[e6e569]: / XGBRegression / 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_delta_step param_max_depth param_max_leaves param_min_child_weight param_n_estimators params split0_test_score split1_test_score split2_test_score split3_test_score split4_test_score mean_test_score std_test_score rank_test_score split0_train_score split1_train_score split2_train_score split3_train_score split4_train_score mean_train_score std_train_score
1 0 0.013186168670654298 0.0007922977537717019 0.009231758117675782 0.00034624529389188025 0.0 0.01 2 0 1 0 0.001 10 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.001, 'n_estimators': 10} -21.902965426445007 -19.647356470425922 -21.396288514137268 -20.165416300296783 -22.160877207914986 -21.054580783843996 0.9829858798306753 43837 -20.826576421658196 -21.3977881471316 -20.93531704942385 -21.246610894799232 -20.752334222197533 -21.031725347042084 0.2488444551610423
2 1 0.02371554374694824 0.0015366195570237762 0.007008790969848633 0.0007929316486907044 0.0 0.01 2 0 1 0 0.001 50 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.001, 'n_estimators': 50} -21.513543367385864 -18.834649125734963 -20.90208367506663 -19.923129618167877 -21.71392693122228 -20.57746654351552 1.071328864420534 29881 -20.323521624008812 -21.03802685936292 -20.41158241033554 -20.691338941454887 -20.271847014625866 -20.547263369957605 0.2849317228052873
3 2 0.028857088088989256 0.0012863530112497779 0.008259105682373046 0.0013930668219025001 0.0 0.01 2 0 1 0 0.001 100 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.001, 'n_estimators': 100} -21.21938772996267 -18.71610112984975 -20.70339099566142 -19.839903712272644 -21.46498950322469 -20.388754614194234 1.0046129556351762 17065 -20.025536412994065 -20.78694206972917 -20.09103298683961 -20.31800252199173 -19.966971476872764 -20.237697093685465 0.29931050091557165
4 3 0.04981207847595215 0.0038127491297837383 0.007705068588256836 0.00030355138893906134 0.0 0.01 2 0 1 0 0.001 200 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.001, 'n_estimators': 200} -20.966347098350525 -18.450490156809487 -20.44060719013214 -19.86638847986857 -21.403920451800026 -20.22555067539215 1.0260040255355587 6157 -19.739808057745297 -20.561957408984505 -19.815377578139305 -19.92838310698668 -19.635057707627617 -19.936116771896685 0.32725767735622296
5 4 0.01543741226196289 0.0009311519137611494 0.010352802276611329 0.003962109700327059 0.0 0.01 2 0 1 0 0.01 10 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.01, 'n_estimators': 10} -21.902965426445007 -19.647356470425922 -21.396288514137268 -20.165416300296783 -22.160877207914986 -21.054580783843996 0.9829858798306753 43837 -20.826576421658196 -21.3977881471316 -20.93531704942385 -21.246610894799232 -20.752334222197533 -21.031725347042084 0.2488444551610423
6 5 0.024474334716796876 0.002291337064868822 0.008249807357788085 0.0014860006446613177 0.0 0.01 2 0 1 0 0.01 50 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.01, 'n_estimators': 50} -21.513543367385864 -18.834649125734963 -20.90208367506663 -19.923129618167877 -21.71392693122228 -20.57746654351552 1.071328864420534 29881 -20.323521624008812 -21.03802685936292 -20.41158241033554 -20.691338941454887 -20.271847014625866 -20.547263369957605 0.2849317228052873
7 6 0.03333606719970703 0.002691569160331307 0.008914899826049805 0.002130501349257267 0.0 0.01 2 0 1 0 0.01 100 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.01, 'n_estimators': 100} -21.21938772996267 -18.71610112984975 -20.70339099566142 -19.839903712272644 -21.46498950322469 -20.388754614194234 1.0046129556351762 17065 -20.025536412994065 -20.78694206972917 -20.09103298683961 -20.31800252199173 -19.966971476872764 -20.237697093685465 0.29931050091557165
