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    <loc>https://www.lynker-analytics.com/news/lynkers-ai-vision-powers-smarter-stormwater-solutions-in-auckland</loc>
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      <image:title>News - Lynker Analytics’ AI Vision Powers Smarter Stormwater Solutions in Auckland - Credit: Auckland Council</image:title>
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      <image:title>News - Lynker Analytics’ AI Vision Powers Smarter Stormwater Solutions in Auckland - Credit: Auckland Council</image:title>
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      <image:title>News - Lynker Analytics’ AI Vision Powers Smarter Stormwater Solutions in Auckland - Credit: Auckland Council</image:title>
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    <loc>https://www.lynker-analytics.com/news/development-of-the-eeca-community-ev-charge-planner</loc>
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      <image:title>News - Development of the EECA Community EV Charge Planner - Make it stand out</image:title>
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      <image:title>News - Development of the EECA Community EV Charge Planner - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.lynker-analytics.com/news/silver-fern-farms-and-lynker-analytics-team-up-to-form-prism-7ljb9-bzl23-wrrl7</loc>
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      <image:title>News - Silver Fern Farms and Lynker Analytics team up to form Prism - Make it stand out</image:title>
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      <image:title>News - Silver Fern Farms and Lynker Analytics win Technology Award at Beef + Lamb NZ Awards - Make it stand out</image:title>
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      <image:title>News - Silver Fern Farms and Lynker Analytics win Technology Award at Beef + Lamb NZ Awards - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Silver Fern Farms and Lynker Analytics win Technology Award at Beef + Lamb NZ Awards - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.lynker-analytics.com/news/explainable-ai-building-trust-through-understanding-r9b3l-89lpw-l289k</loc>
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    <lastmod>2025-04-27</lastmod>
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      <image:title>News - Explainable AI – building trust through understanding - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Explainable AI – building trust through understanding - Make it stand out</image:title>
      <image:caption>Image taken by Lynker staff of Emerald Hil</image:caption>
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      <image:title>News - Explainable AI – building trust through understanding - Make it stand out</image:title>
      <image:caption>XAI model, data inputs: Clockwise from left: Rainfall, landslides, aspect, elevation, LCDB v5 landcover.</image:caption>
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    <loc>https://www.lynker-analytics.com/news/virtual-eyes-wins-award</loc>
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      <image:title>News - Virtual Eyes wins innovation award at Stormwater 2023 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Virtual Eyes wins innovation award at Stormwater 2023 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Virtual Eyes wins innovation award at Stormwater 2023 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Artificial intelligence to identify pest plants from images - Make it stand out</image:title>
      <image:caption>Nassella Tussock coverage predicted by AI</image:caption>
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      <image:title>News - Artificial intelligence to identify pest plants from images - Make it stand out</image:title>
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      <image:title>News - Lynker Analytics to supply building outlines for New Zealand - Make it stand out</image:title>
      <image:caption>Building outlines - Wellington (top left), Upper Hutt (bottom left), Martinborough (right)</image:caption>
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      <image:title>News - Lynker Analytics to supply building outlines for New Zealand - Make it stand out</image:title>
      <image:caption>Building outlines, Darfield, Canterbury</image:caption>
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      <image:title>News - Lynker Analytics to supply building outlines for New Zealand - Make it stand out</image:title>
      <image:caption>Building outlines - Tauranga (left), Johnsonville/Newlands Wellington (right)</image:caption>
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      <image:title>News - Automated measurement of legally released fish - Make it stand out</image:title>
      <image:caption>Calibrating fish length in relation to a checkerboard reference pattern.</image:caption>
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      <image:title>News - Automated measurement of legally released fish - Make it stand out</image:title>
      <image:caption>Object detection results</image:caption>
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      <image:title>News - PDP and Lynker Analytics awarded contract to measure riparian plant survival using AI - Make it stand out</image:title>
      <image:caption>UAV wetland survey, Photo Marinus Boon.</image:caption>
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      <image:title>News - Lynker and CSU collaborate to study wetland and beaver ponds in the Colorado River Basin - Make it stand out</image:title>
      <image:caption>Beaver dam and pond in the headwaters of the Colorado River basin. Photo: Sarah Marshall, CNHP</image:caption>
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      <image:title>News - Lynker and CSU collaborate to study wetland and beaver ponds in the Colorado River Basin - Make it stand out</image:title>
