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Goldie was educated in Guelph and at McGill College and at Eastman's National Business College in New York.
Born in Matilda Township, Dundas County, Upper Canada of German ancestry, he attended Upper Canada Academy in Cobourg, Canada West in 1839, Victoria College until 1845, and received his Doctor of Medicine degree in 1847 from McGill College.