場景:集團中心下發本省數據時,並未按地市、業務拆分,現需要按地市、業務拆分並分發到地市。
本文利用Python的pandas包實現了以上場景。注:本示例代碼只實現按單列拆分,如果需要多列篩選拆分,請修改本示例中的filter_column_name與city_name_to_list,並多套一層循環。
now, show u the code:
# -*- coding: utf-8 -*-
"""
Created on Fri Nov 1 09:53:30 2019
@author: lanxuxml
應用場景:
包含多個sheet的Excel 需要按列篩選出來另存爲其它文件
"""
import pandas as pd
split_excel_name_head = 'name_head_'
split_excel_name_tail = '_name_tail.xlsx'
xlsx_name = 'x:\xxxx\xxxxxxxx.xls'
#用來篩選的列名
filter_column_name = 'column_name'
#將該列去重後保存爲list
df = pd.read_excel(xlsx_name)
city_names = df[filter_column_name].unique().tolist()
#獲取所有sheet名
df = pd.ExcelFile(xlsx_name)
sheet_names = df.sheet_names
#不需要篩選的sheet名
sheet_not_filter_names = sheet_names[9:2]
for city_name in city_names:
city_excel_name = split_excel_name_head + str(city_name) + split_excel_name_tail
writer = pd.ExcelWriter(city_excel_name)
#將city_name轉爲list
#如果是兩列篩選,在此處多套上一層循環
#如果是多列篩選,請修改代碼使用多維list進行循環遍歷
city_name_to_list = []
city_name_to_list.append(city_name)
for sheet_name in sheet_names:
tmp_df = pd.read_excel(xlsx_name, sheet_name=sheet_name)
if sheet_name not in sheet_not_filter_names:
#如果是兩列篩選,在此處添加一行代碼
tmp_sheet = tmp_df[tmp_df[filter_column_name].isin(city_name_to_list)]
else:
tmp_sheet = tmp_df
tmp_sheet.to_excel(excel_writer=writer, sheet_name=sheet_name, encoding="utf-8", index=False)
writer.save()
writer.close()