This study used long-read sequencing to characterize complex tandem repeats (TRs) in 270 Japanese individuals. It found that complex TRs are abundant and difficult to impute, with their genetic divergence linked to recent replication slippage, and identified thousands of TR loci as candidates for association with human disorders.