Tsumagoi (嬬恋村, Tsumagoi-mura) is a village located in Agatsuma District of west-central Gunma Prefecture in the northern Kantō region of Japan. As of February 2015, the village had an estimated population of 9,691 and a population density of 28.7 persons per km².