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This lecture covers graph metrics and statistical analysis in network clustering. Topics include estimating block models, graphons, cut metric, Jaccard distance, spectral distance, and stochastic blockmodels. The instructor discusses the application of exponential random graph models (ERGMs) in sociology and the asymptotics of ERGMs.