Predict quantitative response variable from quantitative and qualitative variables
You should use one of the regression methods for predicting a quantitative variable. For the qualitative features, you can binarize them to pass to the learning algorithm. If you use Python, scikit-learn provide classes for doing that in the preprocessing module.