import pandas as pd
import numpy as np
a = [1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1701,1702,1703,1704]
for i in a:
  b = str(i)
  df = pd.read_excel(b+".xlsx")
  df=df[df['j']=='mu']
  df=df[df['k']=='pin']
  pinpai = pd.pivot_table(df,index=["o",],values=['x',"y",'z'],aggfunc=np.sum)
  pinpai['x'] = pinpai['x'].sum()
  pinpai['y']=pinpai['y']/pinpai['y'].sum()
  pinpai['w']=pinpai['x']/pinpai['y']
  pinpai = pinpai.sort(["z"],ascending=False).head(100)
  pinpai.to_excel(b+"a.xlsx",sheet_name="ysj")
print('ok')