 0.6260869565217392 0.6428571428571429 0.6371681415929203 0.7037037037037037 0.6776859504132231 0.6575003790177458 0.028833424567557824 0.5 0.38461538461538464 0.6153846153846154 0.6923076923076923 0.5714285714285714 0.5527472527472528 0.10469015704452354 2887 0.6792452830188679 0.6666666666666666 0.6666666666666666 0.7037037037037037 0.7735849056603774 0.6979734451432564 0.04015196542741996 0.84 0.84 0.74 0.82 0.8979591836734694 0.8275918367346937 0.05096950930507865 402 0.8693467336683417 0.8894472361809045 0.8844221105527639 0.9195979899497487 0.865 0.8855628140703518 0.01929027590723256 0.4666666666666667 0.38461538461538464 0.38095238095238093 0.5 0.6153846153846154 0.46952380952380957 0.08633269915533069 945 0.5806451612903226 0.6206896551724138 0.6101694915254238 0.7037037037037037 0.6029411764705882 0.6236298376324905 0.042136332822693745 0.6699999999999999 0.6123076923076923 0.6776923076923077 0.7561538461538462 0.7346938775510203 0.6901695447409733 0.05091425004631499 2884 0.7742960083436048 0.7780569514237856 0.7755443886097153 0.8116508468267263 0.8192924528301887 0.7917681296068042 0.01954170930853175
60 59 0.6551641941070556 0.025108564170369316 0.029042959213256836 0.00537588560176389 gini 20 5 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 20, 'forest__min_samples_split': 5, 'forest__n_estimators': 400} 0.5 0.3333333333333333 0.5294117647058824 0.5333333333333333 0.5925925925925926 0.4977342047930283 0.08752332244084571 2906 0.6476190476190476 0.6842105263157895 0.6434782608695652 0.6486486486486487 0.6379310344827587 0.652377503587162 0.01635717328223586 0.5 0.3076923076923077 0.6923076923076923 0.6153846153846154 0.5714285714285714 0.5373626373626375 0.1306907142621407 2976 0.6415094339622641 0.7222222222222222 0.6851851851851852 0.6666666666666666 0.6981132075471698 0.6827393431167016 0.027420692662885854 0.86 0.86 0.76 0.82 0.8979591836734694 0.8395918367346938 0.046815454682912636 272 0.9095477386934674 0.8944723618090452 0.8793969849246231 0.8944723618090452 0.87 0.8895778894472361 0.01366492715256829 0.5 0.36363636363636365 0.42857142857142855 0.47058823529411764 0.6153846153846154 0.4756361285773051 0.08355567288425406 615 0.6538461538461539 0.65 0.6065573770491803 0.631578947368421 0.5873015873015873 0.6258568131130685 0.025526508409591562 0.6799999999999999 0.5838461538461539 0.7261538461538461 0.7176923076923076 0.7346938775510203 0.6884772370486656 0.055549171381419654 2912 0.7755285863278658 0.8083472920156337 0.7822910850549042 0.7805695142378559 0.7840566037735849 0.786158616281969 0.011453813196277352
61 60 0.08773126602172851 0.0067906935598952035 0.01290597915649414 0.0009907874188724336 gini 30 2 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 2, 'forest__n_estimators': 50} 0.38461538461538464 0.42857142857142855 0.5294117647058824 0.5806451612903226 0.6666666666666666 0.5179820811699369 0.10192678331842446 2471 0.6071428571428571 0.6333333333333333 0.6115702479338843 0.6610169491525424 0.6341463414634146 0.6294419458052064 0.019240072826070306 0.35714285714285715 0.46153846153846156 0.6923076923076923 0.6923076923076923 0.6428571428571429 0.5692307692307692 0.13586435623182458 2767 0.6415094339622641 0.7037037037037037 0.6851851851851852 0.7222222222222222 0.7358490566037735 0.6976939203354298 0.03288383942703312 0.86 0.82 0.76 0.82 0.9183673469387755 0.835673469387755 0.052245280610843596 295 0.8743718592964824 0.8592964824120602 0.8492462311557789 0.8743718592964824 0.845 0.8604572864321607 0.012273496699979727 0.4166666666666667 0.4 0.42857142857142855 0.5 0.6923076923076923 0.4875091575091576 0.1079338946307654 269 0.576271186440678 0.5757575757575758 0.5522388059701493 0.609375 0.5571428571428572 0.5741570850622522 0.020085952492819234 0.6085714285714285 0.6407692307692308 0.7261538461538461 0.7561538461538462 0.7806122448979592 0.7024521193092622 0.06659281550678148 2616 0.7579406466293732 0.7815000930578819 0.767215708170482 0.7982970407593524 0.7904245283018867 0.7790756033837951 0.01477486658647552
62 61 0.16471962928771972 0.009624894723313076 0.0157106876373291 0.0013754651092677964 gini 30 2 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 2, 'forest__n_estimators': 100} 0.37037037037037035 0.3333333333333333 0.47058823529411764 0.6451612903225806 0.6666666666666666 0.4972239791974137 0.13730092285721845 2913 0.6181818181818182 0.6608695652173913 0.5785123966942148 0.6386554621848739 0.624 0.6240438484556596 0.027118669185305967 0.35714285714285715 0.3076923076923077 0.6153846153846154 0.7692307692307693 0.6428571428571429 0.5384615384615385 0.17674894167447092 2949 0.6415094339622641 0.7037037037037037 0.6481481481481481 0.7037037037037037 0.7358490566037735 0.6865828092243187 0.03611715801653338 0.84 0.86 0.74 0.84 0.9183673469387755 0.8396734693877551 0.05751679399100535 254 0.8844221105527639 0.8844221105527639 0.8391959798994975 0.864321608040201 0.835 0.8614723618090452 0.021253344534987485 0.38461538461538464 0.36363636363636365 0.38095238095238093 0.5555555555555556 0.6923076923076923 0.47541347541347545 0.12893965154928433 625 0.5964912280701754 0.6229508196721312 0.5223880597014925 0.5846153846153846 0.5416666666666666 0.57362243174517 0.036669465537682897 0.5985714285714285 0.5838461538461539 0.6776923076923077 0.8046153846153846 0.7806122448979592 0.6890675039246468 0.09068871990274445 2903 0.762965772257514 0.7940629071282338 0.7436720640238228 0.7840126558719523 0.7854245283018868 0.7740275855166819 0.018302062422641804
