[Autogluon] (‘best_quality’)

Author

김보람

Published

February 2, 2024

imports

import pandas as pd
import numpy as np
import sklearn
import pickle 
import time 
import datetime
import warnings
warnings.filterwarnings('ignore')
%run ../functions.py
with open('../fraudTrain.pkl', 'rb') as file:
    fraudTrain = pickle.load(file)

시도1(0.3 / 0.05)

auto_amt(fraudTrain, 0.3, 0.05)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.909424 0.339050 0.856667 0.485822 0.943079 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
1 KNeighborsDist_BAG_L1 None 0.904762 0.323834 0.833333 0.466418 0.925634 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
2 LightGBMXT_BAG_L1 None 0.962704 0.602703 0.743333 0.665672 0.944517 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
3 LightGBM_BAG_L1 None 0.929737 0.402556 0.840000 0.544276 0.959376 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
4 RandomForestGini_BAG_L1 None 0.894439 0.300716 0.840000 0.442882 0.944121 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
5 RandomForestEntr_BAG_L1 None 0.894439 0.300716 0.840000 0.442882 0.944121 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
6 CatBoost_BAG_L1 None 0.929404 0.401587 0.843333 0.544086 0.959449 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
7 ExtraTreesGini_BAG_L1 None 0.897935 0.309842 0.850000 0.454141 0.949617 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
8 ExtraTreesEntr_BAG_L1 None 0.898102 0.309756 0.846667 0.453571 0.951033 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
9 NeuralNetFastAI_BAG_L1 None 0.960539 0.581395 0.750000 0.655022 0.902893 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
10 XGBoost_BAG_L1 None 0.920413 0.371758 0.860000 0.519115 0.959910 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
11 NeuralNetTorch_BAG_L1 None 0.943057 0.460674 0.820000 0.589928 0.953835 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
12 LightGBMLarge_BAG_L1 None 0.929903 0.403509 0.843333 0.545847 0.958161 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None
13 WeightedEnsemble_L2 None 0.929071 0.400316 0.843333 0.542918 0.960483 False Autogluon 0.3 14014 [amt] 0.407164 6006 0.04995 None

시도2(0.3 / 0.005)

auto_amt(fraudTrain, 0.3, 0.005)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.903430 0.047697 0.966667 0.090909 0.978991 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
1 KNeighborsDist_BAG_L1 None 0.902098 0.047078 0.966667 0.089783 0.962461 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
2 LightGBMXT_BAG_L1 None 0.974026 0.146067 0.866667 0.250000 0.986457 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
3 LightGBM_BAG_L1 None 0.930403 0.063063 0.933333 0.118143 0.984990 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
4 RandomForestGini_BAG_L1 None 0.891775 0.042773 0.966667 0.081921 0.978584 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
5 RandomForestEntr_BAG_L1 None 0.891775 0.042773 0.966667 0.081921 0.978584 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
6 CatBoost_BAG_L1 None 0.928238 0.061269 0.933333 0.114990 0.985542 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
7 ExtraTreesGini_BAG_L1 None 0.894605 0.042489 0.933333 0.081277 0.978402 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
8 ExtraTreesEntr_BAG_L1 None 0.895937 0.044410 0.966667 0.084919 0.979828 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
9 NeuralNetFastAI_BAG_L1 None 0.972028 0.140625 0.900000 0.243243 0.960648 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
10 XGBoost_BAG_L1 None 0.924242 0.058212 0.933333 0.109589 0.984374 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
11 NeuralNetTorch_BAG_L1 None 0.947386 0.079412 0.900000 0.145946 0.982039 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
12 LightGBMLarge_BAG_L1 None 0.930070 0.062780 0.933333 0.117647 0.984758 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None
13 WeightedEnsemble_L2 None 0.924409 0.058333 0.933333 0.109804 0.984711 False Autogluon 0.3 14014 [amt] 0.426431 6006 0.004995 None

