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python parser for human readable dates
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Python parser for human readable dates
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<a href="#key-features">Key Features</a> •
<a href="#how-to-use">How To Use</a> •
<a href="#installation">Installation</a> •
<a href="#common-use-cases">Common use cases</a> •
<a href="#you-may-also-like">You may also like...</a> •
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"two weeks ago" or "tomorrow"), timestamps,
etc.200 language locales <https://dateparser.readthedocs.io/en/latest/supported_locales.html>__.settings <https://dateparser.readthedocs.io/en/latest/settings.html>__.non-Gregorian calendar systems <#supported-calendars>__."August 14, 2015 EST", "21 July 2013 10:15 pm +0500"...)Search dates <#search-for-dates-in-longer-chunks-of-text>__
in longer texts.Do you want to try it out without installing any dependency? Now you can test
it quickly by visiting this online demo <https://gnyman.github.io/dateparser-demo-app/>__!
The most straightforward way to parse dates with dateparser is to
use the dateparser.parse() function, that wraps around most of the
functionality of the module.
.. code:: python
>>> import dateparser
>>> dateparser.parse('Fri, 12 Dec 2014 10:55:50')
datetime.datetime(2014, 12, 12, 10, 55, 50)
>>> dateparser.parse('1991-05-17')
datetime.datetime(1991, 5, 17, 0, 0)
>>> dateparser.parse('In two months') # today is 1st Aug 2020
datetime.datetime(2020, 10, 1, 11, 12, 27, 764201)
>>> dateparser.parse('1484823450') # timestamp
datetime.datetime(2017, 1, 19, 10, 57, 30)
>>> dateparser.parse('January 12, 2012 10:00 PM EST')
datetime.datetime(2012, 1, 12, 22, 0, tzinfo=<StaticTzInfo 'EST'>)
dateparser also works with strings in different languages:
.. code:: python
>>> dateparser.parse('Martes 21 de Octubre de 2014') # Spanish (Tuesday 21 October 2014)
datetime.datetime(2014, 10, 21, 0, 0)
>>> dateparser.parse('Le 11 Décembre 2014 à 09:00') # French (11 December 2014 at 09:00)
datetime.datetime(2014, 12, 11, 9, 0)
>>> dateparser.parse('13 января 2015 г. в 13:34') # Russian (13 January 2015 at 13:34)
datetime.datetime(2015, 1, 13, 13, 34)
>>> dateparser.parse('1 เดือนตุลาคม 2005, 1:00 AM') # Thai (1 October 2005, 1:00 AM)
datetime.datetime(2005, 10, 1, 1, 0)
>>> dateparser.parse('yaklaşık 23 saat önce') # Turkish (23 hours ago), current time: 12:46
datetime.datetime(2019, 9, 7, 13, 46)
>>> dateparser.parse('2小时前') # Chinese (2 hours ago), current time: 22:30
datetime.datetime(2018, 5, 31, 20, 30)
You can specify the language(s), if known, using the languages argument.
In this case, given languages are used and language detection is skipped:
.. code:: python
>>> dateparser.parse('2015, Ago 15, 1:08 pm', languages=['pt', 'es'])
datetime.datetime(2015, 8, 15, 13, 8)
If you know the possible formats of the dates, you can use the
date_formats argument:
.. code:: python
>>> dateparser.parse('22 Décembre 2010', date_formats=['%d %B %Y'])
datetime.datetime(2010, 12, 22, 0, 0)
The formats are tried first. A date string that none of them parses is then
parsed as if no formats were given, so a number that is out of range for a
format can be read as another part of the date (32 is not a day, but it is
a valid two-digit year). To accept only the given formats, set PARSERS to
['custom-formats'], which also turns off timestamps, relative dates and
free-form dates:
.. code:: python
>>> dateparser.parse('32 DEC 10', date_formats=['%d %b %y'])
datetime.datetime(2032, 12, 10, 0, 0)
>>> dateparser.parse('32 DEC 10', date_formats=['%d %b %y'], settings={'PARSERS': ['custom-formats']})
None
.. code:: python
>>> from dateparser import parse
>>> parse('1 hour ago')
datetime.datetime(2015, 5, 31, 23, 0)
>>> parse('Il ya 2 heures') # French (2 hours ago)
datetime.datetime(2015, 5, 31, 22, 0)
>>> parse('1 anno 2 mesi') # Italian (1 year 2 months)
datetime.datetime(2014, 4, 1, 0, 0)
>>> parse('yaklaşık 23 saat önce') # Turkish (23 hours ago)
datetime.datetime(2015, 5, 31, 1, 0)
>>> parse('Hace una semana') # Spanish (a week ago)
datetime.datetime(2015, 5, 25, 0, 0)
>>> parse('2小时前') # Chinese (2 hours ago)
datetime.datetime(2015, 5, 31, 22, 0)
>>> parse('next Wednesday')
datetime.datetime(2015, 6, 3, 0, 0)
In English, last, this and next before a weekday mean its closest
occurrence before, on or after, and after the current date, respectively,
regardless of the PREFER_DATES_FROM setting. So this Wednesday and
next Wednesday are the same date except on a Wednesday. They do not apply
to wed, sat and sun, which are also common English words.
