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This lecture covers the detection of single nucleotide polymorphisms (SNPs) using high-density oligonucleotide arrays, the SNP database, and the concept of linkage disequilibrium. It also discusses the estimation of SNPs in the human genome, the use of LD bins to capture common SNPs, and the application of genomics in elucidating human history through Neanderthal genome comparisons.