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Since we know that the two cities differ drastically I'll try to play with the total_case values, either percentage of population or min-max scaled within the city and see if that improves the model
Since we know that the two cities differ drastically I'll try to play with the total_case values, either percentage of population or min-max scaled within the city and see if that improves the model