Utilizing the diamonds data set as referenced in the document, the publisher performed research and analysis, exploratory data analysis techniques, and graphing and plotting techniques to visualize the diamonds data set. Includes box plots, correlation plots, linear regression model, price prediction with the linear model, facet plots, step-wise selection utilizing backward and best fit selections, and a start on Penalized Regression Analysis utilizing Lasso Logistic Regression. Lasso and GLMNET Regressions were unable to be finalized due to errors in code by the publisher.