Cold Region Thaw Hazard Mapping Dataset
Description
This dataset contains 12 PowerPoint slides (PPTX format) presenting the key figures and results from the research "A method for better mapping of susceptibility to thaw hazards in data-scarce cold regions". These figures support the manuscript's findings on innovative TabPFN application for thaw hazard susceptibility mapping in data-scarce permafrost regions. The visual materials demonstrate the comprehensive approach combining satellite remote sensing, UAV surveys, and field validation data for accurate hazard assessment under climate change conditions.
Files
Steps to reproduce
This dataset contains presentation figures supporting the research methodology and results. To utilize this data: (1) Download the 12 PowerPoint files (.pptx format) containing research figures and results visualizations; (2) Use Microsoft PowerPoint or compatible presentation software (e.g., LibreOffice Impress, Google Slides) to view and edit the slides; (3) The content includes study area maps, thaw hazard inventory and distribution maps, machine learning model performance comparisons, susceptibility mapping results, SHAP analysis and feature importance plots, and validation assessment figures; (4) Each slide represents key findings from the thaw hazard susceptibility research, and figures can be extracted for academic presentations, reports, or further analysis; (5) Refer to the associated manuscript for detailed methodology and interpretation, and cite both the original research paper and this dataset when using these materials. These presentation materials are derived from comprehensive field surveys, remote sensing analysis, and machine learning modeling conducted in Qinghai Province, China.
Institutions
- University of the Chinese Academy of Sciences