63 62 0.32778172492980956 0.00910303426501543 0.02140841484069824 0.002413354875843763 gini 30 2 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 2, 'forest__n_estimators': 200} 0.5 0.4166666666666667 0.5405405405405406 0.5454545454545454 0.5925925925925926 0.5190508690508691 0.059013228549697254 2442 0.6 0.6782608695652174 0.6115702479338843 0.6551724137931034 0.6065573770491803 0.6303121816682771 0.030826894077817513 0.5714285714285714 0.38461538461538464 0.7692307692307693 0.6923076923076923 0.5714285714285714 0.5978021978021978 0.13050578320266834 2633 0.6792452830188679 0.7222222222222222 0.6851851851851852 0.7037037037037037 0.6981132075471698 0.6976939203354298 0.015064870163702967 0.8 0.88 0.72 0.78 0.8979591836734694 0.815591836734694 0.06569699354181402 525 0.8442211055276382 0.8894472361809045 0.8492462311557789 0.8793969849246231 0.84 0.8604623115577889 0.020034625717005913 0.4444444444444444 0.45454545454545453 0.4166666666666667 0.45 0.6153846153846154 0.47620823620823616 0.07082421795664308 592 0.5373134328358209 0.639344262295082 0.5522388059701493 0.6129032258064516 0.5362318840579711 0.575606322193095 0.0424648480411817 0.6857142857142857 0.6323076923076923 0.7446153846153847 0.7361538461538462 0.7346938775510203 0.7066970172684458 0.04257552871665525 2492 0.761733194273253 0.8058347292015633 0.767215708170482 0.7915503443141634 0.7690566037735849 0.7790781159466094 0.016813486049381113
64 63 0.4987278938293457 0.0523978172193904 0.026107168197631835 0.004047606484072438 gini 30 2 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 2, 'forest__n_estimators': 300} 0.4666666666666667 0.4827586206896552 0.5142857142857142 0.5161290322580645 0.6666666666666666 0.5293013401133535 0.07121451916772974 2056 0.5853658536585366 0.64 0.6115702479338843 0.6333333333333333 0.6206896551724138 0.6181918180196335 0.019144140640739632 0.5 0.5384615384615384 0.6923076923076923 0.6153846153846154 0.6428571428571429 0.5978021978021977 0.06979536047560624 2651 0.6792452830188679 0.7407407407407407 0.6851851851851852 0.7037037037037037 0.6792452830188679 0.697624039133473 0.023350780367961083 0.82 0.82 0.74 0.8 0.9183673469387755 0.819673469387755 0.05740313899530194 466 0.8291457286432161 0.8442211055276382 0.8492462311557789 0.8592964824120602 0.865 0.8493819095477386 0.012477009487993919 0.4375 0.4375 0.4090909090909091 0.4444444444444444 0.6923076923076923 0.48416860916860915 0.10477830539327555 340 0.5142857142857142 0.5633802816901409 0.5522388059701493 0.5757575757575758 0.5714285714285714 0.5554181898264303 0.02206992012564436 0.6599999999999999 0.6792307692307692 0.7161538461538461 0.7076923076923077 0.7806122448979592 0.7087378335949766 0.04115352873755031 2414 0.754195505831042 0.7924809231341894 0.767215708170482 0.7815000930578819 0.772122641509434 0.7735029743406059 0.012948589290395154
65 64 0.8610848426818848 0.10855207688884153 0.046139764785766604 0.011184659693113658 gini 30 2 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 2, 'forest__n_estimators': 400} 0.37037037037037035 0.4444444444444444 0.5142857142857142 0.625 0.6428571428571429 0.5193915343915344 0.1041607867661053 2431 0.6126126126126126 0.6178861788617886 0.6260869565217392 0.6126126126126126 0.6178861788617886 0.6174169078941084 0.0049350315093483164 0.35714285714285715 0.46153846153846156 0.6923076923076923 0.7692307692307693 0.6428571428571429 0.5846153846153845 0.15229199291144305 2686 0.6415094339622641 0.7037037037037037 0.6666666666666666 0.6296296296296297 0.7169811320754716 0.6716981132075471 0.03400393724324967 0.84 0.84 0.74 0.82 0.8979591836734694 0.8275918367346937 0.05096950930507865 402 0.8793969849246231 0.8442211055276382 0.8743718592964824 0.8844221105527639 0.84 0.8644824120603015 0.01858895515640196 0.38461538461538464 0.42857142857142855 0.4090909090909091 0.5263157894736842 0.6428571428571429 0.4782901309217099 0.09531443233597567 518 0.5862068965517241 0.5507246376811594 0.5901639344262295 0.5964912280701754 0.5428571428571428 0.5732887679172862 0.022023747303222013 0.5985714285714285 0.6507692307692308 0.7161538461538461 0.7946153846153846 0.7704081632653061 0.7061036106750394 0.07306911882677265 2507 0.7604532094434436 0.773962404615671 0.7705192629815745 0.7570258700911967 0.7784905660377358 0.7680902626339244 0.00811534064359355
66 65 0.09527072906494141 0.02069080539962155 0.014284849166870117 0.0035898234567916082 gini 30 3 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 3, 'forest__n_estimators': 50} 0.42857142857142855 0.3333333333333333 0.5454545454545454 0.6470588235294118 0.5925925925925926 0.5094021446962623 0.11375730170236008 2693 0.5932203389830508 0.6181818181818182 0.6194690265486725 0.5666666666666667 0.6412213740458015 0.6077518448852018 0.025555596664402817 0.42857142857142855 0.3076923076923077 0.6923076923076923 0.8461538461538461 0.5714285714285714 0.5692307692307692 0.18975066104746705 2767 0.660377358490566 0.6296296296296297 0.6481481481481481 0.6296296296296297 0.7924528301886793 0.6720475192173305 0.061324328309647146 0.84 0.86 0.78 0.8 0.8979591836734694 0.835591836734694 0.04210013647300204 319 0.8492462311557789 0.8894472361809045 0.8793969849246231 0.8391959798994975 0.82 0.8554572864321608 0.025646256283363988 0.42857142857142855 0.36363636363636365 0.45 0.5238095238095238 0.6153846153846154 0.47628038628038627 0.08633016234792341 590 0.5384615384615384 0.6071428571428571 0.5932203389830508 0.5151515151515151 0.5384615384615384 0.5584875576401 0.03536608470377486 0.6342857142857142 0.5838461538461539 0.7361538461538462 0.823076923076923 0.7346938775510203 0.7024113029827316 0.08418991167381218 2618 0.7548117948231725 0.759538432905267 0.7637725665363857 0.7344128047645635 0.8062264150943397 0.7637524028247457 0.0235055148980234
