Data Sources & Methodology

Sources

Processing

  1. Duplicate buildings receiving both HUD project-based aid and tax credits are merged into single profiles carrying both program tags.
  2. Name/address fields are standardized (title case, ZIP-5 extraction); coordinates come from HUD geocodes.
  3. Suppressed values (negative sentinels in HUD data) become blanks, never zeros.
  4. City aggregates sum property-level records; medians use HUD-reported values only.

Known limitations

Update cadence

Full refresh annually after HUD releases; spot corrections continuously.