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DS10: Hawaiian Islands air temperature: Full set of regression models evaluated for mean Tmax, Tmin, Tavg, DTR


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Created: Aug 17, 2019 at 8:58 p.m.
Last updated: Aug 18, 2019 at 6:35 p.m.
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Abstract

Full set of all regression models and fitted coefficients evaluated for mean daily Tmax, Tmin, Tavg, and DTR. Models are ranked by decreasing AICc and were fit using station mean annual values from the 2006-2017 period. Latitude and longitude were excluded from the final model set as they were inconsistent predictors of Tmax, Tmin, Tavg, and DTR, and, when included, obscured interpretation of the fitted model coefficients. Highlighted rows indicate models corresponding to best multiple regression model form after accounting for multicollinearity based on a variance inflation factor < 5. Other highlighted model forms include segmented linear regression of temperature as a function of elevation with a 2150 m breakpoint (Model #129) and simple linear regression of temperature as a function of elevation (Model #1).

Subject Keywords

Coverage

Spatial

Coordinate System/Geographic Projection:
WGS 84 EPSG:4326
Coordinate Units:
Decimal degrees
Place/Area Name:
Hawaiian Islands
North Latitude
22.2690°
East Longitude
-154.6680°
South Latitude
18.8490°
West Longitude
-159.8160°

Temporal

Start Date:
End Date:

Content

Related Resources

This resource belongs to the following collections:
Title Owners Sharing Status My Permission
Spatial patterns and trends in surface air temperatures and implied changes in atmospheric moisture across the Hawaiian Islands, 1905-2017 Aurora Kagawa-Viviani  Public &  Shareable Open Access

How to Cite

Kagawa-Viviani, A. K. (2019). DS10: Hawaiian Islands air temperature: Full set of regression models evaluated for mean Tmax, Tmin, Tavg, DTR, HydroShare, http://www.hydroshare.org/resource/d36e680578cf4c27ad77ab09cfa07828

This resource is shared under the Creative Commons Attribution CC BY.

http://creativecommons.org/licenses/by/4.0/
CC-BY

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