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In today's era of growing technology the data collected by organizations has the requirement to preserve the privacy of the individuals. It needs to maintain privacy of the individuals because users sensitive data is stored online over the centralized repository. The techniques like anonymization, randomization are used to achieve the privacy. But anonymization leads to certain level of information loss while preserving privacy. To overcome this drawback, hybrid approach is used. The proposedfatcat:bv5dc5s4rjeyfgd6zyu6y3aihq