Book about time series

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I've just finished the inference classes of professor Philippe Rigollet on MIT OpenCourse (also available on youtube) and I would like to know if there is a good book on time series that I can study with this background. Besides that I'm a self-learner.

Remark: Any advice or other sources recommendation (videos, sites, online classes, etc.) are also very welcome.