      <image:caption>Beaver ponds identified for model training using NAIP false color imagery</image:caption>
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    <loc>https://www.lynker-analytics.com/news/solar-estimates-rolled-out-in-150-new-urban-areas-across-new-zealand-jsze9-kt6fh-nmhn3</loc>
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      <image:title>News - Solar estimates rolled out in 150 new urban areas across New Zealand - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Solar estimates rolled out in 150 new urban areas across New Zealand - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Solar estimates rolled out in 150 new urban areas across New Zealand - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Aotearoa AI Summit - Good for Aotearoa, good for the world - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Aotearoa AI Summit - Good for Aotearoa, good for the world - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Aotearoa AI Summit - Good for Aotearoa, good for the world - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Aotearoa AI Summit - Good for Aotearoa, good for the world - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.lynker-analytics.com/news/lynker-analytics-and-morphum-awarded-government-contract-to-map-wetlands-with-ai-by6kl-dgwt7-jtrww</loc>
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      <image:title>News - Lynker Analytics and Morphum awarded government contract to map wetlands with AI - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.lynker-analytics.com/news/blog-post-title-one-7nhra-2xyyc-bcd7a-yxjt5</loc>
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      <image:title>News - Uncovering the solar potential of Kiwi roofs - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Uncovering the solar potential of Kiwi roofs - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.lynker-analytics.com/news/blog-post-title-two-5amj8-2jeww-l3dkd-fct67</loc>
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      <image:title>News - NZ Government deforestation contract - Make it stand out</image:title>
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      <image:title>News - NZ Government deforestation contract - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - NZ Government deforestation contract - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.lynker-analytics.com/news/blog-post-title-three-ge3nf-lynzr-g4ayt-6clnz</loc>
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      <image:title>News - Machine Learning &amp;amp; Data Science Meetup - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772908438-GIUD6EZPFETR6FJ40GRF/meetup9.jpg</image:loc>
      <image:title>News - Machine Learning &amp;amp; Data Science Meetup - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/news/blog-post-title-four-dtrkt-aw49d-fzl5c-ls5cd</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-21</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772908445-3UXT7Z06HV9VPQ4NR3PC/launch2web.jpg</image:loc>
      <image:title>News - Lynker Analytics Launch - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2025-08-07</lastmod>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/ai-powered-species-detection-and-measurement-in-the-new-england-groundfish-fishery</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-07-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/6a7bf166-021a-41ef-a021-08cd3d28eef4/computervision.png</image:loc>
      <image:title>Our Work - AI-Powered Species Detection and Measurement in the New England Groundfish Fishery - Make it stand out</image:title>
      <image:caption>As all data used in this project is private this is an AI generated image that shows a mock inference on the type of data that was worked with.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/7f718659-c710-417c-a758-f3186354e707/Adobe+Express+-+file.png</image:loc>
      <image:title>Our Work - AI-Powered Species Detection and Measurement in the New England Groundfish Fishery - Confusion matrix of all trained-on species, normalized by true predictions.</image:title>
      <image:caption>Confusion matrix of all trained-on species, normalized by true predictions.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/lynker-analytics-complete-4-year-project-for-building-outlines</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-08-07</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/f6359026-6a61-4f1a-8b60-a0a61c56e459/copy_wellington_0_075m_2021.png</image:loc>
      <image:title>Our Work - Lynker Analytics completes landmark project to map New Zealand’s buildings - Make it stand out</image:title>
      <image:caption>Wellington Urban 0.075m (2021)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/bc9adf92-2e93-43f3-8e40-8e7af53ab38b/otago_0.3_2020-2021.png</image:loc>
      <image:title>Our Work - Lynker Analytics completes landmark project to map New Zealand’s buildings - Make it stand out</image:title>
      <image:caption>Otago Rural 0.3m (2020-2021)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/96d87d87-667c-4ece-b836-486001f7906d/christchurch_0_075m_2020_2021.png</image:loc>
      <image:title>Our Work - Lynker Analytics completes landmark project to map New Zealand’s buildings - Make it stand out</image:title>
      <image:caption>Christchurch 0.075m (2023-2024)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/f539e07e-eefd-46d1-ba1d-95b2f84ae066/taranaki_urban_0_1m_2022.png</image:loc>
      <image:title>Our Work - Lynker Analytics completes landmark project to map New Zealand’s buildings - Make it stand out</image:title>
      <image:caption>Taranaki 0.1m (2022)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/436dabc1-dbc1-47b8-bc6f-a2b86c421cd9/queenstown_0_1m_2021.png</image:loc>
