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The study of the collection, organization, analysis, and interpretation of data. Questions may deal with descriptive statistics, probability distributions, random variables, sampling, regression, density estimation, filtering, inference, estimation theory, or computational statistics.
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Book recommendation for time series analysis
If you want to study time series particularly related to financial data, I would recommend Analysis of Financial Time Series by Ruey S. Tsay.