def sub_all():
print('training all...')
RF_all1 = RF.RF_ALL('./data/Normalized_Data/testing_DataSet.csv',
'./data/Normalized_Data/sub_DataSet.csv')
RF_all2 = RF.RF_ALL('./data/Normalized_Data/EVAL_DataSet.csv',
'./data/Normalized_Data/sub_DataSet.csv')
gdbt_all1 = GDBT_all.GDBT_ALL(
'./data/Normalized_Data/training_DataSet.csv',
'./data/Normalized_Data/sub_DataSet.csv')
gdbt_all2 = GDBT_all.GDBT_ALL('./data/Normalized_Data/testing_DataSet.csv',
'./data/Normalized_Data/sub_DataSet.csv')
gdbt_all3 = GDBT_all.GDBT_ALL('./data/Normalized_Data/EVAL_DataSet.csv',
'./data/Normalized_Data/sub_DataSet.csv')
svr_all = s.SVR_ALL('./data/Normalized_Data/EVAL_DataSet.csv',
'./data/Normalized_Data/sub_DataSet.csv')
fw = open(tmpFilename, 'w')
for i in range(len(svr_all)):
fw.write('%s,%s,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f,%.4f\n' %
(gdbt_all1[i][0],gdbt_all1[i][1],
float(RF_all1[i][2]),
float(RF_all2[i][2]),
float(gdbt_all1[i][2]),
float(gdbt_all2[i][2]),
float(gdbt_all3[i][2]),
float(svr_all[i][2]),
float(svr_all[i][3]),
float(svr_all[i][4]),
((float(RF_all2[i][2])+float(gdbt_all1[i][2]) + float(gdbt_all2[i][2])+\
float(svr_all[i][2]) + float(svr_all[i][3])+float(svr_all[i][4]))) / 6,
cost_dict['all'][gdbt_all1[i][0]][0],
cost_dict['all'][gdbt_all1[i][0]][1]
))
fw.close()
