My dataframe has a DOB
column (example format 1/1/2016
) which by default gets converted to pandas dtype \'object\': DOB object
There is a difference between
So the question is: How to reach the appropriate presentation of my datas without changing the data / data types themselves?
Here is the answer:
id
and class
attributes for further CSS styling — you may or you may not use them),use styling. Styling don't change data / data types of columns of your dataframe.
Now I show you how to reach it in the Jupyter notebook — for a presentation in the form of HTML file see the note near the end of the question.
I will suppose that your column DOB
already has the type datetime64
(you shown that you know how to reach it). I prepared a simple dataframe (with only one column) to show you some basic styling:
Not styled:
df
DOB 0 2019-07-03 1 2019-08-03 2 2019-09-03 3 2019-10-03
Styling it as mm/dd/yyyy
:
df.style.format({"DOB": lambda t: t.strftime("%m/%d/%Y")})
DOB 0 07/03/2019 1 08/03/2019 2 09/03/2019 3 10/03/2019
Styling it as dd-mm-yyyy
:
df.style.format({"DOB": lambda t: t.strftime("%d-%m-%Y")})
DOB 0 03-07-2019 1 03-08-2019 2 03-09-2019 3 03-10-2019
Be careful!
The returning object is NOT a dataframe — it is an object of the class Styler
, so don't assign it back to df
:
Don´t do this:
df = df.style.format({"DOB": lambda t: t.strftime("%m/%d/%Y")}) # Don´t do this!
(Every dataframe has its Styler object accessible by its .style
property, and we changed this df.style
object, not the dataframe itself.)
Questions and Answers:
Q: Why your Styler object (or an expression returning it) used as the last command in a Jupyter notebook cell displays your (styled) table, and not the Styler object itself?
A: Because every Styler object has a callback method ._repr_html_()
which returns an HTML code for rendering your dataframe (as a nice HTML table).
Jupyter Notebook IDE calls this method automatically to render objects which have it.
Note:
You don't need the Jupyter notebook for styling (i.e. for nice outputting a dataframe without changing its data / data types).
A Styler object has a method render()
, too, if you want to obtain a string with the HTML code (e.g. for publishing your formatted dataframe to the Web, or simply present your table in the HTML format):
df_styler = df.style.format({"DOB": lambda t: t.strftime("%m/%d/%Y")})
HTML_string = df_styler.render()