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In this paper, a new Statistical Data Mining (SDM) technique is proposed using Jaccard Mining Procedure
(JMP) contributing a novel classifier & predictor by applying very effective stages on the training data
depending on Jaccard (J) distance matrix Linked with the Gini Index Measure as precision measure for
initiating a new classifier and a new predictor, The proposed SDM technique using JMP is applied and
examined on a Rheumatic Fever Data to demonstrate its applicability.