Forest Stewardship Spatial Analysis Project Summary Report for Arizona November 2006 This project and publication made possible through a grant from the USDA Forest Service Forest Stewardship Spatial Analysis Project Summary Report for Arizona – November 2006 Produced by the Arizona State Land Department Forestry Division 1110 W Washington St Suite 100 Phoenix, AZ 85007 (602) 771-1400 This project and publication were made possible through a grant from the USDA Forest Service. Cover Photo: Humphrey’s Peak AZ taken by Aaron Green, 2006. Acknowledgements: The Arizona State Land Department Forestry Division would like to thank the USDA Forest Service for providing funding and guidance to complete this Spatial Analysis Project and report. We would also like to thank the many individuals and organizations that contributed to the completion of this project, report, and related data development. Karl Dalla Rosa, Elaine Waterbury, George Martinez, and many other USDA Forest Service personnel within Region 3 and the Washington Office participated in meetings and offered feedback that resulted in a greatly improved product. Members of the Arizona Forest Stewardship Committee and Forestry Division staff offered substantial input and valuable suggestions and support along the way. Gene Trobia of the Arizona State Cartographer’s Office was integral to initiating this project and continuing to offer feedback and final review. Skip Edel of the Colorado State Forest Service has been a key resource from the beginning, and has provided knowledgeable input and timely responses to many of our ongoing questions. Most importantly, we were able to learn volumes from the many states that previously completed the Spatial Analysis Project and had already worked out answers to problems that we would not need to. We also thank these states for allowing us to borrow and massage a few well thought-out concepts, phrases, and ideas from their reports and maps. Page ii Arizona Forest Stewardship Spatial Analysis Project Contents EXECUTIVE SUMMARY 1 PART 1 – SUMMARY REPORT 3 Spatial Analysis Project (SAP) Introduction SAP Implementation Suitability Analysis Data Layer Weighting Process Model Results Existing Landowner Forest Stewardship Plans Implementation and Future of Use PART 2 – FINAL MAP RESULTS 17 PART 3 – METHODOLOGY REPORT 33 Model Builder Data Layer Development APPDENDICES 45 Appendix A: FSP Spatial Analysis Project Concept Paper Appendix B: Activity Codes Southwest Regional GAP Analysis Project Land Cover Descriptions for Arizona National Land Cover Datalayer (NLCD) USDA FS Aerial Detection Survey Damage Causal Agent Codes – Arizona Appendix C: GIS Data Resources Arizona Forest Stewardship Spatial Analysis Project This project and publication made possible through a grant from the USDA Forest Service. Page iii Contact Info: Al Hendricks, Stewardship Coordinator Arizona State Land Department Forestry Division 3650 Lake Mary Rd Flagstaff, AZ 86001-3255 Office: (928) 774-1425 alhendricks@azstatefire.org Glen Buettner, GIS Manager Arizona State Land Department Forestry Division 1110 W Washington St Suite 100 Phoenix, AZ 85007-2957 Office: (602) 771-1410 glenbuettner@azstatefire.org Eric Kenney, GIS Project Coordinator Arizona State Land Department Forestry Division 1110 W Washington St Suite 100 Phoenix, AZ 85007-2957 Office: (602) 771-1418 erickenney@azstatefire.org Page iv Arizona Forest Stewardship Spatial Analysis Project Executive Summary The Forest Stewardship Program (FSP) Spatial Analysis Project (SAP) was developed to evaluate the impact over the landscape that the FSP has had over the last decade and identify areas of stewardship suitability to allow for strategic delivery of the FSP. Over the past 15 years, landowner forest stewardship plans (LFSP) have been developed in Arizona under the guidance of the state priority plan. The SAP has two main components: an historic spatial database of stewardship plan tracts, and a layer-based suitability analysis. Both components are used together in a GIS analysis to categorize areas within a state according to the area‟ s stewardship potential, and evaluate how effective the state has been at delivering the FSP in those priority areas. The Arizona State Land Department – Forestry Division (Forestry Division) has invested many hours into the Spatial Analysis Project over the past two years. The majority of that time was committed to collecting data for the stewardship plan database. All Forestry Division districts were visited, every LFSP evaluated, and plan authors were interviewed for details. The majority of the plans were digitized by hand into a geospatial database (ArcGIS Personal Geodatabase). We have digitized and mapped 200 LFSP with a few remaining plans still being researched and collected. Analysis Results: Stewardship Capable lands in Arizona: There are approximately 40.3 million acres of land in Arizona capable of being included in the Forest Stewardship Program Of those 40.3 million acres, approximately 9.6 million are forested Existing LFSP acres total 172,865 and include approximately 0.97% of the total forested stewardship capable lands in Arizona Stewardship Potential in Arizona: Of the 40.3 million acres capable of stewardship, 15% are c o n s i d e r e d „ h i g h ‟ s t e w a r d s h i p potential (based on the layer suitability analysis), 27% are c o n s i d e r e d „ m e d i u m ‟ p o t e n t i a l , a n d 58% are cons i d e r e d „ l o w ‟ p o t e n t i a l . Discussion: Stewardship potential is considered on all private, state trust, and tribal lands, both non-forested and forested. The vast majority of mapped landowner forest stewardship plans are in high and medium potential areas. This means the Forestry Division has done a good job of understanding where high priority stewardship areas are, and has focused program delivery in those high priority areas. Arizona Forest Stewardship Spatial Analysis Project – Executive Summary Page 1 Page 2 Arizona Forest Stewardship Spatial Analysis Project – Executive Summary Part 1 – Summary Report Arizona Forest Stewardship Spatial Analysis Project – Summary Report Page 3 Page 4 Arizona Forest Stewardship Spatial Analysis Project – Summary Report Spatial Analysis Project (SAP) Introduction Forest Stewardship Program: Established through the 1990 Farm Bill, the Forest Stewardship Program (FSP) encourages private forest landowners to manage their lands using professionally prepared forest stewardship plans. These plans consider and integrate forest resources, including timber, wildlife and fish, water, aesthetics, and all associated resources to meet landowner objectives. Nationally, the FSP has been successful in meeting the intent of the program; more than 25 million acres of private forests have been placed under professional forestry management. In Arizona, FSP is guided by the state Forest Stewardship program plan and the state priority plan. SAP Purpose and Background: Since its inception, the FSP has been delivered and made available to nonindustrial private forest landowners on a first-come, first-served basis. This customer-friendly approach assists landowners in improving their forest resources; however, it fails to allow assessment of the p r o g r a m ‟ s f u l l potential across the landscape. It does not take into consideration the connectivity of stewardship tracts, nor does it target landowners whose forestland has a greater need or opportunity for professional expertise and who may not have been aware of resources and programs available to them. There has been no standard or consistent way to assess the impact that stewardship plans have had on the forest resource as a whole, or in addressing regionally or nationally significant resource issues. Given limited program resources and a demand that exceeds program capacity, FSP coordinators and managers increasingly need to address a c c o u n t a b i l i t y f o r r e s u l t s o n t h e g r o u n d , a s s u r i n g t h e N a t i o n ‟ s t a x p a y e r s t h a t p r o g r a m implementation is efficient and effective, and positively affects forest resources. After over a decade of implementation, it is timely to evaluate the impact the Forest Stewardship Program has had on the landscape and position the program to address critical resource management needs in the future, while meeting landowner objectives. In FY2001, the Northeastern Area and the states of Connecticut, Maryland, Massachusetts, and Missouri began a pilot Forest Stewardship Program Spatial Analysis Project. The purpose of the pilot was to create a better way to assess the impact of the Stewardship program to date, and to strategically implement the program to more effectively address critical resource management needs in the future. Since 2001, the Spatial Analysis Project has expanded and work is at various stages of completion in many other states. Arizona Forest Stewardship Spatial Analysis Project – Summary Report Page 5 SAP Implementation The FSP Spatial Analysis Project is comprised of two major components. The first part is the stewardship suitability analysis. Using common data layers developed by the four pilot states, and other state specific layers of importance, an overlay analysis is conducted. The results of this overlay are then classified into regions of low, medium, and high stewardship potential. Once the overlay is finished, it is compared to the second component of the SAP; the historic database of landowner forest stewardship plans. The plan boundaries are digitized into a Geodatabase along with relevant attribute information. These digitized plans are combined with the suitability analysis to determine how effective the stewardship program has been based on location of plans and the percentage of plans within each stewardship potential category. The two components are then used to identify areas of need and opportunity. Strategic delivery of the Forest Stewardship Program is accomplished through pursuing stewardship opportunities of higher priority. Page 6 Arizona Forest Stewardship Spatial Analysis Project – Summary Report Suitability Analysis One-half of the SAP is the statewide stewardship suitability analysis. It is comprised of 12 common data layers, an analysis mask, and other state-specific layers deemed important to that particular state. The layers are divided into three