It's hard to say without seeing the data, but you might want to look at a simple non-linear classifier model like Naive Bayes or Decision Tree as a starting point. They can often give very good results for more limited datasets like the one you describe.
Brian T. Lindon Ventures Data Science Consulting from Certified RapidMiner Experts
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Lindon Ventures
Data Science Consulting from Certified RapidMiner Experts