Data generated and analysis conducted using the "BayesMassBal" package for the R programming language. Package on CRAN: <a href="https://cran.r-project.org/web/packages/BayesMassBal/index.html">BayesMassBal</a> Package Documentation and development version: <a href="https://skoermer.github.io/BayesMassBal/">BayesMassBal</a> "validation_data.csv" contains data used to generate Figure 4.3 in publication. "validation_script.R" contains the code which generated the data in "validation_data.csv". Note 1: The parallel processing in "validation_script.R" is set up for a linux machine, small tweaks may be necessary for running on Windows. See package documentation of <a href="https://cran.r-project.org/web/packages/doParallel/index.html">doParallel</a> and <a href="https://cran.r-project.org/web/packages/foreach/index.html">foreach</a> for details. Although untested, I am under the impression that no changes are required to run on a Mac OSX machine. Note 2: There is <a href="https://en.wikipedia.org/wiki/Variance_reduction">Monte Carlo Variance</a> associated with the data produced from "validation_script.R". Results will be differ from data given in "validation_data.csv", but conclusions from the results will be the same.