      <image:title>Our Work - Lynker Analytics completes landmark project to map New Zealand’s buildings - Make it stand out</image:title>
      <image:caption>Queenstown 0.1m (2021)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/3c4407c0-0611-405b-90e1-7c082b7c2b09/hawkes_bay_0.25_2023_2024.png</image:loc>
      <image:title>Our Work - Lynker Analytics completes landmark project to map New Zealand’s buildings - Make it stand out</image:title>
      <image:caption>Hawke’s Bay 0.25m (2023-2024)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/0c5f5343-0acf-409f-9853-3c4adde396f0/auckland_a_0_075m_2023_2024.png</image:loc>
      <image:title>Our Work - Lynker Analytics completes landmark project to map New Zealand’s buildings - Make it stand out</image:title>
      <image:caption>Auckland 0.075m (2023-2024)</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/farm-specific-climate-risk</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-21</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916541-1Z6X4C76GBPQTM6ZJCVF/23ee12.png</image:loc>
      <image:title>Our Work - Farm-specific climate risk assessments - Make it stand out</image:title>
      <image:caption>Photo: Kaeli Lalor</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916544-V09AVC36ZFSWPFCKYLFO/r23rer21e</image:loc>
      <image:title>Our Work - Farm-specific climate risk assessments - Make it stand out</image:title>
      <image:caption>Example Pāmu Farm Risk Assessment</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916547-RKKCPDGVSWGBTA4M3YH3/34r2ew31r2ewfd</image:loc>
      <image:title>Our Work - Farm-specific climate risk assessments - Make it stand out</image:title>
      <image:caption>Pamu Climate risk adaptation presentation on farm. Source. Sam Bridgman</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/impervious-area-mapping</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-27</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916555-MGF3VJVANUR2JFRDCIFS/ccc1.png</image:loc>
      <image:title>Our Work - Impervious area mapping – Christchurch City - Make it stand out</image:title>
      <image:caption>Impervious area map, Christchurch City</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916558-Z16P3EQNQ093EGL8OPU7/ccc2.png</image:loc>
      <image:title>Our Work - Impervious area mapping – Christchurch City - 2023 impervious area map.</image:title>
      <image:caption>2023 impervious area map.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/a71ddb43-292d-422b-a957-0f878e435c13/ccc12.png</image:loc>
      <image:title>Our Work - Impervious area mapping – Christchurch City - Make it stand out</image:title>
      <image:caption>2020 impervious area map.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916565-DHZ6UZIIBYJV9T5H1KQQ/ccc4.png</image:loc>
      <image:title>Our Work - Impervious area mapping – Christchurch City - Make it stand out</image:title>
      <image:caption>Central urban area (red)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916568-JR28AICW10B7IDHVTEV2/ccc5.png</image:loc>
      <image:title>Our Work - Impervious area mapping – Christchurch City - Make it stand out</image:title>
      <image:caption>Central urban area</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916571-8KC9UD3T6LH6KU7S6RF7/ccc6.png</image:loc>
      <image:title>Our Work - Impervious area mapping – Christchurch City - Make it stand out</image:title>
      <image:caption>Lyttleton Port</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916575-KJ6T8H2X2SSYOSW8ZACQ/ccc7.png</image:loc>
      <image:title>Our Work - Impervious area mapping – Christchurch City - Make it stand out</image:title>
      <image:caption>Composite impervious and urban forest canopy</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/roof-condition</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916584-9BRJU00800MWKZ7ABO2L/IMG-b3522fe59250489e450a09f287cec8c5-V.jpg</image:loc>
      <image:title>Our Work - Modelling roof condition with deep learning - Make it stand out</image:title>
      <image:caption>Christchurch City residential roof tops. Photo credit: Hannah Currie</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916587-7B9C80U3P8K6EWKWUXOG/examples.png</image:loc>
      <image:title>Our Work - Modelling roof condition with deep learning - Make it stand out</image:title>
      <image:caption>Examples of roof materials used in the modelling</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916590-SD5DO6NOCF2F3ZQN37ZU/IMG-aa7af30ece26ec0e3dd48dfd28064f43-V.jpg</image:loc>
      <image:title>Our Work - Modelling roof condition with deep learning - Make it stand out</image:title>
      <image:caption>Example of an area with different roof materials. Photo credit: Hannah Currie</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916594-KJ75QM6ZCGN0KHD6JVVG/decayindex.png</image:loc>
      <image:title>Our Work - Modelling roof condition with deep learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/ai-generated-inventory</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916602-SEJFDXFYVASCHO9E6EC0/beaver1.png</image:loc>
      <image:title>Our Work - An AI generated inventory of wetlands and beaver ponds in the Colorado River Basin - Make it stand out</image:title>
      <image:caption>Inactive beaver pond located along the Crystal River in the Roaring Fork watershed of Colorado. Photo Credit: Sarah Marshall</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916606-9RUNM323QV9PX68KCU3P/beaver5.png</image:loc>
      <image:title>Our Work - An AI generated inventory of wetlands and beaver ponds in the Colorado River Basin - Make it stand out</image:title>
      <image:caption>Colorado River Basin Dynamic Mapper</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916611-4Z5FV7GAVF75K3MQRJOY/beaver2.png</image:loc>
