Because many models do not consider the real number of confirmed cases and the real number of dead cases in the epidemic, this paper proposes a new model which is consistent with the current epidemic process by using the cumulative number of confirmed cases, the number of dead cases, the number of recovered cases and other multi-source data sets of four counties in the United States.<br>
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