Rapid decrease in DNA sequencing cost has extended the span of available genetic data to whole genomes of many individuals from multitude of species. All these sequences are related to each other in the universal tree of life. In this seminar we focus on algorithmic and statistical methods relating variation in DNA sequence to its history in all time scales and to its observed correlations with phenotypes.