Species Distribution Modelling: Contrasting presence-only ...
Distribution of Tree Squirrels in California: A Species ... · California: A Species Distribution...
Transcript of Distribution of Tree Squirrels in California: A Species ... · California: A Species Distribution...
Distribution of Tree Squirrels in California: A Species Distribution Modeling Approach to Analyzing
DataR. Garcia1 , A. Muchlinski2 , F. Shilling3 , H.L. Qiu1 , K.
Tiedeman3
1Department of Geosciences and Environment, California State University Los Angeles, CA2Department of Biological Sciences, California State University, CA
3Department of Environmental Science and Policy, University of California Davis, CA
Key Players
Western Gray Squirrel, Sciurus griseus
Eastern Fox Squirrel, Sciurus niger rufiventer
Western Gray Squirrel (Sciurus griseus)
• Found along the forested eastern slopes of the mountains from Washington to California, then westward (except for the California Central Valley) through the coast ranges.
Eastern Fox Squirrel (Sciurus niger)
• Found in much of the eastern and central United States extending northward into the southern prairie provinces of Canada.
Eastern Fox Squirrel (Sciurus niger rufiventer)
Distribution of Tree Squirrels
Wait…. The Eastern Fox Squirrel is here!
What is the big issue?• It has been shown that the non-native species
replaces (completely) the native species when the two come into contact.
Red Squirrel • The American Eastern Gray Squirrel has taken
over most of Europe and has mostly replaced the European Red Squirrel.
Hypothesis
• The non-native Eastern Fox Squirrel will have an increasing negative effect on the native Western Gray Squirrel in California.
Main Take-Home Points
• The Eastern Fox Squirrel will continue to expand its geographic range in CA
• There are populations of the Western Gray Squirrel “in the way” of continued expansion of the Eastern Fox Squirrel
• GIS & Remote Sensing are valuable tools to understand future “conflict” between Eastern Fox Squirrels and Western Gray Squirrels in CA
Goals for My Study
1: Gather data on the all-time distribution of the non-native and native species within the US2: Map the distribution of each species in CA3: Construct and Compare Ecological Niche Models for Each Species
Goal 1: Gathering Data, Achieved!
So Far: ~37,000 records, ~29,000 locations
Goal 2: Mapping Distribution, Achieved!
• Google Fusion Tables
Western Gray Squirrel
Eastern Fox Squirrel
Goal 3: Construct and Compare Ecological Niche Models for Each Species
• Use MaxEnt (Maximum Entropy Species Distribution Software) to find suitable habitat
• Use ESRI ArcMap to classify the habitat
Goal 3: Construct and Compare Ecological Niche Models for Each Species
Landcover gradient
Habitat model based on suitable landcover and altitude zones in combination with current observations.
Altitude gradient
Current Observation
Goal 3: Construct and Compare Ecological Niche Models for Each Species
BIOCLIM data• Altitude• Mean Annual
Temperature• Annual
Precipitation• Land Cover Type*• Imperviousness*• Tree Canopy*
Eastern Fox SquirrelCalifornia Sightings National Sightings
Eastern Fox Squirrel to Binary Ecological Niche Model
Apply Binary Threshold
Apply Binary Threshold
Apply Binary Threshold
S. griseus Model to Binary Ecological Niche Model
Apply Binary Threshold
Goal 3: Compare the Ecological Niche Models of the two species.
Western Gray SquirrelEastern Fox Squirrel
Overlap of Both Species
Unsuitable for BothSuitable for Both Suitable for S. niger onlySuitable for S. griseus onlyS. griseus will lose over 99% of its projected niche area
Validation with New Range Maps
Validation with New Range Maps
Future Work
• Analyzing the importance of certain biotic features that would aid in determining future range (Land Cover Type, Imperviousness, Tree Canopy, NDVI).
• Looking at how the model changes due to different time frames.
• Determining specific migration areas and rates over time.
Hypothesis – Supported!
• The non-native Eastern Fox Squirrel will have an increasing negative effect on the native Western Gray Squirrel in California.
Conclusions – Take-Home Points
• The Eastern Fox Squirrel will continue to expand its geographic range in CA
• There are populations of the Western Gray Squirrel “in the way” of continued expansion of the Eastern Fox Squirrel
• GIS & Remote Sensing are valuable tools to understand future “conflict” between Eastern Fox Squirrels and Western Gray Squirrels in CA
Acknowledgements• Dr. Alan Muchlinski, Dr. Qiu, Dr. Aguilar, Carly Creley, Ruby
Alvidrez• Sources of Data: Arctos, CDPH, California Living Museum,
California Wildlife Center, Critter Creek, Gold Country Wildlife Rescue, Lindsey Wildlife, Orange County Vector Control, Peninsula Humane Society, SPCA Monterey County, Shasta Rehab, Sonoma County, Squirrelmender, Stanislaus Wildlife Rehab, Suisun Wildlife, Sulphur Creek Nature Center, Tehama Wildcare, Wetlands & Wildlife Care Center, WildCare, Wildlife Center Silicon Valley
• Individuals: Fraser Shilling, Janel Ortiz, Julie King, Sheila Byrnes, and private citizens.
Questions?
facebook.com/californiatreesquirrels
Sciurus niger rufiventer Nationwide Population