      <image:title>Our Work - An AI generated inventory of wetlands and beaver ponds in the Colorado River Basin - Make it stand out</image:title>
      <image:caption>Object Detection - Beaver pond training</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916614-UOX9BFKJOPH2PVX2N43D/beaver3.png</image:loc>
      <image:title>Our Work - An AI generated inventory of wetlands and beaver ponds in the Colorado River Basin - Make it stand out</image:title>
      <image:caption>Example beaver activity area (yellow polygon), ponds (blue boxes), wetland (green polygons)</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/riparian-planting</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916622-NAXI8FAR4EAT0J87F4Q8/rip1.jpg</image:loc>
      <image:title>Our Work - Riparian Planting Survival Assessment - Make it stand out</image:title>
      <image:caption>Figure 1. Schematic of typical riparian zones (adapted from Dairy NZ, 2014).</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916624-4W16I0FE74PZ87PMIOFV/rip2.png</image:loc>
      <image:title>Our Work - Riparian Planting Survival Assessment - Make it stand out</image:title>
      <image:caption>Figure 2. Modelling results by sensor in 5 riparian test sites</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916627-IEFE6YRRPY8J2STGCCZC/rip3.png</image:loc>
      <image:title>Our Work - Riparian Planting Survival Assessment - Make it stand out</image:title>
      <image:caption>Figure 3. Remote Sensing training</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916630-JONH154EC92WRKU5K41A/rip4.png</image:loc>
      <image:title>Our Work - Riparian Planting Survival Assessment - Make it stand out</image:title>
      <image:caption>Figure 4. Model workflow</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/virtual-eyes</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916639-QCPTLOBRYQMH82BWM1G9/sw3.jpg</image:loc>
      <image:title>Our Work - Virtual eyes on stormwater assets - Make it stand out</image:title>
      <image:caption>Images from two stormwater discharge sites</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916642-16URUOCPL578EPUKRHL5/sw1.jpg</image:loc>
      <image:title>Our Work - Virtual eyes on stormwater assets - Make it stand out</image:title>
      <image:caption>Stormwater discharge sites and classification status.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916645-Q7BIKQN226NTDBKS0J5X/sw2.jpg</image:loc>
      <image:title>Our Work - Virtual eyes on stormwater assets - Make it stand out</image:title>
      <image:caption>Images from discharge sites before, during and after Jan 27 rainfall event</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/high-country</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916653-6H3E4R4KMV88LT33D6SM/ecan1.png</image:loc>
      <image:title>Our Work - Monitoring high country transects with Machine Learning - Make it stand out</image:title>
      <image:caption>Locations of transects for long term ground cover monitoring.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916656-4GHIASD8SZSJO5EG5FVB/ecan2.png</image:loc>
      <image:title>Our Work - Monitoring high country transects with Machine Learning - Make it stand out</image:title>
      <image:caption>Example of images, training points (RPAs), and inference output</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916660-8GT9XXKL456OVFJQ6P1J/ecan4.png</image:loc>
      <image:title>Our Work - Monitoring high country transects with Machine Learning - Make it stand out</image:title>
      <image:caption>Site 1 over time, photos, RPAs, and inference</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916663-N9EP393O14ZL6ULA9CB8/ecan3.jpg</image:loc>
      <image:title>Our Work - Monitoring high country transects with Machine Learning - Make it stand out</image:title>
      <image:caption>Site 1 - predicted versus labelled for Dead and Living classes.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/modernising-aucklands-height</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916671-XR99NGP3OL3QBNYPDGAQ/geodetic.jpg</image:loc>
      <image:title>Our Work - Modernising Auckland’s height data - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916675-QS2CWAUS3PRPQJW6WJSI/datum1.png</image:loc>
      <image:title>Our Work - Modernising Auckland’s height data - Make it stand out</image:title>
      <image:caption>Analysis from Kumeu test area.  25cm topographic contours (top left), DEM (top right), overland flow and flood areas (bottom right), Asset data (bottom left).</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916678-JQWWTXED1W661G6LX8EV/datum2.png</image:loc>
      <image:title>Our Work - Modernising Auckland’s height data - Make it stand out</image:title>
      <image:caption>Spragg Monument, Kakamatua – contour comparison.  The figure above shows Geomaps contours (orange) and contours from 2016-2018 DEM (red).</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916681-LU8ZS3V9Q3GB6RJ9XCR4/datum3.jpg</image:loc>
      <image:title>Our Work - Modernising Auckland’s height data - Make it stand out</image:title>
      <image:caption>Geodetic marks in the Albany area. NZVD2016 (red), AUK1946 (yellow).</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/wetland-detection</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916693-MRDL5UWIAACIRGE8ZMXH/pdp1.png</image:loc>
      <image:title>Our Work - Wetland detection on the Kapiti Coast, NZ - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916697-ZO6EF53M6EXHHQFHWS9V/pdp2.png</image:loc>
      <image:title>Our Work - Wetland detection on the Kapiti Coast, NZ - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916700-QK32QJ42B1Q0TIU0EUNI/pdp3.jpg</image:loc>
      <image:title>Our Work - Wetland detection on the Kapiti Coast, NZ - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/land-cover-in-auckland</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916709-9K0WRKX7WZQYXIE5KZXV/aci1b+%281%29.jpg</image:loc>