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69 68 0.7016785621643067 0.05198172325029875 0.023973894119262696 0.002172409332864186 gini 30 3 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 3, 'forest__n_estimators': 300} 0.3076923076923077 0.37037037037037035 0.5142857142857142 0.5625 0.6666666666666666 0.4843030118030118 0.12995554748972735 3056 0.5862068965517241 0.6666666666666666 0.5982905982905983 0.6371681415929203 0.6356589147286822 0.6247982435661183 0.029037495520996808 0.2857142857142857 0.38461538461538464 0.6923076923076923 0.6923076923076923 0.6428571428571429 0.5395604395604395 0.1707509854905937 2948 0.6415094339622641 0.7222222222222222 0.6481481481481481 0.6666666666666666 0.7735849056603774 0.6904262753319357 0.05034114906998688 0.84 0.82 0.74 0.8 0.9183673469387755 0.8236734693877551 0.05798045025189018 421 0.8542713567839196 0.8793969849246231 0.8592964824120602 0.8844221105527639 0.825 0.8604773869346735 0.02111802692812083 0.3333333333333333 0.35714285714285715 0.4090909090909091 0.47368421052631576 0.6923076923076923 0.4531118004802215 0.1289439078656311 2119 0.5396825396825397 0.6190476190476191 0.5555555555555556 0.6101694915254238 0.5394736842105263 0.5727857780043328 0.03475658360452715 0.5628571428571428 0.6023076923076923 0.7161538461538461 0.7461538461538462 0.7806122448979592 0.6816169544740973 0.08432286371010081 3010 0.7478903953730919 0.8008096035734227 0.7537223152801042 0.7755443886097153 0.7992924528301887 0.7754518311333045 0.02210522577710533
70 69 0.7956071853637695 0.09030652856419995 0.028153419494628906 0.001434146038814788 gini 30 3 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 3, 'forest__n_estimators': 400} 0.46153846153846156 0.4 0.5142857142857142 0.5294117647058824 0.6428571428571429 0.5096186166774401 0.08061513233626069 2686 0.6181818181818182 0.6610169491525424 0.5982905982905983 0.65 0.6349206349206349 0.6324820001091187 0.022363442214028938 0.42857142857142855 0.38461538461538464 0.6923076923076923 0.6923076923076923 0.6428571428571429 0.5681318681318681 0.13384958222931967 2799 0.6415094339622641 0.7222222222222222 0.6481481481481481 0.7222222222222222 0.7547169811320755 0.6977638015373865 0.04486950029419923 0.88 0.86 0.74 0.76 0.8979591836734694 0.8275918367346939 0.064791132717375 396 0.8844221105527639 0.8743718592964824 0.8592964824120602 0.864321608040201 0.835 0.8634824120603015 0.01665247782013424 0.5 0.4166666666666667 0.4090909090909091 0.42857142857142855 0.6428571428571429 0.47943722943722944 0.08786919103975949 474 0.5964912280701754 0.609375 0.5555555555555556 0.5909090909090909 0.547945205479452 0.5800552160028548 0.02399535356956666 0.6542857142857142 0.6223076923076923 0.7161538461538461 0.7261538461538461 0.7704081632653061 0.6978618524332809 0.052925064168942514 2725 0.762965772257514 0.7982970407593524 0.7537223152801042 0.7932719151312115 0.7948584905660377 0.780623106798844 0.018495623765138657
71 70 0.12278180122375489 0.0164323210763596 0.018579578399658202 0.0069415699051190854 gini 30 5 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 5, 'forest__n_estimators': 50} 0.5517241379310345 0.38461538461538464 0.5 0.5 0.6428571428571429 0.5158393330807124 0.08383643219419787 2536 0.6126126126126126 0.5901639344262295 0.6050420168067226 0.6548672566371682 0.608 0.6141371640965466 0.021708831952880682 0.5714285714285714 0.38461538461538464 0.6923076923076923 0.6153846153846154 0.6428571428571429 0.5813186813186813 0.10588298435556838 2754 0.6415094339622641 0.6666666666666666 0.6666666666666666 0.6851851851851852 0.7169811320754716 0.6754018169112508 0.025003412030603796 0.86 0.84 0.72 0.78 0.8979591836734694 0.8195918367346939 0.06273244986891235 473 0.8793969849246231 0.8391959798994975 0.8542713567839196 0.8894472361809045 0.83 0.858462311557789 0.02279116021431441 0.5333333333333333 0.38461538461538464 0.391304347826087 0.42105263157894735 0.6428571428571429 0.47463256804217907 0.09966221210200102 659 0.5862068965517241 0.5294117647058824 0.5538461538461539 0.6271186440677966 0.5277777777777778 0.5648722473898669 0.037642532861282836 0.7157142857142857 0.6123076923076923 0.7061538461538461 0.6976923076923077 0.7704081632653061 0.7004552590266876 0.05086521015521681 2660 0.7604532094434436 0.7529313232830821 0.7604690117252931 0.7873162106830449 0.7734905660377358 0.76693206423452 0.012151499715408324
72 71 0.16748447418212892 0.008883899033151461 0.01678462028503418 0.0027469053649326032 gini 30 5 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 5, 'forest__n_estimators': 100} 0.42857142857142855 0.46153846153846156 0.5555555555555556 0.5185185185185185 0.6923076923076923 0.5312983312983313 0.09175511631377467 1966 0.6363636363636364 0.6386554621848739 0.6229508196721312 0.6037735849056604 0.64 0.6283487006252604 0.01370616457855894 0.42857142857142855 0.46153846153846156 0.7692307692307693 0.5384615384615384 0.6428571428571429 0.5681318681318681 0.12469501496707064 2799 0.660377358490566 0.7037037037037037 0.7037037037037037 0.5925925925925926 0.7547169811320755 0.6830188679245284 0.054195744334404015 0.84 0.86 0.74 0.86 0.9387755102040817 0.8477551020408163 0.06364887018283871 183 0.8894472361809045 0.864321608040201 0.8492462311557789 0.8994974874371859 0.84 0.8685025125628141 0.022803716686315187 0.42857142857142855 0.46153846153846156 0.43478260869565216 0.5 0.75 0.5149784997611084 0.12017725376312419 43 0.6140350877192983 0.5846153846153846 0.5588235294117647 0.6153846153846154 0.5555555555555556 0.5856828345373237 0.025753682090156917 0.6342857142857142 0.6607692307692308 0.7546153846153847 0.6992307692307692 0.7908163265306123 0.7079434850863422 0.05791884484685355 2448 0.7749122973357352 0.7840126558719523 0.7764749674297413 0.7460450400148892 0.7973584905660378 0.7757606902436713 0.016845235210226288