categories: analysis mask, resource richness, and resource threat. Analysis Mask 1. Eligible Lands – defines areas for the analysis to take place. Resource Richness 2. Private Forest Lands 3. Riparian Corridors 4. Priority Watersheds 5. Forest Patch Size 6. Threatened and Endangered Species 7. Public Water Supply 8. Proximity to Public Lands 9. Wetlands 10. Topographic Slope Resource Threats 11. Forest Health 12. Developing Areas 13. Wildfire Assessment The layers are created as a raster or converted from a vector data type for faster geoprocessing time and then reclassified to a common scale. Scale values of each layer are weighted and added together (the overlay) to reveal areas of high, medium, and low stewardship suitability. This overlay analysis allows for strategic stewardship program delivery (as opposed to first come, first served method) as well as a spatial means of work planning and prioritizing. The process of developing the individual data layers for Arizona is described below. Arizona Forest Stewardship Spatial Analysis Project – Summary Report Page 7 Arizona Analysis Arizona used other state results as guidance to establish a baseline for our model and weights. We met with agency forestry staff and the Arizona Forest Stewardship Committee (AFSC) to ensure t h a t t h e d a t a l a y e r s a n d m o d e l a r e i n l i n e w i t h A r i z o n a ‟ s p r e v i o u s l y identified forestland priorities. After several planning meetings, we contacted numerous Federal, State, local, and private organizations to obtain the best available data for the various data layers. We conducted a survey of all stakeholders to elicit feedback on data sources, data quality, and appropriate weighting and identified one additional layer to be included in the model. Arizona Data Layers: Analysis Mask 1. Eligible Lands – defines areas eligible and ineligible for stewardship programs. Ineligible Lands include, Barren Lands, Open Water, and Public Lands Resource Richness 2. Forest Lands – All forested areas (from Southwest Regional GAP) (SWReGAP) 3. Riparian Areas – All riparian areas (from Arizona Game and Fish Department) 4. Priority Watersheds – 5th Level Hydrological Unit Codes (HUCS) that contain perennial streams (from NRCS and The Nature Conservancy) 5. Forest Patch Size – Forest patches greater than 100 acres (from SWReGAP and AZ Department of Transportation) 6. Priority Habitats – A combination of two datasets of important habitat areas identified by the Arizona Natural Heritage Program and The Nature Conservancy (from Special Species (T&E) information from state Natural Heritage Program and EcoRegions from The Nature Conservancy) 7. Public Water Supply – A combination of well protection areas and watersheds that supply reservoirs (from AZ Department of Environmental Quality, NRCS, Bureau of Reclamation) 8. Proximity to Public Lands – Public and protected lands buffered by 800 meter (~ ½ mile) (from ALRIS land management) 9. Forest Wetlands – All forested wetlands (from SWReGAP vegetation data) 10. Topographic Slope – Slope of less than 40% (from National Elevation Dataset) Resource Threats 11. Insect Damage Threats – Bark Beetle impact aerial detections over 5 year period buffered by 800 meter /~ ½ mile (from USDA FS aerial survey data 2001 to 2005) 12. Risk of Development – Large projected growth areas by census block (from US Census Bureau, AZ Demographer ‟ s O f f i c e , a n d i n t e r n a l m o d e l i n g ) 13. Wildfire Assessment – Areas of highest threat from wildfire (from Arizona Wildland Urban Interface Assessment, 2003) Additional Layer for Arizona 14. Priority Forest Type – Areas of highest forest priority due to timber resources, increased wildfire risk, and high recreational value (SWReGAP, and Forest Inventory Analysis) Page 8 Arizona Forest Stewardship Spatial Analysis Project – Summary Report Data Layer Weighting Process To implement the suitability model, each of the individual component layers needed to be weighted, as not all layers within the analysis are equally important to forest stewardship suitability. In effect, the weighting skews the suitability analysis in favor of layers with greater importance. In Arizona, the threat of wildfire has become the resource issue of highest importance. Insect threats, human development, riparian areas, animal habitats, and water issues are also very influential when determining stewardship suitability in the state. The percent influence for each of the layers in Arizona was determined from both the strategic priorities of stakeholders (such as the Forestry Division and AFSC), and resource issues of current importance to the state (such as wildfire or the recent bark beetle epidemics.) Once the percent influence for each layer was determined, the layers were analyzed using a weighted overlay, and the results were classified using a Natural Breaks method. The Natural Breaks classification is a method of manual data classification that seeks to partition data into classes based on natural groups in the data distribution. Natural breaks occur in the data distribution histogram at the low points of valleys. Breaks are assigned in the order of the size of the valleys, with the largest valley being assigned the first natural break. The final analysis returned values between '0' and '1', with the highest value reaching 0.95. Values less than 0.189 are classified as low stewardship potential, values between 0.189 and 0.42 have a moderate stewardship potential, and values between 0.421 and 0.95 are classified as high stewardship potential. Arizona Data Layer Weights: Resource Threats Weight Decimal Weight Wildfire Hazard Insect Damage Threats Risk of Development 20% 15% 10% (.20) (.15) (.10) Resource Richness Weight Decimal Weight 10% 10% 10% 10% 5% 2% 2% 2% 2% 2% (.10) (.10) (.10) (.10) (.05) (.02) (.02) (.02) (.02) (.02) Riparian Areas Priority Watersheds Priority Habitats Forest Lands Priority Forest Type Slope Public Water Supplies Proximity to Public Lands Forest Patch Size Forested Wetlands Arizona Forest Stewardship Spatial Analysis Project – Summary Report Page 9 Page 10 Arizona Forest Stewardship Spatial Analysis Project – Summary Report Wildfire Hazard Insect Damage Threats Risk of Development Riparian Areas Priority Watersheds Priority Habitats Forest Lands Priority Forest Type Slope Public Water Supplies Arizona Analysis Layers Used for the Suitability Analysis Proximity to Public Lands Forest Patch Size Forested Wetlands Analysis Mask Model Results T h e s t a t e w i d e l a y e r a n a l y s i s p r o d u c e d c e l l v a l u e s b e t w e e n „ 0 ‟ a n d 0 . 9 5 . A t o t a l o f 2 9 , 5 0 9 , 3 1 5 100-meter cells were evaluated statewide. There are a total of 16,326,798 100-meter cells of eligible lands. Of those cells – 21,826 p r o d u c e d a „ 0 ‟ v a l u e , i n d i c a t i n g t h a t 5 3 , 9 3 3 a c r e s o f l a n d in the state do not match any of the prioritized criteria. A Natural Breaks classification was used to determine High, Moderate, and Low values as follows: Table 1: Stewardship potential cell values Stewardship Potential Cell Values Cell Count Reclassified Low 0.00 – 0.18 9,407,533 1 Moderate 0.189 – 0.42 4,443,285 2 High 0.421 – 0.95 2,475,980 3 The statewide analysis was filtered using the Analysis Mask to eliminate the ineligible lands and r e m a i n i n g c e l l s w e r e r e c l a s s i f i e d i n t o a n i n t e g e r g r i d w i t h v a l u e s o f „ 1 ‟ , „ 2 ‟ , a n d „ 3 ‟ t o r e p r e s e n t Low, Moderate, and High stewardship potential. Table 2: Stewardship Eligible Lands in Arizona Stewardship Capable Lands Stewardship Potential Forest Non-Forest Total Acres % of total Forest Acres % of total non-Forest Acres % of Total High 5,115,900 53.50% 1,002,242 3.26% 6,118,142 15.17% Moderate 3,459,869 36.18% 7,519,729 24.43% 10,979,598 27.21% Low 986,062 10.31% 22,260,461 72.32% 23,246,523 57.62% Total: 9,561,831 30,782,432 40,344,263 Table 3: Stewardship Potential acres in Arizona Total: Stewardship Potential Low Medium High Forested Non-Forested Combined 23,246,523 10,979,598 6,118,142 9,561,831 30,782,432 40,344,263 Stewardship Plan Acres: 43,110 99,900 29,855 93,218 79,647 172,865 Stewardship Plan Acres vs. Stewardship Capable Acres (%): 0.19% 0.91% 0.49% 0.97% 0.26% 0.43% Acres Capable of Stewardship: Arizona Forest Stewardship Spatial Analysis Project – Summary Report Page 13 Existing Landowner Forest Stewardship Plans The second main component of the Spatial Analysis Project was the collection and digitizing of existing landowner forest stewardship plans. For Arizona, this process proved to be the most time-consuming since all records were created from scratch. Stewardship plan information was not centrally located and each of the Forestry Division districts was visited to collect the necessary information. Collection from each district was time consuming because every office had a different method of filing and organizing plan information. Another hurdle faced in data collection was inadequate plan information. On plans created at the beginning of the stewardship program maps sometimes had been misplaced and we had to work with the Service Foresters to recreate the maps from scratch. We have been able to map 200 plans as of September 30, 2006. The mapped acres vary slightly from reported plan acres because of errors in creating map features and other introduced modeling errors due to map scale. Page 14 Arizona Forest Stewardship Spatial Analysis Project – Summary Report Implementation and Future Use The initial analysis generated by the Arizona SAP, at a statewide-scale, will be meaningful in steering efforts into regions of highest priority and will be used by the Forestry Division in directing limited resources. The analysis at this scale is not ideal for identifying stewardship potential on small, individual parcels of land. There may be factors at a local scale, which necessitate or prohibit implementation of a specific LFSP or specific activities. I n a d d i t i o n , f o r A r i z o n a ‟ s FSP to have continued strategic delivery, data must be updated as better information becomes available and new LFSPs are completed or modified. The versatility of the model allows for modification over time as agency priorities and resources change and this will necessitate ongoing adjustments. We will continue to