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I like the Kendall series about statistics. Pic related is the first volume. Could be a good start.
There's Bickel's Mathematical Statistics that's also a good approach. Casella and Berger Statistical Inference, Mood's for a more deep read or even DeGroot for a first touch.
Depends on what you want from your study. Should start with a good probability book, for example.