Half Time Plus is a program that gives statistical prediction of the number of goals occurring in a match in 45' minutes. While most similar programs wait till 90' minutes to determine outcome, Half Time plus is predicted in half that time. We employ Machine Learning algorithms on football historical data to determine Half Time goals outcome.