73 72 0.33406405448913573 0.01506549357917489 0.02226223945617676 0.004566878667701631 gini 30 5 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 5, 'forest__n_estimators': 200} 0.4666666666666667 0.46153846153846156 0.5142857142857142 0.5625 0.5925925925925926 0.5195166870166871 0.051709990383046495 2427 0.6271186440677966 0.6206896551724138 0.6229508196721312 0.6608695652173913 0.6031746031746031 0.6269606574608673 0.018820306226580326 0.5 0.46153846153846156 0.6923076923076923 0.6923076923076923 0.5714285714285714 0.5835164835164834 0.09557281276992921 2704 0.6981132075471698 0.6666666666666666 0.7037037037037037 0.7037037037037037 0.7169811320754716 0.6978336827393431 0.01677498216581073 0.82 0.86 0.74 0.8 0.8979591836734694 0.8235918367346938 0.053690088216337015 432 0.8592964824120602 0.8693467336683417 0.8492462311557789 0.8844221105527639 0.825 0.857462311557789 0.019963667410178715 0.4375 0.46153846153846156 0.4090909090909091 0.47368421052631576 0.6153846153846154 0.47943963930806033 0.07147375859000472 472 0.5692307692307692 0.5806451612903226 0.5588235294117647 0.6229508196721312 0.5205479452054794 0.5704396449620934 0.03312749087561674 0.6599999999999999 0.6607692307692308 0.7161538461538461 0.7461538461538462 0.7346938775510203 0.7035541601255886 0.03652583300439971 2577 0.778704844979615 0.7680067001675042 0.7764749674297413 0.7940629071282338 0.7709905660377359 0.777647997148566 0.009046747395305315
74 73 0.47141237258911134 0.018128749348876705 0.02327594757080078 0.0017249241287049823 gini 30 5 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 5, 'forest__n_estimators': 300} 0.42857142857142855 0.5 0.47058823529411764 0.5714285714285714 0.5925925925925926 0.512636165577342 0.06139081093501707 2623 0.6260869565217392 0.639344262295082 0.5932203389830508 0.6206896551724138 0.6 0.6158682425944572 0.016991293626953362 0.42857142857142855 0.5384615384615384 0.6153846153846154 0.7692307692307693 0.5714285714285714 0.5846153846153846 0.11107058258016071 2676 0.6792452830188679 0.7222222222222222 0.6481481481481481 0.6666666666666666 0.7358490566037735 0.6904262753319357 0.03332021887178795 0.84 0.84 0.74 0.76 0.8979591836734694 0.8155918367346938 0.057931813025600645 531 0.8693467336683417 0.8542713567839196 0.8542713567839196 0.8693467336683417 0.81 0.8514472361809045 0.02179269933717237 0.42857142857142855 0.4666666666666667 0.38095238095238093 0.45454545454545453 0.6153846153846154 0.46922410922410923 0.07877745290758245 955 0.5806451612903226 0.5735294117647058 0.546875 0.5806451612903226 0.5064935064935064 0.5576376481677715 0.028435179948683647 0.6342857142857142 0.6892307692307692 0.6776923076923077 0.7646153846153847 0.7346938775510203 0.7001036106750392 0.04541087140113869 2671 0.7742960083436048 0.7882467895030709 0.7512097524660339 0.7680067001675042 0.7729245283018868 0.7709367557564202 0.011938282711682216
75 74 0.6295054435729981 0.02096259113282633 0.027262115478515626 0.0024824770717239994 gini 30 5 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 30, 'forest__min_samples_split': 5, 'forest__n_estimators': 400} 0.41379310344827586 0.4 0.47058823529411764 0.5454545454545454 0.6666666666666666 0.4993005101727211 0.09812046470167028 2875 0.5950413223140496 0.6551724137931034 0.6333333333333333 0.64 0.631578947368421 0.6310252033617815 0.019819730260322438 0.42857142857142855 0.38461538461538464 0.6153846153846154 0.6923076923076923 0.6428571428571429 0.5527472527472528 0.12264445211695565 2887 0.6792452830188679 0.7037037037037037 0.7037037037037037 0.7407407407407407 0.7924528301886793 0.7239692522711391 0.03947885918572127 0.82 0.86 0.74 0.78 0.9183673469387755 0.8236734693877551 0.06198171191094928 421 0.8391959798994975 0.8793969849246231 0.8592964824120602 0.8442211055276382 0.81 0.8464221105527638 0.02296398621784902 0.4 0.4166666666666667 0.38095238095238093 0.45 0.6923076923076923 0.4679853479853479 0.11443280897362015 1014 0.5294117647058824 0.6129032258064516 0.5757575757575758 0.5633802816901409 0.525 0.5612905695920102 0.032282475394052566 0.6242857142857142 0.6223076923076923 0.6776923076923077 0.7361538461538462 0.7806122448979592 0.688210361067504 0.06225244984783615 2917 0.7592206314591827 0.7915503443141634 0.7815000930578819 0.7924809231341894 0.8012264150943397 0.7851956814119514 0.014413892626763986
76 75 0.07845282554626465 0.0017191229733786318 0.011973381042480469 0.0003774342770758322 gini 40 2 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 2, 'forest__n_estimators': 50} 0.42857142857142855 0.5806451612903226 0.47058823529411764 0.625 0.6666666666666666 0.554294298364507 0.09070188351108267 730 0.6333333333333333 0.5909090909090909 0.609375 0.6046511627906976 0.6046511627906976 0.6085839499647638 0.01383106655203113 0.42857142857142855 0.6923076923076923 0.6153846153846154 0.7692307692307693 0.6428571428571429 0.6296703296703297 0.11333075238992298 2271 0.7169811320754716 0.7222222222222222 0.7222222222222222 0.7222222222222222 0.7358490566037735 0.7238993710691825 0.006310237712072283 0.84 0.82 0.74 0.82 0.9183673469387755 0.827673469387755 0.056888881658104976 378 0.8542713567839196 0.8040201005025126 0.8241206030150754 0.8190954773869347 0.815 0.8233015075376885 0.016841501441491727 0.42857142857142855 0.5 0.38095238095238093 0.5263157894736842 0.6923076923076923 0.5056294582610372 0.10657456705237238 91 0.5671641791044776 0.5 0.527027027027027 0.52 0.5131578947368421 0.5254698201736694 0.0226762370785302 0.6342857142857142 0.7561538461538462 0.6776923076923077 0.7946153846153846 0.7806122448979592 0.7286718995290424 0.06214381842354312 1424 0.7856262444296956 0.7631211613623674 0.7731714126186489 0.7706588498045784 0.7754245283018868 0.7736004393034354 0.007302048595445764
