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

Example 29.1: Logistic Regression In an experiment comparing the effects of five different drugs, each drug is tested on a number of different subjects. The outcome of each experiment is the presence ...