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This lecture covers the basics of statistics, including exploratory data analysis, probability theory, fundamental statistical concepts, and linear regression. It explains the main characteristics of data, such as central tendency, dispersion, and distribution shapes. The instructor discusses the importance of measures like mean, median, and variance, as well as the use of boxplots to summarize data distributions.