77 76 0.15159478187561035 0.002840437521318838 0.01660127639770508 0.003619711966388683 gini 40 2 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 2, 'forest__n_estimators': 100} 0.35714285714285715 0.42857142857142855 0.45714285714285713 0.5294117647058824 0.6428571428571429 0.4830252100840336 0.09713849543870294 3066 0.6218487394957983 0.639344262295082 0.5833333333333334 0.5984251968503937 0.5826771653543307 0.6051257394657876 0.022245497300095556 0.35714285714285715 0.46153846153846156 0.6153846153846154 0.6923076923076923 0.6428571428571429 0.5538461538461539 0.1249755440392143 2852 0.6981132075471698 0.7222222222222222 0.6481481481481481 0.7037037037037037 0.6981132075471698 0.6940600978336827 0.024604336629456436 0.82 0.82 0.72 0.76 0.8979591836734694 0.8035918367346939 0.06054997144562337 746 0.8542713567839196 0.8542713567839196 0.8442211055276382 0.8241206030150754 0.815 0.8383768844221106 0.016057046481169655 0.35714285714285715 0.4 0.36363636363636365 0.42857142857142855 0.6428571428571429 0.4384415584415585 0.10541935309394809 2892 0.5606060606060606 0.5735294117647058 0.5303030303030303 0.5205479452054794 0.5 0.5369972895758552 0.0267438347832336 0.5885714285714285 0.6407692307692308 0.6676923076923077 0.7261538461538461 0.7704081632653061 0.6787189952904239 0.06378922299623577 3045 0.7761922821655447 0.7882467895030709 0.7461846268378931 0.7639121533593896 0.7565566037735849 0.7662184911278966 0.014729218692846574
78 77 0.29949727058410647 0.0127769749865565 0.018838119506835938 0.0012200465280484537 gini 40 2 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 2, 'forest__n_estimators': 200} 0.5 0.38461538461538464 0.5555555555555556 0.5161290322580645 0.6206896551724138 0.5153979255202837 0.07751217609655771 2548 0.5873015873015873 0.6507936507936508 0.6153846153846154 0.5901639344262295 0.5777777777777777 0.6042843131367721 0.026369412916236297 0.5 0.38461538461538464 0.7692307692307693 0.6153846153846154 0.6428571428571429 0.5824175824175823 0.1308107792523339 2737 0.6981132075471698 0.7592592592592593 0.7407407407407407 0.6666666666666666 0.7358490566037735 0.720125786163522 0.03330482660760456 0.86 0.84 0.74 0.8 0.8775510204081632 0.8235102040816328 0.049092794352220914 455 0.8190954773869347 0.8442211055276382 0.8190954773869347 0.8391959798994975 0.785 0.8213216080402009 0.02084730524810517 0.5 0.38461538461538464 0.43478260869565216 0.4444444444444444 0.6 0.47276848755109624 0.07341057280502919 766 0.5068493150684932 0.5694444444444444 0.5263157894736842 0.5294117647058824 0.47560975609756095 0.521526213958013 0.030675759878549584 0.6799999999999999 0.6123076923076923 0.7546153846153847 0.7076923076923077 0.7602040816326531 0.7029638932496075 0.0542449274900017 2599 0.7586043424670522 0.8017401823934487 0.7799181090638376 0.7529313232830821 0.7604245283018868 0.7707236971018616 0.01797820776391021
79 78 0.4349357128143311 0.013397645641866435 0.023948001861572265 0.0017489521042615961 gini 40 2 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 2, 'forest__n_estimators': 300} 0.48484848484848486 0.35714285714285715 0.5142857142857142 0.5 0.5925925925925926 0.48977392977392975 0.0760162337280939 2996 0.6 0.6290322580645161 0.578125 0.5950413223140496 0.5970149253731343 0.59984270115034 0.016460638344883465 0.5714285714285714 0.38461538461538464 0.6923076923076923 0.6153846153846154 0.5714285714285714 0.567032967032967 0.10133751106284397 2827 0.7358490566037735 0.7222222222222222 0.6851851851851852 0.6666666666666666 0.7547169811320755 0.7129280223619846 0.032458746378228445 0.78 0.8 0.74 0.78 0.8979591836734694 0.799591836734694 0.0529058950963251 843 0.8090452261306532 0.8442211055276382 0.8140703517587939 0.8442211055276382 0.795 0.8213115577889447 0.019722529176483535 0.42105263157894735 0.3333333333333333 0.4090909090909091 0.42105263157894735 0.6153846153846154 0.43998282419335055 0.09360653508953126 2839 0.5064935064935064 0.5571428571428572 0.5 0.5373134328358209 0.49382716049382713 0.5189553913932022 0.024254210571548328 0.6757142857142857 0.5923076923076923 0.7161538461538461 0.6976923076923077 0.7346938775510203 0.6833124018838305 0.049527743192886144 2995 0.7724471413672134 0.7832216638749302 0.7496277684719896 0.7554438860971524 0.7748584905660378 0.7671197900754647 0.012568500709389436