8 7 0.059085750579833986 0.006595492493934567 0.012358951568603515 0.005457725370290465 0.0 0.01 2 0 1 0 0.01 200 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.01, 'n_estimators': 200} -20.966347098350525 -18.450490156809487 -20.44060719013214 -19.86638847986857 -21.403920451800026 -20.22555067539215 1.0260040255355587 6157 -19.739808057745297 -20.561957408984505 -19.815377578139305 -19.92838310698668 -19.635057707627617 -19.936116771896685 0.32725767735622296
9 8 0.019274139404296876 0.003676203749513082 0.008043766021728516 0.0005591934229260642 0.0 0.01 2 0 1 0 0.1 10 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.1, 'n_estimators': 10} -21.902965426445007 -19.647356470425922 -21.396288514137268 -20.165416300296783 -22.160877207914986 -21.054580783843996 0.9829858798306753 43837 -20.826576421658196 -21.3977881471316 -20.93531704942385 -21.246610894799232 -20.752334222197533 -21.031725347042084 0.2488444551610423
10 9 0.02699894905090332 0.0058780227626262565 0.011586284637451172 0.0031723648504219304 0.0 0.01 2 0 1 0 0.1 50 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.1, 'n_estimators': 50} -21.513543367385864 -18.834649125734963 -20.90208367506663 -19.923129618167877 -21.71392693122228 -20.57746654351552 1.071328864420534 29881 -20.323521624008812 -21.03802685936292 -20.41158241033554 -20.691338941454887 -20.271847014625866 -20.547263369957605 0.2849317228052873
11 10 0.03611435890197754 0.006233280921600288 0.01033940315246582 0.0026742174946006543 0.0 0.01 2 0 1 0 0.1 100 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.1, 'n_estimators': 100} -21.21938772996267 -18.71610112984975 -20.70339099566142 -19.839903712272644 -21.46498950322469 -20.388754614194234 1.0046129556351762 17065 -20.025536412994065 -20.78694206972917 -20.09103298683961 -20.31800252199173 -19.966971476872764 -20.237697093685465 0.29931050091557165
12 11 0.06461896896362304 0.004115587955907807 0.011227560043334962 0.0024749078628162084 0.0 0.01 2 0 1 0 0.1 200 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.1, 'n_estimators': 200} -20.966347098350525 -18.450490156809487 -20.44060719013214 -19.86638847986857 -21.403920451800026 -20.22555067539215 1.0260040255355587 6157 -19.739808057745297 -20.561957408984505 -19.815377578139305 -19.92838310698668 -19.635057707627617 -19.936116771896685 0.32725767735622296
13 12 0.015804386138916014 0.002490039442468653 0.011286067962646484 0.0020687269170230607 0.0 0.01 2 0 1 0 0.5 10 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.5, 'n_estimators': 10} -21.902965426445007 -19.647356470425922 -21.396288514137268 -20.165416300296783 -22.160877207914986 -21.054580783843996 0.9829858798306753 43837 -20.826576421658196 -21.3977881471316 -20.93531704942385 -21.246610894799232 -20.752334222197533 -21.031725347042084 0.2488444551610423
14 13 0.03139653205871582 0.0026074076380387316 0.012993144989013671 0.004136014320503238 0.0 0.01 2 0 1 0 0.5 50 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.5, 'n_estimators': 50} -21.513543367385864 -18.834649125734963 -20.90208367506663 -19.923129618167877 -21.71392693122228 -20.57746654351552 1.071328864420534 29881 -20.323521624008812 -21.03802685936292 -20.41158241033554 -20.691338941454887 -20.271847014625866 -20.547263369957605 0.2849317228052873
15 14 0.03861355781555176 0.00443814501655454 0.010467195510864257 0.0024668496802817412 0.0 0.01 2 0 1 0 0.5 100 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.5, 'n_estimators': 100} -21.21938772996267 -18.71610112984975 -20.70339099566142 -19.839903712272644 -21.46498950322469 -20.388754614194234 1.0046129556351762 17065 -20.025536412994065 -20.78694206972917 -20.09103298683961 -20.31800252199173 -19.966971476872764 -20.237697093685465 0.29931050091557165
