The best way to see where this article is headed is to take a look at the screenshots of a demo R session in Figures 1 and 2. The commands in Figure 1 set up the data for a logistic regression problem ...

I predict you'll find this logistic regression example with R to be helpful for gleaning useful information from common binary classification problems.