      <image:title>Our Work - Mapping the impervious surface and land cover in Auckland - Make it stand out</image:title>
      <image:caption>Multi-class land cover, Central Auckland area</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916712-97HNJ58IXP21WPRCMTYO/aci3.jpg</image:loc>
      <image:title>Our Work - Mapping the impervious surface and land cover in Auckland - Make it stand out</image:title>
      <image:caption>Multi-class land cover, Devonport</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916715-6YI4F881EPQ8YBUCNBR2/aci5.jpg</image:loc>
      <image:title>Our Work - Mapping the impervious surface and land cover in Auckland - Make it stand out</image:title>
      <image:caption>Impervious surface, East Tamaki</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916719-P6RBP3J5OYWV0PY5S3JR/aci4.jpg</image:loc>
      <image:title>Our Work - Mapping the impervious surface and land cover in Auckland - Make it stand out</image:title>
      <image:caption>Impervious surface map at suburb scale</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916722-N66DM17N46OOWHCAFIMU/aci8.jpg</image:loc>
      <image:title>Our Work - Mapping the impervious surface and land cover in Auckland - Make it stand out</image:title>
      <image:caption>Impervious surface map at street/property scale</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916725-PD8LR37P5GY66X61DQYW/aci9.jpg</image:loc>
      <image:title>Our Work - Mapping the impervious surface and land cover in Auckland - Make it stand out</image:title>
      <image:caption>Urban vegetation canopy, Auckland</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/ai-for-the-environment</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916752-V4MDUYF78S7YAAU1AR5R/AI_social_tile_2.png</image:loc>
      <image:title>Our Work - AI for the Environment in NZ - Report - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916756-9ZHHSZJTOIW2QXHP7LZW/aicases.png</image:loc>
      <image:title>Our Work - AI for the Environment in NZ - Report - Make it stand out</image:title>
      <image:caption>Case studies highlighted in the report</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916760-HU493TFRW18YT35WS5OU/aif2.png</image:loc>
      <image:title>Our Work - AI for the Environment in NZ - Report - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/mapping-land-cover-and-land-use</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916769-F86UQ4YAD9GE9WB8RQAJ/lclu1.jpg</image:loc>
      <image:title>Our Work - Mapping land cover and land use with AI - Make it stand out</image:title>
      <image:caption>Land cover (left), Land use (right) - Whakatane and surrounds.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916772-UPM33QMW8R0NW4LYN75L/lclu2.jpg</image:loc>
      <image:title>Our Work - Mapping land cover and land use with AI - Make it stand out</image:title>
      <image:caption>Land cover (left), Land use (right) - Horticultural region.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916776-2XQIYUKBHBP0LLCYOGB8/lclu3.jpg</image:loc>
      <image:title>Our Work - Mapping land cover and land use with AI - Make it stand out</image:title>
      <image:caption>Land cover (left), Land use (right) - Rotorua Lakes area.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/advancing-disaster-relief-planning</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916808-SAK4PXNSJA20YODM4916/Tonga_mask_black.png</image:loc>
      <image:title>Our Work - Advancing disaster relief planning with AI - Make it stand out</image:title>
      <image:caption>Tongatapu model output with masked area in black</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916812-OWSG3ZGFWFR8VRX49GB9/Samoa_roads_closer.png</image:loc>
      <image:title>Our Work - Advancing disaster relief planning with AI - Make it stand out</image:title>
      <image:caption>Road model output, Apia</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916815-LEHX77D1OEG7RS3PUNTA/Buildings_greyscale.png</image:loc>
      <image:title>Our Work - Advancing disaster relief planning with AI - Make it stand out</image:title>
      <image:caption>Building model output, Apia</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916818-7L14HV2NKCHLJ55F3TDI/Buildings_black.png</image:loc>
      <image:title>Our Work - Advancing disaster relief planning with AI - Make it stand out</image:title>
      <image:caption>Final building inference, Apia</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/migrating-critical-systems</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916825-K5C1KH7PNEDBNBACWYJD/nurn_bnry_wgtn_cityscape.jpg</image:loc>
      <image:title>Our Work - Migrating critical systems to the AWS Cloud - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/mapping-metropolitan-areas</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916833-03KIUO1456K7VN7K7U3D/tcc1.png</image:loc>
      <image:title>Our Work - Mapping metropolitan areas with machine learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916836-JN2LVRG5OBKSUFPKUFQQ/tcc2.png</image:loc>
      <image:title>Our Work - Mapping metropolitan areas with machine learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916839-79J04UQS871C4K6JN22E/tcc3.png</image:loc>
      <image:title>Our Work - Mapping metropolitan areas with machine learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/using-ai-to-identify-areas</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916847-1S15WRO1RL8JOGK8E4IE/cutover_ground+%281%29.jpg</image:loc>
      <image:title>Our Work - Using AI to identify areas of deforestation and replanting - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916851-VP14JGSEF37QJNLO5WIC/forestrysurvey4.jpg</image:loc>
      <image:title>Our Work - Using AI to identify areas of deforestation and replanting - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916853-BFDW2M9OPLG8HBU4W0TM/seedlings1.png</image:loc>
