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Data Availability for Hydrologic Modeling in the United States and Mexico
Overview
A search of available digital products for the construction of data layers necessary for hydrologic model parameterization found that suitable data exists for the subject area within the United States, but that data is relatively sparse in Mexico (see Appendix A for list of data sources). Primary map layers for GIS-based model parameterization include soils, vegetation, land use, hydrology, topography, and climate. Data for each of these subjects are available for the entire study area, although it should be noted that the sources for these data are varied, which will lead to some difficulty in assembling appropriate continuous thematic coverages. The majority of Mexico-based data is appropriate for relatively small-scale mapping (greater than 1:50,000), while higher resolution data covering the United States would allow for a application at a larger scale. This represents another significant barrier to cross-border implementation of hydrologic models; the lack of consistency in map standards and accuracy between the two countries.
Primary Data Layers
Topography
Topographic data is of critical importance to hydrologic modeling, since it influences infiltration, flow direction, velocity, detention/retention, and, hence a host of interrelated hydrologic properties. Digital elevation models (DEMs) have been created to a high degree of accuracy for the entire United States: 7.5 minute quadrangles are freely available, which are suitable for mapping at a 30 meter resolution, or 1:24,000 scale. Such high resolution maps do not exist in Mexico as yet. A DEM of the State of Sonora, Mexico has been created at a 1:50,000 scale, which is more equivalent to the United States 15 minute quadrangle DEM, while the Mexican Sate Baja California has only been mapped at a 1:250,000 scale, equivalent to 1 degree United States quadrangles. While it is desirable to map at the finest resolution possible, the United States data may be altered to match the scale of the Mexican data. Furthermore, modeling at a large scale (1:24,000) may be impractical for a basin the size of the Lower Colorado River.
Soils
High quality, large scale soil information, is generally lacking in both the United States and Mexico. The STATSGO database of soil surveys is applicable throughout the United States portion of the study area, and it has been successfully linked with hydrologic models. While digital maps of soil properties exist within Mexico, soil properties have not been catalogued at a high level of detail. This lack of data regarding soil properties may be a hindrance to accurate modeling of infiltration and runoff-runon relationships. Inaccuracies in model results associated with mis-attribution of soil properties will be reduced due to the large study area, which limits the influence of small perturbations in the system, and the application of large storm events which overwhelm the system response. However, the determination of soil physical properties in Mexico and the correlation of soil properties between the two countries represent significant data needs.
Vegetation/Land Cover
A host of vegetation maps and biotic community maps exist within both the United States and Mexico. Generalized vegetation maps for the United States and Mexico exist at a small scale (1:100,000), and larger-scale maps exist within the United States. However, a lack of continuity across the border and the small size of large-scale mapping projects will pose a challenge for the assembling of accurate, consistent vegetation data. The use of remotely sensed data for mapping vegetation indices and determining vegetation communities would alleviate these issues. The North American Landscape Characterization project has mapped the entire study region at 60 meter resolution, and would provide a basis for determining land cover change with the addition of updated satellite imagery. Large-scale land cover classification of the entire study area using operational satellite data is relatively expensive, but given the importance of obtaining an accurate representation of land use and land cover change, the acquisition and integration of these data into a thematic database is critical.
Summary of Findings
Data currently available concerning spatially distributed data within the Lower Colorado River basin are of sufficient quality and coverage to warrant the development of a geographic information system (GIS) database. This GIS could be used to edge-match data in the United States with its Mexican equivalent, extrapolate physical properties to areas not currently mapped, and provide a link to the hydrologic models for the parameterization of these models. There are, however, several areas of research that will need to be addressed in order to create a seamless cross-border database of watershed characteristics.
Mapping Across the International Border
Mapping of watershed characteristics was completed by State and Federal officials with a lack of international cooperation and scientific collaboration. As a result, mapping units within the two countries are different from one another, which creates two geographic hurdles: edge-matching and the development of a single mapping standard. The creation of a single mapping standard will necessitate the involvement of scientists familiar with the individual data sets, which implies a need for cooperative relationships with the various agencies and universities responsible for the creation of the original map sets. Once a single mapping standard has been developed, the edge-matching of polygons across the international border can be completed.