.. note:: Testing above code might return different values depending on your environment's current date and time.
.. note:: For the Finnish language, please specify settings={'SKIP_TOKENS': []} to correctly parse relative dates.
.. code:: python
>>> # parsing ambiguous date
>>> parse('02-03-2016') # assumes english language, uses MDY date order
datetime.datetime(2016, 2, 3, 0, 0)
>>> parse('le 02-03-2016') # detects french, uses DMY date order
datetime.datetime(2016, 3, 2, 0, 0)
.. note:: Ordering is not locale-based — do not expect DMY order for UK/Australia English.
You can specify date order explicitly:
.. code:: python
>>> parse('18-12-15 06:00', settings={'DATE_ORDER': 'DMY'})
datetime.datetime(2015, 12, 18, 6, 0)
For more on date order, see the settings documentation <https://dateparser.readthedocs.io/en/latest/settings.html>__.
By default, dateparser returns a timezone-aware datetime if a timezone is
present in the date string. Otherwise it returns a naive datetime object.
.. code:: python
>>> parse('January 12, 2012 10:00 PM EST')
datetime.datetime(2012, 1, 12, 22, 0, tzinfo=<StaticTzInfo 'EST'>)
>>> parse('January 12, 2012 10:00 PM -0500')
datetime.datetime(2012, 1, 12, 22, 0, tzinfo=<StaticTzInfo 'UTC\-05:00'>)
>>> parse('2 hours ago EST')
datetime.datetime(2017, 3, 10, 15, 55, 39, 579667, tzinfo=<StaticTzInfo 'EST'>)
If the date has no timezone name/abbreviation or offset, you can specify it
using the TIMEZONE setting:
.. code:: python
>>> parse('January 12, 2012 10:00 PM', settings={'TIMEZONE': 'US/Eastern'})
datetime.datetime(2012, 1, 12, 22, 0)
>>> parse('January 12, 2012 10:00 PM', settings={'TIMEZONE': 'US/Eastern', 'RETURN_AS_TIMEZONE_AWARE': True})
datetime.datetime(2012, 1, 12, 22, 0, tzinfo=<DstTzInfo 'US/Eastern' EST-1 day, 19:00:00 STD>)
>>> parse('10:00 am', settings={'TIMEZONE': 'EST', 'TO_TIMEZONE': 'EDT'})
datetime.datetime(2016, 9, 25, 11, 0)
>>> parse('10:00 am EST', settings={'TO_TIMEZONE': 'EDT'})
datetime.datetime(2017, 3, 12, 11, 0, tzinfo=<StaticTzInfo 'EDT'>)
For more on timezones, see the settings documentation <https://dateparser.readthedocs.io/en/latest/settings.html>__.
.. code:: python
>>> from dateparser import parse
>>> parse('December 2015') # default behavior
datetime.datetime(2015, 12, 16, 0, 0)
>>> parse('December 2015', settings={'PREFER_DAY_OF_MONTH': 'last'})
datetime.datetime(2015, 12, 31, 0, 0)
>>> parse('December 2015', settings={'PREFER_DAY_OF_MONTH': 'first'})
datetime.datetime(2015, 12, 1, 0, 0)
>>> parse('March')
datetime.datetime(2015, 3, 16, 0, 0)
>>> parse('March', settings={'PREFER_DATES_FROM': 'future'})
datetime.datetime(2016, 3, 16, 0, 0)
>>> import dateparser
>>> dateparser.parse("2015") # default behavior
datetime.datetime(2015, 3, 27, 0, 0)
>>> dateparser.parse("2015", settings={"PREFER_MONTH_OF_YEAR": "last"})
datetime.datetime(2015, 12, 27, 0, 0)
>>> dateparser.parse("2015", settings={"PREFER_MONTH_OF_YEAR": "current"})
datetime.datetime(2015, 3, 27, 0, 0)
You can also ignore incomplete dates by setting the STRICT_PARSING flag:
.. code:: python
>>> parse('December 2015', settings={'STRICT_PARSING': True})
None
For more on handling incomplete dates, see the settings documentation <https://dateparser.readthedocs.io/en/latest/settings.html>__.
.. warning:: Support for date searching is limited and needs improvement.
Contributions are welcome — see contributing <https://dateparser.readthedocs.io/en/latest/contributing.html>__.
You can extract dates from longer strings of text. Results are returned as a
list of (substring, datetime) tuples:
.. code:: python
>>> from dateparser.search import search_dates
>>> search_dates('Today is 25 of October 2017, so the 27th is in 2 days.')
[('25 of October 2017', datetime.datetime(2017, 10, 25, 0, 0)), ('the 27th is in 2 days', datetime.datetime(2017, 10, 27, 0, 0))]
Pass languages when you know them: language detection is slow and
error-prone on short text. If no date is found, None is returned:
.. code:: python
>>> search_dates('Lancé le 4 octobre 1957.', languages=['fr'])
[('le 4 octobre 1957', datetime.datetime(1957, 10, 4, 0, 0))]
>>> search_dates('Rien à voir.', languages=['fr'])
None
See the API reference <https://dateparser.readthedocs.io/en/latest/dateparser.html#dateparser.search.search_dates>__
for other parameters, such as strategy.
