Yes, that would be the best advice since you were filing each individually prior to this. The only real change on your joint return would be to double the asset costs (rental home, land, improvements, appliances, etc). Be sure to use the correct date placed in service as though they were on your tax return all along, This will pull all the prior depreciation and keep the total rental in place for a future sale.
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