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 |