Convert string date to timestamp in Python
Question:
How to convert a string in the format "%d/%m/%Y"
to timestamp?
"01/12/2011" -> 1322697600
Answers:
>>> int(datetime.datetime.strptime('01/12/2011', '%d/%m/%Y').strftime("%s"))
1322683200
>>> import time
>>> import datetime
>>> s = "01/12/2011"
>>> time.mktime(datetime.datetime.strptime(s, "%d/%m/%Y").timetuple())
1322697600.0
The answer depends also on your input date timezone. If your date is a local date, then you can use mktime() like katrielalex said – only I don’t see why he used datetime instead of this shorter version:
>>> time.mktime(time.strptime('01/12/2011', "%d/%m/%Y"))
1322694000.0
But observe that my result is different than his, as I am probably in a different TZ (and the result is timezone-free UNIX timestamp)
Now if the input date is already in UTC, than I believe the right solution is:
>>> calendar.timegm(time.strptime('01/12/2011', '%d/%m/%Y'))
1322697600
To convert the string into a date object:
from datetime import date, datetime
date_string = "01/12/2011"
date_object = date(*map(int, reversed(date_string.split("/"))))
assert date_object == datetime.strptime(date_string, "%d/%m/%Y").date()
The way to convert the date object into POSIX timestamp depends on timezone. From Converting datetime.date
to UTC timestamp in Python:
-
date object represents midnight in UTC
import calendar
timestamp1 = calendar.timegm(utc_date.timetuple())
timestamp2 = (utc_date.toordinal() - date(1970, 1, 1).toordinal()) * 24*60*60
assert timestamp1 == timestamp2
-
date object represents midnight in local time
import time
timestamp3 = time.mktime(local_date.timetuple())
assert timestamp3 != timestamp1 or (time.gmtime() == time.localtime())
The timestamps are different unless midnight in UTC and in local time is the same time instance.
I use ciso8601
, which is 62x faster than datetime’s strptime.
t = "01/12/2011"
ts = ciso8601.parse_datetime(t)
# to get time in seconds:
time.mktime(ts.timetuple())
You can learn more here.
I would suggest dateutil:
import dateutil.parser
dateutil.parser.parse("01/12/2011", dayfirst=True).timestamp()
just use datetime.timestamp(your datetime instanse), datetime instance contains the timezone infomation, so the timestamp will be a standard utc timestamp. if you transform the datetime to timetuple, it will lose it’s timezone, so the result will be error.
if you want to provide an interface, you should write like this:
int(datetime.timestamp(time_instance)) * 1000
A lot of these answers don’t bother to consider that the date is naive to begin with
To be correct, you need to make the naive date a timezone aware datetime first
import datetime
import pytz
# naive datetime
d = datetime.datetime.strptime('01/12/2011', '%d/%m/%Y')
>>> datetime.datetime(2011, 12, 1, 0, 0)
# add proper timezone
pst = pytz.timezone('America/Los_Angeles')
d = pst.localize(d)
>>> datetime.datetime(2011, 12, 1, 0, 0,
tzinfo=<DstTzInfo 'America/Los_Angeles' PST-1 day, 16:00:00 STD>)
# convert to UTC timezone
utc = pytz.UTC
d = d.astimezone(utc)
>>> datetime.datetime(2011, 12, 1, 8, 0, tzinfo=<UTC>)
# epoch is the beginning of time in the UTC timestamp world
epoch = datetime.datetime(1970,1,1,0,0,0,tzinfo=pytz.UTC)
>>> datetime.datetime(1970, 1, 1, 0, 0, tzinfo=<UTC>)
# get the total second difference
ts = (d - epoch).total_seconds()
>>> 1322726400.0
Also:
Be careful, using pytz
for tzinfo
in a datetime.datetime
DOESN’T WORK for many timezones. See datetime with pytz timezone. Different offset depending on how tzinfo is set
# Don't do this:
d = datetime.datetime(2011, 12, 1,0,0,0, tzinfo=pytz.timezone('America/Los_Angeles'))
>>> datetime.datetime(2011, 1, 12, 0, 0,
tzinfo=<DstTzInfo 'America/Los_Angeles' LMT-1 day, 16:07:00 STD>)
# tzinfo in not PST but LMT here, with a 7min offset !!!
# when converting to UTC:
d = d.astimezone(pytz.UTC)
>>> datetime.datetime(2011, 1, 12, 7, 53, tzinfo=<UTC>)
# you end up with an offset
Seems to be quite efficient:
import datetime
day, month, year = '01/12/2011'.split('/')
datetime.datetime(int(year), int(month), int(day)).timestamp()
1.61 µs ± 120 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)
Simply use datetime.datetime.strptime
:
import datetime
stime = "01/12/2011"
print(datetime.datetime.strptime(stime, "%d/%m/%Y").timestamp())
Result:
1322697600
To use UTC instead of the local timezone use .replace
:
datetime.datetime.strptime(stime, "%d/%m/%Y").replace(tzinfo=datetime.timezone.utc).timestamp()
You can refer this following link for using strptime
function from datetime.datetime
, to convert date from any format along with time zone.
https://docs.python.org/3/library/datetime.html#strftime-and-strptime-behavior
A simple function to get UNIX Epoch time.
