Evaluating the predictive performance of human avalanche forecasts and model predictions in Switzerland

Description

This data set was used in the analysis by Techel et al. Can model-based avalanche forecasts match the discriminatory skill of human danger level forecasts? A comparison from Switzerland. Please note that the title of the preprint was Forecasting avalanche danger: human-made forecasts vs. fully automated model-driven predictions, submitted to Natural Hazards Earth System Sciences on 20 Aug 2024.
The final manuscript used data from three forecasting seasons (2022/2023, 2023/2024, 2024/2025) , the preprint two forecasting seasons (2022/2023, 2023/2024) .
Currently, the repository contains data from two avalanche forecasting seasons in Switzerland. The third season will be added (to be done, 30 June 2025).
Interpolated predictions
- The .zip file contains the interpolated predictions for the three models in nowcast- and forecast- mode. This data is needed to reproduce the figures and tables in the submitted preprint.
The other data are the raw data underlying the interpolations:
- Avalanche forecast by WSL Institute for Snow and Avalanche Research SLF, published at 17.00 local time, valid for the following 24 hours and relating to dry snow avalanche conditions.
- Model predictions in nowcast- and forecast-mode for three models (danger level, instability, natural avalanche), valid for 12.00 local time
- Subset of points extracted from GPS tracks (courtesy of Skitourenguru GmbH)
- Avalanche observations - natural avalanches and human-triggered avalanches
- Estimates of the snowline
- Randomly chosen subset of grid points used for generating reference distributions
For details regarding the data sets refer to the publication.

Resources

Name Format Description Link
Natural avalanches 2023/2024 XLS Open resource
Natural avalanches 2023/2024 XLS Open resource
Randomly sampled subset of grid points from 1 km DEM XLS Open resource
Randomly sampled subset of grid points from 1 km DEM XLS Open resource
Human-triggered avalanches 2022/2023 XLS Open resource
Human-triggered avalanches 2022/2023 XLS Open resource
GPS data and human-triggered avalanches XLS Open resource
GPS data and human-triggered avalanches XLS Open resource
Human-triggered avalanches 2023/2024 XLS Open resource
Human-triggered avalanches 2023/2024 XLS Open resource
Avalanche forecast XLS Open resource
Avalanche forecast XLS Open resource
Snowline estimates 2023/2024 XLS Open resource
Snowline estimates 2023/2024 XLS Open resource
Snowline estimates 2022/2023 XLS Open resource
Snowline estimates 2022/2023 XLS Open resource
Natural avalanches 2022/2023 XLS Open resource
Natural avalanches 2022/2023 XLS Open resource
Model predictions (raw data) ZIP Open resource
Model predictions (raw data) ZIP Open resource
Model predictions (interpolated) ZIP Open resource
Model predictions (interpolated) ZIP Open resource

Tags

Topics

Categories