work with stakeholders and Forestry Division personnel to improve the quality and timeliness of data used in the analysis layers as well as development of more detailed information on active LFSP. We are currently aware of several data sets being developed for Arizona and will continue to monitor progress and availability of these and other potentially useful data. Some of the anticipated data sets include: Population Growth – predictions from the Arizona State Demographer’ s Office Priority Watersheds – 6th Level NRCS HUC boundaries Forest Health Threats – USDA FS Risk Maps for Insect and Disease Damage Overall, the analysis has helped the Forestry Division identify ongoing issues that will require additional discussion and investigation: The analysis maps have identified high Forest Stewardship potential for a substantial amount of A r i z o n a ‟ s v a s t t r i b a l l a n d s . While many of these lands are managed as industrial forestland by the tribes, the remainder are eligible for assistance through the FSP. To date, efforts to provide assistance on tribal forestlands have met with limited success; however, a substantial increase in dedicated funding and staffing would improve the effectiveness of those efforts. This issue will prove to be an ongoing challenge for the Forestry Division, AFSC, and our national partners. Technical skills of Forestry Division field personnel will need improvement over time to enable continued accurate mapping of project activities and to ensure supply of current information to Forestry Division and USDA Forest Service databases. This may require development of ongoing training activities, standardized procedures, and related resource materials, but in the long term would greatly benefit the FSP and many other programs. Resolution of these and other issues will be dependent upon ongoing availability and allocation of resources, which are already committed to other high priority activities. Serious commitment to new activities without abandonment of important current priorities may prove to be an extremely difficult, or impossible, decision. Arizona Forest Stewardship Spatial Analysis Project – Summary Report Page 15 Page 16 Arizona Forest Stewardship Spatial Analysis Project – Summary Report Part 2 - Final Map Results Completion of the Spatial Analysis Project requires the initial suitability analysis, mapping of existing plans, and a series of seven maps with their own analysis and statistics. There are three groups of maps. The first series contains the results of the model analysis, the results with existing LFSP, and a regional map. The second series of maps stratifies the results into forested areas and non-forested areas. The last series of maps looks at Resource Richness and Resource Threats. Once the maps were finished, they were exported as PDF files for easier viewing, printing, and distribution Note: The maps are numbered as requested by the USDA Forest Service, but are not in numerical order in this report. They are grouped here by theme. Analysis Results Map #1: Potential for Forest Stewardship Program Benefits This displays the statewide suitability analysis. Accompanying the map is a table comparing each level of stewardship potential with total stewardship capable lands. Map #2: Potential for Forest Stewardship Program Benefits and Existing Stewardship Plans This map is similar to Map #1, with the addition of existing landowner forest stewardship plans. Map #7: Stewardship Potential on Forested vs. Non-Forested Lands and Existing Stewardship Plans for the Pinetop-Lakeside Area This example o f o n e o f A r i z o n a ‟ s r e g i o n a l m a p s j u x t a p o s e s f o r e s t e d a n d n o n -forested stewardship potential. It is overlaid with existing landowner forest stewardship plan locations. The forested stewardship potential retains the green color scale while the nonforested areas receive a yellow-brown color scale. The map shows stewardship potential in detail for the Pinetop-Lakeside area. Other data layers such as roads, rivers, lakes, and municipal areas were added to the map for a clearer understanding. Production of more r e g i o n a l a n d a r e a m a p s b y A r i z o n a ‟ s O f f i c e o f t h e S t a t e F o r e s t e r w i l l p r o v e t o b e beneficial in work planning and prioritizing. Arizona Forest Stewardship Spatial Analysis Project – Final Map Results Page 17 Forest vs. Non-Forest Map #3: Forest Stewardship Potential on Private Forest Lands and Existing Stewardship Plans This map looks at stewardship potential only on private forestland. It is overlaid with existing landowner forest stewardship plan locations. Map #6: Forest Stewardship Program Potential on Non-Forested Lands and Existing Stewardship Plans This map displays forest stewardship potential on stewardship capable lands that are not forested. It is also overlaid with existing landowner forest stewardship plan locations. Resource Potential Map #4: Forest Stewardship Potential Resource Richness The resource richness map displays an aggregate of the ten resource potential data themes. Arizona added these ten layers together using their relative weights, totaling 55%, assigned in the suitability analysis. The analysis was filtered using the Analysis Mask to eliminate the ineligible lands and remaining cells were reclassified into an i n t e g e r g r i d w i t h v a l u e s o f „ 1 ‟ , „ 2 ‟ , a n d „ 3 ‟ t o r e p r e s e n t L o w , M o d e r a t e , a n d H i g h stewardship potential. Map #5: Forest Stewardship Potential Resource Threats The resource threats map is an aggregate of the three resource threat data themes. Again, Arizona kept the relative weights of each and classified the data using the same method as Map #4. Page 18 Arizona Forest Stewardship Spatial Analysis Project – Final Map Results 1 Potential for Forest Stewardship Program Benefits -ArizonaStewardship Potential Areas without Stewardship Eligibility Low Medium High 0 Stewardship Potential High Moderate Low Total: Acres 12.5 25 3,459,869 986,062 75 100 Miles ³ Stewardship Capable Lands Forest 5,115,900 50 Non-Forest Total % of total Forest Acres % of total non-Forest Acres % of Total 53.50% 1,002,242 3.26% 6,118,142 15.17% 36.18% 10.31% 9,561,831 7,519,729 24.43% 10,979,598 27.21% 22,260,461 72.32% 23,246,523 57.62% 30,782,432 40,344,263 Weighting Scheme by Layer: 20% 15% 10% 10% 10% 10% 10% 5% 2% 2% 2% 2% 2% Wildfire Hazard Insect Damage Risk of Development Riparian Areas Priority Watersheds Priority Habitats Forest Lands Priority Forest Type Slope Public Water Supplies Proximity to Public Lands Forest Patch Size Forested Wetlands MAP NOTES: Date: September 2006 Datalayer: rc_state_mask File name: AZFinal1.mxd Map by: Eric Kenney, GIS Database Coordinator, OSF GIS CONTACT INFORMATION: Office of the State Forester Arizona State Land Department, 1110 W Washington St., Suite 100 Phoenix, Arizona 85007 (602) 771-1400 Projection: NAD 1983 HARN UTM ZONE 12N 2 Potential for Forest Stewardship Program Benefits and Existing Stewardship Plans -ArizonaStewardship Potential Medium High 0 Stewardship Potential High Moderate Low Total: Acres 12.5 25 ³ Stewardship Plans Areas without Stewardship Eligibility Low 50 75 100 Miles Stewardship Capable Lands Forest Non-Forest % of total Forest Total Acres % of total non-Forest Acres 3.26% 6,118,142 15.17% 57.62% 5,115,900 53.50% 1,002,242 7,519,729 24.43% 10,979,598 986,062 10.31% 22,260,461 72.32% 23,246,523 3,459,869 9,561,831 36.18% 30,782,432 40,344,263 Stewardship Potential Total: Low Medium High 43,110 99,900 29,855 172,865 0.19% 0.91% 0.49% 0.43% Acres Capable of 23,246,523 10,979,598 6,118,142 40,344,263 Stewardship: Stewardship Plan (acres): Stew.Plan vs. Acres Capable of Stewardship (%): MAP NOTES: Date: September 2006 Datalayer: rc_state_mask File name: AZFinal2.mxd Map by: Eric Kenney, GIS Database Coordinator, OSF GIS CONTACT INFORMATION: Office of the State Forester Arizona State Land Department, 1110 W Washington St., Suite 100 Phoenix, Arizona 85007 (602) 771-1400 Projection: NAD 1983 HARN UTM ZONE 12N % of Total 27.21% 7 ¹ ? Ä ? v I ¦ I v I SHOW LOW ô ? v I SPRINGERVILLE PINETOP-LAKESIDE v I APACHE COUNTY EAGAR ô ? NAVAJO COUNTY b ? g ? ø ? ¦ I õ ? Forest Stewardship Potential on Forested vs. Non-Forested Lands and Existing Stewardship Plans -Arizona (Pinetop-Lakeside Area)- GILA COUNTY Stewardship Potential for: Private Forest Low Non-Forest Low Medium Á ? Medium High 2.5 1.25 Other Map Items: Stewardship Plans Areas Without Stewardship Eligibility Municipalities High 0 2.5 5 7.5 Miles MAP NOTES: Date: September 2006 Datalayer: state_for/state_nf File name: AZFinal7.mxd Map by: Eric Kenney, GIS Database Coordinator, OSF GIS ³ CONTACT INFORMATION: Office of the State Forester Arizona State Land Department, 1110 W Washington St., Suite 100 Phoenix, Arizona 85007 (602) 771-1400 Projection: NAD 1983 HARN UTM ZONE 12N ¥ I 3 Forest Stewardship Potential on Private Forest Lands and Existing Stewardship Plans -ArizonaStewardship Potential All Forests Medium High 0 12.5 25 ³ Stewardship Plans Low Non-Forest 50 75 100 Miles Private Forest Lands Stewardship Potential Acres Capable of Stewardship: Stewardship Plan (acres): Stew.Plan vs. Acres Capable of Stewardship (%): Low 986,062 Medium High Total: 3,459,869 5,115,900 9,561,831 10,462 56,281 26,475 93,218 1.06% 1.63% 0.52% 0.97% Forest Classifications (MRLC): - Deciduous Forest - S023 - Evergreen Forest - S039, S040, S051, S035, S111, S112, S032, S034, S028, S030, S025, S038, S036 - Woody Wetlands - S093, S094, S097, S098, D04 ('S' Codes are from SWReGAP data) MAP NOTES: Date: September 2006 Datalayer: rc_state_f File name: AZFinal3.mxd Map by: Eric Kenney, GIS Database Coordinator, OSF GIS CONTACT INFORMATION: Office of the State Forester Arizona State Land Department, 1110 W Washington St., Suite 100 Phoenix, Arizona 85007 (602) 771-1400 Projection: NAD 1983 HARN UTM ZONE 12N 6 Forest Stewardship Potential on Non-Forested Lands and Existing Stewardship Plans -ArizonaStewardship Potential Private Forest Areas Without Stewardship Eligibility Medium High 0 12.5 25 ³ Stewardship Plans Low 50 75 100 Miles Non-Forested Lands Stewardship Potential Total: Low Medium High 32,648 43,619 3,380 79,647 0.15% 0.58% 0.34% 0.26% Acres Capable of 22,260,461 7,519,729 1,002,242 30,782,432 Stewardship: Stewardship Plan (acres): Stew.Plan