If you scroll down on the page you provided at Amazon, it says under the Product Description-
Product Description
Synopsis
Tea leaf reading is an age old custom that spans many generations and nationalities. This complicated skill is now simplified in a deck of 200 illustrated cards and an easy-to-follow instruction book. --This text refers to an out of print or unavailable edition of this title
So, it would appear that it does indeed include the cards with it. I don't believe I have ever seen this set sold separately from each other before either. If you aren't sure, perhaps there is a way you can find out on Amazon?
I also read through the customer reviews, and it seems that it is the whole set-book and cards.
I have this deck and can tell you it is very accurate and I do highly recommend it. I love the deck myself.
Good luck to you, if you decide to take the chance and purchase it. But, I do think it seems to be the full set--book and cards.