Pandas时间处理的一些小方法


一、以下有两种方式可以创建一个Timestamp对象:

1. Timestamp()的构造方法

import pandas as pd from datetime import datetime as dt p1=pd.Timestamp(2017,6,19) p2=pd.Timestamp(dt(2017,6,19,hour=9,minute=13,second=45)) p3=pd.Timestamp("2017-6-19 9:13:45") print("type of p1:",type(p1)) print(p1) print("type of p2:",type(p2)) print(p2) print("type of p3:",type(p3)) print(p3) 输出: ('type of p1:', <class 'pandas.tslib.Timestamp'>) 2017-06-19 00:00:00 ('type of p2:', <class 'pandas.tslib.Timestamp'>) 2017-06-19 09:13:45 ('type of p3:', <class 'pandas.tslib.Timestamp'>) 2017-06-19 09:13:45

2. to_datetime()方法

import pandas as pd from datetime import datetime as dt p4=pd.to_datetime("2017-6-19 9:13:45") p5=pd.to_datetime(dt(2017,6,19,hour=9,minute=13,second=45)) print("type of p4:",type(p4)) print(p4) print("type of p5:",type(p5)) print(p5) 输出: ('type of p4:', <class 'pandas.tslib.Timestamp'>) 2017-06-19 09:13:45 ('type of p5:', <class 'pandas.tslib.Timestamp'>) 2017-06-19 09:13:45

datetime模块的对象有如下:

  • timedelta
  • date
  • datetime
  • time
  • tzinfo

还包含以下两个常量:

  • datetime.MINYEAR (它返回的是1)
  • datetime.MAXYEAR(它返回的是9999)

二、datetime对象

它的构造方法: 
class datetime.datetime(year, month, day[, hour[, minute[, second[, microsecond[, tzinfo]]]]]) 
year, month 和 day 参数是必须的,其他参数可选, 参数tzinfo表示可选的时区信息,一般我们也用不到。参数值的范围如下:

  • MINYEAR <= year <= MAXYEAR
  • 1 <= month <= 12
  • 1 <= day <= number of days in the given month and year
  • 0 <= hour < 24
  • 0 <= minute < 60
  • 0 <= second < 60
  • 0 <= microsecond < 1000000

我们平常能用到的也就是年,月,日,时,分,秒,其他参数可以不用管。下面通过例子认识下datetime对象。

from datetime import datetime as dt t=dt(2017,6,1,hour=13,minute=17,second=30) print(type(t)) print(t) 输出: <type 'datetime.datetime'> 2017-06-01 13:17:30

如果我们只传参数year, month, day,那么时间会默认变成00:00:00,看下面的代码:

from datetime import datetime as dt t=dt(2017,6,1) print(t) 输出:2017-06-01 00:00:00

 

下面我们看下datetime对象的几个方法:

datetime.today() 返回本地当前的时间

from datetime import datetime as dt print(dt.today()) 输出:2017-06-18 13:21:16.201000

 

datetime.now([tz]) 返回本地当前的日期和时间。如果可选的参数 tz 为 None 或者没有指定,就如同today()

from datetime import datetime as dt print(dt.now()) 输出:2017-06-18 13:23:33.536000

 

datetime对象还有两个属性:min和max

from datetime import datetime as dt min_time=dt.min max_time=dt.max print(min_time) print(max_time) 输出: 0001-01-01 00:00:00 9999-12-31 23:59:59.999999
 


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