Data Quality
Enclosed in Appendix A is a list of currently available data for the Lower Colorado River. Included is the appropriate scale at which this data may be applied, but conspicuously absent is any indication of data quality or the manner in which this data was collected. The question of data quality and accuracy must be addressed for each thematic layer not created specifically for this project, and these findings accounted for in the modeling effort and data analysis.
Scale & Resolution
Most of the available mapsets are suitable for relatively small-scale mapping and modeling efforts (smaller than 1:100,000). Data sets within the United States are generally mapped at a larger scale or higher resolution than the contemporary maps in Mexico. Generally speaking, the smallest scale should be used when integrating maps, which implies either improving the quality of the data in Mexico or downgrading the data in the United States to match that of Mexico. If the data needs for modeling the Lower Colorado River basin call for data at a larger scale than is currently available, research must be directed to address this conflict. Localized regions within the study area have been more intensively surveyed and mapped at a finer resolution; such projects could be used to improve the quality of the surrounding regions. This integration of large-scale, high resolution thematic data with smaller-scale data represents an opportunity for research.
APPENDIX - Data Availability for the Lower Colorado River Basin
United States
Digital Elevation Models
Data: 7.5 minute quadrangles
Scale/Resolution: 30m resolution; 1:24,000
Coverage: complete
Cost: free download from the USGS
Format: SDTS
Location:
http://edcwww.cr.usgs.gov/doc/edchome/ndcdb/ndcdb.html
Data: 15 minute quadrangles
Scale/Resolution: 90m grid size; 1:62,500
Coverage: complete
Cost: free from the USGS
Data: 30 minute quadrangles
Scale/Resolution: 2 Arc-seconds grid size; 1:100,000
Coverage: complete
Cost: free from the USGS
Data: 1 degree quadrangles
Scale/Resolution: 3 Arc-seconds grid size; 1:250,000
Coverage: complete
Cost: free download from the USGS
Format: DMA standard format
Location: http://edcwww.cr.usgs.gov/glis/hyper/guide/1_dgr_demfig/index1m.html
Data: GAP DEM model
Scale/Resolution: unknown
Coverage: California
Cost: free download from CA GAP site
Format: Arc/Info
Location: http://www.biogeog.ucsb.edu/projects/gap/gap_data.html
Planimetric Information
Data: 7.5 minute digital line graphs (boundaries, transportation, hydrography, hypsography)
Scale/Resolution: 1:24,000
Coverage: complete along Colorado River; sparse data to East along border; more complete on California side
Cost: free download from the USGS
Format: SDTS
Location:
http://edcwww.cr.usgs.gov/doc/edchome/ndcdb/ndcdb.html
Data: Intermediate scale digital line graphs (boundaries, transportation, hydrography, hypsography)
Scale/Resolution: 1:100,000
Coverage: complete
Cost: free download from the USGS
Format: SDTS
Location: http://edcwww.cr.usgs.gov/doc/edchome/ndcdb/ndcdb.html
Data: Small scale digital line graphs (transportation & hydrography)
Scale/Resolution: 1:250,000
Coverage: complete
Cost: free download from the USGS
Format: SDTS
Location: http://edcwww.cr.usgs.gov/doc/edchome/ndcdb/ndcdb.html
Data: Very small scale digital line graph of stream locations
Scale/Resolution: 1:2 million
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info or SDTS
Location: http://water.usgs.gov/lookup/getcover?stream
Data: National Atlas sectionals (boundaries, airports, cities &towns, counties, federal lands, parkways, scenic rivers, railroads, states, volcanoes, transportation, hydrography)
Scale/Resolution: 1:2 million
Coverage: complete
Cost: free download from the USGS
Format: ArcView Shapefile
Location: http://www-atlas.usgs.gov/atlasftp.html
Data: Small-scale land use and land cover
Scale/Resolution: 1:250,000 (minimum mapping area 10 acres)
Coverage: Complete
Cost: free download from USGS
Format: GIRAS, CTG
Location: http://edcwww.cr.usgs.gov:80/glis/hyper/guide/1_250_lulcfig/states.html
Data: Intermediate-scale land use and land cover
Scale/Resolution: 1:100,000 (minimum mapping area 10 arces)
Coverage: Complete
Cost: free download from USGS
