Traditionally applied probability texts contain a fair amount of probability theory, varying amounts of applications, and no data. The purpose of this text is to present some probability models, some statistics relevant to these models, and some data that illustrate some of the points made. The book emphasizes topics that have interesting scientific applications such as Markov Chain and Monte Carlo methods.