Every once in a while, I like to remind my readers.  Here is my best attempt to explain what the hearts mean:

Like it a lot or loved it; I recommend it; put it on your list!

Like it; I recommend, with some reservations.

I don’t recommend it, though it was compelling enough for me to finish reading.

I couldn’t get through it