http://www.spatialmarketsnc.com/calgary daily 0.75 2025-12-23 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435642480610-HAEY3HOUKX9APUUD8C5L/gray.jpg City of Calgary - Fire Department http://www.spatialmarketsnc.com/nrcsgis daily 0.75 2025-12-22 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435640753738-BSVFFE6LQXC1IN63FMKG/gray.jpg USDA, NRCS Geospatial Center http://www.spatialmarketsnc.com/3di daily 0.75 2025-12-22 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435641400603-OEOEUFLCMZVZLSTI82Z1/gray.jpg 3di Imaging http://www.spatialmarketsnc.com/rainier daily 0.75 2025-12-22 http://www.spatialmarketsnc.com/geodata daily 0.75 2025-12-22 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435641493088-CMUZHTW7S165SMNUQ78A/gray.jpg GeoData Services Inc. http://www.spatialmarketsnc.com/port-animation daily 0.75 2025-08-01 http://www.spatialmarketsnc.com/forestry daily 0.75 2025-12-22 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435640268332-RXP9YJ7Q1BVR3BTUW5EI/gray.jpg USDA, Forest Service http://www.spatialmarketsnc.com/snowsurvey daily 0.75 2025-12-22 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435640624143-QDDR9TJ0L3PEYLXTSK1Q/gray.jpg USDA, NRCS Snow Survey Center http://www.spatialmarketsnc.com/benchmarkgis daily 0.75 2025-12-22 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435640880707-GHO1ZOO0I3188QUFIEVD/gray.jpg Benchmark GIS llc. http://www.spatialmarketsnc.com/port-analysis daily 0.75 2025-08-01 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537249494534-KP4X5QNRB3UT42G3HK2G/TreeTypes_display.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1551413830961-GZ73WJV9SFHCX5P2MDY6/InterpolatorComparison_WEB.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537160083783-4NDCMP2WLYSHX8AA3TWX/RidgeTopTree_final.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537250249119-P6T0EUYSNXZCU4GE4RB5/RidgeTopTree2.jpg portfolio: Analysis & Visualization This plot allowed me to visualize are rather simple relationship between ground slope and canopy point cloud. Understanding this relationship was key to resolving some negative branch heights within the model results. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537250237121-9DKHSIIOCH5BEWY5D63P/CliffSideTree1.jpg portfolio: Analysis & Visualization This plot was our final confirmation that we did not want to include Low Vegetation class within LB model. This plot also helped validate initial lowest branch heights. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537250759714-9VODRQPRR58281Q4I6JF/IMAG0310.jpg portfolio: Analysis & Visualization Negative Branch Height #1 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537250234953-RIYFFRYESGIBAQ1QTJR1/FieldMap.jpg portfolio: Analysis & Visualization Negative branch heights were consistently nch In areas of exceptional topographic relief, slopes above 50°, and rock out crops. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537250903737-9DGXAL6C0DRKLRCOUICN/IMAG0307.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537250951828-SNLS00Y69JP60DGW9IOQ/IMAG0309.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537250546657-6RB72YU1682HOF6DIB9L/tile327.jpg portfolio: Analysis & Visualization The view was selected due to the concentration of what we thought may have been anomalously high LB heights, but were in fact riparian, ornamental, or trimmed for urban infrastructure. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537160163155-7VETI8F7XBSM6ONCI9EW/LowBranchRaster_Use1.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1537249494534-KP4X5QNRB3UT42G3HK2G/TreeTypes_display.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1551413830961-GZ73WJV9SFHCX5P2MDY6/InterpolatorComparison_WEB.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435811137248-K41D3XSCBP9RW0ZOJAN0/PM25_FullRoute.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1435810793709-5UN3GYW6D67ZISD58ZX4/PM25_AllSampleNights_CalView.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1440989334021-3Z9PU9JWVB8QA6OTP9O7/Poster_MAX.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1440983169667-1VSVRGMKBZB0FOA7R9RG/Fire+Risk+Variables+City+of+Calgary+-+Results.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1440982986928-RX0LCL6V5R5WJEFK0QVR/Fire+Risk+Analysis+City+of+Calgary+-+Results.jpg portfolio: Analysis & Visualization https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1437979980631-OSU4F3P52EPYRAMHYBL9/Landslide1.jpg portfolio: Analysis & Visualization - 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Make it stand out Whatever it is, the way you tell your story online can make all the difference. http://www.spatialmarketsnc.com/roofingleads daily 0.75 2025-10-20 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/37dfe6f9-be83-4f19-8118-c22a1d7752c5/ConsumerProfile.JPG North carolina roofing leads - 2024 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/d5d556f8-3f07-43e2-9ebf-a87019c3fe1f/LocationProfile.JPG North carolina roofing leads - 2024 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/337b0c76-5c12-45d0-ac91-282663911fe7/Slide6.JPG North carolina roofing leads - 2024 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/b33297a2-11fc-456d-86d3-b8f33c0db849/Slide7.JPG North carolina roofing leads - 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2024 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. http://www.spatialmarketsnc.com/electionsnc daily 0.75 2025-10-28 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/2e2d7ec6-da99-4453-836d-e1f61f9fdcac/2005_1005Image0006.jpg Elections NC - mapping - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1e141c3f-a680-4e59-ab44-3b3691136aa2/Capture4.JPG Elections NC - mapping - Make it stand out Screenshot of our Voter Locator Application - Filter page. 