This report describes the participation and mining steps for the competition in kaggle ( http://www.kaggle.com/c/forest-cover-type-prediction ) and the details on the algorthims used for data mining which is done as a part of an assigment. Assignment on Data Mining, MSc in Computer Science 2014, University of Moratuwa.