码迷,mamicode.com
首页 > 编程语言 > 详细

【python cookbook】【数据结构与算法】15.根据字段将记录分组

时间:2016-08-07 23:02:42      阅读:247      评论:0      收藏:0      [点我收藏+]

标签:

问题:想根据字典或者对象实例的某个特定的字典(比如日期)来分组迭代数据

解决方案:itertools.groupby()函数在对数据进行分组时特别有用(前提是先以目标字典进行排序)

rows = [
    {‘address‘: ‘5412 N CLARK‘, ‘date‘: ‘07/01/2012‘},
    {‘address‘: ‘5148 N CLARK‘, ‘date‘: ‘07/04/2012‘},
    {‘address‘: ‘5800 E 58TH‘, ‘date‘: ‘07/02/2012‘},
    {‘address‘: ‘2122 N CLARK‘, ‘date‘: ‘07/03/2012‘},
    {‘address‘: ‘5645 N RAVENSWOOD‘, ‘date‘: ‘07/02/2012‘},
    {‘address‘: ‘1060 W ADDISON‘, ‘date‘: ‘07/02/2012‘},
    {‘address‘: ‘4801 N BROADWAY‘, ‘date‘: ‘07/01/2012‘},
    {‘address‘: ‘1039 W GRANVILLE‘, ‘date‘: ‘07/04/2012‘},
]
from operator import itemgetter
from itertools import groupby

rows.sort(key=itemgetter(‘date‘)) #首先以date字段进行排序
for date, items in groupby(rows, key=itemgetter(‘date‘)):  #再以date进行分组
    print(date)
    for i in items:
        print(‘    ‘, i)

# 如果只是简单地根据日期将数据分组到一起,放进一个大的数据结构中以允许进行随机访问,那么可以利用defaultdict构建一个一键多值的字典会更好
#Example of building a multidict
from collections import defaultdict rows_by_date = defaultdict(list) #创建一个一键多值的字典, for row in rows: rows_by_date[row[‘date‘]].append(row) for r in rows_by_date[‘07/01/2012‘]: print(r)
>>> ================================ RESTART ================================
>>> 
07/01/2012
     {‘address‘: ‘5412 N CLARK‘, ‘date‘: ‘07/01/2012‘}
     {‘address‘: ‘4801 N BROADWAY‘, ‘date‘: ‘07/01/2012‘}
07/02/2012
     {‘address‘: ‘5800 E 58TH‘, ‘date‘: ‘07/02/2012‘}
     {‘address‘: ‘5645 N RAVENSWOOD‘, ‘date‘: ‘07/02/2012‘}
     {‘address‘: ‘1060 W ADDISON‘, ‘date‘: ‘07/02/2012‘}
07/03/2012
     {‘address‘: ‘2122 N CLARK‘, ‘date‘: ‘07/03/2012‘}
07/04/2012
     {‘address‘: ‘5148 N CLARK‘, ‘date‘: ‘07/04/2012‘}
     {‘address‘: ‘1039 W GRANVILLE‘, ‘date‘: ‘07/04/2012‘}
{‘address‘: ‘5412 N CLARK‘, ‘date‘: ‘07/01/2012‘}
{‘address‘: ‘4801 N BROADWAY‘, ‘date‘: ‘07/01/2012‘}
>>> 

 

【python cookbook】【数据结构与算法】15.根据字段将记录分组

标签:

原文地址:http://www.cnblogs.com/apple2016/p/5747395.html

踩
(0)
赞
(0)
   
举报
评论 一句话评论(0)
登录后才能评论!
© 2014 mamicode.com 版权所有  联系我们:gaon5@hotmail.com
迷上了代码!