• display.py in the gist is from the jupyter notebook and has variables that have been defined previously.
• hover.py is a separate python file that has some methods used in display.py
• tooltip.html is a little html snippet used for the html that renders the thumbnail.

• src=”@image_urls” in the img tag uses image_urls from the dataframe
• @source_text uses the source_text column from the dataframe