[e6e569]: / XGBClassification / output / output.csv

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# mean_fit_time std_fit_time mean_score_time std_score_time param_gamma param_learning_rate param_max_bin param_max_depth param_max_leaves param_min_child_weight param_n_estimators param_num_parallel_tree param_scale_pos_weight 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 rank_train_precision rank_train_specificity rank_train_f1 rank_train_recall rank_train_balanced_accuracy_score
1 0 0.06109600067138672 0.007525347181315041 0.011529541015625 0.003151917066501285 0.7 0.34051629247958304 3 2 2 7.550510606216876 146 1 4.5 OrderedDict([('gamma', 0.7), ('learning_rate', 0.34051629247958304), ('max_bin', 3), ('max_depth', 2), ('max_leaves', 2), ('min_child_weight', 7.550510606216876), ('n_estimators', 146), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.5 0.5 0.5882352941176471 0.5789473684210527 0.5405405405405406 0.5415446406158481 0.03750174320336712 8 0.6266666666666667 0.6289308176100629 0.5903614457831325 0.620253164556962 0.6153846153846154 0.6163193420002879 0.013829515498248323 0.8571428571428571 0.7692307692307693 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.7912087912087913 0.05338442989666423 82 0.8867924528301887 0.9259259259259259 0.9074074074074074 0.9074074074074074 0.9056603773584906 0.906638714185884 0.012393623747631217 0.56 0.66 0.78 0.72 0.7346938775510204 0.690938775510204 0.0758856194456536 9 0.7487437185929648 0.7236180904522613 0.6834170854271356 0.7236180904522613 0.725 0.7208793969849246 0.0210324770721523 0.35294117647058826 0.37037037037037035 0.47619047619047616 0.44 0.43478260869565216 0.41485692634541743 0.04605133016884947 12 0.4845360824742268 0.47619047619047616 0.4375 0.47115384615384615 0.46601941747572817 0.46707996445885536 0.016002581351356557 0.7085714285714286 0.7146153846153847 0.7746153846153847 0.783076923076923 0.7244897959183674 0.7410737833594976 0.03137126497688622 33 0.8177680857115768 0.8247720081890937 0.7954122464172715 0.8155127489298344 0.8153301886792452 0.8137590555854043 0.009792923504249486 8 10 9 38 10
2 1 0.05125241279602051 0.003776193697065464 0.010289382934570313 0.002804700606229411 0.01 0.0001169573434323362 12 4 4 4.963119417048309 130 1 5.0 OrderedDict([('gamma', 0.01), ('learning_rate', 0.0001169573434323362), ('max_bin', 12), ('max_depth', 4), ('max_leaves', 4), ('min_child_weight', 4.963119417048309), ('n_estimators', 130), ('num_parallel_tree', 1), ('scale_pos_weight', 5.0)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 86 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 86 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 86 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 86 86 1 86
3 2 0.05514349937438965 0.004796889056319538 0.009485912322998048 0.00129793422865047 0.5 0.0029027621842130746 8 3 1 3.8782207261001678 42 1 4.5 OrderedDict([('gamma', 0.5), ('learning_rate', 0.0029027621842130746), ('max_bin', 8), ('max_depth', 3), ('max_leaves', 1), ('min_child_weight', 3.8782207261001678), ('n_estimators', 42), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 86 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 86 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 86 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 86 86 1 86
4 3 0.02576441764831543 0.009975828557500788 0.008687114715576172 0.00024954495359119086 0.7 0.006532582605671258 8 4 4 0.5425149441190037 67 2 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.006532582605671258), ('max_bin', 8), ('max_depth', 4), ('max_leaves', 4), ('min_child_weight', 0.5425149441190037), ('n_estimators', 67), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.4864864864864865 0.6341463414634146 0.4878048780487805 0.5179952335074287 0.06097003324715848 59 0.5465116279069767 0.5287356321839081 0.5666666666666667 0.5027322404371585 0.5517241379310345 0.5392740610251489 0.02192762991063961 0.8571428571428571 1.0 0.6923076923076923 1.0 0.7142857142857143 0.8527472527472527 0.13288981501389865 52 0.8867924528301887 0.8518518518518519 0.9444444444444444 0.8518518518518519 0.9056603773584906 0.8881201956673654 0.0349646318480325 0.48 0.52 0.7 0.7 0.6530612244897959 0.6106122448979592 0.0927926665588237 44 0.6381909547738693 0.628140703517588 0.6231155778894473 0.5829145728643216 0.635 0.6214723618090453 0.01998188366637881 0.3157894736842105 0.35135135135135137 0.375 0.4642857142857143 0.37037037037037035 0.3753593819383293 0.0491077824354344 70 0.3949579831932773 0.38333333333333336 0.40476190476190477 0.35658914728682173 0.39669421487603307 0.38726731669027403 0.016797021613730995 0.6685714285714286 0.76 0.6961538461538461 0.85 0.6836734693877551 0.731679748822606 0.06685966074691771 53 0.762491703802029 0.73999627768472 0.7837800111669458 0.7173832123580868 0.7703301886792453 0.7547962787382053 0.023491940054480027 52 52 50 48 50