vs. Acres Capable of Stewardship (%): Non-Forest Classifications (MRLC) - Barren Lands - Scrub - Grassland/Herbaceous - Emergent Herbaceous Wetland - Altered or Distubed Land Cover - Developed and Agriculture Cover - Other Cover ('S' Codes from SWReGAP data are available in Appendix B) MAP NOTES: Date: September 2006 Datalayer: rc_state_nf File name: AZFinal6.mxd Map by: Eric Kenney, GIS Database Coordinator, OSF GIS CONTACT INFORMATION: Office of the State Forester Arizona State Land Department, 1110 W Washington St., Suite 100 Phoenix, Arizona 85007 (602) 771-1400 Projection: NAD 1983 HARN UTM ZONE 12N 4 Forest Stewardship Potential Resource Richness -ArizonaResource Richness Non-Mask, Non-Resource Areas without Stewardship Eligibility Low Medium High 0 12.5 25 50 75 100 Miles ³ Includes Forest Stewardship Spatial Analysis Data Layers - Forest Lands - Forest Patch Size - Forested Wetlands - Priority Forest Lands - Priority Habitats - Priority Watersheds - Proximity to Public Lands - Public Water Supplies - Riparian Areas - Slope MAP NOTES: Date: September 2006 Datalayer: rc_richness File name: AZFinal4.mxd Map by: Eric Kenney, GIS Database Coordinator, OSF GIS CONTACT INFORMATION: Office of the State Forester Arizona State Land Department, 1110 W Washington St., Suite 100 Phoenix, Arizona 85007 (602) 771-1400 Projection: NAD 1983 HARN UTM ZONE 12N 5 Forest Stewardship Potential Resource Threats -ArizonaResource Threats Non-Mask, Non-Threat Areas without Stewardship Eligibility Low Medium High 0 12.5 25 50 75 100 Miles ³ Includes Forest Stewardship Spatial Analysis Data Layers - Insect Damage Threats - Risk of Development - Wildfire Hazard MAP NOTES: Date: September 2006 Datalayer: rc_threats File name: AZFinal5.mxd Map by: Eric Kenney, GIS Database Coordinator, OSF GIS CONTACT INFORMATION: Office of the State Forester Arizona State Land Department, 1110 W Washington St., Suite 100 Phoenix, Arizona 85007 (602) 771-1400 Projection: NAD 1983 HARN UTM ZONE 12N Part 3 – Methodology Report The methodology report describes the completion of the Spatial Analysis Project analysis from a technical perspective. The following information will be helpful to those wishing to recreate the Arizona results or use similar techniques for other analysis. Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Page 33 Page 34 Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Model Builder Arizona used ESRI ArcGIS 9.1 SP2 (ArcInfo License) Model Builder on a Windows XP Professional PC platform to model and run each of the analysis steps. Two main models were created, the first for the Analysis Mask, the second for the overlay analysis. There are nine additional models used by the overlay analysis as tools to create individual data layers. Some of the processes performed to prepare the data for usage in the Model Builder were performed using various geoprocessing tools in ArcMap. This was particularly the case for the Priority Watersheds and Public Water Supplies layers due to their complexity. Model Builder Environment Settings For the Model in Model Builder, certain Environment Settings had to be set to produce the correct spatial extent and coordinate system. Under Model, select Model Properties and the analysis properties will be displayed for the current model. The following steps were used to run the model statewide. Select the check boxes for Current Workspace, Output Coordinate System, and Output Extent under General Settings and check Cell Size and Mask under Raster Analysis Settings. Click on the Values Button and the Environment Settings box will appear. In this box set the Output Coordinate System and Output Extent to the state or region being modeled. Set the Raster Analysis Settings to Same a s D a t a s e t “ S t a t e M a s k ” which is created by rasterizing a state boundary data layer. Using this mask will force the analysis to occur statewide. The “ A n a l y s i s M a s k ” i s u s e d i n the last step of the model to create the final output layer. Note: Though other states limited the area of analysis using the analysis mask, in Arizona, the analysis was completed statewide and the results were then filtered utilizing the mask. Figure 1 Model Builder Environment Settings Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Page 35 Data Layer Development To organize the layers for the analysis, Arizona developed a personal Geodatabase containing all of the data layers. A custom toolbox was added to the Geodatabase that contained the models for analysis. All of the analysis elements were then created within the folder containing that Geodatabase. Organizing the data in this manner allowed for easy sharing of the data, since all of the analysis, map documents, and workspace were contained within one folder. Metadata was produced for the final 13 layers used in the suitability analysis, the resource richness layers, the resource threats layers, and the stewardship potential layer using FGDC standards. Analysis Mask: 1. Eligible Lands The analysis mask identifies those cells within the analysis extent that are considered for stewardship potential. Although other states used the analysis mask to determine processing on selected locations, Arizona decided to run a statewide analysis, and then apply the analysis mask afterward to eliminate the ineligible lands. For the purpose of the SAP analysis, the mask included all areas that are not barren lands, public ownership, and open water. The mask was created by combining a grid of Southwest Regional GAP (SWReGAP) suitable areas and a grid of land management from Arizona Land Resource Information System (ALRIS). The SWReGAP values of S002, S006, S010, S011, S012, S013, S014, S015, S016, S017, S018, S019, S021, S022, N11, and N31 (see Appendix B for SWReGAP definitions) received a NoData value and the remaining SWReGAP values received a „ 0‟ . Private, state trust, and tribal lands in the grid receive a value of „ 0 ‟ . When the rasters are combined using the Weighted Overlay tool, the mask is produced. Final Grid name=AnalysisMask Figure 2 Analysis Mask Model Page 36 Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Resource Richness 1. Riparian Areas - The riparian zone dataset is created by using the SWReGAP values of S091, S093, S094, S097, S098, and D04. Final grid name = rc_riparian Figure 3 Riparian Areas Model 2. Priority Watersheds – Priority Watersheds in Arizona were determined using the perennial streams data from The Nature Conservancy (TNC) Freshwater Assessment. Fifth level hydrological units (5th Level, 10 digits, HUCs) from Natural Resources Conservation Service (NRCS) were classified based on the presence of a perennial stream. The shapefile was then converted to raster and reclassified to a ‘1’, ‘0’ scale. HUCs with a perennial stream received a ‘1’, while those units without any perennial stream received a ‘0’. Final grid name= rc_prtyws10 3. Priority Habitat – Special Status Species quarter-quad (SSS4Q) level information was collected from the Arizona Natural Heritage Program. EcoRegional Assessment (ERA) information was collected from The Nature Conservancy (TNC). We selected and exported the Quarter-Quads that had an Endangered Species Act (USESA) code of 'LT', 'LE', 'PT', or 'C' or an Element Occurrence (EORANK) of 'A', 'A?', 'AB', 'AC', 'B', 'B?', 'BC', 'BD', 'C', 'C?', 'CD', 'D', 'D?', or 'E'. Using the ERASE tool, we eliminated SSS4Q data coincident with the ERA data, and then used the UNION tool to combine the two layers. These data were converted to a grid with occurrence areas receiving a value of ‘1’ and other areas receiving a value of ‘0’. Final grid name = rc_prtyhab Figure 4 Priority Habitats Model Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Page 37 4. Forest Patch Size – To create the dataset, larger contiguous patches of forest need to be isolated and patches below the size threshold need to be removed. The patch size threshold for analysis was set at 100 acres or 404,686 m2 (square map units). Forested values in the SWReGAP dataset were selected (S023, S025, S028, S030, S032, S034, S035, S036, S038, S039, S040, S051, S093, S094, S097, S098, S111, S112, and D04), then a buffered (100ft.) road layer from ALRIS was subtracted from the forested areas to create a layer of forest patches. The patches were classified by size using the Region Group and the Zonal Geometry tool. Patches over 100 acres were extracted using the Extract by Attributes tool. Because of the 100-meter cell size used in the analysis, the road layer became fragmented and as a result w o u l d n o t „ p u n c h t h r o u g h ‟ t h e f o r e s t e d l a y e r and this created invalid areas of forest. To overcome this problem, a 25-meter cell size was used to create the road raster. Then the road grid was expanded one cell to fill in the roads, allowing them fully to punch through the forested areas and to remove the invalid forest areas. This increased the road buffer by an amount of 25 meters. Final grid name = rc_ac_patch Figure 5 Forest Patch Size Model Page 38 Arizona Forest Stewardship Spatial Analysis Project – Methodology Report 5. Public Water Supply – We identified and digitized a point feature class of the location of major retention dams from the Bureau of Reclamation using the Geographic Names Information System (GNIS) feature class from USGS. Then using a streams feature class from ALRIS, we selected first and second order streams that are upstream from those dams. We classified 5th Level Hydrologic Unit Codes (HUC), from the Natural Resource Conservation Service (NRCS), to a v a l u e o f „ 1 ‟ i f a s e l e c t e d s t r e a m w a s p r e s e n t o r a value of „ 0 ‟ i f a s t r e a m w a s n o t p r e s e n t . T h e H U C p o l y g o n s were then converted to a grid based on the stream classification. We then added a Well Protection Area layer provided from Arizona Department of Environmental Quality (ADEQ) to create a final Public Water Supply layer. Final grid name = rc_pubwater Figure 6 Public Water Supply Model 6. Forested Lands – We selected the values of S023, S025, S028, S030, S032, S034, S035, S036, S038, S039, S040, S051, S093, S094, S097, S098, S111, S112, and D04 from SWReGAP data. Final grid name = rc_priv_for 7. Proximity to Public Lands – An 800-meter (~ ½ mile) buffer of public lands was created to locate private lands in proximity