Why did southern slave owners want slaves to be counted as part of the population?

States with large populations wanted representation in both houses of the legislature to be based on ... The issue was: Should slaves count as part of the population?

Explanation:

Delegates from states with a large population of slaves argued that slaves should be considered persons in determining representation, but as property if the new government were to levy taxes on the states on the basis of population. taxes

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