With the advent of technology, data and its analysis are no longer just values and attributes strewn across spreadsheets, they are now seen as a stepping stone to bring about revolution in any significant field. Data corruption can be brought about by a variety of unethical and illegal sources, making it crucial to developa method that is highly effective to identify and appropriately highlight the various corrupted data existingin the dataset. Detection of corrupted data, as well as recovering data from a corrupted dataset, is a challenging problem.