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Validation of voter data is one of the activities that the General Election Commission must carry out every month. Regency KPU. Bone has a problem that is obtained, namely the process of sending data is not fast and has double data. Therefore, we need a system that can be a forum to overcome these problems. In addition, in the election of course can not be separated from political parties. Several ruling parties that always win in every election need predictions of the winning party in the next election, as well as the losing party, of course, they want to increase their credibility and become winners in the next election. So from the results of this study it can be seen that using the Naive Bayes method can predict the winning party in Bone Regency with an accuracy of 93%.