80 79 0.5881967544555664 0.012746366321395496 0.027196741104125975 0.0024857981269786815 gini 40 2 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 2, 'forest__n_estimators': 400} 0.37037037037037035 0.37037037037037035 0.5405405405405406 0.5882352941176471 0.6428571428571429 0.5024747436512143 0.11261813867737899 2827 0.6 0.639344262295082 0.6141732283464567 0.5954198473282443 0.6259541984732825 0.6149783072886131 0.016258543280574345 0.35714285714285715 0.38461538461538464 0.7692307692307693 0.7692307692307693 0.6428571428571429 0.5846153846153845 0.18072162772131287 2686 0.6792452830188679 0.7222222222222222 0.7222222222222222 0.7222222222222222 0.7735849056603774 0.7238993710691825 0.029903439307152137 0.84 0.82 0.72 0.78 0.8979591836734694 0.8115918367346939 0.059538472052200864 586 0.8442211055276382 0.8542713567839196 0.8291457286432161 0.8090452261306532 0.815 0.8303366834170853 0.017062263339957702 0.38461538461538464 0.35714285714285715 0.4166666666666667 0.47619047619047616 0.6428571428571429 0.4554945054945055 0.1017227395036681 1940 0.5373134328358209 0.5735294117647058 0.5342465753424658 0.5064935064935064 0.5256410256410257 0.5354447904155049 0.021861640247949198 0.5985714285714285 0.6023076923076923 0.7446153846153847 0.7746153846153847 0.7704081632653061 0.6981036106750393 0.08041002206442269 2716 0.761733194273253 0.7882467895030709 0.7756839754327192 0.7656337241764377 0.7942924528301887 0.777118027243134 0.012565421208358237
81 80 0.0866614818572998 0.0032138038966657094 0.012781047821044922 0.000655358138092999 gini 40 3 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 3, 'forest__n_estimators': 50} 0.41379310344827586 0.3076923076923077 0.47058823529411764 0.6470588235294118 0.6428571428571429 0.4963979225642511 0.1320973243262702 2926 0.5645161290322581 0.6290322580645161 0.584070796460177 0.5426356589147286 0.5985401459854015 0.5837589976914163 0.02942673836682315 0.42857142857142855 0.3076923076923077 0.6153846153846154 0.8461538461538461 0.6428571428571429 0.5681318681318681 0.18569802906935098 2799 0.660377358490566 0.7222222222222222 0.6111111111111112 0.6481481481481481 0.7735849056603774 0.683088749126485 0.05768607509539612 0.82 0.82 0.74 0.8 0.8979591836734694 0.8155918367346938 0.050557837774504885 531 0.8190954773869347 0.8442211055276382 0.8693467336683417 0.7989949748743719 0.785 0.8233316582914572 0.030441063002286453 0.4 0.3076923076923077 0.38095238095238093 0.5238095238095238 0.6428571428571429 0.45106227106227104 0.1184526354650215 2254 0.49295774647887325 0.5571428571428572 0.559322033898305 0.4666666666666667 0.4880952380952381 0.5128369084563881 0.03811274468328987 0.6242857142857142 0.5638461538461539 0.6776923076923077 0.823076923076923 0.7704081632653061 0.6918618524332809 0.09438458268085179 2852 0.7397364179387503 0.7832216638749302 0.7402289223897265 0.72357156151126 0.7792924528301888 0.7532102037089711 0.02370433352578943
82 81 0.15329713821411134 0.003112147102219478 0.01576838493347168 0.00102402054353537 gini 40 3 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 3, 'forest__n_estimators': 100} 0.4666666666666667 0.5454545454545454 0.5 0.625 0.5925925925925926 0.545942760942761 0.05800332507949846 1156 0.5901639344262295 0.6153846153846154 0.6065573770491803 0.5736434108527132 0.6153846153846154 0.6002267906194707 0.016171164351123254 0.5 0.6923076923076923 0.6923076923076923 0.7692307692307693 0.5714285714285714 0.6450549450549451 0.0962777851156462 2026 0.6792452830188679 0.7407407407407407 0.6851851851851852 0.6851851851851852 0.7547169811320755 0.7090146750524109 0.03199109220320795 0.82 0.78 0.72 0.82 0.8979591836734694 0.8075918367346938 0.05815121966208667 670 0.8341708542713567 0.8190954773869347 0.8442211055276382 0.8090452261306532 0.815 0.8243065326633164 0.01296587195329356 0.4375 0.45 0.391304347826087 0.5263157894736842 0.6153846153846154 0.4841009505368773 0.07869336207767091 343 0.5217391304347826 0.5263157894736842 0.5441176470588235 0.49333333333333335 0.5194805194805194 0.5209972839562285 0.016315531040536433 0.6599999999999999 0.7361538461538462 0.7061538461538461 0.7946153846153846 0.7346938775510203 0.7263233908948195 0.04390011849331669 1574 0.7567080686451123 0.7799181090638376 0.7647031453564117 0.7471152056579192 0.7848584905660377 0.7666606038578637 0.01408425870729673
83 82 0.30298643112182616 0.014034795428426788 0.019980859756469727 0.0022314043674342217 gini 40 3 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 3, 'forest__n_estimators': 200} 0.4444444444444444 0.5714285714285714 0.47058823529411764 0.5714285714285714 0.5714285714285714 0.5258636788048552 0.05641443910662694 2203 0.591304347826087 0.6050420168067226 0.5950413223140496 0.6031746031746031 0.5669291338582677 0.592298284795946 0.013658718767592283 0.42857142857142855 0.6153846153846154 0.6153846153846154 0.7692307692307693 0.5714285714285714 0.6 0.10891878411748458 2559 0.6415094339622641 0.6666666666666666 0.6666666666666666 0.7037037037037037 0.6792452830188679 0.6715583508036338 0.020214881600854853 0.86 0.86 0.74 0.76 0.8775510204081632 0.8195102040816327 0.057464633384043395 497 0.8592964824120602 0.8542713567839196 0.8442211055276382 0.8291457286432161 0.81 0.8393869346733668 0.017943129888742564 0.46153846153846156 0.5333333333333333 0.38095238095238093 0.45454545454545453 0.5714285714285714 0.4803596403596403 0.06633577396494153 439 0.5483870967741935 0.5538461538461539 0.5373134328358209 0.5277777777777778 0.4864864864864865 0.5307621895440865 0.023898410601009203 0.6442857142857142 0.7376923076923076 0.6776923076923077 0.7646153846153847 0.7244897959183674 0.7097551020408163 0.0431775700610931 2389 0.7504029581871622 0.7604690117252931 0.7554438860971524 0.7664247161734599 0.7446226415094339 0.7554726427385002 0.007593901113948907
