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COVID-19 infection is growing in an instant price. As a result of unavailability of particular drugs, very early detection of (COVID-19) patients is essential for condition cure and control. There was a vital want to identify the disease at early phase and immediately quarantine the infected people. Many analysis have already been happening, but, none of them presents satisfactory results yet. In spite of its simplicity, K-Nearest Neighbor (KNN) classifier seems high mobility in complex category