imports

import pandas as pd
import numpy as np
import sklearn
import pickle 
import time 
import datetime
import warnings
warnings.filterwarnings('ignore')

%run ../functions-auto2.py

with open('../fraudTrain.pkl', 'rb') as file:
    fraudTrain = pickle.load(file)

df50 = throw(fraudTrain,0.5)

auto_amt_nb(df50)

	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	None	0.784882	0.802768	0.762656	0.782198	0.855432	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
1	KNeighborsDist	None	0.802531	0.816940	0.786325	0.801340	0.876074	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
2	LightGBMXT	None	0.879787	0.906162	0.850756	0.877586	0.956089	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
3	LightGBM	None	0.887446	0.904306	0.869822	0.886729	0.960518	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
4	RandomForestGini	None	0.881452	0.892785	0.870480	0.881491	0.956597	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
5	RandomForestEntr	None	0.877456	0.888739	0.866535	0.877497	0.955731	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
6	CatBoost	None	0.878455	0.918841	0.833662	0.874181	0.949726	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
7	ExtraTreesGini	None	0.883117	0.904006	0.860618	0.881778	0.957668	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
8	ExtraTreesEntr	None	0.881119	0.901934	0.858646	0.879757	0.958098	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
9	NeuralNetFastAI	None	0.855811	0.961800	0.744905	0.839570	0.905923	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
10	XGBoost	None	0.883783	0.900273	0.866535	0.883082	0.960783	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
11	NeuralNetTorch	None	0.879121	0.902643	0.853386	0.877323	0.950189	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
12	LightGBMLarge	None	0.880786	0.889484	0.873110	0.881221	0.956996	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None
13	WeightedEnsemble_L2	None	0.892108	0.936543	0.844181	0.887967	0.962480	False	Auto_not_best	0.5	9009	[index, amt]	0.497835	3003	0.506494	None