시도3(0.2 / 0.05)

auto_amt(fraudTrain, 0.2, 0.05)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.940948 0.449257 0.806667 0.577107 0.935412 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
1 KNeighborsDist_BAG_L1 None 0.935620 0.422062 0.782222 0.548287 0.919107 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
2 LightGBMXT_BAG_L1 None 0.965590 0.630597 0.751111 0.685598 0.931805 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
3 LightGBM_BAG_L1 None 0.967366 0.650579 0.748889 0.696281 0.962012 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
4 RandomForestGini_BAG_L1 None 0.932734 0.409302 0.782222 0.537405 0.939180 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
5 RandomForestEntr_BAG_L1 None 0.932734 0.409302 0.782222 0.537405 0.939180 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
6 CatBoost_BAG_L1 None 0.965590 0.630597 0.751111 0.685598 0.944007 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
7 ExtraTreesGini_BAG_L1 None 0.934177 0.416957 0.797778 0.547674 0.943642 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
8 ExtraTreesEntr_BAG_L1 None 0.934843 0.420070 0.800000 0.550880 0.944278 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
9 NeuralNetFastAI_BAG_L1 None 0.965812 0.632959 0.751111 0.686992 0.911427 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
10 XGBoost_BAG_L1 None 0.965590 0.630597 0.751111 0.685598 0.961783 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
11 NeuralNetTorch_BAG_L1 None 0.966367 0.638941 0.751111 0.690501 0.954791 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
12 LightGBMLarge_BAG_L1 None 0.968587 0.668008 0.737778 0.701162 0.961885 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None
13 WeightedEnsemble_L2 None 0.965812 0.632959 0.751111 0.686992 0.911427 False Autogluon 0.2 21021 [amt] 0.264307 9009 0.04995 None

시도4(0.2 / 0.005)

auto_amt(fraudTrain, 0.2, 0.005)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.943168 0.069982 0.844444 0.129252 0.957158 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
1 KNeighborsDist_BAG_L1 None 0.938173 0.064626 0.844444 0.120063 0.929921 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
2 LightGBMXT_BAG_L1 None 0.976357 0.147059 0.777778 0.247350 0.931610 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
3 LightGBM_BAG_L1 None 0.977578 0.154185 0.777778 0.257353 0.970694 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
4 RandomForestGini_BAG_L1 None 0.932956 0.058452 0.822222 0.109145 0.952514 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
5 RandomForestEntr_BAG_L1 None 0.932956 0.058452 0.822222 0.109145 0.952514 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
6 CatBoost_BAG_L1 None 0.977800 0.155556 0.777778 0.259259 0.967803 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
7 ExtraTreesGini_BAG_L1 None 0.935509 0.062092 0.844444 0.115677 0.953986 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
8 ExtraTreesEntr_BAG_L1 None 0.936175 0.062706 0.844444 0.116743 0.954544 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
9 NeuralNetFastAI_BAG_L1 None 0.976468 0.147679 0.777778 0.248227 0.913550 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
10 XGBoost_BAG_L1 None 0.967699 0.113208 0.800000 0.198347 0.970782 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
11 NeuralNetTorch_BAG_L1 None 0.977134 0.151515 0.777778 0.253623 0.965063 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
12 LightGBMLarge_BAG_L1 None 0.975913 0.144628 0.777778 0.243902 0.970215 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None
13 WeightedEnsemble_L2 None 0.977134 0.151515 0.777778 0.253623 0.965353 False Autogluon 0.2 21021 [amt] 0.283574 9009 0.004995 None

시도5(0.2 / 0.0005)