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Unaffiliated captures the most registered voters. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/24304101-52b3-4eb1-8f66-b90ea4d15452/Capture5.JPG Elections NC - mapping - Make it stand out - Add and analyze socioeconomic, spending and consumer behavior, and US Census map data to strategically identify the registered unaffiliated you need. example showing registered unaffiliated voters intersected with a vehicle availability map layer from US Census. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/a70d668b-4aa7-4ad1-9992-9ee59a41ad8e/Capture6.JPG Elections NC - mapping - Make it stand out - Interactive graph tool that filters based on manual selection, map extent, or all* example showing age range of registered unaffiliated voters at the neighborhood level. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/2e2d7ec6-da99-4453-836d-e1f61f9fdcac/2005_1005Image0006.jpg Elections NC - mapping - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/b52aaa65-5a0b-421e-abd2-4616c5853843/t5una.JPG Elections NC - mapping - Hot Spots screenshot from our Zip Code based mapping platform showing Top 5 Zip Codes containing registered unaffiliated voters. 7/20/24 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/2e2d7ec6-da99-4453-836d-e1f61f9fdcac/2005_1005Image0006.jpg Elections NC - mapping - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/75f5f7c5-3152-475d-b723-73ec2cf12881/BA_heatmap_ClimateIsASeriousIssue.JPG Elections NC - mapping - Environmental Voters? Percentage of residents (by Zip Code) who Strongly Agree that Climate Change is a Serious Threat https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/e77d3404-e263-40e4-b541-9918ef4c7738/BA+List.JPG Elections NC - mapping - Enrich Enrich voter registration data with specific consumer behaviors mapped to the zip code and census tract/block level of detail. Add strategy to your campaign outreach. 1. Choose an Enrichment Map layer 2. Set an effective threshold. 3. Highlight Unaffiliated Voters! for a more comprehensive review of enrichment map layers, contact me. The list here is a sub sample for demonstration purposes. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/23adb73f-ce44-4f64-802f-5ef93639ef5b/SpatialMarketsNC_D1_%23COMPARE.gif Elections NC - mapping - Make it stand out our desktop dashboard offers a comprehensive review of populations for a variety of campaigns. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/2e2d7ec6-da99-4453-836d-e1f61f9fdcac/2005_1005Image0006.jpg Elections NC - mapping - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1e141c3f-a680-4e59-ab44-3b3691136aa2/Capture4.JPG Elections NC - mapping - Make it stand out Screenshot of our Voter Locator Application - Filter page. Simple, Advanced spatial, temporal and demographic filtering of >2.8 million registered unaffiliated voters (blue dots) for the 2024 election. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/f4af7d16-2e46-4583-8444-d18e1e2a2016/Unaffiliated.JPG Elections NC - mapping - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/d283d176-47d9-4d02-8d61-02c69e9de2f8/Capture7.JPG Elections NC - mapping - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/f282d56a-501a-4566-80ee-d8a3c52d2c22/Captured.JPG Elections NC - mapping - Unaffiliated Unaffiliated captures the most registered voters. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/24304101-52b3-4eb1-8f66-b90ea4d15452/Capture5.JPG Elections NC - mapping - Make it stand out - Add and analyze socioeconomic, spending and consumer behavior, and US Census map data to strategically identify the registered unaffiliated you need. example showing registered unaffiliated voters intersected with a vehicle availability map layer from US Census. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/a70d668b-4aa7-4ad1-9992-9ee59a41ad8e/Capture6.JPG Elections NC - mapping - Make it stand out - Interactive graph tool that filters based on manual selection, map extent, or all* example showing age range of registered unaffiliated voters at the neighborhood level. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/2e2d7ec6-da99-4453-836d-e1f61f9fdcac/2005_1005Image0006.jpg Elections NC - mapping - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/2e2d7ec6-da99-4453-836d-e1f61f9fdcac/2005_1005Image0006.jpg Elections NC - mapping - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/75f5f7c5-3152-475d-b723-73ec2cf12881/BA_heatmap_ClimateIsASeriousIssue.JPG Elections NC - mapping - Environmental Voters? Percentage of residents (by Zip Code) who Strongly Agree that Climate Change is a Serious Threat https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/e77d3404-e263-40e4-b541-9918ef4c7738/BA+List.JPG Elections NC - mapping - Enrich Enrich voter registration data with specific consumer behaviors mapped to the zip code and census tract/block level of detail. Add strategy to your campaign outreach. 