      <image:title>Our Work - Using AI to identify areas of deforestation and replanting - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916857-0VXPO4D5DI8T9CYSR8GI/results1.png</image:loc>
      <image:title>Our Work - Using AI to identify areas of deforestation and replanting - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916860-TG5JI8ET9FJRNNMI3GIB/result4.png</image:loc>
      <image:title>Our Work - Using AI to identify areas of deforestation and replanting - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916863-RMIJGCENTW1203DZNN1F/result3.png</image:loc>
      <image:title>Our Work - Using AI to identify areas of deforestation and replanting - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916866-DOGN6R2LPDE8DNDEXNSP/result2.png</image:loc>
      <image:title>Our Work - Using AI to identify areas of deforestation and replanting - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916870-F3Q332BQA5MA0G0BGJNR/lucasrpt.png</image:loc>
      <image:title>Our Work - Using AI to identify areas of deforestation and replanting - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/ourwork/rooftop-solar-value-estimation</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-21</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916892-YY25CIFB8VSM4Q9H1Z5Y/central_city_solar+%281%29.jpg</image:loc>
      <image:title>Our Work - Rooftop solar value estimation - Make it stand out</image:title>
      <image:caption>Solar receipt surface, Auckland Central Business District</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916895-PFND2ASFIBOPAGN2EGYW/solarakld.png</image:loc>
      <image:title>Our Work - Rooftop solar value estimation - Make it stand out</image:title>
      <image:caption>Solar receipt heatmap visualised by property</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916898-07OK4VVFTQGMNUP2U5IA/homessolar.png</image:loc>
      <image:title>Our Work - Rooftop solar value estimation - Make it stand out</image:title>
      <image:caption>Harrisons solar estimate on homes.co.nz</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772916902-CV0W0UTJW23OF15FP061/Lynkersolarpointcov.jpg</image:loc>
      <image:title>Our Work - Rooftop solar value estimation - Make it stand out</image:title>
      <image:caption>Coverage of 1.9M rooftop level solar estimates on homes.co.nz</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/blog</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2025-08-08</lastmod>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/blog/unlocking-landscape-intelligence-for-a-sustainable-futurenbsp</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-08-08</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/7d810175-1aec-412c-adb5-876a310c0780/Untitled+picture.png</image:loc>
      <image:title>Blog - Unlocking Landscape Intelligence for a Sustainable Future - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/48d877e6-8462-4f19-b2eb-8dbeb0b64356/huifjanhiofwea.png</image:loc>
      <image:title>Blog - Unlocking Landscape Intelligence for a Sustainable Future - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/blog/plankton-taxation-with-open-source-computer-vision-tools</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-07-28</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/cfb7f219-9255-4879-94ae-438ed4dd80b0/train_batch2copy.jpg</image:loc>
      <image:title>Blog - Plankton Taxation with Open-Source Computer Vision tools - Make it stand out</image:title>
      <image:caption>Image augmentation (YoloV7 Training)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/0ec34964-478f-46a7-8af5-0435df8e6305/FiftyOneToolcopy.png</image:loc>
      <image:title>Blog - Plankton Taxation with Open-Source Computer Vision tools - Make it stand out</image:title>
      <image:caption>Computer Vision Object Detection Results (FiftyOne)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/6cc6b7f7-8205-41f1-82bb-ce9b84ea098f/confusion_matrix_edited.png</image:loc>
      <image:title>Blog - Plankton Taxation with Open-Source Computer Vision tools - Make it stand out</image:title>
      <image:caption>Confusion Matrix for YoloV7 detection &gt; 50 species of plankton</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/blog/using-esri-deep-learning-tools-to-map-hamilton-city-n82gz-g6zhf-l67jr</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927044-L07N92AGOF7PHR3JGUA0/ham1.jpg</image:loc>
      <image:title>Blog - Using Esri deep learning tools to map Hamilton City - Make it stand out</image:title>
      <image:caption>8 class land cover map for Hamilton City</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927047-3OHLL389D47TCG87J1P4/ham2.jpg.png</image:loc>
      <image:title>Blog - Using Esri deep learning tools to map Hamilton City - Make it stand out</image:title>
      <image:caption>Impervious Map</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927051-VHBJHD0V3SWYF9UN29Z9/ham3.jpg.png</image:loc>
      <image:title>Blog - Using Esri deep learning tools to map Hamilton City - Make it stand out</image:title>
      <image:caption>Impervious ratio per parcel, red exceeds 80%</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927054-BJBMOSB06T7F5MC7LWGR/ham4.jpg</image:loc>
      <image:title>Blog - Using Esri deep learning tools to map Hamilton City - Make it stand out</image:title>
      <image:caption>Urban forest canopy</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/blog/te-awa-kairangihutt-river-in-360-video-whewr-ly8fr-hhk22</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927065-UEEQ2DX9DEXFW1TYBPIT/hutt1.png</image:loc>
      <image:title>Blog - Te Awa Kairangi/Hutt River in 360 video - Make it stand out</image:title>
