Habitat Suitability Indices / Predicted Species Distributions
Species distributions were modeled using Maxent (http://www.cs.princeton.edu/~schapire/maxent/). The suitability value of any mapped pixel is the sum of the probabilities of that pixel and all other pixels with equal or lower probability, multiplied by 100 to give a percentage. This value represents the % of pixels with a lower suitability value. The higher the value, the higher the probability of a species' occurrence.

The boundary of the Maxent distribution layers was created by merging the spatial extents of the selected California Central Valley hydrologic units and The Nature Conservancy's Great Central Valley ecoregion (see www.nature.org). We chose this merged boundary as it allowed complete overlap with the Central Valley's 12 largest hydrologic units while providing some coverage for the foothills to the east.

Additional information on our modeling methods can be found here.

A list of environmental data layers used in the models can be found below

Estimated Mean Densities
Density estimates (birds per hectare) and standard errors are given for each of the focal bird species (see Table 1 below) examined in this study (format: density +- standard error), for each Hydrologic Unit. These estimates are presented from point count surveys where at least 10 observation records were available for a given Habitat Group (see Table 2 below) within each Hydrologic Unit. Densities were calculated at each point count site based on a 50 meter survey radius from the point count location.

Within a given Hydrologic Unit, the densities from all point count locations falling within specific Habitat Groups were averaged to calculate the estimates presented in the 'Densities by watershed' point layer. For riparian focal species, density estimates are separated into riparian and wetland habitats.

The Hydrologic Unit layer's boundaries are derived from polygons defined in the CalWater 2.2.1 product (the California Interagency Watershed Map of 1999; updated May 2004, "calw221"). CalWater 2.2.1 is the State of California's working definition of watershed boundaries (see www.gis.ca.gov).


Table 1. Bird Species and Associated Habitat Groups (click bird species name for related species account)

HABITAT GROUP

SPECIES

Grassland Burrowing Owl
Grasshopper Sparrow
Northern Harrier
Savannah Sparrow
Western Meadowlark
Oak Woodland Acorn Woodpecker
Ash-throated Flycatcher
Blue-gray Gnatcatcher
Lark Sparrow
Nuttall's Woodpecker
Oak Titmouse
Western Bluebird
Yellow-billed Magpie
Riparian and Wetland Black-headed Grosbeak
Blue Grosbeak
Common Yellowthroat
Song Sparrow
Spotted Towhee
Swainson's Hawk
Tricolored Blackbird
Yellow-breasted Chat
Yellow Warbler

Table 2. Habitat Groups and Associated WHR Types

HABITAT

WHRNAME

Grassland Perennial Grassland
  Annual Grassland
  Pasture
Oak Woodland Blue Oak-Foothill Pine
  Blue Oak Woodland
  Coastal Oak Woodland
  Valley Oak Woodland
  Montane Hardwood-Conifer
  Montane Hardwood
Riparian Aspen
  Montane Riparian
  Valley Foothill Riparian
  Desert Riparian
Wetland Wet Meadow
  Freshwater Emergent Wetland

Table 3. General data layers, description, and sources used in species models.
For a full list of individual variable names and descriptions, see Table 4.

Environmental Variable Description Original Source
Habitat
Specific vegetation types and urban (55 categories)
unless listed below
Categorical vegetation types and percent within 1 or 5 km radius using the California Wildlife Habitat Relationships (WHR) habitat classification scheme CA Department of Forestry and Fire Protection (Fire and Resource Assessment Program; FRAP)
General vegetation types (10 categories) Categorical land cover classes aggregated from CWHR classes CA Department of Forestry and Fire Protection (Fire and Resource Assessment Program; FRAP)
Emergent wetland Percent combined freshwater and seasonal emergent wetland types within 1 km radius U.S. Fish and Wildlife Service (National Wetland Inventory)
Emergent wetland distance Distance (km) to combined freshwater and seasonal emergent wetland types U.S. Fish and Wildlife Service (National Wetland Inventory)
Agriculture types Percent orchard, field crops, pasture, rice, vineyards within 1or 5 km radius Department of Water Resources, Land Use Program
Topography
Slope Slope (%) U.S. Geological Survey (Teale GIS Solutions Group)
Stream density Perennial and intermittent stream density (km/km2) within 1 km radius U.S. Geological Survey (National Hydrography Dataset)
Stream distance Distance (km) to nearest perennial and intermittentstream U.S. Geological Survey (National Hydrography Dataset)
Canal/ditch Canal/ditch density (km/km2) within 1 km radius U.S. Geological Survey (National Hydrography Dataset)
Lake habitat Percent lake within 1 km radius U.S. Geological Survey (National Hydrography Dataset)
Lake distance Distance (km) to nearest lake U.S. Geological Survey (National Hydrography Dataset)
Climate
Temperature Average monthly minimum and maximum temperatures for Jan, March, June, Oct Oregon State University (PRISM Climate Group)
Precipitation Average monthly precipitation for Jan, March, June, Oct Oregon State University (PRISM Climate Group)
Elevation Elevation (m) U.S. Geological Survey (Teale GIS Solutions Group)


For a full list of individual variable names and descriptions, see Table 4.

Recommended Citation

Users downloading data from CADC should adhere to the Avian Knowledge Network data sharing policy. Please review this document and make sure to contact the primary data owners for permission, collaboration and review. For PRBO Conservation Science data, please review their data sharing policy.

There are several scenarios where users will need to cite CADC, the AKN and its data resources. To cite the LIP web application in general please use:

Jongsomjit D., G. Geupel, D. Stralberg, D. Moody, M. Herzog, G. Ballard. 2007. The California Avian Data Center: Predicted bird species distributions in California's Central Valley. [web application]. Petaluma, California. www.prbo.org/cadc/lip. (Accessed: Date [e.g., February 2, 2009]).
.