to public lands. Using an Arizona ownership dataset produced by ALRIS, all lands were selected that were not public where CATEGORY is equal to 'BLM', 'Forest', 'Military', 'Natl. Parks', 'Other', 'Wildlife'. Since we ran the analysis statewide, we did not encounter problems other states did where they needed to over-ride the analysis mask in the model settings. Final grid name = rcpub_land_ex Figure 7 Proximity to Public Lands Model Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Page 39 8. Forested Wetlands – The data for forested wetlands came from SWReGAP vegetation information using the values S093, S094, and S097. Final grid name = rc_wetlands 9. Slope – A Digital Elevation Model (DEM) of Arizona from USGS was used to create the percent slope layer in the analysis. This grid was then reclassified to a value of „ 1‟ for slope less than or equal to 40% and „ 0‟ for all cells with a slope of greater than 40%. The slope classification of 40% or less was determined to be the reasonable range of operability (for mechanical harvesting) in Arizona. Final grid name = rc_per_slpe Figure 8 Slope Model Page 40 Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Resource Threats 10. Insect Damage Threats – Using the USDA FS Forest Health Aerial Survey information from 2001 - 2005, DCA1 codes of 11000, 11002, 11006, 11007, 11009, 11019, 11030, 11035, and 11055 were selected to isolate areas of bark beetle activity. The identified areas were buffered outward by 800 meters (~ ½ mile). This information was then converted to a grid. Final grid name= rc_insectdam Figure 9 Insect Damage Model 11. Risk of Development – We started with 2000 U.S. Census Block Groups population totals for the entire state, then calculated population density of persons per square kilometer. We categorized all census block groups with <100 persons/ km2 as „ Rural‟ , between 100 and 193 persons/ km2 as „ E xurban‟ , between 193 and 386 persons/ km2 as „ S uburban‟ and >386 persons/ km2 as „ U rban‟ . Using countywide population predictions f r o m t h e A r i z o n a S t a t e D e m o g r a p h e r ‟ s O f f i c e , we calculated predicted population change between 2000 and 2020. Using the 2000 to 2020 percent-change determined for each county, we projected calculated population growth for each census block group within that county using that county value. For the SAP analysis, 2000 density projections were subtracted from the 2020 density to determine areas under pressure from development. If a census block group positively increased from one classification to another it was considered an area at risk of development. Lastly, the raster was reclassified so areas of risk return a value of '1' while other areas return a '0' value. Final grid name = rc_pop_den Classification Methodology: Based on the U.S. Census classification of urban and rural, a n d c l a s s i f i c a t i o n s f r o m “ Vegetation and Population Density in Urban and Suburban Areas in the U.S.A ” ( P o z z i , 2 0 0 2 ) a t t h e S o c i o e c o n o m i c D a t a a n d A p p l i c a t i o n s C e n t e r a t Columbia University, we reclassified the data into four categories. The US Census Bureau defines an urban area as: "Core census block groups or blocks that have a population density of at least 1,000 people per square mile (386 per square kilometer) and surrounding census blocks that have an overall density of at least 500 people per square mile (193 per square kilometer)." Pozzi “ considers suburban areas to be those with population densities between 100 and 10,000 persons/km2. ” Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Page 41 Figure 10 Risk of Development Model 12. Wildfire Assessment – The wildfire assessment layer was created by combining two wildfire hazard layers created by the 2003 Arizona Wildland Urban Interface Assessment from Arizona Interagency Coordination Group (AICG). We used the Land Hazard layer that did not take into account Wildland Urban Interface (WUI) and a second layer that did include the WUI. We reclassified values of 9-15 for the both l a y e r s t o a v a l u e o f „ 1 ‟ a n d a l l o t h e r v a l u e s a s „ 0 ‟ . We then added the layers together and everything with a v a l u e o f „ 1 ‟ o r „ 2 ‟ w a s r e c l a s s i f i e d t o „ 1 ‟ a n d a l l t h e v a l u e s o f „ 0 ‟ r e m a i n e d t h e s a m e . Final grid name = rc_wf_haz Figure 11 Wildfire Assessment Model Additional Layer for Arizona: 13. Priority Forest Type – We selected the values of S023, S025, S028, S030, S032, S034, S035, S036, and S111 and classified those cells t o a v a l u e o f „ 1 ‟ a n d a l l o t h e r cells to value of „ 0 ‟ from SWReGAP data. Final grid name = rc_forclass Forest Stewardship Plans: 14. The first step in digitizing stewardship plans for the SAP was to determine how they would be stored. Arizona decided to store the data in the personal Geodatabase that is a downloadable version of the Web-DET application. Once the Geodatabase was designed, stewardship plan boundaries were either heads-up digitized from the stewardship plan topographic map and a corresponding topographic Digital Raster Graphic (DRG) or they were copied from existing county parcel data and pasted into the Geodatabase. Once the plan boundary was digitized, specific plan information was entered manually into various Web-DET tables – PLAN INFORMATION, PROPERTY ADDRESS, and PROPERTY OWNER. Additional tables are available to track treatment information and additional property/plan information. Page 42 Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Overlay Analysis Model Figure 12 Overlay Analysis Model Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Page 43 Page 44 Arizona Forest Stewardship Spatial Analysis Project – Methodology Report Appendices Appendix A: FSP Spatial Analysis Project Concept Paper 47 Appendix B: Activity Codes 55 Appendix C: GIS Data Resources 63 Arizona Forest Stewardship Spatial Analysis Project – Appendix A Page 45 Page 46 Arizona Forest Stewardship Spatial Analysis Project – Appendix A Appendix A: FSP Spatial Analysis Project Concept Paper Arizona Forest Stewardship Spatial Analysis Project – Appendix A Page 47 Page 48 Arizona Forest Stewardship Spatial Analysis Project – Appendix A Fiscal Year 2004 Forest Stewardship Program Spatial Analysis Project Capturing impact, establishing baseline, and focusing future efforts through spatial analysis “We can’t know where we’re going until we know where we are.” Background Established through the 1990 Farm Bill, the Forest Stewardship Program (FSP) encourages private forest landowners to manage their lands using professionally prepared forest stewardship plans. These plans consider and integrate forest resources, including timber, wildlife and fish, water, aesthetics, and all associated resources to meet landowner objectives. Nationally, the FSP has been successful in meeting the intent of the program; more than 25 million acres of private forests have been placed under professional forestry management. Issue Since its inception, the FSP has been delivered and made available to non-industrial private forest landowners on a first-come, first-served basis. This customer-friendly approach assists landowners in improving their forest resources; however, it fails to allow assessment of the program’s full impact across the landscape. It does not take into consideration the connectivity of stewardship tracts, nor does it target landowners whose forest land has a greater need or opportunity for professional expertise and who may not have been aware of resources and programs available to them. There has been no standard or consistent way to assess the impact that stewardship plans have had on the forest resource as a whole, or in addressing regionally or nationally significant resource issues. Given limited program resources and a demand that exceeds program capacity, FSP coordinators and managers increasingly need to address accountability for results on the ground, assuring the Nation’s taxpayers that program implementation is efficient and effective, and positively affects forest resources. After over a decade of implementation, it is timely to evaluate the impact the Forest Stewardship Program has had on the landscape and position the program to be strategically implemented to more effectively address critical resource management needs in the future, while meeting landowner objectives. The Project What: The FSP Spatial Analysis Project (SAP) provides participating States a consistent methodology (while offering them the ability to customize it according to State conditions) to spatially display: • Important forest lands (rich in natural resources, vulnerable to threat, or both); • Existing stewardship tracts (properties under stewardship plans); and • Areas of opportunity to focus future FSP efforts (stewardship potential). The SAP addresses the following questions, as they relate to the FSP: 1. Where are the State’s stewardship tracts? 2. Where are the priority lands (those lands of highest potential to benefit from the FSP)? 3. How do the State’s stewardship tracts and priority lands overlap (or not)? 4. Where should greater FSP efforts be considered in the future? 5. What has been the impact of FSP efforts on priority lands and other forest lands? Why: The SAP responds to the issues identified above by: • Assessing program effectiveness in serving State-identified critical resource management needs; • Creating geo-referenced, spatial data displaying stewardship tracts relative to FSP potential; • Relating factors such as stewardship practices completed and resource condition to help determine future practices that might be most effective in addressing critical needs based on the site-specific resource condition; and • Providing tools that help States focus future FSP efforts to effectively and efficiently address critical forest resource issues. FSP Spatial Analysis Project Concept Paper, FY 2004 Who: The SAP involves each participating State’s geographic information system (GIS) staff and FSP coordinator in cooperation with the State Stewardship Coordinating Committee, and USDA Forest Service (FS) resource and GIS specialists. How: There are three major components to the FSP Spatial Analysis Project: 1. Development of a historic stewardship plan database and associated geo-referenced map of existing stewardship plans in the State, to be maintained on an ongoing basis following initial project completion. 