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Fraym is the preeminent global provider of geospatial data for understanding population dynamics. Governments and organizations around the world rely on Fraym data to make strategic and operational decisions while tackling challenges like inequity and insecurity, climate vulnerability, public health, and more. Our ML models are the first to generate high-resolution insights about people's preferences, behaviors, and attitudes at the sub-neighborhood level and make them commercially available at scale.