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This lecture covers the concept of spatial dependence, introducing the paradox of classical statistics and the first law of geography. It explains the simulation of urban growth, emphasizing the importance of avoiding overly complex models. The lecture also discusses spatial autocorrelation, classic statistical methods, and the bias in linear regression due to spatial dependence.