Format: GIRAS, CTG
Location: http://edcwww.cr.usgs.gov:80/glis/hyper/guide/1_250_lulcfig/states100k.html
Hydrologic Data
Data: Intermediate-scale hydrologic unit map (USGS cataloging system of watersheds, basins, geographic regions)
Scale/Resolution: 1:250,000
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info & SDTS
Location:
http://water.usgs.gov/lookup/getcover?huc250k
Data: Small-scale hydrologic unit map (USGS cataloging system of watersheds, basins, geographic regions)
Scale/Resolution: 1:2 million
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info & SDTS
Location: http://water.usgs.gov/lookup/getcover?huc2m
Data: Locations of NASQAN water quality sampling stations
Scale/Resolution: n/a
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info & SDTS
Location: http://water.usgs.gov/lookup/getcover?nasqan
Data: Locations of NAWQA water quality program study unit boundaries and codes
Scale/Resolution: most @ 1:2 million, some data at 1:100,000 and 1:250,000
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info & SDTS
Location: http://water.usgs.gov/lookup/getcover?nawqa
Data: Dam and reservoir location in the United States
Scale/Resolution: n/a
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info & SDTS
Location: http://water.usgs.gov/lookup/getcover?reservoir
Data: Average annual runoff in the United States, 1951-1980, minor streams and tributaries
Scale/Resolution: 1:2 million
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info
Location: http://water.usgs.gov/lookup/getcover?runoff
Data: Stream flow basin characteristics for selected USGS gaging station basins (same as WATSTORE data, but in point coverage format)
Scale/Resolution: n/a
Coverage: complete
Cost: free download from USGS
Format: Arc/Info or SDTS
Location: http://water.usgs.gov/lookup/getcover?sfbc
Data: Reservoir storage on Lake Havasu
Scale/Resolution: n/a
Coverage: Havasu City, CA
Cost: free download from CA Department of Water Resources
Format: Text file
Location: http://cdec.water.ca.gov/cgi-progs/queryMonthly?HVS
Data: Groundwater basins in California
Scale/Resolution: 1:250,000
Coverage: State of California
Cost: $750
Format: Arc/Info
Location: http://gislab.teale.ca.gov/wwwgis/files_html/dataview.html
Climate
Data: Monthly precipitation
Scale/Resolution: 2 decimal places
Coverage: Blythe, CA
Cost: free download from CA Department of Water Resources
Format: Text file
Location:
http://cdec.water.ca.gov/cgi-progs/queryMonthly?BLY
Data: Daily, monthly, annual precipitation
Scale/Resolution: 2 decimal places
Coverage: California Mojave Desert locations (Lake Arrowhead, Mountain Pass, Fairmont)
Cost: fre download from CA Department of Water Resources
Format: Text file
Location: http://cdec.water.ca.gov/snow_rain.html
Data: Long-term mean annual precipitation isohyets in California
Scale/Resolution: 1:1 million
Coverage: State of California
Cost: $100
Format: Arc/Info
Location: http://gislab.teale.ca.gov/wwwgis/files_html/dataview.html
Regional Classification
Data: Climate divisions of the United States by the National Climatic data Center for display of seasonal precipitation, temperature maps
Scale/Resolution: 1:2 million
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info or SDTS
Location:
http://water.usgs.gov/lookup/getcover?climate_div
Data: Aquatic Ecoregions of the United States (Omernick)
Scale/Resolution: 1:7,500,000
Coverage: complete
Cost: free download from the USGS (also resident on USDA-ARS SWRC server)
Format: Arc/Info or SDTS
Location: http://water.usgs.gov/lookup/getcover?ecoregion
Data: Level III Ecoregions of the United States (refined from Omernick)
Scale/Resolution: 1:250,000
Coverage: complete
Cost: free download from EPA
Format: Arc/Info
Location: ftp.epa.gov/pub/spdata/ecoreg.e00.gz
Data: Biotic Communities of the Southwest (Brown & Lowe)
Scale/Resolution: 1:100,000
Coverage: complete
Cost: free download from USDA-ARS SWRC and the USA EPA, ALRIS
Format: Arc/Info
Location (Arizona only): http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: Major Land Resource Areas (NRCS management units) and Major Land Resource Units (state designation)
Scale/Resolution: variable
Coverage: complete
Cost: free download from the USGS, USDA-ARS SWRC and the USDA-NRCS.