NOTE: This function assumes the input date time is in UTC format (Refer to comments here).
def utctimestamp(ts: str, DATETIME_FORMAT: str = "%d/%m/%Y"):
import datetime, calendar
ts = datetime.datetime.utcnow() if ts is None else datetime.datetime.strptime(ts, DATETIME_FORMAT)
return calendar.timegm(ts.utctimetuple())
Usage:
>>> utctimestamp("01/12/2011")
1322697600
>>> utctimestamp("2011-12-01", "%Y-%m-%d")
1322697600
you can convert to isoformat
my_date = '2020/08/08'
my_date = my_date.replace('/','-') # just to adapte to your question
date_timestamp = datetime.datetime.fromisoformat(my_date).timestamp()
I would give a answer for beginners (like me):
You have the date string "01/12/2011"
. Then it can be written by the format "%d/%m/%Y"
. If you want to format to another format like "July 9, 2015"
, here a good cheatsheet.
-
Import the datetime
library.
-
Use the datetime.datetime
class to handle date and time combinations.
-
Use the strptime
method to convert a string datetime to a object datetime.
-
Finally, use the timestamp
method to get the Unix epoch time as a float. So,
import datetime
print( int( datetime.datetime.strptime( "01/12/2011","%d/%m/%Y" ).timestamp() ) )
# prints 1322712000
You can go both directions, unix epoch <==> datetime
:
import datetime
import time
the_date = datetime.datetime.fromtimestamp( 1639763585 )
unix_time = time.mktime(the_date.timetuple())
assert ( the_date == datetime.datetime.fromtimestamp(unix_time) ) &
( time.mktime(the_date.timetuple()) == unix_time )
all of these examples have a static date, is there an example when we need todays date or the current date?
How to convert a string in the format "%d/%m/%Y"
to timestamp?
"01/12/2011" -> 1322697600
>>> int(datetime.datetime.strptime('01/12/2011', '%d/%m/%Y').strftime("%s"))
1322683200
>>> import time
>>> import datetime
>>> s = "01/12/2011"
>>> time.mktime(datetime.datetime.strptime(s, "%d/%m/%Y").timetuple())
1322697600.0
The answer depends also on your input date timezone. If your date is a local date, then you can use mktime() like katrielalex said – only I don’t see why he used datetime instead of this shorter version:
>>> time.mktime(time.strptime('01/12/2011', "%d/%m/%Y"))
1322694000.0
But observe that my result is different than his, as I am probably in a different TZ (and the result is timezone-free UNIX timestamp)
Now if the input date is already in UTC, than I believe the right solution is:
>>> calendar.timegm(time.strptime('01/12/2011', '%d/%m/%Y'))
1322697600
To convert the string into a date object:
from datetime import date, datetime
date_string = "01/12/2011"
date_object = date(*map(int, reversed(date_string.split("/"))))
assert date_object == datetime.strptime(date_string, "%d/%m/%Y").date()
The way to convert the date object into POSIX timestamp depends on timezone. From Converting datetime.date
to UTC timestamp in Python:
-
date object represents midnight in UTC
import calendar timestamp1 = calendar.timegm(utc_date.timetuple()) timestamp2 = (utc_date.toordinal() - date(1970, 1, 1).toordinal()) * 24*60*60 assert timestamp1 == timestamp2
-
date object represents midnight in local time
import time timestamp3 = time.mktime(local_date.timetuple()) assert timestamp3 != timestamp1 or (time.gmtime() == time.localtime())
The timestamps are different unless midnight in UTC and in local time is the same time instance.
I use ciso8601
, which is 62x faster than datetime’s strptime.
t = "01/12/2011"
ts = ciso8601.parse_datetime(t)
# to get time in seconds:
time.mktime(ts.timetuple())
You can learn more here.
