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.