1. Choose an Enrichment Map layer 2. Set an effective threshold. 3. Highlight Unaffiliated Voters! for a more comprehensive review of enrichment map layers, contact me. The list here is a sub sample for demonstration purposes. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1722826262403-EC6LMYOK0I4IBI74GT1C/BA_heatmap_ClimateIsASeriousIssue.JPG Elections NC - mapping - 1. Choose Environmental Enrichment Map Layer % of residents by Zip Code who Strongly Agree that Climate Change is a Serious Threat. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1722826263226-GH46I1QTMDC2MMJXPWCG/BA_heatmap_ClimateIsASeriousIssue3.JPG Elections NC - mapping - 2. Set Threshold isolate advertising area based on combination of your budget and % (or count) of the zip code (or map unit) occupied by a particular consumer behavior or socio-economic trait. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1722826264074-PJZ913AFW0P33S05JP6Y/BA_heatmap_ClimateIsASeriousIssue5.JPG Elections NC - mapping - 3. Highlight Voters! (1 million from 2.8 million) Unaffiliated Voters within the threshold area are very likely exposed to the particular consumer behavior being considered, if not favorable towards it. Demographic and other attributes within these voter registration data offer further options for strategic filtering based on polling or other informing factors. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1722831355489-8VTX0P4R044D3F09RB1B/donatedlast12mos.JPG Elections NC - mapping https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1722831355531-FZB4CDOH1GH8YD2HC95U/donatedlast12mos2.JPG Elections NC - mapping https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1722832615048-YHP3MD45S7IV4ZO34YUO/donatedlast12mos3.JPG Elections NC - mapping http://www.spatialmarketsnc.com/emaps daily 0.75 2026-03-10 http://www.spatialmarketsnc.com/contact daily 0.75 2025-09-18 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1ddae706-8b2e-4365-8b0f-d64da61bff41/avie_slope_class2.jpg Contact - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/1ddae706-8b2e-4365-8b0f-d64da61bff41/avie_slope_class2.jpg Contact - Make it stand out Whatever it is, the way you tell your story online can make all the difference. http://www.spatialmarketsnc.com/spatialmarketsncmg daily 0.75 2025-09-11 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/ea89a1ef-e356-4728-8234-668a275161f2/Screenshot+2025-04-02+094849.png Spatial Markets NC Map Gallery - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/f4db1a9d-3306-44d5-b039-f59cfc4fb664/Screenshot+2025-04-03+160307.png Spatial Markets NC Map Gallery - Make it stand out INSURANCE https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/0c953832-7996-4c18-aa0f-077e387d8f56/Screenshot+2025-04-03+160225.png Spatial Markets NC Map Gallery - Make it stand out HEALTH https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/9a8955a9-b8c4-4e04-95f0-c4a7c766ff84/Screenshot+2025-04-03+204239.png Spatial Markets NC Map Gallery - Make it stand out FINANCIAL https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/6ab3c7b4-d69e-450f-84a7-01d510f15552/Screenshot+2025-04-03+160448.png Spatial Markets NC Map Gallery - Make it stand out EDUCATION https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/a3bf5569-cd8f-42b6-8ca2-3619b0b163e9/Screenshot+2025-08-10+223025.png https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/a0edc3af-374f-4c79-8238-6babdc572674/Product2.jpg https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/5bdd6892-eb4b-4a24-8b40-467625cbd52d/Screenshot+2025-06-11+110414.png https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/ea89a1ef-e356-4728-8234-668a275161f2/Screenshot+2025-04-02+094849.png https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/618a376f-b3e1-44a4-8d02-c8bc9599bac5/NewOldYoung https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/f4db1a9d-3306-44d5-b039-f59cfc4fb664/Screenshot+2025-04-03+160307.png https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/0c953832-7996-4c18-aa0f-077e387d8f56/Screenshot+2025-04-03+160225.png https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/9a8955a9-b8c4-4e04-95f0-c4a7c766ff84/Screenshot+2025-04-03+204239.png https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/6ab3c7b4-d69e-450f-84a7-01d510f15552/Screenshot+2025-04-03+160448.png http://www.spatialmarketsnc.com/spatialmarketsnc daily 1.0 2025-10-20 https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/000503f8-f750-4dc7-962a-44947d366415/A_SERVICEAREA.jpg Spatial Markets NC https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/d8c755e1-f242-4dd7-a46a-eba7133bac82/A_ADVANCEDECON.jpg Spatial Markets NC https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/06267098-213b-4985-a524-1a0ad8a4ffee/A_CLIENTID.png Spatial Markets NC https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/462d7201-ce24-4cef-94ac-e6a46c726c20/Screenshot+2025-08-14+134058.png https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/186e7b11-8ef0-44a8-ac56-f5df0a535ec3/inset2.jpg https://images.squarespace-cdn.com/content/v1/558cebc9e4b06d58a8c8f4ab/2317004c-8123-4f1b-820f-028ad508d4c0/street+view.JPG http://www.spatialmarketsnc.com/newnc daily 0.75 2025-09-11 http://www.spatialmarketsnc.com/employers26 daily 0.75 2026-03-17 http://www.spatialmarketsnc.com/employers daily 0.75 2026-03-17