Well, I went out on a limb and bought a book with the title “Data Science From Scratch” by Ramon Base. It’s a 155 page brief overview of the challenges of learning data science. And I’m being generous to say it’s 155 pages as the typeface is huge and the text is set doublespaced , so it’s really about a 50-70 page book.

A better use of your time is the rather extensive course at https://applieddatascience.cmp.uea.ac.uk/01/1/ch1_intro.html. It’s aimed at older students or at least, more advanced 13-14 year olds, since it’s aimed at college students from what I can tell.