Available with Spatial Analyst license.

## Summary

Calculates a magnitude-per-unit area from point features that fall within a neighborhood around each cell.

## Illustration

## Usage

Larger values of the radius parameter produce a more generalized density raster. Smaller values produce a raster that shows more detail.

Only the points that fall within the neighborhood are considered when calculating the density. If no points fall within the neighborhood at a particular cell, that cell is assigned NoData.

If the area unit scale factor units are small, relative to the distance between the points, the output raster values may be small. To obtain larger values, use the area unit scale factor for larger units (for example, square kilometers versus square meters).

The values on the output raster will always be floating point.

See Analysis environments and Spatial Analyst for additional details on the geoprocessing environments that apply to this tool.

## Syntax

PointDensity (in_point_features, population_field, {cell_size}, {neighborhood}, {area_unit_scale_factor})

Parameter | Explanation | Data Type |

in_point_features | The input point features for which to calculate the density. | Feature Layer |

population_field | Field denoting population values for each point. The population field is the count or quantity to be used in the calculation of a continuous surface. Values in the population field may be integer or floating point. The options and default behaviors for the field are listed below. Use None if no item or special value will be used and each feature will be counted once. You can use Shape if input features contains Z. Otherwise, the default field is POPULATION. The following conditions may also apply. - If there is no POPULATION field, but there is a POPULATIONxxxx field, this is used by default. The xxxx can be any valid character, such as POPULATION6, POPULATION1974, or POPULATIONROADTYPE.
- If there is no POPULATION field or POPULATIONxxxx field, but there is a POP field, this is used by default.
- If there is no POPULATION field, POPULATIONxxxx field, or POP field, but there is a POPxxxx field, this is used by default.
- If there is no POPULATION field, POPULATIONxxxx field, POP field, or POPxxxx field, NONE is used by default.
| Field |

cell_size (Optional) | The cell size for the output raster dataset. This is the value in the environment if specifically set. If the environment is not set, then cell size is the shorter of the width or height of the output extent in the output spatial reference, divided by 250. | Analysis Cell Size |

neighborhood (Optional) | Dictates the shape of the area around each cell used to calculate the density value. This is a Neighborhood class. There are four types of neighbourhood class: NbrAnnulus, NbrCircle, NbrRectangle, and NbrWedge. The forms and descriptions of the classes are: - NbrAnnulus ({innerRadius}, {outerRadius}, {units})
A torus (donut shaped) neighborhood defined by an inner radius and an outer radius. - NbrCircle ({radius}, {units})
A circular neighborhood with the given radius. - NbrRectangle ({width}, {height}, {units})
A rectangular neighborhood with the given width and height. - NbrWedge ({radius}, {startAngle}, {endAngle}, {units})
A wedge (pie) shaped neighborhood. A wedge is specified by a start angle, an end angle, and a radius. The wedge extends counterclockwise from the starting angle to the ending angle. Angles are specified in arithmetic degrees (counterclockwise from the positive x-axis). Negative angles may be used.
- {units}
Defines the units as either the number of cells or as value in map units.
The default is NbrCircle, where radius is the shortest of the width or height of the output extent in the output spatial reference, divided by 30. | Neighborhood |

area_unit_scale_factor (Optional) | The desired area units of the output density values. A default unit is selected based on the linear unit of the output spatial reference. You can change this to the appropriate unit if you wish to convert the density output. Values for line density convert the units of both length and area. If no output spatial reference is specified, the output spatial reference will be the same as the input feature class. The default output density units is determined by the linear units of the output spatial reference as follows. If the output linear units are meters, the output area density units will be set to Square kilometers, outputting square kilometers for point features or kilometers per square kilometers for polyline features. If the output linear units are feet, the output area density units will be set to Square miles. If the output units is anything other than feet or meters, the output area density units will be set to Square map units. That is, the output density units will be the square of the linear units of the output spatial reference. For example, if the output linear units is centimeters, the output area density units will be Square map units, which would result in square centimeters. If the output linear units is kilometers, the output area density units will be Square map units, which would result in square kilometers. The available options and their corresponding output density units are the following: - SQUARE_MAP_UNITS — For the square of the linear units of the output spatial reference.
- SQUARE_MILES — For miles (U.S.).
- SQUARE_KILOMETERS — For kilometers.
- ACRES —For acres (U.S.).
- HECTARES —For hectares.
- SQUARE_YARDS —For yards (U.S.).
- SQUARE_FEET —For feet (U.S.).
- SQUARE_INCHES — For inches (U.S.).
- SQUARE_METERS —For meters.
- SQUARE_CENTIMETERS — For centimeters.
- SQUARE_MILLIMETERS — For millimeters.
| String |

#### Return Value

Name | Explanation | Data Type |

out_raster | The output point density raster. It is always a floating point raster. | Raster |

## Code sample

This example calculates a density raster from a point shape file.

```
import arcpy
from arcpy import env
from arcpy.sa import *
env.workspace = "C:/sapyexamples/data"
pdensOut = PointDensity("rec_sites.shp", "NONE", 60, NbrCircle(2500, "MAP"))
pdensOut.save("C:/sapyexamples/output/pointdensity")
```

This example calculates a density raster from a point shape file.

```
# Name: PointDensity_Ex_02.py
# Description: Calculates a magnitude per unit area from point
# features that fall within a neighborhood around each cell.
# Requirements: Spatial Analyst Extension
# Import system modules
import arcpy
from arcpy import env
from arcpy.sa import *
# Set environment settings
env.workspace = "C:/sapyexamples/data"
# Set local variables
inFeatures = "rec_sites.shp"
populationField = "NONE"
cellSize = 60
# Create the Neighborhood Object
radius = 2500
myNbrCirc = NbrCircle(radius, "MAP")
# Execute PointDensity
outPdens = PointDensity(inFeatures, populationField, cellSize,
myNbrCirc, "SQUARE_KILOMETERS")
# Save the output
outPdens.save("C:/sapyexamples/output/outpdens")
```

## Environments

## Licensing information

- ArcGIS Desktop Basic: Requires Spatial Analyst
- ArcGIS Desktop Standard: Requires Spatial Analyst
- ArcGIS Desktop Advanced: Requires Spatial Analyst