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This paper uses the determination tree induction technology to delete the irrelevant attributes (or dimensions) and reduce the data quantity; The decision tree algorithm which at first is used in classification is used to dimensionality reduction, might achieve a higher accuracy, because it optimizes the algorithm measure computation in deletion attribute time. Finally uses the insurance example to explain the application of this method.