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This lecture explains spatial dependence, highlighting how nearby objects are more likely to interact than distant ones, and how environmental characteristics can influence certain attributes, making geographic space non-neutral. It also discusses the paradox of statistical tools requiring neutral space, and introduces the concept of spatial autocorrelation and its significance determination.