我正在尝试在python中创建自定义datetime类以支持时间序列模型。回顾一些现有的python库后,我发现pandas DatetimeIndex类提供了我正在寻找的许多功能,但是我仍然想添加一些满足我需要的方法。我尝试使用自定义的 init 构造函数对DatetimeIndex类进行子类化,然后调用超级 init 构造函数,但我似乎无法使其正常工作。有人做过吗?了解如何实现此目标将是很棒的。
这是我能想到的最简单的例子。这是在名为time的模块中定义的类:
from pandas import DatetimeIndex
class DatetimeSub(DatetimeInex):
def __init___(initTime):
super().__init__(initTime)
当我在控制台中使用以下代码测试该类时:
import numpy as np
from time import DatetimeSub
testTime = TimeEfo2(np.arange('1985-01-01 12:00','1985-02-01 12:00', dtype="datetime64[D]"))
我收到以下错误:
TypeError:对象。 init ()仅接受一个参数(要初始化的实例)
我不明白,因为您可以使用datetime64数组实例化DatetimeIndex。这段代码可以正常工作:
from pandas import DatetimeIndex
import numpy as np
dT = DatetimeIndex(np.arange('1985-01-01 12:00','1985-02-01 12:00', dtype="datetime64[D]"))
感谢khuynh!这样可行。如果我想创建自己的自定义构造函数,例如:
from pandas import DatetimeIndex
import numpy as np
class DatetimeSub(DatetimeIndex):
def __init__(self, bgnTime, endTime, unit = 'D'):
# I am now constructing my numpy datetime64 array here:
initTime = np.arange(bgnTime, endTime, dtype="datetime64[{}]".format(unit))
# How do I call the super class to populate with the numpy array? This does not work:
super().__init__(initTime)
谢谢!
答案 0 :(得分:0)
构造函数的第一个参数始终为self
。因此,如果要传递initTime
作为第二个参数,则需要像这样将其添加到构造函数中:
from pandas import DatetimeIndex
import numpy as np
class DatetimeSub(DatetimeIndex):
def __init__(self, initTime):
super().__init__()
dt = DatetimeIndex(np.arange('1985-01-01 12:00','1985-02-01 12:00', dtype="datetime64[D]"))
ds = DatetimeSub(np.arange('1985-01-01 12:00','1985-02-01 12:00', dtype="datetime64[D]"))
print(dt)
print(ds)
输出:
DatetimeIndex(['1985-01-01', '1985-01-02', '1985-01-03', '1985-01-04',
'1985-01-05', '1985-01-06', '1985-01-07', '1985-01-08',
'1985-01-09', '1985-01-10', '1985-01-11', '1985-01-12',
'1985-01-13', '1985-01-14', '1985-01-15', '1985-01-16',
'1985-01-17', '1985-01-18', '1985-01-19', '1985-01-20',
'1985-01-21', '1985-01-22', '1985-01-23', '1985-01-24',
'1985-01-25', '1985-01-26', '1985-01-27', '1985-01-28',
'1985-01-29', '1985-01-30', '1985-01-31'],
dtype='datetime64[ns]', freq=None)
DatetimeSub(['1985-01-01', '1985-01-02', '1985-01-03', '1985-01-04',
'1985-01-05', '1985-01-06', '1985-01-07', '1985-01-08',
'1985-01-09', '1985-01-10', '1985-01-11', '1985-01-12',
'1985-01-13', '1985-01-14', '1985-01-15', '1985-01-16',
'1985-01-17', '1985-01-18', '1985-01-19', '1985-01-20',
'1985-01-21', '1985-01-22', '1985-01-23', '1985-01-24',
'1985-01-25', '1985-01-26', '1985-01-27', '1985-01-28',
'1985-01-29', '1985-01-30', '1985-01-31'],
dtype='datetime64[ns]', freq=None)