Sometimes we need to adjust the dates or the datetimes to a specific format. Let’s see how we can do it in pandas. We will start with a pandas date frame with three rows of dates in the format of yyyy-mm-dd
.
import pandas as pd df = pd.DataFrame({'MyDate': ['2020-03-11', '2021-04-26', '2021-01-17']}) df['MyDate'] = pd.to_datetime(df.MyDate) df
Let’s say that we want to change the format of the dates and instead of showing the month as a number like “03” and “04” to show “Mar” and “Apr” respectively.
We can easily do it in Python using the strftime
method. For example:
df["MyDate"].dt.strftime('%d-%b-%Y')
And we get:
Note, that we also change the -
to /
like:
df["MyDate"].dt.strftime('%d-%b-%Y')
The table below show all the available parameters of the strftime
method.
Directive | Meaning | Example |
%a | Abbreviated weekday name. | Sun, Mon, … |
%A | Full weekday name. | Sunday, Monday, … |
%w | Weekday as a decimal number. | 0, 1, …, 6 |
%d | Day of the month as a zero-padded decimal. | 01, 02, …, 31 |
%-d | Day of the month as a decimal number. | 1, 2, …, 30 |
%b | Abbreviated month name. | Jan, Feb, …, Dec |
%B | Full month name. | January, February, … |
%m | Month as a zero-padded decimal number. | 01, 02, …, 12 |
%-m | Month as a decimal number. | 1, 2, …, 12 |
%y | Year without century as a zero-padded decimal number. | 00, 01, …, 99 |
%-y | Year without century as a decimal number. | 0, 1, …, 99 |
%Y | Year with century as a decimal number. | 2013, 2019 etc. |
%H | Hour (24-hour clock) as a zero-padded decimal number. | 00, 01, …, 23 |
%-H | Hour (24-hour clock) as a decimal number. | 0, 1, …, 23 |
%I | Hour (12-hour clock) as a zero-padded decimal number. | 01, 02, …, 12 |
%-I | Hour (12-hour clock) as a decimal number. | 1, 2, … 12 |
%p | Locale’s AM or PM. | AM, PM |
%M | Minute as a zero-padded decimal number. | 00, 01, …, 59 |
%-M | Minute as a decimal number. | 0, 1, …, 59 |
%S | Second as a zero-padded decimal number. | 00, 01, …, 59 |
%-S | Second as a decimal number. | 0, 1, …, 59 |
%f | Microsecond as a decimal number, zero-padded on the left. | 000000 – 999999 |
%z | UTC offset in the form +HHMM or -HHMM. | |
%Z | Time zone name. | |
%j | Day of the year as a zero-padded decimal number. | 001, 002, …, 366 |
%-j | Day of the year as a decimal number. | 1, 2, …, 366 |
%U | Week number of the year (Sunday as the first day of the week). All days in a new year preceding the first Sunday are considered to be in week 0. | 00, 01, …, 53 |
%W | Week number of the year (Monday as the first day of the week). All days in a new year preceding the first Monday are considered to be in week 0. | 00, 01, …, 53 |
%c | Locale’s appropriate date and time representation. | Mon Sep 30 07:06:05 2013 |
%x | Locale’s appropriate date representation. | 09/30/13 |
%X | Locale’s appropriate time representation. | 07:06:05 |
%% | A literal ‘%’ character. | % |