auto_amt(fraudTrain, 0.2, 0.0005)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.940948 0.005618 0.75 0.011152 0.968379 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
1 KNeighborsDist_BAG_L1 None 0.937840 0.005338 0.75 0.010601 0.950611 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
2 LightGBMXT_BAG_L1 None 0.972916 0.012195 0.75 0.024000 0.924820 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
3 LightGBM_BAG_L1 None 0.979021 0.015707 0.75 0.030769 0.991546 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
4 RandomForestGini_BAG_L1 None 0.934177 0.005042 0.75 0.010017 0.944073 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
5 RandomForestEntr_BAG_L1 None 0.934177 0.005042 0.75 0.010017 0.944073 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
6 CatBoost_BAG_L1 None 0.976801 0.014218 0.75 0.027907 0.991768 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
7 ExtraTreesGini_BAG_L1 None 0.936286 0.005208 0.75 0.010345 0.956011 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
8 ExtraTreesEntr_BAG_L1 None 0.936508 0.005226 0.75 0.010381 0.957066 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
9 NeuralNetFastAI_BAG_L1 None 0.976690 0.014151 0.75 0.027778 0.897252 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
10 XGBoost_BAG_L1 None 0.969364 0.014286 1.00 0.028169 0.991297 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
11 NeuralNetTorch_BAG_L1 None 0.978910 0.015625 0.75 0.030612 0.989561 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
12 LightGBMLarge_BAG_L1 None 0.980464 0.016854 0.75 0.032967 0.991838 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None
13 WeightedEnsemble_L2 None 0.967588 0.010204 0.75 0.020134 0.984814 False Autogluon 0.2 21021 [amt] 0.285524 9009 0.000444 None

시도6(0.5 / 0.5)

auto_amt(fraudTrain, 0.5, 0.5)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.870386 0.870556 0.870072 0.870314 0.939158 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
1 KNeighborsDist_BAG_L1 None 0.859561 0.868107 0.847862 0.857865 0.907189 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
2 LightGBMXT_BAG_L1 None 0.881765 0.886019 0.876180 0.881072 0.955909 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
3 LightGBM_BAG_L1 None 0.889536 0.903857 0.871738 0.887507 0.961129 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
4 RandomForestGini_BAG_L1 None 0.850958 0.853073 0.847862 0.850459 0.938361 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
5 RandomForestEntr_BAG_L1 None 0.850958 0.853073 0.847862 0.850459 0.938361 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
6 CatBoost_BAG_L1 None 0.886761 0.901904 0.867851 0.884550 0.958589 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
7 ExtraTreesGini_BAG_L1 None 0.857064 0.858817 0.854525 0.856666 0.943211 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
8 ExtraTreesEntr_BAG_L1 None 0.859284 0.861453 0.856191 0.858814 0.943970 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
9 NeuralNetFastAI_BAG_L1 None 0.863725 0.961918 0.757357 0.847468 0.895867 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
10 XGBoost_BAG_L1 None 0.889536 0.904789 0.870627 0.887380 0.961415 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
11 NeuralNetTorch_BAG_L1 None 0.880655 0.869542 0.895614 0.882385 0.952822 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
12 LightGBMLarge_BAG_L1 None 0.887594 0.903002 0.868406 0.885367 0.960592 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None
13 WeightedEnsemble_L2 None 0.887039 0.901036 0.869517 0.884996 0.958770 False Autogluon 0.5 8409 [amt] 0.500059 3603 0.499861 None

시도7(0.5 / 0.05)

auto_amt(fraudTrain, 0.5, 0.05)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.798501 0.191176 0.938889 0.317669 0.936067 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
1 KNeighborsDist_BAG_L1 None 0.796003 0.186441 0.916667 0.309859 0.904545 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
2 LightGBMXT_BAG_L1 None 0.817097 0.206854 0.938889 0.339017 0.942227 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
3 LightGBM_BAG_L1 None 0.781293 0.177966 0.933333 0.298932 0.955806 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
4 RandomForestGini_BAG_L1 None 0.776853 0.172269 0.911111 0.289753 0.935351 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
5 RandomForestEntr_BAG_L1 None 0.776853 0.172269 0.911111 0.289753 0.935351 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
6 CatBoost_BAG_L1 None 0.790730 0.185307 0.938889 0.309524 0.956094 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
7 ExtraTreesGini_BAG_L1 None 0.787399 0.180828 0.922222 0.302368 0.941047 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
8 ExtraTreesEntr_BAG_L1 None 0.788787 0.181120 0.916667 0.302475 0.940643 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
9 NeuralNetFastAI_BAG_L1 None 0.947544 0.483146 0.716667 0.577181 0.880083 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
10 XGBoost_BAG_L1 None 0.788787 0.183206 0.933333 0.306290 0.955883 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
11 NeuralNetTorch_BAG_L1 None 0.808770 0.200236 0.944444 0.330418 0.949717 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
12 LightGBMLarge_BAG_L1 None 0.760755 0.165029 0.933333 0.280467 0.955093 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None
13 WeightedEnsemble_L2 None 0.797391 0.189616 0.933333 0.315197 0.956457 False Autogluon 0.5 8409 [amt] 0.692829 3603 0.049958 None

