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Transparency in administration and effective corporate governance leads to huge volumes of public data that upon processing with analytical procedures yield meaningful insights. A case in point being the recent public release of United States Medicare charges for healthcare system.The data contains in-patient provider charges, number of discharges per each hospital for every DRG and the respective reimbursements. This paper presents our analysis on the intricacies involved in analyzing such public data, along with the results we obtained in the process. We also present the disease classification system that was used to identify the culprit hospitals causing the disparity.