Rasters Methodology


Zoning Rasters are GeoTIFF files that summarize residential and nonresidential land-use regulations in 30x30 meter cells. They come in three versions: a GeneralRaster with up to 7 categories, a ResidentialRaster with up to 15 categories, and a Nonresidential Raster with up to 32 categories. The total number of categories present in any Zoning Raster depends on which land-use rules are in place in a given area.

The key input data source we use for constructing the rasters are Zoning Slices, which are the unique geometric combinations of base and overlay district regulations. Zoning Slices allow us to assign the most common residential and nonresidential use categories to individual raster cells.

General Raster

The General Raster classifies cells by their zoning district type: Primarily Residential (housing is the main permitted use), Nonresidential (housing is prohibited as a principal use), and Mixed with Residential (housing is permitted alongside commercial and other uses). These use categories are defined in full here.

The Residential Raster classifies cells based on the maximum residential density allowed by right in that cell. For example, if three-family housing in a Primarily Residential cell is allowed by right, while four-or-more-family housing either requires a public hearing or is prohibited, then that cell is classified as “Up to 3-Family Residential By Right,” regardless of what the one-family and two-family housing rules are. Primarily Residential and Mixed with Residential cells are classified separately so that if that cell sits in a Mixed with Residential slice instead, then it would be classified as “Up to 3-Family Residential By Right + Nonresidential.” If no housing in a cell is permitted without a public hearing, then that cell is classified as “All Residential Uses Require a Public Hearing.”

Residential Raster

Nonresidential Raster

The Nonresidential Raster classifies cells based on the most common nonresidential uses permitted in a given Slice. For cells in Slices with a single nonresidential use, the nonresidential category is simply passed from the Slice data—as entered by the analyst into the NZA database in accordance with the NZA methodology—to the raster cell. For cells in Slices with multiple nonresidential uses due to there being one or more overlays, our classification schema determines which category best captures the most commonly allowed nonresidential uses in that cell.

When two or more nonresidential uses exist in the same cell, our method assigns the more general use. For example, cells falling within Slices where the nonresidential type is `Industrial` for the base district and “Mixed – Industrial-Commercial Uses” for the overlay district layer are assigned to the latter because “Mixed – Industrial-Commercial Uses” encompasses “Industrial”. Similarly, a combination of two nonresidential use categories in the same Slice can result in a third. For example, if the nonresidential type is “Industrial` for one layer and “Mixed – Specified Commercial Uses” for another, then the resulting classification becomes “Mixed – Industrial-Commercial Uses”. The one exception to this rule is that “Open Space/Light Recreation” uses always override other nonresidential uses because districts with this nonresidential type are frequently adopted for the specific purpose of disallowing other uses.

The Decision Tree shows the hierarchy of nonresidential uses specified by our method when a raster cell falls within a Slice with two or more nonresidential uses assigned to it. The Combination Matrix shows which nonresidential use category is produced from each possible combination of other nonresidential uses. “Open Space/Light Recreation”(Tier 1) overrides all. “Mixed – Any/All Residential” (Tier 2), as the most general nonresidential use category, comes next. Then, it is “Mixed – Industrial-Commercial Uses” (Tier 3).

Any combination of the Tier 4, 5, or 6 uses spanning both the “Industrial” and “Mixed – Specified Commercial Uses” branches reclassifies the cell up to “Mixed – Industrial-Commercial Uses”. Any combination of Tier 5 uses solely in the “Industrial” branch reclassifies the cell up to “Industrial”, while most combinations of Tier 5 and 6 uses in the “Mixed – Specified Commercial Uses” branch reclassify the cell up to “Mixed – Specified Commercial Uses”. The one exception is a combination of the lone Tier 6 use, “Research/Tech”, with its parent, “Institutional/Government”, which resolves to the latter.

TIER 1 TIER 2 TIER 3 TIER 4 TIER 5 OVERRIDES EVERYTHING BELOW OVERRIDES EVERYTHING BELOW COMBINATIONS RESOLVE UPWARD more general more specific Open Space/ Light Recreation Mixed – Any/All Nonresidential (General) Mixed – Industrial- Commercial Uses Industrial Mixed – Specified Commercial Uses Agricultural- Industrial Mining/ Extractive Transportation Utilities Cultural/ Entertainment/ Tourist Institutional/ Government Office Retail/Service Research/Tech

Across Branches

Any combination of Tier 4 or 5 uses drawn from both the Industrial and Mixed – Specified Commercial Uses branches reclassifies the cell up to Mixed – Industrial-Commercial Uses.

Within a Branch

Combinations of Tier 5 uses solely in the Industrial branch reclassify up to Industrial; combinations within the commercial branch reclassify up to Mixed – Specified Commercial Uses.

Exception

Open Space/Light Recreation always overrides other nonresidential uses.

Decision Tree

Combination Matrix

Open Space/Light Recreation Mixed – Any/All Nonresidential (General) Mixed – Industrial-Commercial Uses Industrial Mixed – Specified Commercial Uses Same use retained

Full definitions of each category and its abbreviation are on our Nonresidential Uses page.

Additional Components

In addition to the Slices, we use two U.S. Geological Survey (USGS) datasets to build our Zoning Rasters: the Protected Areas Database (PAD-US) and the Hydrology Plus High Resolution (NHDPlus HR) datasets. Since we remove both of these layers from our Slices, and since we remove the water layer from the protected lands layer, the three input layers never overlap. This means that each raster cell can simply be assigned to the layer its center falls within.

For areas not subject to zoning, raster cells are classified as either protected land (from PAD-US), water or wetland surface (from NHDPlus HR), or unzoned land. We count land as unzoned because it either sits in a jurisdiction without a zoning code or because it is in an area where zoning rules do not apply, like a major road.

Smoothing

Converting high-resolution vector data into comparatively coarse 30-meter raster cells introduces noise. For example, a cell whose center falls on a narrow road would be classified as unzoned, even when most of its area is zoned. We correct for this artifact of resolution conversion in two ways. First, before rasterization, we absorb roads narrower than 60 meters into their surrounding Slices. Second, after rasterization, we reassign isolated clumps of five or fewer same-category cells to their largest neighboring category. Together, these smoothing techniques keep roads and other slivers from surfacing as unzoned islands while leaving genuinely unzoned areas intact.