5 4 0.02990412712097168 0.006053871794995283 0.01056046485900879 0.002817607060628211 0.01 0.00041183850050591415 16 2 5 4.0991673114679745 101 2 5.0 OrderedDict([('gamma', 0.01), ('learning_rate', 0.00041183850050591415), ('max_bin', 16), ('max_depth', 2), ('max_leaves', 5), ('min_child_weight', 4.0991673114679745), ('n_estimators', 101), ('num_parallel_tree', 2), ('scale_pos_weight', 5.0)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 86 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 86 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 86 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 86 86 1 86
6 5 0.013964080810546875 0.00025416282045173595 0.008301591873168946 0.00017297800116366794 0.0 0.0008928595219094189 20 4 2 9.971322747487507 94 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.0008928595219094189), ('max_bin', 20), ('max_depth', 4), ('max_leaves', 2), ('min_child_weight', 9.971322747487507), ('n_estimators', 94), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 19 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 22 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 51 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 10 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 56 55 60 51 62
7 6 0.01463303565979004 0.00038889531917611853 0.008225250244140624 0.0002353956944424334 0.7 0.3528344184653075 19 2 1 4.7099656414705 58 2 4.5 OrderedDict([('gamma', 0.7), ('learning_rate', 0.3528344184653075), ('max_bin', 19), ('max_depth', 2), ('max_leaves', 1), ('min_child_weight', 4.7099656414705), ('n_estimators', 58), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 86 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 86 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 86 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 86 86 1 86
8 7 0.027146244049072267 0.00030581223906788195 0.010463953018188477 0.0016595689294225523 0.1 0.09438695247080167 3 3 1 0.481996953605175 148 2 4.5 OrderedDict([('gamma', 0.1), ('learning_rate', 0.09438695247080167), ('max_bin', 3), ('max_depth', 3), ('max_leaves', 1), ('min_child_weight', 0.481996953605175), ('n_estimators', 148), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 86 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 86 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 86 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 0.5 0.5 0.5 0.5 0.5 0.5 0.0 86 86 86 1 86
9 8 0.012689208984375 0.0015240160299407972 0.010819959640502929 0.0030156951363178234 0.3 0.06611881472319107 6 1 3 4.856940375257748 73 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.06611881472319107), ('max_bin', 6), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 4.856940375257748), ('n_estimators', 73), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.5 0.5333333333333333 0.6451612903225806 0.5789473684210527 0.5128205128205128 0.5540525009794959 0.0528613271458937 2 0.5960264900662252 0.5555555555555556 0.5632183908045977 0.6064516129032258 0.5859872611464968 0.5814478620952201 0.019292771979226474 0.8571428571428571 0.9230769230769231 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8219780219780219 0.07269378201556584 66 0.8490566037735849 0.8333333333333334 0.9074074074074074 0.8703703703703703 0.8679245283018868 0.8656184486373165 0.02486298137451167 0.56 0.6 0.84 0.72 0.6938775510204082 0.6827755102040816 0.09813670988764522 17 0.7336683417085427 0.6834170854271356 0.6432160804020101 0.7286432160804021 0.71 0.6997889447236181 0.03332619066087589 0.35294117647058826 0.375 0.5555555555555556 0.44 0.4 0.4246993464052288 0.0715356906333369 7 0.45918367346938777 0.4166666666666667 0.4083333333333333 0.46534653465346537 0.4423076923076923 0.43836758008610915 0.022581779552782278 0.7085714285714286 0.7615384615384615 0.8046153846153846 0.783076923076923 0.7040816326530612 0.7523767660910516 0.040016589251860066 2 0.7913624727410637 0.7583752093802345 0.7753117439047088 0.7995067932253862 0.7889622641509434 0.7827036966804675 0.014443021728880403 27 24 25 92 27
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