lessons from bayers

1 do not class0/1/2/3/4/5/6/7/8/9,class0/1,and max(p_yes-P_no)
2 the result is amazing ,alomost no mistakes,however, with pandas, speed is slow
3 use yield to solve item one by one can keep code simple.