시도8(0.5 / 0.005)

auto_amt(fraudTrain, 0.5, 0.005)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.775465 0.021765 1.000000 0.042604 0.960112 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
1 KNeighborsDist_BAG_L1 None 0.776020 0.021818 1.000000 0.042705 0.924369 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
2 LightGBMXT_BAG_L1 None 0.798224 0.024161 1.000000 0.047182 0.973539 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
3 LightGBM_BAG_L1 None 0.735498 0.018538 1.000000 0.036400 0.979909 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
4 RandomForestGini_BAG_L1 None 0.756869 0.019058 0.944444 0.037363 0.950116 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
5 RandomForestEntr_BAG_L1 None 0.756869 0.019058 0.944444 0.037363 0.950116 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
6 CatBoost_BAG_L1 None 0.774632 0.021687 1.000000 0.042453 0.978700 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
7 ExtraTreesGini_BAG_L1 None 0.768249 0.021102 1.000000 0.041332 0.959887 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
8 ExtraTreesEntr_BAG_L1 None 0.766306 0.020930 1.000000 0.041002 0.959995 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
9 NeuralNetFastAI_BAG_L1 None 0.954482 0.089888 0.888889 0.163265 0.944367 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
10 XGBoost_BAG_L1 None 0.756869 0.020134 1.000000 0.039474 0.974725 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
11 NeuralNetTorch_BAG_L1 None 0.793783 0.023653 1.000000 0.046213 0.976197 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
12 LightGBMLarge_BAG_L1 None 0.703858 0.016590 1.000000 0.032638 0.979165 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None
13 WeightedEnsemble_L2 None 0.773522 0.021583 1.000000 0.042254 0.979707 False Autogluon 0.5 8409 [amt] 0.712094 3603 0.004996 None

시도9(0.5 / 0.0005)

auto_amt(fraudTrain, 0.5, 0.0005)
model time acc pre rec f1 auc graph_based method throw_rate train_size train_cols train_frate test_size test_frate hyper_params
0 KNeighborsUnif_BAG_L1 None 0.776853 0.001242 1.0 0.002481 0.971821 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
1 KNeighborsDist_BAG_L1 None 0.775742 0.001236 1.0 0.002469 0.941421 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
2 LightGBMXT_BAG_L1 None 0.800722 0.001391 1.0 0.002778 0.991671 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
3 LightGBM_BAG_L1 None 0.701082 0.000928 1.0 0.001854 0.993892 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
4 RandomForestGini_BAG_L1 None 0.755482 0.001134 1.0 0.002265 0.977790 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
5 RandomForestEntr_BAG_L1 None 0.755482 0.001134 1.0 0.002265 0.977790 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
6 CatBoost_BAG_L1 None 0.769359 0.001202 1.0 0.002401 0.991394 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
7 ExtraTreesGini_BAG_L1 None 0.762975 0.001170 1.0 0.002336 0.985425 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
8 ExtraTreesEntr_BAG_L1 None 0.763530 0.001172 1.0 0.002342 0.984175 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
9 NeuralNetFastAI_BAG_L1 None 0.953095 0.005882 1.0 0.011696 0.993059 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
10 XGBoost_BAG_L1 None 0.751041 0.001114 1.0 0.002225 0.994170 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
11 NeuralNetTorch_BAG_L1 None 0.786567 0.001299 1.0 0.002594 0.992782 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
12 LightGBMLarge_BAG_L1 None 0.698585 0.000920 1.0 0.001838 0.998890 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None
13 WeightedEnsemble_L2 None 0.766861 0.001189 1.0 0.002375 0.992504 False Autogluon 0.5 8409 [amt] 0.714116 3603 0.000278 None