Modeling data for burn severity of the East Troublesome and Grizzly Creek for integration with post-fire debris flow in the upper Colorado River basin, USA
These data were compiled for/to provide an example and assess methods and results of pre-fire estimation of predicted differenced normalized burn ration (dNBR) for predicting post-fire debris flow hazard classification. Objective(s) of our study were to develop predictive models for burn severity, using variables of pre-fire conditions, for two large wildfires from 2020 in Colorado, USA. These data represent pre-fire predictions of post-fire differenced normalized burn ratio (dNBR) as a proxy of burn severity and further understand pre-fire modeling of burn severity. These data were collected/created in the fire perimeters the East Troublesome Fire (10/14/2020 – 11/30/2020) and the Grizzly Creek Fire (8/10/2020 – 12/18/2020), Colorado, USA. These data were collected/created by use of random forest modeling of variables representing pre-fire conditions (satellite spectral data, landscape biophysical data, GIS topographic data, and meteorological/climate data) against observed estimates of post-fire difference in normalized burn ratio (dNBR). These data can be used to provide estimates of burn severity for post-fire hazard analysis.
Complete Metadata
| accessLevel | public |
|---|---|
| bureauCode |
[
"010:12"
]
|
| contactPoint |
{
"fn": "Seth M. Munson",
"@type": "vcard:Contact",
"hasEmail": "mailto:smunson@usgs.gov"
}
|
| description | These data were compiled for/to provide an example and assess methods and results of pre-fire estimation of predicted differenced normalized burn ration (dNBR) for predicting post-fire debris flow hazard classification. Objective(s) of our study were to develop predictive models for burn severity, using variables of pre-fire conditions, for two large wildfires from 2020 in Colorado, USA. These data represent pre-fire predictions of post-fire differenced normalized burn ratio (dNBR) as a proxy of burn severity and further understand pre-fire modeling of burn severity. These data were collected/created in the fire perimeters the East Troublesome Fire (10/14/2020 – 11/30/2020) and the Grizzly Creek Fire (8/10/2020 – 12/18/2020), Colorado, USA. These data were collected/created by use of random forest modeling of variables representing pre-fire conditions (satellite spectral data, landscape biophysical data, GIS topographic data, and meteorological/climate data) against observed estimates of post-fire difference in normalized burn ratio (dNBR). These data can be used to provide estimates of burn severity for post-fire hazard analysis. |
| distribution |
[
{
"@type": "dcat:Distribution",
"title": "Digital Data",
"format": "XML",
"accessURL": "https://doi.org/10.5066/P9T077XK",
"mediaType": "application/http",
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{
"@type": "dcat:Distribution",
"title": "Original Metadata",
"format": "XML",
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"downloadURL": "https://data.usgs.gov/datacatalog/metadata/USGS.623c8a96d34e915b67d39482.xml"
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|
| identifier | http://datainventory.doi.gov/id/dataset/USGS_623c8a96d34e915b67d39482 |
| keyword |
[
"Arapaho National Forest",
"Colorado",
"East Fork Troublesome Creek",
"East Troublesome Fire",
"Estes Park",
"Garfield County",
"Glenwood Canyon",
"Glenwood Springs",
"Granby",
"Grand County",
"Grand Lake",
"Grizzly Creek",
"Grizzly Creek Fire",
"Kremmling",
"Rocky Mountain National Park",
"USGS:623c8a96d34e915b67d39482",
"White River National Forest",
"biota",
"burn severity",
"dNBR",
"data release",
"debris flow",
"differenced normalized burn ratio",
"environment",
"fire damage",
"fire perimeters",
"fires",
"fuel",
"hazards",
"landslides",
"machine learning",
"modeling",
"post-fire differenced normalized burn ratio",
"post-fire hazard",
"pre-fire conditions",
"pre-fire estimation",
"pre-fire modeling",
"pre-fire predictions",
"predicted differenced normalized burn ration",
"predictive models",
"random forest modeling",
"remote sensing",
"volume of debris flow",
"water quality",
"wildfire",
"wildland fire"
]
|
| modified | 2024-01-03T00:00:00Z |
| publisher |
{
"name": "U.S. Geological Survey",
"@type": "org:Organization"
}
|
| spatial | -107.332558152, 39.368943084, -105.755641755, 40.534771901 |
| theme |
[
"Geospatial"
]
|
| title | Modeling data for burn severity of the East Troublesome and Grizzly Creek for integration with post-fire debris flow in the upper Colorado River basin, USA |
