Extensive book on random walks

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I am looking for an extensive book on (/that includes) random walks. Preferably, a bit more modern than Feller (1971). It should give a rather holistic view, i.e. graduate level. I have seen this thread What is a good/extensive undergraduate level reference on random walks?

Any other recommendations? Preferably, not online lecture notes but a published book, one could properly reference when writing a text.