2. Development of a statewide assessment of important forest lands incorporating spatial and tabular display of natural resource data critical to the sustainability of forest resources and the risks or vulnerabilities facing those resources. 3. Analysis of the location of lands currently under stewardship plans and how they relate to the important forest lands in the State, and assessment of how the State intends to use the results of the SAP to guide future FSP activities in conjunction with other assistance programs available to nonindustrial private forest landowners (figure 1). Figure 1. Overall design of the FSP Spatial Analysis Project, Connecticut When (and How Much!): The SAP is entirely voluntary, driven by both State interest and readiness, and Forest Service and State funding capabilities. As a project within FSP, it is cost-shared with participating States. The total funding amount is determined, negotiated, and mutually agreed upon by each State and the Forest Service. On a regular basis, as funding permits, FS managers will invite another “tier” of States into the SAP. To date, four States served by the Northeastern Area, State and Private Forestry (Connecticut, Maryland, Massachusetts, and Missouri) have pilot tested the SAP and have draft results. Based on these results and intended next steps, the Forest Service is launching the next tier of States during Fiscal Year 2004 – five additional States in the northeastern United States, and three western States. Details Stewardship Plan Data Layer: There are two parts to the stewardship plan data layer. Collaboratively, FS database managers and project team members from the four pilot States developed the FS-designed Microsoft Access database structure. This tabular database includes stewardship plan date and location, tract size, pertinent resource information (e.g., linear stream length, other resources), pertinent management information (e.g., conservation easement, tax program, tree farm), planned forestry activities and associated practices, and implemented practices and date accomplished. No confidential information is included in this tabular database, although the participating State may choose to link the database to a more detailed database housed entirely and solely by the State. The geo-referenced, spatial database is linked to the tabular database by case number and shows locations of all stewardship tracts in the State. The preferred method is to display stewardship tracts as geo-referenced polygonal shape files; however, tract location by center point (centroid) is minimally acceptable. The stewardship plan data layer is prepared at a minimum scale of 1:100,000. -2- FSP Spatial Analysis Project Concept Paper, FY 2004 This portion of the SAP project is highly labor intensive, considering that FSP plans developed over the years often exist only as paper copy and must be manually entered into the electronic database, and the tract location scanned and digitized. Key Point: Once a State participates in the SAP, it is imperative to continue to enter new plans into the electronic database, lending to currency and accuracy. The Forest Service is working with the initial pilot States to develop and test a Web-based tool to allow natural resource professionals preparing the plans to enter the information once electronically, including “drawing” the tract location on Web-based available maps. This step is critical to the long-term success and utility of the SAP and will facilitate future FS reporting requirements. Statewide Assessment of Important Forest Lands: The statewide assessment focuses on current conditions to help identify the highest need or opportunity for future Forest Stewardship Program delivery. It is a composite of common data layers (table 1) determined by the pilot States and FS specialists to spatially map risks or vulnerabilities to existing forest resources, natural resources important to forest sustainability, current public forest land management, and existing stewardship plans (see discussion on geo-referenced, spatial database, page 2). The common data layer selection criteria are as follows: • The attribute (data layer) represents a strong connection to the potential benefits to be derived from the development and implementation of a forest stewardship plan. • The data source is existing and readily available at the State, regional, or national level. • The minimum standard of map scale and resolution is consistent across States. • The vulnerability or resource potential applies across the States (not solely a single-State concern). Table 1. SAP Common Data Layers Data Layer Source* Scale Wildfire assessment Grid analysis on landcover and DEM 30 meter Forest patches MRLC TM 30 meter Proximity to public land CT DEP—public, Federal, and municipal lands 1:24000 Private forested lands MRLC and DEP 30 meter Threatened and endangered species DEP—Heritage database 1:24000 Change in households USFS, Census block data 30-meter grid Forest pests USFS 1:24000 Wetlands DEP/NRCS or USGS 1:24000 Riparian areas Derived from DEP hydro streams 1:24000 Public water supplies DEP—Aquifer protection wells and surface water quality layer 1:24000 Slope Statewide NED DEM layer, USGS 30 meter Priority watersheds HUC from USGS 1:100000 Analysis mask (urban, open water, public lands) MRLC and DEP data sets 30 meter Stewardship tracts (polygons) Digitized or town parcel data variable Stewardship tracts (centroids) Polygon script or address match variable *Source will vary by State. Connecticut sources shown as an example. In addition to the common data layers, each participating State has the opportunity to add State-specific layers that respond to or reflect conditions or resources unique to the State. Other complementing State assessment efforts, State natural resource specialist or State Stewardship Coordinating Committee recommendations, or a combination of these may drive the need for additional data layers. The State is responsible for providing rationale and metadata for these data layers in addition to the metadata for the common data layers. -3- FSP Spatial Analysis Project Concept Paper, FY 2004 A composite map with associated tabular data of all GIS common data layers, including the stewardship plan data layer, is then developed. States may choose to include the State-specific data layers on this composite map as well. Based on State Stewardship Coordinating Committee or resource specialist recommendations, the data layers may be weighted to indicate priority. The final product is a statewide map that indicates high, medium, and low potential need for development of forest stewardship plans (figure 2). Figure 2. Individual common data layers, contributing to the weighted composite, Missouri Analysis: The tabular data and accompanying composite map contribute to in-depth statewide analyses that consider how stewardship plans correspond to lands identified as having high, medium, or low potential for Forest Stewardship Program benefit. For those working with private landowners on a local level, the results of the analyses can spatially display the potential for stewardship benefit and guide efforts within a given watershed or service forester jurisdictional area. This will aid not only in plan preparation but also in implementation of the activity practices. The analysis and assessment will lead to informed recommendations, considering the resources and vulnerabilities beyond the boundaries of the tract the plan addresses. Based on where the tract is located and surrounding opportunities or challenges, the professional forester may recommend to the landowner that practices be implemented to complement the surrounding land base or to respond to the landscape surrounding the given tract. -4- FSP Spatial Analysis Project Concept Paper, FY 2004 Potential Applications Ability to show program effort in working on lands impacted by critical resource management issues in conjunction with other landowner assistance programs, not only to landowners and resource managers, but also to the lawmakers who design the programs, appropriate funds, and to whom we are ultimately accountable. Not only can Forest Stewardship Program results be quantified (in the form of number of acres and number of plans) within a State, those results can also be displayed. The Spatial Analysis Project enables resource managers to demonstrate connectivity in program efforts of plan development and how they complement other natural resource efforts and other State and Private Forestry programs. Through time, they will be able to track the accomplishment of plan-prescribed activities on given stewardship tracts. The results of this project give resource managers the capability to gather and display information according to geographic area, watershed, congressional district, county, or service area (such as district forester jurisdiction) to assess the amount and type of work completed and yet to do. Ability to ensure that new stewardship plans consider elements deemed important by the State’s Stewardship Coordinating Committee. The Forest Stewardship Program emphasizes addressing the landowner’s objectives through professional forest management. Often a forest landowner is not aware of the importance of the resources on his or her land, particularly as they relate to surrounding properties. A professional forester has an obligation to help the landowner understand the full potential and extent of the resources on the tract. With that body of information, the landowner then has the capability of making informed decisions about long- and short-term objectives. The Spatial Analysis Project provides key information concerning not only resource potential and vulnerability, but also the extent of professional management occurring around a given tract, respecting private property rights and confidential information. Landowners may find new opportunities to complement the activities already begun in a geographic area, or learn of a need to protect their tracts from a significant vulnerability such as invasive insects or fire threats. Ability to conserve and consolidate forest patch size in critical areas. In addressing a plan request backlog or as new opportunities arise to promote the Forest Stewardship Program, service and consultant foresters can build from a core base of forest land. They will be able to identify forest lands of high stewardship potential based either on richness of forest resources or on vulnerabilities, or a combination of the two. They will have enhanced information at their fingertips as they approach and work with forest landowners. Ability to more effectively allocate staff resources across the landscape. The results of this project can provide information to State forestry agency managers so they can strategically allocate staff resources throughout the State based on the greatest needs and opportunities. In a similar manner, consultant foresters have the ability to look at project results across the State, and target their professional forestry services accordingly. Further, service foresters working within their assigned areas have the ability to determine high, medium, and low needs and opportunities to help prioritize their efforts. -5- FSP Spatial Analysis Project Concept Paper, FY 2004 Project Responsibilities The Forest Service will: 1. Provide funding as mutually agreed upon by both parties, consistent with FSP guidance. 