R help Exploratory data analysis Finding out n, distribution library(psych) cols <- c("n", "mean", "median", "min", "max", "sd") desc <- data.frame(describe(dt))[cols] More info see here and here. Reliably importing packages packages <- c("xtable", "stats", "plyr", "dplyr", "ggplot2", "RColorBrewer") for(i in 1:length(packages)) { pkg <- packages[i] if (!require(pkg, character.only=TRUE)) { install.packages(pkg, repos="http://cran.rstudio.com/") library(pkg, character.only=TRUE) } } Misc Likelihood ratio test # Likelihood of both models, degrees of freedom # https://onlinecourses.science.psu.edu/stat504/node/220 p_interaction <- function(lik1, lik2, df){ d = abs(lik1-lik2); return (dchisq(d, df)); } p_interaction(5521.201, 5504.008, 8);