84 83 0.4577323436737061 0.017909375355036648 0.026110219955444335 0.0037381226613073986 gini 40 3 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 3, 'forest__n_estimators': 300} 0.42857142857142855 0.4444444444444444 0.5 0.5454545454545454 0.6896551724137931 0.5216251181768423 0.09368610570878258 2355 0.5984251968503937 0.6299212598425197 0.6031746031746031 0.6190476190476191 0.5714285714285714 0.6043994500687415 0.019950951948709186 0.42857142857142855 0.46153846153846156 0.6923076923076923 0.6923076923076923 0.7142857142857143 0.5978021978021978 0.12540960543021631 2633 0.7169811320754716 0.7407407407407407 0.7037037037037037 0.7222222222222222 0.7169811320754716 0.720125786163522 0.011990278456758739 0.84 0.84 0.72 0.78 0.8979591836734694 0.8155918367346938 0.06063080867375226 531 0.8190954773869347 0.8341708542713567 0.8291457286432161 0.8341708542713567 0.79 0.8213165829145728 0.01659772142360644 0.42857142857142855 0.42857142857142855 0.391304347826087 0.45 0.6666666666666666 0.47302277432712214 0.09864861954119401 754 0.5135135135135135 0.547945205479452 0.5277777777777778 0.5416666666666666 0.475 0.5211806326874819 0.025965276120693773 0.6342857142857142 0.6507692307692308 0.7061538461538461 0.7361538461538462 0.8061224489795918 0.7066970172684459 0.061846148426801785 2491 0.7680383047312032 0.7874557975060488 0.7664247161734599 0.7781965382467895 0.7534905660377358 0.7707211845390475 0.011475886742459238
85 84 0.590489673614502 0.03333216260642692 0.026625585556030274 0.001840898405428171 gini 40 3 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 3, 'forest__n_estimators': 400} 0.4666666666666667 0.4444444444444444 0.5 0.6060606060606061 0.6428571428571429 0.5320057720057719 0.0783998712741538 1937 0.624 0.6349206349206349 0.6016260162601627 0.6212121212121212 0.5954198473282443 0.6154357239442325 0.014681407892570204 0.5 0.46153846153846156 0.6923076923076923 0.7692307692307693 0.6428571428571429 0.6131868131868131 0.11601606391401457 2517 0.7358490566037735 0.7407407407407407 0.6851851851851852 0.7592592592592593 0.7358490566037735 0.7313766596785464 0.024652717326502226 0.82 0.84 0.72 0.8 0.8979591836734694 0.8155918367346938 0.057931813025600645 531 0.8341708542713567 0.8391959798994975 0.8391959798994975 0.8140703517587939 0.805 0.826326633165829 0.014126667629511508 0.4375 0.42857142857142855 0.391304347826087 0.5 0.6428571428571429 0.4800465838509317 0.08858950818585173 454 0.5416666666666666 0.5555555555555556 0.5362318840579711 0.5256410256410257 0.5 0.5318190263842438 0.01860371082502366 0.6599999999999999 0.6507692307692308 0.7061538461538461 0.7846153846153847 0.7704081632653061 0.7143893249607535 0.05503334964439496 2201 0.7850099554375651 0.7899683603201191 0.7621905825423414 0.7866648055090266 0.7704245283018868 0.7788516464221878 0.010687927040875757
86 85 0.08499293327331543 0.006324270598628067 0.012774085998535157 0.0008362130602751379 gini 40 5 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 5, 'forest__n_estimators': 50} 0.4375 0.48 0.5142857142857142 0.42857142857142855 0.6666666666666666 0.5054047619047619 0.08630653853622161 2784 0.6218487394957983 0.6440677966101694 0.6 0.52 0.6515151515151515 0.6074863375242239 0.04731368238390777 0.5 0.46153846153846156 0.6923076923076923 0.46153846153846156 0.7142857142857143 0.5659340659340659 0.11324547716912747 2841 0.6981132075471698 0.7037037037037037 0.6666666666666666 0.48148148148148145 0.8113207547169812 0.6722571628232006 0.10716596177069507 0.78 0.88 0.74 0.82 0.8775510204081632 0.8195102040816327 0.05460937730795431 497 0.8542713567839196 0.8693467336683417 0.8492462311557789 0.8994974874371859 0.82 0.8584723618090452 0.026016169777111093 0.3888888888888889 0.5 0.4090909090909091 0.4 0.625 0.46459595959595956 0.08940683579862158 1254 0.5606060606060606 0.59375 0.5454545454545454 0.5652173913043478 0.5443037974683544 0.5618663589666616 0.017928611348160976 0.64 0.6707692307692308 0.7161538461538461 0.6407692307692308 0.7959183673469388 0.6927221350078494 0.058581849133218185 2833 0.7761922821655447 0.7865252186860228 0.7579564489112227 0.6904894844593337 0.8156603773584905 0.7653647623161228 0.04184695767675043
87 86 0.17487144470214844 0.012477704953443889 0.014216089248657226 0.0006565995482803215 gini 40 5 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 5, 'forest__n_estimators': 100} 0.41379310344827586 0.42857142857142855 0.5405405405405406 0.45161290322580644 0.6206896551724138 0.49104152619169306 0.07833675764508784 2984 0.5982905982905983 0.6456692913385826 0.6016260162601627 0.6178861788617886 0.6131386861313869 0.6153221541765037 0.016792549413016382 0.42857142857142855 0.46153846153846156 0.7692307692307693 0.5384615384615384 0.6428571428571429 0.5681318681318681 0.12469501496707064 2799 0.660377358490566 0.7592592592592593 0.6851851851851852 0.7037037037037037 0.7924528301886793 0.7201956673654786 0.04862717469784724 0.82 0.82 0.72 0.78 0.8775510204081632 0.8035102040816327 0.05206256448327108 794 0.8542713567839196 0.8391959798994975 0.8391959798994975 0.8442211055276382 0.79 0.8333768844221107 0.022376120991731332 0.4 0.4 0.4166666666666667 0.3888888888888889 0.6 0.4411111111111111 0.07993824777157754 2797 0.546875 0.5616438356164384 0.5362318840579711 0.5507246376811594 0.5 0.5390950714711138 0.02116999441721307 0.6242857142857142 0.6407692307692308 0.7446153846153847 0.6592307692307693 0.7602040816326531 0.6858210361067505 0.055700836917567775 2960 0.7573243576372428 0.7992276195793784 0.7621905825423414 0.773962404615671 0.7912264150943397 0.7767862758937947 0.016198186949009936
