While I read any book like a normal person, great visual explainer books are a weak spot. I think it's the childhood love for comics or creating scrapbooks in school using magazine and newspaper cut-outs. Over the last 10+ years, I have stuffed my study room with massive collection of visual explainer books.

Except for Data Visualisation books, here are all the other 165 of them for your reference:
General coffee table
The Little Book of Lykke: The Danish search for the world's happiest people
Barcelona: 60 local creatives bring you the best of the city