      <image:caption>Upper reach of Te Awa Kairangi/Hutt River near Trentham</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927070-B1KXMCW18GZVWGRFOEGE/hutt2.png</image:loc>
      <image:title>Blog - Te Awa Kairangi/Hutt River in 360 video - Make it stand out</image:title>
      <image:caption>Lower reach of Te Awa Kairangi/Hutt River near Petone</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927074-9C1JP85GPXXPU4CF559R/hutt3.png</image:loc>
      <image:title>Blog - Te Awa Kairangi/Hutt River in 360 video - Make it stand out</image:title>
      <image:caption>Pipe inspections</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927078-9J3JD92LNMS3WQKNZTIF/hutt4.png</image:loc>
      <image:title>Blog - Te Awa Kairangi/Hutt River in 360 video - Make it stand out</image:title>
      <image:caption>Large area of Bindweed near the trail</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.lynker-analytics.com/blog/technology-integration-for-stream-surveys-67gh9-4nmw2-9w84e</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927087-BCWJTV4NZD5BKJPYS356/jgb1.jpg</image:loc>
      <image:title>Blog - Technology integration for stream surveys - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927091-41LHV67ETCE28RB0EW5E/jgb2.jpg.png</image:loc>
      <image:title>Blog - Technology integration for stream surveys - Make it stand out</image:title>
      <image:caption>Panoramic imagery can also be viewed in ArcGIS Pro, as shown above. This allows editing of map features and integration of data captured during field survey. In ArcGIS Pro, panoramic imagery can be viewed either using the Mapillary extension, or the Esri Oriented Imagery Catalog (OIC) extension – both are freely available.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927095-IJI20ZWA9VBBY695MW90/jgb3.jpg.png</image:loc>
      <image:title>Blog - Technology integration for stream surveys - Make it stand out</image:title>
      <image:caption>Image above shows integration of panoramic imagery using the OIC extension in a Esri Experience Builder app.</image:caption>
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    <image:image>
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      <image:title>Blog - Technology integration for stream surveys - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
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    <lastmod>2025-03-31</lastmod>
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      <image:title>Blog - Multi band Deep learning - Make it stand out</image:title>
      <image:caption>RGB image, plus three extra DEM derived bands, (slope, depth to water and topographic wetness index) gives the model a good understanding of water and landscape</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927110-ABQDJETJDUL9OKXCSY35/blog2.png</image:loc>
      <image:title>Blog - Multi band Deep learning - Make it stand out</image:title>
      <image:caption>The mask that randomly blanks out 50% of an image is applied to the image, and the original image is recreated by the neural network in pre-training.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927113-AKEB535HAV8DTQ3WUG2C/blog3.png</image:loc>
      <image:title>Blog - Multi band Deep learning - Make it stand out</image:title>
      <image:caption>Training (orange) and Validation (blue) loss per epochfrom the auto-encoder version of DeepLab. Note the smooth decline in loss over the training epochs</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927116-67RQ6YFI90EWXYWZT9LZ/blog4.png</image:loc>
      <image:title>Blog - Multi band Deep learning - Make it stand out</image:title>
      <image:caption>No pre-training (left), with pretraining (right)</image:caption>
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      <image:title>Blog - Using Stylegans to generate synthetic fish - Make it stand out</image:title>
      <image:caption>Examples of Stylegans generated tarakihi</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927128-5M269EXWHJVFI2MYOH7V/stylegans1.jpg</image:loc>
      <image:title>Blog - Using Stylegans to generate synthetic fish - Make it stand out</image:title>
      <image:caption>Before and after warping image with ground control points</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927132-00FONXN1AEOFAOE14I6D/stylegans2.png</image:loc>
      <image:title>Blog - Using Stylegans to generate synthetic fish - Make it stand out</image:title>
      <image:caption>Result from running a 3x3 canny edge detector with hysteresis thresholding.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927135-GYXU5STR8VZ272SHLGLR/stylegans3.png.jpg</image:loc>
      <image:title>Blog - Using Stylegans to generate synthetic fish - Make it stand out</image:title>
      <image:caption>Cropped image of a tarakihi</image:caption>
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  <url>
    <loc>https://www.lynker-analytics.com/blog/collecting-aerial-photography-at-scale-for-deep-learning-djs7e-yltls-5s2dw</loc>
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    <lastmod>2025-03-31</lastmod>
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      <image:title>Blog - Collecting aerial photography at scale for deep learning - Make it stand out</image:title>
      <image:caption>Lake Coleridge, Canterbury</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927146-NHYYGDHI4GGPW2XLQ4FC/MicrosoftTeams-image%2B%285%29.jpg</image:loc>
      <image:title>Blog - Collecting aerial photography at scale for deep learning - Make it stand out</image:title>
      <image:caption>Based from Rangiora, our team captured much of Canterbury and Christchurch. Flight path (blue crosses), Forest targets (orange boxes)</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927149-UR5PWTOJ9MW1JPN5WLP5/FlightOperationsDay22.gif</image:loc>
      <image:title>Blog - Collecting aerial photography at scale for deep learning - Make it stand out</image:title>