Format: Arc/Info & SDTS
Location: http://water.usgs.gov/lookup/getcover?mlra
Data: Major land uses of the United States
Scale/Resolution: 1:7,500,000
Coverage: complete
Cost: free download from the USGS
Format: Arc/Info or SDTS
Location: http://water.usgs.gov/lookup/getcover?landuse
Soils & Geology
Data: State Soil Geographic generalized state soil surveys (STATSGO)
Scale/Resolution: 1:250,000 (minimum mapped area ~1544 acres)
Coverage: complete
Cost: free download from NRCS
Format: Arc/Info, GRASS, DLG, DOS-DLG
Location:
http://www.ftw.nrcs.usda.gov/SSFTPs
Data: Soil Survey Geographic Database digitized soil surveys (SSURGO)
Scale/Resolution: 1:12,000 û 1:63,360
Coverage: Incomplete; selected counties available in Arizona (see http://www.ftw.nrcs.usda.gov/jpg/ssurgo.jpg)
Cost: free download from NRCS
Format: DLG-3, selected coverages in Arc/Info format
Location: http://www.ftw.nrcs.usda.gov/ssur_ftp.html
Data: Map Unit Interpretation Database (MUIR) û to be used in conjunction with soil surveys
Scale/Resolution: n/a
Coverage: complete
Cost: free download from NRCS
Format: relational database, ASCII
Location: http://www.statlab.iastate.edu/soils/muir/download.html
Data: Soil map for State of Arizona
Scale/Resolution: 1:1 million
Coverage: Arizona
Cost: free download from ALRIS
Format: Arc/Info
Location: http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: GAP soils data û digitized NRCS soil surveys
Scale/Resolution: 1:24,000
Coverage: Arizona; soils surveys 655, 714, 659 complete; 645 and 651 incomplete; 645 &
651 underway
Cost: free download from USGS-NBS GAP site (University of Arizon)
Format: Arc/Info
Location: http://nbii.srnr.arizona.edu/nbs/gap/gapdata.html
Data: Geologic map of Arizona
Scale/Resolution: 1:1 million
Coverage: Arizona
Cost: free download from ALRIS
Format: Arc/Info
Location: http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: Geologic fault map of Arizona
Scale/Resolution: 1:1 million
Coverage: Arizona
Cost: free download from ALRIS
Format: Arc/Info
Location: http://www.state.az.us:80/gis3/alris/htmls/data2.html
Anthropogenic & Cultural Features
Data: Major roads in California
Scale/Resolution: 1:24,000
Coverage: Arizona
Cost: free download from ALRIS
Format: Arc/Info
Location:
http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: Irrigated lands in Arizona (data from 1960Æs)
Scale/Resolution: 1:1 million
Coverage: Arizona
Cost: free download from ALRIS
Format: Arc/Info
Location: http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: Land ownership in Arizona
Scale/Resolution: range from 1:4,000 û 1:62,500
Coverage: Arizona
Cost: free download from ALRIS
Format: Arc/Info
Location: http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: Land use in southern California
Scale/Resolution: unknown
Coverage: Southern portion of California
Cost: unknown
Format: Arc/Info
Location: http://gislab.teale.ca.gov/wwwgis/files_html/dataview.html
Vegetation
Data: Natural vegetation of Arizona (from Arizona Game & Fish DepÆt)
Scale/Resolution: unknown
Coverage: Most of Arizona; complete coverage in SW Arizona
Cost: free download from ALRIS
Format: Arc/Info
Location:
http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: Biotic Communities of the Southwest (Brown & Lowe)
Scale/Resolution: 1:100,000
Coverage: complete
Cost: free download from USDA-ARS SWRC and the USA EPA, ALRIS
Format: Arc/Info
Location (Arizona only): http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: Riparian communities in Arizona
Scale/Resolution: unknown
Coverage: Arizona
