Book recommendation: fractals

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I’m looking for a book to learn a bit more about fractals. I have to say I am a theoretical physicist, not a mathematician so it’d rather be mathematically simple (I don’t know what kind of maths are used for fractals though). I don’t want something applied to physics either. Any recommendations? Is Mandelbrot’s “The fractal geometry of nature” a good book?