官术网_书友最值得收藏!

Time zone handling

While, by default, Pandas objects are time zone unaware, many real-world applications will make use of time zones. As with working with time in general, time zones are no trivial matter: do you know which countries have daylight saving time and do you know when the time zone is switched in those countries? Thankfully, Pandas builds on the time zone capabilities of two popular and proven utility libraries for time and date handling: pytz and dateutil:

>>> t = pd.Timestamp('2000-01-01')
>>> t.tz is None
True

To supply time zone information, you can use the tz keyword argument:

>>> t = pd.Timestamp('2000-01-01', tz='Europe/Berlin')
>>> t.tz
<DstTzInfo 'Europe/Berlin' CET+1:00:00 STD>

This works for ranges as well:

>>> rng = pd.date_range('1/1/2000 00:00', periods=10, freq='D', tz='Europe/London')
>>> rng
DatetimeIndex(['2000-01-01', '2000-01-02', '2000-01-03', '2000-01-04', '2000-01-05', '2000-01-06', '2000-01-07', '2000-01-08','2000-01-09', '2000-01-10'], dtype='datetime64[ns]', freq='D', tz='Europe/London')

Time zone objects can also be constructed beforehand:

>>> import pytz
>>> tz = pytz.timezone('Europe/London')
>>> rng = pd.date_range('1/1/2000 00:00', periods=10, freq='D', tz=tz)
>>> rng
DatetimeIndex(['2000-01-01', '2000-01-02', '2000-01-03', '2000-01-04', '2000-01-05', '2000-01-06', '2000-01-07', '2000-01-08', '2000-01-09', '2000-01-10'], dtype='datetime64[ns]', freq='D', tz='Europe/London')

Sometimes, you will already have a time zone unaware time series object that you would like to make time zone aware. The tz_localize function helps to switch between time zone aware and time zone unaware objects:

>>> rng = pd.date_range('1/1/2000 00:00', periods=10, freq='D')
>>> ts = pd.Series(np.random.randn(len(rng)), rng)
>>> ts.index.tz is None
True
>>> ts_utc = ts.tz_localize('UTC')
>>> ts_utc.index.tz
<UTC>

To move a time zone aware object to other time zones, you can use the tz_convert method:

>>> ts_utc.tz_convert('Europe/Berlin').index.tz
<DstTzInfo 'Europe/Berlin' LMT+0:53:00 STD>

Finally, to detach any time zone information from an object, it is possible to pass None to either tz_convert or tz_localize:

>>> ts_utc.tz_convert(None).index.tz is None
True
>>> ts_utc.tz_localize(None).index.tz
 is None
True
主站蜘蛛池模板: 宁明县| 黑山县| 萍乡市| 延川县| 锦屏县| 岳池县| 福建省| 股票| 玉山县| 洛扎县| 宁化县| 买车| 苏尼特左旗| 晋州市| 会同县| 宁晋县| 阿拉善盟| 田东县| 莱西市| 高州市| 水城县| 弥渡县| 鲜城| 霍邱县| 海安县| 河间市| 奎屯市| 桃园市| 屯留县| 高阳县| 吴忠市| 顺平县| 九龙县| 万荣县| 富平县| 当涂县| 瓦房店市| 阿拉尔市| 富源县| 长泰县| 专栏|