与熊猫创建交易假期日历
我正在尝试使用熊猫创建交易日历。我能够基于USFederalHolidayCalendar创建一个cal实例。USFederalHolidayCalendar与交易日历不一致,因为交易日历不包括哥伦布日和退伍军人节。但是,交易日历包括耶稣受难日(不包括在USFederalHolidayCalendar中)。以下代码中除最后一行外的所有内容均有效:
from pandas.tseries.holiday import get_calendar, HolidayCalendarFactory, GoodFriday
from datetime import datetime
cal = get_calendar('USFederalHolidayCalendar') # Create calendar instance
cal.rules.pop(7) # Remove Veteran's Day rule
cal.rules.pop(6) # Remove Columbus Day rule
tradingCal = HolidayCalendarFactory('TradingCalendar', cal, GoodFriday)
tradingCal实例似乎可以正常运行,因为我能够查看“假日”规则。
In[10]: tradingCal.rules
Out[10]:
[Holiday: Labor Day (month=9, day=1, offset=<DateOffset: kwds={'weekday': MO(+1)}>),
Holiday: Presidents Day (month=2, day=1, offset=<DateOffset: kwds={'weekday': MO(+3)}>),
Holiday: Good Friday (month=1, day=1, offset=[<Easter>, <-2 * Days>]),
Holiday: Dr. Martin Luther King Jr. (month=1, day=1, offset=<DateOffset: kwds={'weekday': MO(+3)}>),
Holiday: New Years Day (month=1, day=1, observance=<function nearest_workday at 0x000000000A190BA8>),
Holiday: Thanksgiving (month=11, day=1, offset=<DateOffset: kwds={'weekday': TH(+4)}>),
Holiday: July 4th (month=7, day=4, observance=<function nearest_workday at 0x000000000A190BA8>),
Holiday: Christmas (month=12, day=25, observance=<function nearest_workday at 0x000000000A190BA8>),
Holiday: MemorialDay (month=5, day=31, offset=<DateOffset: kwds={'weekday': MO(-1)}>)]
当我尝试列出日期范围内的假期时,出现以下错误:
In[11]: tradingCal.holidays(datetime(2014, 12, 31), datetime(2016, 12, 31))
Traceback (most recent call last):
File "C:\Python27\lib\site-packages\IPython\core\interactiveshell.py", line 3035, in run_code
exec(code_obj, self.user_global_ns, self.user_ns)
File "<ipython-input-12-2708cd2db7a0>", line 1, in <module>
tradingCal.holidays(datetime(2014, 12, 31), datetime(2016, 12, 31))
TypeError: unbound method holidays() must be called with TradingCalendar instance as first argument (got datetime instance instead)
有任何想法吗?
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从头开始创建交易日历可能更直接,例如:
import datetime as dt from pandas.tseries.holiday import AbstractHolidayCalendar, Holiday, nearest_workday, \ USMartinLutherKingJr, USPresidentsDay, GoodFriday, USMemorialDay, \ USLaborDay, USThanksgivingDay class USTradingCalendar(AbstractHolidayCalendar): rules = [ Holiday('NewYearsDay', month=1, day=1, observance=nearest_workday), USMartinLutherKingJr, USPresidentsDay, GoodFriday, USMemorialDay, Holiday('USIndependenceDay', month=7, day=4, observance=nearest_workday), USLaborDay, USThanksgivingDay, Holiday('Christmas', month=12, day=25, observance=nearest_workday) ] def get_trading_close_holidays(year): inst = USTradingCalendar() return inst.holidays(dt.datetime(year-1, 12, 31), dt.datetime(year, 12, 31)) if __name__ == '__main__': print(get_trading_close_holidays(2016)) # DatetimeIndex(['2016-01-01', '2016-01-18', '2016-02-15', '2016-03-25', # '2016-05-30', '2016-07-04', '2016-09-05', '2016-11-24', # '2016-12-26'], # dtype='datetime64[ns]', freq=None)