2. Provide a conceptual design of the project (concept paper) and technical oversight and support. 3. Assume responsibility for developing or adapting a consistent data structure to be used by participating States. 4. Concur with State-developed methodology and standards for digitizing stewardship tract locations. 5. Prepare a final report of participating State results, incorporating previous results from pilot States. Participating States will: 1. Establish methodology identifying stewardship plan tract location for GIS, determining and mapping components of high-risk and suitability for increased stewardship planning emphasis. 2. Collect and enter historic stewardship implementation data into the database (all plans since 1990, or the best of the State’s ability). Database elements to include, at a minimum, those core items listed on page 2 (tabular database). 3. Create a historic GIS data layer linked to the database with point data or polygonal data files of all current stewardship tracts. 4. Develop a geo-referenced, spatial dataset (ArcView-Arc/Info compatible) of existing plan location and associated attribute information. 5. Develop common data layers in compliance with those listed in table 1 (page 3). 6. Involve the State Stewardship Coordinating Committee at key decision points throughout project development. 7. Determine the need for additional State-specific data layers (either vulnerabilities or natural resources) and develop them accordingly. Consult the State Stewardship Coordinating Committee concerning the additional data layers. 8. Prepare metadata for spatial data in conformance with minimum Federal metadata standards. 9. Update the electronic stewardship plan database continually beyond project completion. Submit updates to the Forest Service annually or as prescribed. Participating States and the Forest Service will: 1. Compare stewardship tract location and implementation data with areas identified as fire and forest health risks, areas subject to rapid land use change, priority watersheds, and other factors related to critical-land identification. 2. Complete comparison of stewardship plans and historical action with strategic direction for future plan development. 3. Complete analysis, addressing key questions identified on page 1 (The Project). 4. Complete a final report for each State. Revised: 03-19-2004 -6- Appendix B: Activity Codes Southwest Regional GAP Analysis Project Land Cover Descriptions for Arizona http://earth.gis.usu.edu/swgap/ SCODE Ecological System / Land Cover Type NLCD* Barren Lands S010 Colorado Plateau Mixed Bedrock Canyon and Tableland S012 Inter-Mountain Basins Active and Stabilized Dune S015 Inter-Mountain Basins Playa S011 Inter-Mountain Basins Shale Badland S013 Inter-Mountain Basins Volcanic Rock and Cinder Land S014 Inter-Mountain Basins Wash 13 S018 North American Warm Desert Active and Stabilized Dune S017 North American Warm Desert Badland S016 North American Warm Desert Bedrock Cliff and Outcrop S021 North American Warm Desert Pavement S022 North American Warm Desert Playa S019 North American Warm Desert Volcanic Rockland S002 Rocky Mountain Alpine Bedrock and Scree S006 Rocky Mountain Cliff, Canyon and Massive Bedrock NLCD* Deciduous Forest S023 Rocky Mountain Aspen Forest and Woodland NLCD* Evergreen Forest S039 Colorado Plateau Pinyon-Juniper Woodland S040 Great Basin Pinyon-Juniper Woodland S051 Madrean Encinal S035 Madrean Pine-Oak Forest and Woodland S112 Madrean Pinyon-Juniper Woodland S111 Madrean Upper Montane Conifer-Oak Forest and Woodland S032 Rocky Mountain Dry-Mesic Montane Mixed Conifer Forest and Woodland S034 Rocky Mountain Mesic Montane Mixed Conifer Forest and Woodland S028 Rocky Mountain Subalpine Dry-Mesic Spruce-Fir Forest and Woodland S030 Rocky Mountain Subalpine Mesic Spruce-Fir Forest and Woodland S025 Rocky Mountain Subalpine-Montane Limber-Bristlecone Pine Woodland S038 Southern Rocky Mountain Pinyon-Juniper Woodland S036 Southern Rocky Mountain Ponderosa Pine Woodland Arizona Forest Stewardship Spatial Analysis Project – Appendix B Page 55 NLCD* Scrub/Scrub S058 Apacherian-Chihuahuan Mesquite Upland Scrub S062 Chihuahuan Mixed Desert and Thorn Scrub S116 Chihuahuan Mixed Salt Desert Scrub S068 Chihuahuan Stabilized Coppice Dune and Sand Flat Scrub S061 Chihuahuan Succulent Desert Scrub S059 Colorado Plateau Blackbrush-Mormon-tea Shrubland S056 Colorado Plateau Mixed Low Sagebrush Shrubland S052 Colorado Plateau Pinyon-Juniper Shrubland S053 Great Basin Semi-Desert Chaparral S054 Inter-Mountain Basins Big Sagebrush Shrubland S045 Inter-Mountain Basins Mat Saltbush Shrubland S065 Inter-Mountain Basins Mixed Salt Desert Scrub S057 Mogollon Chaparral S060 Mojave Mid-Elevation Mixed Desert Scrub S046 Rocky Mountain Gambel Oak-Mixed Montane Shrubland S069 Sonora-Mojave Creosotebush-White Bursage Desert Scrub S070 Sonora-Mojave Mixed Salt Desert Scrub S129 Sonoran Mid-Elevation Desert Scrub S063 Sonoran Paloverde-Mixed Cacti Desert Scrub S136 Southern Colorado Plateau Sand Shrubland NLCD* Grassland/Herbaceous S077 Apacherian-Chihuahuan Semi-Desert Grassland and Steppe S113 Chihuahuan Sandy Plains Semi-Desert Grassland S075 Inter-Mountain Basins Juniper Savanna S071 Inter-Mountain Basins Montane Sagebrush Steppe S090 Inter-Mountain Basins Semi-Desert Grassland S079 Inter-Mountain Basins Semi-Desert Shrub-Steppe S115 Madrean Juniper Savanna S083 Rocky Mountain Subalpine Mesic Meadow S085 Southern Rocky Mountain Montane-Subalpine Grassland NLCD* Woody Wetland S096 Inter-Mountain Basins Greasewood Flat S094 North American Warm Desert Lower Montane Riparian Woodland and Shrubland S098 North American Warm Desert Riparian Mesquite Bosque S097 North American Warm Desert Riparian Woodland and Shrubland S020 North American Warm Desert Wash S093 Rocky Mountain Lower Montane Riparian Woodland and Shrubland S091 Rocky Mountain Subalpine-Montane Riparian Shrubland NLCD* Emergent Herbaceous Wetland S100 North American Arid West Emergent Marsh S102 Rocky Mountain Alpine-Montane Wet Meadow Page 56 Arizona Forest Stewardship Spatial Analysis Project – Appendix B ALTERED OR DISTURBED LAND COVER TYPES D09 Invasive Annual and Biennial Forbland D08 Invasive Annual Grassland D06 Invasive Perennial Grassland D04 Invasive Southwest Riparian Woodland and Shrubland D02 Recently Burned D03 Recently Mined or Quarried DEVELOPED AND AGRICULTURE COVER TYPES N80 Agriculture N22 Developed, Medium - High Intensity N21 Developed, Open Space - Low Intensity OTHER COVER TYPES N31 Barren Lands, Non-specific N11 Open Water * Approximate National Land Cover Dataset (NLCD) 2001 Land Cover Class Definitions Arizona Forest Stewardship Spatial Analysis Project – Appendix B Page 57 National Land Cover Datalayer (NLCD) 2001 Classification System http://www.epa.gov/mrlc/definitions.html 10. Water - All areas of open water or permanent ice/snow cover. 11. Open Water - All areas of open water, generally with less than 25% cover of vegetation or soil. 12. Perennial Ice/Snow - All areas characterized by a perennial cover of ice and/or snow, generally greater than 25% of total cover. 20. Developed - Areas characterized by a high percentage (30 percent or greater) of constructed materials (e.g. asphalt, concrete, buildings, etc). 21. Developed, Open Space - Includes areas with a mixture of some constructed materials, but mostly vegetation in the form of lawn grasses. Impervious surfaces account for less than 20 percent of total cover. These areas most commonly include large-lot single-family housing units, parks, golf courses, and vegetation planted in developed settings for recreation, erosion control, or aesthetic purposes. 22. Developed, Low Intensity - Includes areas with a mixture of constructed materials and vegetation. Impervious surfaces account for 20-49 percent of total cover. These areas most commonly include single-family housing units. 23. Developed, Medium Intensity - Includes areas with a mixture of constructed materials and vegetation. Impervious surfaces account for 50-79 percent of the total cover. These areas most commonly include single-family housing units. 24. Developed, High Intensity - Includes highly developed areas where people reside or work in high numbers. Examples include apartment complexes, row houses and commercial/industrial. Impervious surfaces account for 80 to100 percent of the total cover. 30. Barren - Areas characterized by bare rock, gravel, sand, silt, clay, or other earthen material, with little or no "green" vegetation present regardless of its inherent ability to support life. Vegetation, if present, is more widely spaced and scrubby than that in the "green" vegetated categories; lichen cover may be extensive. 31. Barren Land (Rock/Sand/Clay) - Barren areas of bedrock, desert pavement, scarps, talus, slides, volcanic material, glacial debris, sand dunes, strip mines, gravel pits and other accumulations of earthen material. Generally, vegetation accounts for less than 15% of total cover. Page 58 Arizona Forest Stewardship Spatial Analysis Project – Appendix B 32. Unconsolidated Shore* - Unconsolidated material such as silt, sand, or gravel that is subject to inundation and redistribution due to the action of water. Characterized by substrates lacking vegetation except for pioneering plants that become established during brief periods when growing conditions are favorable. Erosion and deposition by waves and currents produce a number of landforms representing this class. 