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Scientific Investigations Report 2013–5103


Application of the SPARROW Model to Assess Surface-Water Nutrient Conditions and Sources in the United States Pacific Northwest

Table 4. Model statistics for the total phosphorus National Hydography SPARROW model developed for the United States Pacific Northwest.


[The p-values for the source and aquatic loss variables are based on a one-sided t-test; the p-values for the land-to-water delivery variables are based on a two-sided t-test. Abbreviations: NHD, National Hydrography Dataset; NLLS, non-linear least squares; RMSE, root mean squared error; R2, coefficient of determination; cm, centimeter; kg/km2-yr, kilogram per square kilometer per year; kg/yr, kilogram per year; km2; square kilometer; mm, millimeter; <, less than; –, not applicable]


Parameter Model coefficient units NLLS estimate of model coefficient Standard error of the model coefficient Probability level
(p-value)
90 percent confidence interval for the model coefficient Nonparametric bootstrap estimate of model coefficient
Lower Upper
Sources
Forestland (west)1 (km2) kg/km2-yr 9.23 2.87 0.0015 5.47 14.08 10.15
Forestland (east)2 (km2) kg/km2-yr 6.81 1.42 < 0.0001 4.29 12.24 8.43
Scrub and grass land3 (km2) kg/km2-yr 0.54 0.32 0.0898 -10.66 0.77 -3.28
Point sources4 (kg/yr) dimensionless 1.20 0.33 0.0003 0.63 1.55 1.17
Developed land5 (km2) kg/km2-yr 24.3 5.5 < 0.0001 19.7 29.9 24.6
Farm fertilizer6 (kg/yr) dimensionless 0.015 0.007 0.0271 0.002 0.025 0.014
Confined cattle7 (kg/yr) dimensionless 0.035 0.014 0.0100 0.019 0.060 0.038
Grazing livestock8 (kg/yr dimensionless 0.124 0.022 < 0.0001 0.094 0.195 0.143
Springs and power returns9 (kg/yr) dimensionless 1.67 1.13 0.1408 1.17 2.53 1.76
Land-to-water delivery
Precipitation10 (mm) 1.26 0.17 < 0.0001 0.86 1.52 1.20
Base flow index11 (percent) -0.012 0.006 0.0340 -0.024 -0.001 -0.012
Aquatic loss
Free-flowing streams
Impoundments
Model diagnostics
R2 of yield 0.810
RMSE 0.549
Number of observations 220

1 Area of forest land, west side of Cascade Range, 2001.


2 Area of forest land, east side of Cascade Range, 2001.


3 Area of scrub and grass land, 2001. 


4 Surface-water discharges from permitted wastewater facilities, 2002.


5 Area of developed land, 2001.


6 Commercial fertilizer applied to agricultural land, 2002.


7 Manure from cattle in dairies and feedlots, 2002.


8 Manure from grazing livestock, 2002.


9 Surface-water discharge from springs and power returns, 2002.


10Natural log of mean annual precipitation, 1971–2000.


11Mean percentage of streamflow due to base flow.

First posted July 17, 2013

For additional information contact:
Director, Oregon Water Science Center
U.S. Geological Survey
2130 SW 5th Avenue
Portland, Oregon 97201
http://or.water.usgs.gov

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