The search_dates function can also detect time spans such as "past month"
or "last week". When RETURN_TIME_SPAN is enabled it returns start and end
dates for the detected period.
For example, assuming the current date and time is December 7, 2024, 15:30:
.. code:: python
>>> search_dates("Messages from the past month", settings={'RETURN_TIME_SPAN': True})
[('past month (start)', datetime.datetime(2024, 11, 7, 15, 30)),
('past month (end)', datetime.datetime(2024, 12, 7, 15, 30))]
You can control multiple behaviors by using the settings parameter:
.. code:: python
>>> dateparser.parse('2014-10-12', settings={'DATE_ORDER': 'YMD'})
datetime.datetime(2014, 10, 12, 0, 0)
>>> dateparser.parse('2014-10-12', settings={'DATE_ORDER': 'YDM'})
datetime.datetime(2014, 12, 10, 0, 0)
>>> dateparser.parse('1 year', settings={'PREFER_DATES_FROM': 'future'}) # Today is 2020-09-23
datetime.datetime(2021, 9, 23, 0, 0)
>>> dateparser.parse('tomorrow', settings={'RELATIVE_BASE': datetime.datetime(1992, 1, 1)})
datetime.datetime(1992, 1, 2, 0, 0)
To see all available settings, check the settings documentation <https://dateparser.readthedocs.io/en/latest/settings.html>__.
dateparser will do its best to return a date, dealing with multiple formats and different locales. For that reason it is important that the input is a valid date, otherwise it could return false positives.
To reduce the possibility of receiving false positives, make sure that:
languages or locales properties.On the other hand, if you want to exclude any of the default parsers
(timestamp, relative-time...) or change the order in which they
are executed, you can do so through the
settings PARSERS <https://dateparser.readthedocs.io/en/latest/usage.html#handling-incomplete-dates>_.
Dateparser supports Python 3.10+. You can install it by doing:
::
$ pip install dateparser
If you want to use a non-Gregorian calendar, you need to install the
calendars extra:
::
$ pip install dateparser[calendars]
Apart from the Gregorian calendar, dateparser supports the Persian Jalali calendar, the Hijri/Islamic calendar, the French Republican calendar and
the Minguo calendar. To use the first three, install the calendars extra
(see Installation_).
Example using the Persian Jalali calendar <https://en.wikipedia.org/wiki/Iranian_calendars#Zoroastrian_calendar>_:
.. code:: python
>>> from dateparser.calendars.jalali import JalaliCalendar
>>> JalaliCalendar('جمعه سی ام اسفند ۱۳۸۷').get_date()
DateData(date_obj=datetime.datetime(2009, 3, 20, 0, 0), period='day', locale=None, parts=('year', 'month', 'day'))
Example using the Hijri/Islamic calendar <https://en.wikipedia.org/wiki/Islamic_calendar>_:
.. code:: python
>>> from dateparser.calendars.hijri import HijriCalendar
>>> HijriCalendar('17-01-1437 هـ 08:30 مساءً').get_date()
DateData(date_obj=datetime.datetime(2015, 10, 30, 20, 30), period='day', locale=None, parts=('year', 'month', 'day', 'time'))
Example using the French Republican calendar <https://en.wikipedia.org/wiki/French_Republican_calendar>_:
.. code:: python
>>> from dateparser.calendars.french_republican import FrenchRepublicanCalendar
>>> FrenchRepublicanCalendar('18 brumaire an VIII').get_date()
DateData(date_obj=datetime.datetime(1799, 11, 9, 0, 0), period='day', locale=None)
Example using the Minguo calendar <https://en.wikipedia.org/wiki/Republic_of_China_calendar>_:
.. code:: python
>>> from dateparser.calendars.minguo import MinguoCalendar
>>> MinguoCalendar('民國101年5月25日 08:36').get_date()
DateData(date_obj=datetime.datetime(2012, 5, 25, 8, 36), period='day', locale=None)
dateparser relies on the following libraries:
relativedelta for its freshness parser... _dateutil: https://pypi.python.org/pypi/python-dateutil .. _convertdate: https://pypi.python.org/pypi/convertdate .. _hijridate: https://pypi.python.org/pypi/hijridate .. _tzlocal: https://pypi.python.org/pypi/tzlocal .. _ruamel.yaml: https://pypi.python.org/pypi/ruamel.yaml
dateparser can be used for a wide variety of purposes, but it stands out when it comes to:
price-parser <https://github.com/scrapinghub/price-parser/>__ - A
small library for extracting price and currency from raw text
strings.number-parser <https://github.com/scrapinghub/number-parser/>__ -
Library to convert numbers written in the natural language to it's
equivalent numeric forms.Scrapy <https://github.com/scrapy/scrapy/>__ - Web crawling and web
scraping frameworkBSD3-Clause <https://github.com/scrapinghub/dateparser/blob/master/LICENSE>__