40. Forested Upland - Areas characterized by tree cover (natural or semi-natural woody vegetation, generally greater than 6 meters tall); tree canopy accounts for 25-100 percent of the cover. 41. Deciduous Forest - Areas dominated by trees generally greater than 5 meters tall, and greater than 20% of total vegetation cover. More than 75 percent of the tree species shed foliage simultaneously in response to seasonal change. 42. Evergreen Forest - Areas dominated by trees generally greater than 5 meters tall, and greater than 20% of total vegetation cover. More than 75 percent of the tree species maintain their leaves all year. Canopy is never without green foliage. 43. Mixed Forest - Areas dominated by trees generally greater than 5 meters tall, and greater than 20% of total vegetation cover. Neither deciduous nor evergreen species are greater than 75 percent of total tree cover. 50. Shrubland - Areas characterized by natural or semi-natural woody vegetation with aerial stems, generally less than 6 meters tall, with individuals or clumps not touching to interlocking. Both evergreen and deciduous species of true shrubs, young trees, and trees or shrubs that are small or stunted because of environmental conditions are included. 51. Dwarf Scrub - Alaska only areas dominated by shrubs less than 20 centimeters tall with shrub canopy typically greater than 20% of total vegetation. This type is often coassociated with grasses, sedges, herbs, and non-vascular vegetation. 52. Shrub/Scrub - Areas dominated by shrubs; less than 5 meters tall with shrub canopy typically greater than 20% of total vegetation. This class includes true shrubs, young trees in an early successional stage or trees stunted from environmental conditions. 60. Non-Natural Woody - Areas dominated by non-natural woody vegetation; non-natural woody vegetative canopy accounts for 25-100 percent of the cover. The non-natural woody classification is subject to the availability of sufficient ancillary data to differentiate non-natural woody vegetation from natural woody vegetation. 61. Orchards/Vineyards/Other - Orchards, vineyards, and other areas planted or maintained for the production of fruits, nuts, berries, or ornamentals. 70. Herbaceous Upland - Upland areas characterized by natural or semi-natural herbaceous vegetation; herbaceous vegetation accounts for 75-100 percent of the cover. Arizona Forest Stewardship Spatial Analysis Project – Appendix B Page 59 71. Grassland/Herbaceous - Areas dominated by grammanoid or herbaceous vegetation, generally greater than 80% of total vegetation. These areas are not subject to intensive management such as tilling, but can be utilized for grazing. 72. Sedge/Herbaceous - Alaska only areas dominated by sedges and forbs, generally greater than 80% of total vegetation. This type can occur with significant other grasses or other grass like plants, and includes sedge tundra, and sedge tussock tundra. 73. Lichens - Alaska only areas dominated by fruticose or foliose lichens generally greater than 80% of total vegetation. 74. Moss - Alaska only areas dominated by mosses, generally greater than 80% of total vegetation. 80. Planted/Cultivated - Areas characterized by herbaceous vegetation that has been planted or is intensively managed for the production of food, feed, or fiber; or is maintained in developed settings for specific purposes. Herbaceous vegetation accounts for 75-100 percent of the cover. 81. Pasture/Hay - Areas of grasses, legumes, or grass-legume mixtures planted for livestock grazing or the production of seed or hay crops, typically on a perennial cycle. Pasture/hay vegetation accounts for greater than 20 percent of total vegetation. 82. Cultivated Crops - Areas used for the production of annual crops, such as corn, soybeans, vegetables, tobacco, and cotton, and also perennial woody crops such as orchards and vineyards. Crop vegetation accounts for greater than 20 percent of total vegetation. This class also includes all land being actively tilled. 83. Small Grains - Areas used for the production of graminoid crops such as wheat, barley, oats, and rice. 84. Fallow - Areas used for the production of crops that do not exhibit visible vegetation as a result of being tilled in a management practice that incorporates prescribed alternation between cropping and tillage. 85. Urban/Recreational Grasses - Vegetation (primarily grasses) planted in developed settings for recreation, erosion control, or aesthetic purposes. Examples include parks, lawns, golf courses, airport grasses, and industrial site grasses. 90. Woody Wetlands - Areas where forest or shrubland vegetation accounts for greater than 20 percent of vegetative cover and the soil or substrate is periodically saturated with or covered with water. 91. Palustrine Forested Wetland* -Includes all tidal and non-tidal wetlands dominated by woody vegetation greater than or equal to 5 meters in height and all such wetlands that occur in tidal areas in which salinity due to ocean-derived salts is below 0.5 percent. Total vegetation coverage is greater than 20 percent. Page 60 Arizona Forest Stewardship Spatial Analysis Project – Appendix B 92. Palustrine Scrub/Shrub Wetland* - Includes all tidal and non-tidal wetlands dominated by woody vegetation less than 5 meters in height, and all such wetlands that occur in tidal areas in which salinity due to ocean-derived salts is below 0.5 percent. Total vegetation coverage is greater than 20 percent. The species present could be true shrubs, young trees and shrubs or trees that are small or stunted due to environmental conditions. 93. Estuarine Forested Wetland* - Includes all tidal wetlands dominated by woody vegetation greater than or equal to 5 meters in height, and all such wetlands that occur in tidal areas in which salinity due to ocean-derived salts is equal to or greater than 0.5 percent. Total vegetation coverage is greater than 20 percent. * Coastal NLCD class only Arizona Forest Stewardship Spatial Analysis Project – Appendix B Page 61 USDA FS Aerial Detection Survey Damage Causal Agent Codes – Arizona DCA Code Common Name Scientific Name 11000 11001 11002 11006 11007 11009 11019 11030 11035 11050 11055 Bark Beetles roundheaded pine beetle western pine beetle mountain pine beetle Douglas-fir beetle spruce beetle pinon ips Ips engraver beetles cedar bark beetles fir engraver spruce ips Dendroctonus adjunctus Dendroctonus brevicomis Dendroctonus ponderosae Dendroctonus pseudotsugae Dendroctonus rufipennis Ips confusus Ips spp. Phloeosinus spp. Scolytus ventralis Ips pilifrons 12000 12003 12040 12045 12054 12186 Defoliators looper western spruce budworm leafhopper lace bugs unknown Choristoneura occidentalis Cicadellidae Corythucha spp. Nepytia janetae 14000 14017 Sucking Insects spruce aphid Elatobium abietinum 24000 24017 Decline Complexes/Dieback/Wilts true fir pest complex 30000 Fire 42000 42003 Domestic Animals horses 50000 50003 50006 Abiotic Damage drought hail 80000 80001 Multi-Damage (Insect/Disease) aspen defoliation (caused by 12037, 12096, 25036, and 25037) 90000 90008 99999 Unknown foliage discoloration No Data Page 62 Arizona Forest Stewardship Spatial Analysis Project – Appendix B Appendix C: GIS Data Resources Arizona Game & Fish Department Heritage Database Management System WMHB – HDMS Program 2221 W. Greenway Rd. Phoenix, AZ 85023 Phone: (602) 942-3000 http://www.gf.state.az.us/w_c/edits/species_concern.shtml Data: Special Status Species (Threatened & Endangered Species) Arizona Interagency Coordination Group (AICG) “ A r i z o n a W i l d l a n d U r b a n I n t e r f a c e A s s e s s m e n t ” 2 0 0 3 http://www.azsf.az.gov/Risk/Arizona%20Wildland%20Urban%20Interface%20Assessment%20 05MAR04.pdf Data: Wildfire Hazard Arizona Land Resource Information System (ALRIS) 1616 W Adams St Phoenix, AZ 85007 (602) 542-2607 http://www.land.state.az.us/alris/ Data: City Boundaries, Interstate Highways, Land Ownership, Riparian Vegetation Bureau of Reclamation http://www.ubr.gov Arizona Dams http://www.usbr.gov/dataweb/html/azdams.html Data: Dam locations and type The Geography Network http://www.geographynetwork.com/ Data: Census block groups, population Natural Resources Conservation Service 230 N. First Avenue, Suite 509 Phoenix, AZ 85003-1733 Phone: (602) 280-8801 http://www.az.nrcs.usda.gov/technical/gis/gisdownloads.html Data: 5th Level Hydrological Unit Codes (HUC) Boundaries Arizona Forest Stewardship Spatial Analysis Project – Appendix C Page 63 Socioeconomic Data and Applications Center Urban Remote Sensing Columbia University of New York Vegetation and Population Density in Urban and Suburban Areas in the U.S.A Pozzi, F. and C. Small (2002) http://sedac.ciesin.columbia.edu/urban_rs/index.html Data: Urban Definition Southwest Regional GAP Analysis Utah State University US Geological Survey Nature Serve http://earth.gis.usu.edu/swgap http://www.natureserve.org/explorer Data: SWReGAP Land Cover Descriptions S t a t e D e m o g r a p h e r ‟ s O f f i c e Population Statistics Unit 1789 West Jefferson, First Floor PO Box 6123 (Site Code 045z) Phoenix, AZ 85005-6123 (602) 542-5984 http://www.workforce.az.gov/?PAGEID=67&SUBID=138 Data: Population projections US Census Bureau http://www.census.gov/ Data: Additional population statistics, urban / rural definitions USDA Forest Service Forest Inventory and Analysis 1601 North Kent Street, Suite 400 Arlington, VA 22209 (703) 605-4177 http://www.fia.fs.fed.us/ Data: Misc forest classifications USDA Forest Service Spatial Analysis Project 1400 Independence Ave. SW Washington, D.C. 20250-1123 (202) 205-6206 http://www.fs.fed.us/na/sap/ Data: Guidance and requirements Page 64 Arizona Forest Stewardship Spatial Analysis Project – Appendix C The Nature Conservancy Eco Regional Assessment Freshwater Assessment 1510 E. Fort Lowell Rd. Tucson, AZ 85719 (520) 622-3861 http://www.azconservation.org/ecoregions.htm http://www.azconservation.org/freshwater.htm Data: Eco regions, priority habitats, Perennial streams Arizona Forest Stewardship Spatial Analysis Project – Appendix C Page 65