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"description" : "The full datasheet for this product is available here: https://sonomaopenspace.egnyte.com/dl/qOm3JEb3tDClass definitions, as well as a dichotomous key for the map classes, can be found in the Sonoma Vegetation and Habitat Map Key (https://sonomaopenspace.egnyte.com/dl/xObbaG6lF8). The fine scale vegetation and habitat map was created using semi-automated methods that include field work, computer-based machine learning, and manual aerial photo interpretation. The vegetation and habitat map was developed by first creating a lifeform map, an 18-class map that served as a foundation for the fine-scale map. The lifeform map was created using “expert systems” rulesets in Trimble Ecognition. These rulesets combine automated image segmentation (stand delineation) with object based image classification techniques. In contrast with machine learning approaches, expert systems rulesets are developed heuristically based on the knowledge of experienced image analysts. Key data sets used in the expert systems rulesets for lifeform included: orthophotography (’11 and ’13), the LiDAR derived Canopy Height Model (CHM), and other LiDAR derived landscape metrics. After it was produced using Ecognition, the preliminary lifeform map product was manually edited by photo interpreters. Manual editing corrected errors where the automated methods produced incorrect results. Edits were made to correct two types of errors: 1) unsatisfactory polygon (stand) delineations and 2) incorrect polygon labels.The mapping team used the lifeform map as the foundation for the finer scale and more floristically detailed Fine Scale Vegetation and Habitat map. For example, a single polygon mapped in the lifeform map as forest might be divided into four polygons in the in the fine scale map including redwood forest, Douglas-fir forest, Oregon white oak forest, and bay forest. The fine scale vegetation and habitat map was developed using a semi-automated approach. The approach combines Ecognition segmentation, extensive field data collection, machine learning, manual editing, and expert review. Ecognition segmentation results in a refinement of the lifeform polygons. Field data collection results in a large number of training polygons labeled with their field-validated map class. Machine learning relies on the field collected data as training data and a stack of GIS datasets as predictor variables. The resulting model is used to create automated fine-scale labels countywide. Machine learning algorithms for this project included both Random Forests and Support Vector Machines (SVMs). Machine learning is followed by extensive manual editing, which is used to 1) edit segment (polygon) labels when they are incorrect and 2) edit segment (polygon) shape when necessary.The map classes in the fine scale vegetation and habitat map generally correspond to the alliance level of the National Vegetation Classification, but some map classes - especially riparian vegetation and herbaceous types - correspond to higher levels of the hierarchy (such as group or macrogroup). ",
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"copyrightText" : "Sonoma County Water Agency, Sonoma County Agricultural Preservation and Open Space District, Sonoma County Vegetation Mapping and LiDAR Program",
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"value" : "Abies grandis Alliance",
"label" : "Abies grandis Alliance",
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"value" : "Acer macrophyllum Alliance",
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"value" : "Adenostoma fasciculatum Alliance",
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"value" : "Aesculus californica Alliance",
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"value" : "Allium falcifolium - Eriogonum spp. - Streptanthus spp. Provisional Alliance",
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"value" : "Annual Cropland",
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"value" : "Arbutus menziesii Alliance",
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"value" : "Arctostaphylos (bakeri, montana) Alliance",
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"value" : "Arctostaphylos (canascens, manzanita, stanfordiana) A. glandulosa Mapping Unit",
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"value" : "Arctostaphylos viscida Alliance",
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"value" : "Baccharis pilularis Alliance",
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"value" : "Barren & Sparsely Vegetated",
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"value" : "Calamagrostis nutkaensis Alliance",
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"value" : "California Annual and Perennial Grassland Macrogroup",
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"value" : "California Coastal Evergreen Bluff and Dune Scrub Group",
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"value" : "Californian Maritime Chaparral Group",
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"value" : "Californian Mesic Chaparral Group",
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"value" : "Carex serratodens Provisional Alliance",
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"value" : "Ceanothus cuneatus Alliance",
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"value" : "Ceanothus oliganthus Alliance",
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"value" : "Ceanothus thyrsiflorus Alliance",
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"value" : "Corylus cornuta var. californica Alliance",
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"value" : "Dry Stock Pond",
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"value" : "Eriodictyon californicum - Lupinus albifrons Alliance",
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"value" : "Eucalyptus (globulus, camaldulensis) Semi-natural Alliance",
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"value" : "Forest Sliver",
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},
"value" : "Gaultheria shallon - Rubus (ursinus) Provisional Alliance",
"label" : "Gaultheria shallon - Rubus (ursinus) Provisional Alliance",
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},
"value" : "Hesperocyparis macnabiana Alliance",
"label" : "Hesperocyparis macnabiana Alliance",
"description" : ""
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},
"value" : "Hesperocyparis macrocarpa Semi-Natural Alliance",
"label" : "Hesperocyparis macrocarpa Semi-Natural Alliance",
"description" : ""
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},
"value" : "Hesperocyparis sargentii Alliance",
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},
"value" : "Intensively Managed Hayfield",
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},
"value" : "Irrigated Pasture",
"label" : "Irrigated Pasture",
"description" : ""
}, {
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},
"value" : "Juncus arcticus (var. balticus, mexicanus) Alliance",
"label" : "Juncus arcticus (var. balticus, mexicanus) Alliance",
"description" : ""
}, {
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},
"value" : "Major Roads",
"label" : "Major Roads",
"description" : ""
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},
"value" : "Mesembryanthemum spp. - Carpobrotus spp. Provisional Alliance",
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},
"value" : "Native and Non-native Perennial Coastal Grassland Mapping Unit",
"label" : "Native and Non-native Perennial Coastal Grassland Mapping Unit",
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}, {
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},
"value" : "Non-native Forest & Woodland",
"label" : "Non-native Forest & Woodland",
"description" : ""
}, {
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},
"value" : "Non-native Shrub",
"label" : "Non-native Shrub",
"description" : ""
}, {
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}
},
"value" : "North American Pacific Coastal Salt Marsh Macrogroup",
"label" : "North American Pacific Coastal Salt Marsh Macrogroup",
"description" : ""
}, {
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"color" : [ 115, 148, 92, 255 ],
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},
"value" : "Notholithocarpus densiflorus Alliance",
"label" : "Notholithocarpus densiflorus Alliance",
"description" : ""
}, {
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},
"value" : "Nursery or Ornamental Horticultural Area",
"label" : "Nursery or Ornamental Horticultural Area",
"description" : ""
}, {
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},
"value" : "Orchard or Grove",
"label" : "Orchard or Grove",
"description" : ""
}, {
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},
"value" : "Perennial Agriculture",
"label" : "Perennial Agriculture",
"description" : ""
}, {
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"color" : [ 60, 145, 39, 255 ],
"outline" : {
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},
"value" : "Pinus attenuata Alliance",
"label" : "Pinus attenuata Alliance",
"description" : ""
}, {
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"color" : [ 145, 201, 93, 255 ],
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"name" : "Frangula californica - Rhododendron occidentale Alliance",
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