Cost: free download from ALRIS
Format: Arc/Info
Location (Arizona only): http://www.state.az.us:80/gis3/alris/htmls/data2.html
Data: Forest land distribution
Scale/Resolution: 1 km resolution
Coverage: complete
Cost: free download from EPA
Format: Arc/Info GRID, BSQ
Location: http://www.epa.gov/docs/grd/forest_inventory/
Data: Forest density
Scale/Resolution: 1 km resolution
Coverage: complete
Cost: free download from EPA
Format: Arc/Info GRID, BSQ
Location: http://www.epa.gov/docs/grd/forest_inventory/
Data: California vegetation (from US Forest Service)
Scale/Resolution: 1:250,000
Coverage: State of California
Cost: $1,000
Format: Arc/Info
Location: http://gislab.teale.ca.gov/wwwgis/files_html/dataview.html
Data: Preliminary GAP vegetation analysis
Scale/Resolution: 40 acres mapping unit (90 meter resolution)
Coverage: Arizona
Cost: free download from USGS-NBS GAP site (University of Arizona)
Format: Arc/Info
Location: http://nbii.srnr.arizona.edu/nbs/gap/gapdata.html
Data: GAP vegetation analysis
Scale/Resolution: unknown
Coverage: California
Cost: free download from CA GAP site
Format: Arc/Info
Location: http://www.biogeog.ucsb.edu/projects/gap/gap_data.html
Remotely Sensed Data
Data: GAP Landsat TM
Scale/Resolution: 90m resolution
Coverage: California
Cost: free download from CA GAP site
Format: unknown
Location:
http://www.biogeog.ucsb.edu/projects/gap/gap_data.html
Mexico
Vegetation
Data: Biotic communities
Scale/Resolution: unknown
Coverage: Sonora
Cost: free from DICTUS ûUniversidad de Sonora
Format: unknown
Contact: Alejandro Verela Romero; ph: (62) 12-19-25
Data: Biotic Communities of the Southwest (Brown & Lowe)
Scale/Resolution: 1:100,000
Coverage: complete
Cost: free download from USDA-ARS SWRC and the USA EPA, ALRIS
Format: Arc/Info
Contact: USDA-ARS SWRC
Climate
Data: General climatological information 1990-1995
Scale/Resolution: 1:100,000
Coverage: Baja California Norte
Cost: free from UABC, Ensenada
Format: digital
Contact: M.C. Irma Rivera Garibaldi; ph: (617) 4-45-60
Data: General climatological information
Scale/Resolution: unknown
Coverage: Baja California Norte
Cost: free from Dirección de Planeación y Desarrollo Urbano y Ecología Palacio de
Gobierno Municipal
Format: digital
Contact: Luis Alberto López Alvarez; ph: (66) 82-30-82
Data: General climatic data
Scale/Resolution: n/a
Coverage: Sonora
Cost: free from CIDESON
Format: digital database
Contact: Christopher Watts; ph (62) 10-36-61; watts@cideson.mx
Data: Precipitation and temperature
Scale/Resolution: n/a
Coverage: Rio Santa Cruz
Cost: free from El Colegio de la Frontera Norte
Format: digital
Contact: Luis Ernesto Cervera Gómez: ph: (631) 3-04-26
Geology & Soils
Data: Geology
Scale/Resolution: 1:50,000
Coverage: Sonora
Cost: free from CIDESON
Format: digital
Contact: Christopher Watts; ph (62) 10-36-61;
watts@cideson.mx
Data: Geology of border region
Scale/Resolution: 1:50,000
Coverage: Border region of Sonora, United States
Cost: free from Universidad de Sonora
Format: digital
Contact: Margarita De la O Villaneuva; ph (62) 59-21-10
Data: Geology
Scale/Resolution: 1:250,000 and 1:50,000
Coverage: Baja California Norte
Cost: free from CICESE
Format: digital
Contact: Dr. Alejandro Hinojosa: ph: (617) 4-45-01
Data: Geology
Scale/Resolution: 1:50,000
Coverage: Valle de Mexicali
Cost: free from Facultad de Arquitectura
Format: digital
Contact: M. C. Raúl Venegas Cardoso: e-mail rvenegas@csiam.mxl.uabc.mx
Data: Soils
Scale/Resolution: 1:250,000
Coverage: Baja California Norte
Cost: free from Comisión de Servicios de Agua del Edo.
