They had five sons and a daughter.
Pope’s life story was edited and completed by his son Maurice Arthur Pope, and was published as "Public servant: the memoirs of Sir Joseph Pope" (Toronto, 1960).
Sir Joseph tells the story of his conversion to the Roman Catholic faith in Why I Became a Catholic, published privately in 1921, and republished by Ignatius Press in 2001.
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