Style Python Pandas DataFrames! (Conditional Formatting, Color Bars and more!)

Learn how to add style to your Pandas DataFrames, including formatting cells, conditional formatting in color, and applying bars to cells.
Written tutorial: datagy.io/pandas-style/
0:00 Introduction
0:58 Loading DataFrame
2:00 Applying Cell Styles
6:20 Conditional Formatting in Python Pandas
15:25 Applying Colormaps (Heat Maps) in Pandas
17:38 Adding Bars to Pandas DataFrame
21:49 Exporting and Reusing Pandas Styles
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[@darrena3080]

This is exactly what ive been struggling with for these past couple of weeks.Im teaching myself data analytics and this video is making things so much better

[@datagy]

Thanks so much!!

[@mjacfardk]

great comprehensive and deep tutorial
Thank you

[@datagy]

Thank you Dukaan!!

[@evyatarse]

it's important to me that you know how much you're content helps me.
thank you so very much

[@datagy]

Thank you so much, Evyatar! That means a lot to me!

[@clockfixer5049]

An excellent tutorial, thank you so much

[@sachinmaroky4600]

thank you
May I know when you used the styles in the second data frame , why $ sign not showing ?

[@PaulWirsing]

Any hints or tutorials on applying this to pivot tables?

[@narendramishra3503]

Hello, I have an excel sheet which has some background colours in cells , while I am conditionally filtering and creating a new excel sheet using python pandas dataframe I am lossing the background colour in the cells. Can anyone help me how I can retain background colour ?

[@balajibalaji9706]

How to apply colour for columns?

[@kobilee7110]

Is there any way to output these styles to an excel file or CSV?

[@datagy]

Hi Kobi! You can export to Excel by applying the .to_excel() method to the styler object (rather than just the DataFrame).

[@chriskeo392]

This styling passes into csv and excel files?

[@datagy]

Unfortunately not! For that, you can use other libraries like openpyxl :)

[@KakdeG]

wonder if this works with steramlit

[@KakdeG]

Just checked. Does not work with streamlit when using pandas dataframe

[@datagy]

Thanks for the update!! You may be able to do some trickery to convert the dataframe to html first (which keeps the formatting) and then insert as an html block in streamlit?

[@KakdeG]

@@datagy Thanks for the idea. Will give it a shot

[@brunowendt1194]

Nothing is working lol