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The Department of Housing & Urban Development (HUD) estimates the homeless population based on its Continuum of Care (CoC) Program. This is done through its PIT (Point-in-Time) count done in January. It also includes a count of homeless veterans.
You can find this data on HUD's Homelessness Assistance page.
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