Format: analog
Contact: Juan Francisco. Vázquez Quesada: ph: (65) 58-19-47
Data: Soils
Scale/Resolution: 1:250,000
Coverage: Baja California Norte
Cost: free from CICESE
Format: digital
Contact: Dr. Alejandro Hinojosa: ph: (617) 4-45-01; e-mail alhinc@cicese.mx
Data: Soils
Scale/Resolution: 1:250,000
Coverage: Sonora
Cost: free from CIDESON / CES
Format: digital
Contact: Christopher Watts: ph: (52) (62) 14-32-01; e-mail watts@cideson.mx
Topographic Data
Data: Topography
Scale/Resolution: 1:250,000
Coverage: Baja California Norte
Cost: free from CICESE
Format: digital
Contact: Dr. Alejandro Hinojosa: ph: (617) 4-45-01; e-mail
alhinc@cicese.mx
Data: Topography
Scale/Resolution: 1:250,000
Coverage: Baja California Norte
Cost: free from Centro de Cómputo Universitario Universidad Autónoma de Baja California
Format: digital
Contact: Sr. Martín Olguín: ph: (65) 66-41-50
Data: Topography
Scale/Resolution: 1:50,000
Coverage: Valle de Mexicali
Cost: free from UABC-Mexicali
Format: unknown
Contact: M. C. Raúl Venegas Cardoso: e-mail rvenegas@csiam.mxl.uabc.mx
Data: Topography
Scale/Resolution: 1:250,000 and 1:50,000
Coverage: Sonora
Cost: free from CIDESON / CES
Format: digital
Contact: Christopher Watts: ph: (52) (62) 14-32-01; e-mail watts@cideson.mx
Hydrologic Data
Data: Rivers, streams, and lakes
Scale/Resolution: unknown
Coverage: Baja California Norte
Cost: free from Aire Sano
Format: digital
Contact: Sr. Guillermo Caballero: ph: (66) 84-26-42
Data: Rivers, streams, and lakes
Scale/Resolution: 1:250,000 and 1:50,000
Coverage: Baja California Norte
Cost: free from CICESE
Format: digital
Contact: Alejandro Hinojosa: ph: (01152617) 4-45-01; e-mail:
alhinc@cicese.mx
Data: Hydrology
Scale/Resolution: 1:50,000 and 1:250,000
Coverage: Baja California Norte
Cost: free from Comisión de Servicios de Agua del Estado Ingeniero Geólogo
Format: digital
Contact: Juan Francisco Vázquez Quesada: ph: 58-19-47
Data: Rivers, streams, and lakes
Scale/Resolution: 1:250,000
Coverage: Sonora
Cost: free from CIDESON / CES
Format: digital
Contact: Christopher Watts: ph: (52) (62) 14-32-01; e-mail watts@cideson.mx
Land Use / Land Cover
Data: Land use / land cover
Scale/Resolution: 1:20,000
Coverage: Mexicali, Baja California
Cost: free from Instituto de Investigaciones Sociales Universidad Autónoma de Baja California
Format: digital
Contact: Sr. Pablo Jesús González Reyes: ph: (65) 66-29-85
Data: Land Use / land cover
Scale/Resolution: 1:50,000
Coverage: Valle de Mexicali
Cost: free from Facultad de Arquitectura UABC-Mexicali
Format: digital
Contact: M. C. Raúl Venegas Cardoso: e-mail
rvenegas@csiam.mxl.uabc.mx
Data: Land use / land cover
Scale/Resolution: 1:250,000
Coverage: Sonora
Cost: free from CIDESON / CES
Format: digital
Contact: Christopher Watts: ph: (52) (62) 14-32-01; e-mail watts@cideson.mx
| USDA-ARS Southwest Watershed Research Center Tucson, Arizona Last Modified 3/29/2004 |