16 15 0.06500673294067383 0.006917895549403208 0.013063335418701172 0.0039062368118680042 0.0 0.01 2 0 1 0 0.5 200 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 0, 'min_child_weight': 0.5, 'n_estimators': 200} -20.966347098350525 -18.450490156809487 -20.44060719013214 -19.86638847986857 -21.403920451800026 -20.22555067539215 1.0260040255355587 6157 -19.739808057745297 -20.561957408984505 -19.815377578139305 -19.92838310698668 -19.635057707627617 -19.936116771896685 0.32725767735622296
17 16 0.019191408157348634 0.0016623727356329839 0.010818910598754884 0.0030690220180879034 0.0 0.01 2 0 1 1 0.001 10 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 10} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
18 17 0.02821769714355469 0.004299658967463849 0.012198400497436524 0.00410460607158277 0.0 0.01 2 0 1 1 0.001 50 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 50} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
19 18 0.04352259635925293 0.006039295109895228 0.010507869720458984 0.002691886078832119 0.0 0.01 2 0 1 1 0.001 100 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 100} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
20 19 0.05894632339477539 0.010381796076154292 0.010913372039794922 0.0019877820827228186 0.0 0.01 2 0 1 1 0.001 200 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 200} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
21 20 0.025125885009765626 0.007951424279002021 0.011577892303466796 0.003201400946362151 0.0 0.01 2 0 1 1 0.01 10 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 10} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
22 21 0.02585630416870117 0.0022544829948278264 0.009433412551879882 0.0016729589646452955 0.0 0.01 2 0 1 1 0.01 50 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 50} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
23 22 0.039060783386230466 0.004942737324690589 0.012232780456542969 0.00330533783414919 0.0 0.01 2 0 1 1 0.01 100 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 100} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
24 23 0.05836491584777832 0.00732475603884668 0.011590290069580077 0.0021268504687995057 0.0 0.01 2 0 1 1 0.01 200 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 200} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
25 24 0.021320819854736328 0.006042246615711392 0.01013789176940918 0.0011365479294459596 0.0 0.01 2 0 1 1 0.1 10 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.1, 'n_estimators': 10} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
26 25 0.031746196746826175 0.0031024834502148785 0.014703512191772461 0.0033154386728441324 0.0 0.01 2 0 1 1 0.1 50 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.1, 'n_estimators': 50} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
27 26 0.04086489677429199 0.0035666357957885183 0.010164546966552734 0.002121838152090163 0.0 0.01 2 0 1 1 0.1 100 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.1, 'n_estimators': 100} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
28 27 0.06542701721191406 0.012168114960165802 0.010027313232421875 0.003387001716323712 0.0 0.01 2 0 1 1 0.1 200 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.1, 'n_estimators': 200} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
29 28 0.01737060546875 0.0022148073971954333 0.011650800704956055 0.003345938776627651 0.0 0.01 2 0 1 1 0.5 10 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.5, 'n_estimators': 10} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
30 29 0.026532840728759766 0.0011875480265313419 0.010755062103271484 0.0018403791023487556 0.0 0.01 2 0 1 1 0.5 50 {'gamma': 0, 'learning_rate': 0.01, 'max_bin': 2, 'max_delta_step': 0, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.5, 'n_estimators': 50} -22.02734375 -19.919270833333332 -21.5625 -20.248697916666664 -22.315104166666664 -21.21458333333333 0.9595353789445081 49725 -20.99609375 -21.514973958333332 -21.1123046875 -21.4326171875 -20.921875 -21.195572916666666 0.2365768785248937
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