def sub_st():
print('training ST...')
RF_st1 = RF.RF_ST('./data/Normalized_Data/testing_DataSetST.csv',
'./data/Normalized_Data/sub_DataSetST.csv')
RF_st2 = RF.RF_ST('./data/Normalized_Data/EVAL_DataSetST.csv',
'./data/Normalized_Data/sub_DataSetST.csv')
gdbt_st1 = GDBT_ST.GDBT_ST('./data/Normalized_Data/testing_DataSetST.csv',
'./data/Normalized_Data/sub_DataSetST.csv')
gdbt_st2 = GDBT_ST.GDBT_ST('./data/Normalized_Data/EVAL_DataSetST.csv',
'./data/Normalized_Data/sub_DataSetST.csv')
gdbt_st3 = GDBT_ST.GDBT_ST('./data/Normalized_Data/EVAL_DataSetST.csv',
'./data/Normalized_Data/sub_DataSetST.csv')
svr_st = s.SVR_ST('./data/Normalized_Data/EVAL_DataSetST.csv',
'./data/Normalized_Data/sub_DataSetST.csv')
fw = open(tmpFilename, 'a') #追加写入文件
for i in range(len(svr_st)):
fw.write('%s,%s,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f\n' %
(gdbt_st1[i][0],gdbt_st1[i][1],
float(RF_st1[i][2]),
float(RF_st2[i][2]),
float(gdbt_st1[i][2]),
float(gdbt_st2[i][2]),
float(gdbt_st3[i][2]),
float(svr_st[i][2]),
float(svr_st[i][3]),
float(svr_st[i][4]),
(float(RF_st2[i][2])+float(gdbt_st1[i][2]) + float(gdbt_st2[i][2]) + \
float(svr_st[i][2])+float(svr_st[i][3])+float(svr_st[i][4])) / 6,
cost_dict[gdbt_st1[i][1]][gdbt_st1[i][0]][0],
cost_dict[gdbt_st1[i][1]][gdbt_st1[i][0]][1],
))
fw.close()
