burn_intensity

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Dataset Metadata

Field

Value

Folder

/datasets/geoai/ibm-nasa-geospatial/burn_intensity

Discipline

GeoAI / Remote Sensing / Environmental Science

Link

Access Data

Public

True

Publication Date

2024-11-04

Downloaded

2025-09-10

Data Type

GeoTIFF and ZIP

Dataset Size

3G

Number of Files

1889

Usage Policy Link

https://choosealicense.com/licenses/mit/

Description

This dataset contains burn scar intensity data and Harmonized Landsat and Sentinel-2 (HLS) images for burn scar analysis across various time frames: pre-burn, during-burn, and post-burn. Each file provides spatial information on burn scar intensity and top-of-atmosphere (TOA) reflectance values.<br>The dataset includes:<br>BS_files_raw.csv: The complete set of burn scar intensity data without filtering.<br>BS_files_with_less_than_25_percent_zeros.csv: Filtered dataset with entries containing less than 25% missing or zero values.<br>TIFF files in each zip file (pre.zip, during.zip, post.zip) capturing burn scar and HLS data at different burn stages.<br>Dataset Structure<br>Zipped Files<br>Each zip file (pre.zip, during.zip, post.zip) contains paired TIFF files for each burn scar case:<br>BS_casename.tiff: 224x224 pixel file with one band, representing burn scar intensity classes (values: 0-4).<br>HLS_casename.tiff: 224x224 pixel file with six bands, representing TOA reflectance values across different wavelengths.<br>TIFF Metadata<br>Each TIFF file has the following specifications:<br><br>Burn Scar Intensity Files (BS_casename.tiff)<br>Bands: 1 band<br>Data Range: Burn scar intensity classes (0-4), where:<br>0: No burn<br>1: Unburned to Very Low<br>2: Low Severity<br>3: Moderate Severity<br>4: High Severity<br>HLS TOA Reflectance Files (HLS_casename.tiff)<br>Bands: 6 bands, each capturing TOA reflectance at different wavelength.<br>Wavelengths and Band Mapping:<br>Band 1 (Blue, B02): 458-523 nm<br>Band 2 (Green, B03): 543-578 nm<br>Band 3 (Red, B04): 650-680 nm<br>Band 4 (NIR, B8A): 845-885 nm<br>Band 5 (SWIR 1, B11): 1560-1660 nm<br>Band 6 (SWIR 2, B12): 2100-2280 nm<br>CSV Files<br>BS_files_raw.csv: Contains raw, unfiltered burn scar intensity data.<br>BS_files_with_less_than_25_percent_zeros.csv: Contains burn scar data filtered to include only entries with less than 25% missing or zero values, allowing for enhanced data quality in analysis.

Usage

$ module avail
$ module load datasets
$ module load geoai/ibm-nasa-geospatial/burn_intensity/2024-11-04

Usage Policy

This dataset is released under the MIT License The MIT License permits use, modification, and distribution of the dataset for both academic and commercial purposes, provided that appropriate credit is given to the original authors. Users are encouraged to acknowledge the IBM–NASA Geospatial team and include a citation to this dataset in any derived publications, models, or applications.

See also: https://choosealicense.com/licenses/mit/

Citation

IBM-NASA Geospatial. (2024). Burn Intensity Dataset (v1.0) [Dataset]. Hugging Face. https://huggingface.co/datasets/ibm-nasa-geospatial/burn_intensity

BibTeX

@dataset{ibm_nasa_burn_intensity_2024,
  title = {Burn Intensity Dataset (v1.0)},
  author = {IBM-NASA Geospatial},
  year = {2024},
  howpublished = {\url{https://huggingface.co/datasets/ibm-nasa-geospatial/burn_intensity}},
  note = {Available on Hugging Face Datasets}
}