#測試樣本
#x_test=np.array([[0,0,0,1,1,0]])
x_test?=?pd.DataFrame([[0,0,0,1,1,0]],?columns=list(['gender','age','status','city','cost','device']))
print(x_test)
#x_feature_name=np.array(['gender','age','status','city','cost','device'])
#print(x_test)
y_test_pred_prob=model.predict(x_test)
print(y_test_pred_prob)

測試數據類型的問題
x_test=np.array([[0,0,0,1,1,0]])??是numpy里的ndarry類型；只有數據

要用pandas中DataFrame類型，這種類型里面包含feature_name，不會有warning.