      <image:caption>Flight Operations dashboard</image:caption>
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    <loc>https://www.lynker-analytics.com/blog/training-machine-learning-models-with-arcgis-online-danrd-s22sm-g89e6</loc>
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      <image:title>Blog - Training Machine Learning models with ArcGIS Online - Make it stand out</image:title>
      <image:caption>Web GIS viewers are a great means of presenting interim results and getting feedback</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927160-AKRMYI0HPK8G0GWUGOM8/agolblog2.png</image:loc>
      <image:title>Blog - Training Machine Learning models with ArcGIS Online - Make it stand out</image:title>
      <image:caption>Example App used to create entropy-based training data, targets in left hand panel</image:caption>
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    <loc>https://www.lynker-analytics.com/blog/rating-auckland-suburbs-for-solar-production-bd6w3-gwrlg-a5dzt</loc>
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    <lastmod>2025-03-31</lastmod>
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      <image:title>Blog - Rating Auckland suburbs for solar production - Make it stand out</image:title>
      <image:caption>Rooftop Solar Energy Production by Suburb – Auckland</image:caption>
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      <image:title>Blog - Rating Auckland suburbs for solar production - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Rating Auckland suburbs for solar production - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://www.lynker-analytics.com/blog/reducing-shadow-impacts-in-aerial-photography-azdkp-rd52c-ym9yy</loc>
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    <lastmod>2025-03-31</lastmod>
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      <image:title>Blog - Reducing shadow impacts in Aerial Photography - Make it stand out</image:title>
      <image:caption>Cloud shadow impacting urban aerial photography</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927188-VD82IYZRHPPBLUWG49EI/cloudshadow1b.jpg</image:loc>
      <image:title>Blog - Reducing shadow impacts in Aerial Photography - Make it stand out</image:title>
      <image:caption>Cloud shadow correction in urban area.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927191-QU7J92GF9OX06KUND4P7/cloudshadow2.png</image:loc>
      <image:title>Blog - Reducing shadow impacts in Aerial Photography - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927196-PTS0SR0NZH8LZC48MIQR/cloudshadow5.jpg</image:loc>
      <image:title>Blog - Reducing shadow impacts in Aerial Photography - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/67ff1f241b58d821c1129704/1744772927198-VUQGYA1GNAPT502LPDLT/cloudshadow3.jpg</image:loc>
      <image:title>Blog - Reducing shadow impacts in Aerial Photography - Make it stand out</image:title>
      <image:caption>Feature shadow correction</image:caption>
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  <url>
    <loc>https://www.lynker-analytics.com/blog/72-hours-part-ii-fish-detection-amp-classification-kb4nd-r9lg5-zwns6</loc>
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      <image:title>Blog - 72 Hours Part II: Fish Detection &amp;amp; Classification - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - 72 Hours Part II: Fish Detection &amp;amp; Classification - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - 72 Hours Part II: Fish Detection &amp;amp; Classification - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - 72 Hours Part II: Fish Detection &amp;amp; Classification - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
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      <image:title>Blog - 72 Hours Part II: Fish Detection &amp;amp; Classification - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - 72 Hours Part II: Fish Detection &amp;amp; Classification - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - 72 Hours Part II: Fish Detection &amp;amp; Classification - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://www.lynker-analytics.com/blog/72-hours-part-i-fish-detection-amp-classification-926hs-xtytp-zsnc8</loc>
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    <lastmod>2025-03-31</lastmod>
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      <image:title>Blog - 72 Hours Part I: Fish Detection &amp;amp; Classification - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.lynker-analytics.com/blog/blog-post-title-four-dhkpx-xngew-846pk-x8425</loc>
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      <image:title>Blog - Comparing roof top solar potential in New Zealand’s largest cities - Make it stand out</image:title>
      <image:caption>Auckland hillshade</image:caption>
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      <image:title>Blog - Comparing roof top solar potential in New Zealand’s largest cities - Make it stand out</image:title>
      <image:caption>Wellington hillshade</image:caption>
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      <image:title>Blog - Comparing roof top solar potential in New Zealand’s largest cities - Make it stand out</image:title>
      <image:caption>Christchurch hillshade</image:caption>
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      <image:title>Blog - Comparing roof top solar potential in New Zealand’s largest cities - Make it stand out</image:title>
      <image:caption>Elevation range, mean and standard deviation across the cities</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Land cover classification from Sentinel-2 - Waiheke Island, Auckland.</image:caption>
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      <image:caption>Land cover classification from orthophotography, Tauranga City.</image:caption>
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