from load_data import Load_Data
from data_process import Data_Processing
from model import Model
from evaluation import Evaluation
if __name__ == '__main__':
# load data
load_data_module = Load_Data()
credit_dataframe, target_dataframe, categories_feature = load_data_module.forward()
# data processing
data_processing_module = Data_Processing(credit_dataframe, target_dataframe, categories_feature)
train_credit_dataframe, train_target_dataframe, test_credit_dataframe, test_target_dataframe = \
data_processing_module.forward(used_model = 'xgboost')
# modeling
model_module = Model(train_credit_dataframe, train_target_dataframe, categories_feature, used_model = 'xgboost')
model = model_module.forward()
# evaluating
evaluation_module = Evaluation(model, test_credit_dataframe, test_target_dataframe, categories_feature, used_model = 'xgboost')
evaluation_module.forward()