88 87 0.29410409927368164 0.014545540217777545 0.019243288040161132 0.001042658779133903 gini 40 5 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 5, 'forest__n_estimators': 200} 0.4 0.42857142857142855 0.5 0.5454545454545454 0.6 0.49480519480519475 0.07352989393946653 2944 0.6115702479338843 0.6557377049180327 0.6201550387596899 0.6349206349206349 0.5909090909090909 0.6226585434882665 0.02182583506075748 0.42857142857142855 0.46153846153846156 0.6923076923076923 0.6923076923076923 0.6428571428571429 0.5835164835164834 0.11495997213733646 2704 0.6981132075471698 0.7407407407407407 0.7407407407407407 0.7407407407407407 0.7358490566037735 0.731236897274633 0.01666985276913666 0.8 0.82 0.72 0.78 0.8571428571428571 0.7954285714285715 0.04552102003806727 1074 0.8442211055276382 0.8592964824120602 0.8241206030150754 0.8391959798994975 0.8 0.8333668341708542 0.020114567943142682 0.375 0.4 0.391304347826087 0.45 0.5625 0.4357608695652174 0.06813613638360663 2981 0.5441176470588235 0.5882352941176471 0.5333333333333333 0.5555555555555556 0.4936708860759494 0.5429825432282618 0.030763378700814987 0.6142857142857143 0.6407692307692308 0.7061538461538461 0.7361538461538462 0.75 0.6894725274725275 0.05319032773784455 2899 0.771167156537404 0.8000186115764005 0.782430671877908 0.7899683603201191 0.7679245283018867 0.7823018657227436 0.01186055980159051
89 88 0.4311707019805908 0.007206933598059018 0.02308034896850586 0.001717539100794374 gini 40 5 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 5, 'forest__n_estimators': 300} 0.35714285714285715 0.42857142857142855 0.5405405405405406 0.5625 0.5714285714285714 0.4920366795366796 0.08466989779286462 2976 0.5765765765765766 0.6229508196721312 0.6031746031746031 0.6349206349206349 0.609375 0.6093995268687892 0.019753788676032166 0.35714285714285715 0.46153846153846156 0.7692307692307693 0.6923076923076923 0.5714285714285714 0.5703296703296703 0.14948286657698417 2759 0.6037735849056604 0.7037037037037037 0.7037037037037037 0.7407407407407407 0.7358490566037735 0.6975541579315163 0.04940042490206496 0.82 0.82 0.72 0.8 0.8775510204081632 0.8075102040816328 0.05085694630944428 697 0.8693467336683417 0.8492462311557789 0.8291457286432161 0.8391959798994975 0.82 0.8413869346733669 0.017062047260832762 0.35714285714285715 0.4 0.4166666666666667 0.47368421052631576 0.5714285714285714 0.4437844611528822 0.07395435790045277 2683 0.5517241379310345 0.5588235294117647 0.5277777777777778 0.5555555555555556 0.52 0.5427762001352264 0.015777213052238927 0.5885714285714285 0.6407692307692308 0.7446153846153847 0.7461538461538462 0.7244897959183674 0.6889199372056515 0.06329491568829562 2905 0.736560159287001 0.7764749674297413 0.7664247161734599 0.7899683603201191 0.7779245283018867 0.7694705463024416 0.018072425189550476
90 89 0.5140895366668701 0.0141075071386387 0.02286534309387207 0.005102050096948103 gini 40 5 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': None, 'forest__min_samples_leaf': 40, 'forest__min_samples_split': 5, 'forest__n_estimators': 400} 0.4666666666666667 0.42857142857142855 0.5142857142857142 0.5882352941176471 0.6428571428571429 0.5281232492997199 0.07830233482796481 2115 0.609375 0.64 0.64 0.6153846153846154 0.5985401459854015 0.6206599522740034 0.016688559251511186 0.5 0.46153846153846156 0.6923076923076923 0.7692307692307693 0.6428571428571429 0.6131868131868131 0.11601606391401457 2517 0.7358490566037735 0.7407407407407407 0.7407407407407407 0.7407407407407407 0.7735849056603774 0.7463312368972745 0.013757903231110829 0.82 0.82 0.74 0.78 0.8979591836734694 0.8115918367346939 0.052391121903531554 586 0.8190954773869347 0.8442211055276382 0.8442211055276382 0.8190954773869347 0.785 0.8223266331658291 0.021784830129406012 0.4375 0.4 0.4090909090909091 0.47619047619047616 0.6428571428571429 0.4731277056277056 0.08892150299573613 749 0.52 0.5633802816901409 0.5633802816901409 0.5263157894736842 0.4880952380952381 0.5322343181898408 0.028541576691052097 0.6599999999999999 0.6407692307692308 0.7161538461538461 0.7746153846153847 0.7704081632653061 0.7123893249607536 0.05500276171250098 2285 0.7774722669953541 0.7924809231341894 0.7924809231341894 0.7799181090638376 0.7792924528301888 0.7843289350315519 0.006704405347110405
91 90 0.0062220096588134766 0.0003256771260679886 0.0 0.0 gini 1 1 2 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 50} 3241 3241 3241 3241 3241
92 91 0.006842136383056641 0.0006554860687652399 0.0 0.0 gini 1 1 2 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 100} 3241 3241 3241 3241 3241
93 92 0.006562566757202149 0.0010891812933364407 0.0 0.0 gini 1 1 2 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 200} 3241 3241 3241 3241 3241
94 93 0.0067501068115234375 0.0015777634265737427 0.0 0.0 gini 1 1 2 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 300} 3241 3241 3241 3241 3241
95 94 0.006395912170410157 0.00015238604009717378 0.0 0.0 gini 1 1 2 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 2, 'forest__n_estimators': 400} 3241 3241 3241 3241 3241
96 95 0.006525421142578125 0.00031158878768740804 0.0 0.0 gini 1 1 3 50 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 50} 3241 3241 3241 3241 3241
97 96 0.007191705703735352 0.0006070806806460167 0.0 0.0 gini 1 1 3 100 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 100} 3241 3241 3241 3241 3241
98 97 0.00659027099609375 0.00035441794209884543 0.0 0.0 gini 1 1 3 200 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 200} 3241 3241 3241 3241 3241
99 98 0.006366205215454101 0.0002368042365276475 0.0 0.0 gini 1 1 3 300 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 300} 3241 3241 3241 3241 3241
100 99 0.006431484222412109 0.00039975851828771684 0.0 0.0 gini 1 1 3 400 {'forest__criterion': 'gini', 'forest__max_depth': None, 'forest__max_leaf_nodes': 1, 'forest__min_samples_leaf': 1, 'forest__min_samples_split': 3, 'forest__n_estimators': 400} 3241 3241 3241 3241 3241