I would suggest dateutil:
import dateutil.parser
dateutil.parser.parse("01/12/2011", dayfirst=True).timestamp()
just use datetime.timestamp(your datetime instanse), datetime instance contains the timezone infomation, so the timestamp will be a standard utc timestamp. if you transform the datetime to timetuple, it will lose it’s timezone, so the result will be error.
if you want to provide an interface, you should write like this:
int(datetime.timestamp(time_instance)) * 1000
A lot of these answers don’t bother to consider that the date is naive to begin with
To be correct, you need to make the naive date a timezone aware datetime first
import datetime
import pytz
# naive datetime
d = datetime.datetime.strptime('01/12/2011', '%d/%m/%Y')
>>> datetime.datetime(2011, 12, 1, 0, 0)
# add proper timezone
pst = pytz.timezone('America/Los_Angeles')
d = pst.localize(d)
>>> datetime.datetime(2011, 12, 1, 0, 0,
tzinfo=<DstTzInfo 'America/Los_Angeles' PST-1 day, 16:00:00 STD>)
# convert to UTC timezone
utc = pytz.UTC
d = d.astimezone(utc)
>>> datetime.datetime(2011, 12, 1, 8, 0, tzinfo=<UTC>)
# epoch is the beginning of time in the UTC timestamp world
epoch = datetime.datetime(1970,1,1,0,0,0,tzinfo=pytz.UTC)
>>> datetime.datetime(1970, 1, 1, 0, 0, tzinfo=<UTC>)
# get the total second difference
ts = (d - epoch).total_seconds()
>>> 1322726400.0
Also:
Be careful, using pytz
for tzinfo
in a datetime.datetime
DOESN’T WORK for many timezones. See datetime with pytz timezone. Different offset depending on how tzinfo is set
# Don't do this:
d = datetime.datetime(2011, 12, 1,0,0,0, tzinfo=pytz.timezone('America/Los_Angeles'))
>>> datetime.datetime(2011, 1, 12, 0, 0,
tzinfo=<DstTzInfo 'America/Los_Angeles' LMT-1 day, 16:07:00 STD>)
# tzinfo in not PST but LMT here, with a 7min offset !!!
# when converting to UTC:
d = d.astimezone(pytz.UTC)
>>> datetime.datetime(2011, 1, 12, 7, 53, tzinfo=<UTC>)
# you end up with an offset
Seems to be quite efficient:
import datetime
day, month, year = '01/12/2011'.split('/')
datetime.datetime(int(year), int(month), int(day)).timestamp()
1.61 µs ± 120 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)
Simply use datetime.datetime.strptime
:
import datetime
stime = "01/12/2011"
print(datetime.datetime.strptime(stime, "%d/%m/%Y").timestamp())
Result:
1322697600
To use UTC instead of the local timezone use .replace
:
datetime.datetime.strptime(stime, "%d/%m/%Y").replace(tzinfo=datetime.timezone.utc).timestamp()
You can refer this following link for using strptime
function from datetime.datetime
, to convert date from any format along with time zone.
https://docs.python.org/3/library/datetime.html#strftime-and-strptime-behavior
A simple function to get UNIX Epoch time.
NOTE: This function assumes the input date time is in UTC format (Refer to comments here).
def utctimestamp(ts: str, DATETIME_FORMAT: str = "%d/%m/%Y"):
import datetime, calendar
ts = datetime.datetime.utcnow() if ts is None else datetime.datetime.strptime(ts, DATETIME_FORMAT)
return calendar.timegm(ts.utctimetuple())
Usage:
>>> utctimestamp("01/12/2011")
1322697600
>>> utctimestamp("2011-12-01", "%Y-%m-%d")
1322697600
you can convert to isoformat
my_date = '2020/08/08'
my_date = my_date.replace('/','-') # just to adapte to your question
date_timestamp = datetime.datetime.fromisoformat(my_date).timestamp()
I would give a answer for beginners (like me):
You have the date string "01/12/2011"
. Then it can be written by the format "%d/%m/%Y"
. If you want to format to another format like "July 9, 2015"
, here a good cheatsheet.
-
Import the
datetime
library. -
Use the
datetime.datetime
class to handle date and time combinations. -
Use the
strptime
method to convert a string datetime to a object datetime. -
Finally, use the
timestamp
method to get the Unix epoch time as a float. So,
import datetime
print( int( datetime.datetime.strptime( "01/12/2011","%d/%m/%Y" ).timestamp() ) )
# prints 1322712000
You can go both directions, unix epoch <==> datetime
:
import datetime
import time
the_date = datetime.datetime.fromtimestamp( 1639763585 )
unix_time = time.mktime(the_date.timetuple())
assert ( the_date == datetime.datetime.fromtimestamp(unix_time) ) &
( time.mktime(the_date.timetuple()) == unix_time )
all of these examples have a static date, is there an example when we need todays date or the current date?