{ "culture": "en-US", "name": "", "guid": "", "catalogPath": "", "snippet": "This machine learning dataset predicts the extent of Saltmarsh along the Northland coastline. \nCoastline used to delineate the extent of this data is the Biospatial_SalineInfluenceExtent_Northland.", "description": "
  • Saltmarsh was mapped using a combination of LiDAR (2018) and RGBI (2014-2016) imagery captured by Northland and Auckland Councils. <\/SPAN><\/P><\/LI>

  • Data was derived using a combination of machine learning model training and manual output validation. <\/SPAN><\/P><\/LI>

  • Saltmarsh was validated using a combination of Photoblique and GIS desktop surveys. <\/SPAN><\/P><\/LI>

  • Slope, Spectral signatures, Topographic wetness index and vegetation structure were inputs into the machine learning model. <\/SPAN><\/P><\/LI>

  • Data is presented using a polygon approach for ease of display. <\/SPAN><\/P><\/LI>

  • Elevation data has been attached for data overlay in Photoblique. <\/SPAN><\/P><\/LI><\/UL>

    Data Limitations: <\/SPAN><\/P>

    • Data has a high accuracy rate but may be subject to some false positive and/or false negative results. <\/SPAN><\/P><\/LI>

    • The spatial extents can be used as a guide for where saltmarsh exists <\/SPAN><\/P><\/LI>

    • Scale is created to a 1m resolution <\/SPAN><\/P><\/LI>

    • Data is representation of the capture date of the imagery and LiDAR. <\/SPAN><\/P><\/LI><\/UL>

      Version Date: 2024/05/29<\/SPAN><\/P><\/DIV><\/DIV><\/DIV>", "summary": "This machine learning dataset predicts the extent of Saltmarsh along the Northland coastline. \nCoastline used to delineate the extent of this data is the Biospatial_SalineInfluenceExtent_Northland.", "title": "Biospatial_SaltmarshExtents_Nrth20240529", "tags": [ "Saltmarsh", "Northland", "Saline Influence", "Machine learning" ], "type": "", "typeKeywords": [], "thumbnail": "", "url": "", "minScale": 150000000, "maxScale": 5000, "spatialReference": "", "accessInformation": "Biospatial Limited \nPhotoblique Limited\u202f \nAuckland Council \nNorthland Regional Council", "licenseInfo": "

      Northland Regional Council and Biospatial Limited maintain ownership of the dataset. <\/SPAN><\/P><\/DIV><\/DIV><\/DIV>", "portalUrl": "" }