Classification of crop types in central California from 2005 - 2020
This dataset is support materials for the publication "Crop type classification, trends, and patterns of central California agricultural fields from 2005 – 2020". This data release is comprised of two child datasets. The first dataset, 'Labeled_CropType_Points', is a shapefile that consists of randomly selected point locations in which crop types were verified using high resolution imagery for each examined year across the study period (2005 - 2020). The second dataset, 'Central_CA_Classified_Croplands', is also a shapefile, but contains polygons of 9 classified crop types derived from a random forest machine learning classifier for central California for each examined year across the study period (2005 - 2020).
Complete Metadata
| accessLevel | public |
|---|---|
| bureauCode |
[
"010:12"
]
|
| contactPoint |
{
"fn": "Britt W Smith",
"@type": "vcard:Contact",
"hasEmail": "mailto:bwsmith@usgs.gov"
}
|
| description | This dataset is support materials for the publication "Crop type classification, trends, and patterns of central California agricultural fields from 2005 – 2020". This data release is comprised of two child datasets. The first dataset, 'Labeled_CropType_Points', is a shapefile that consists of randomly selected point locations in which crop types were verified using high resolution imagery for each examined year across the study period (2005 - 2020). The second dataset, 'Central_CA_Classified_Croplands', is also a shapefile, but contains polygons of 9 classified crop types derived from a random forest machine learning classifier for central California for each examined year across the study period (2005 - 2020). |
| distribution |
[
{
"@type": "dcat:Distribution",
"title": "Original Metadata",
"format": "XML",
"mediaType": "text/xml",
"description": "The metadata original format",
"downloadURL": "https://data.usgs.gov/datacatalog/metadata/USGS.6511ec83d34e823a0275de07.xml"
}
]
|
| identifier | http://datainventory.doi.gov/id/dataset/USGS_6511ec83d34e823a0275de07 |
| keyword |
[
"California",
"Central Valley",
"Landsat",
"NAIP",
"USGS:6511ec83d34e823a0275de07",
"agriculture",
"biota",
"crop type",
"image classification",
"machine learning"
]
|
| modified | 2024-06-06T00:00:00Z |
| publisher |
{
"name": "U.S. Geological Survey",
"@type": "org:Organization"
}
|
| spatial | -124.3900, 32.5300, -114.1200, 42.0000 |
| theme |
[
"Geospatial"
]
|
| title | Classification of crop types in central California from 2005 - 2020 |