Hosseinpour graduated in 1910 from the Academy of the Persian Cossack Brigade, as one of its fourth graduating class.
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They had three daughters (Tourandokht, Pourandokht, and Victoria) and two sons (Abdolreza and Tooraj. Abdolreza's son, Amir Hosseinpour became an opera director and choreographer based in London).