Supporting data for "Software library to quantify the value of forecasts for decision-making: Case study on sensitivity to damages" by Laugesen et al. (2025)

Results data and figures for the journal paper.Dataset includes compressed Python Pickle files containing Dictionaries of NumPy arrays and metadata for each figure. This contains input and output data. Also includes image files for each figure are also included in PNG, SVG, and PDF.Journal paper introduces RUVPY, a Python software library which implements the Relative Utility Value (RUV) method. This is available at https://github.com/richardlaugesen/ruvpy and can now be used by researchers and industry to quantify the value of forecast for decision making (pip install ruvpy).ReferencesLaugesen, R., Thyer, M., McInerney, D., & Kavetski, D. (2025), Software Library to Quantify the Value of Forecasts for Decision-Making: Case Study on Sensitivity to Damages. Environmental Modelling and Software. https://doi.org/10.1016/j.envsoft.2025.106697Laugesen, R., Thyer, M., McInerney, D., & Kavetski, D. (2023). Flexible forecast value metric suitable for a wide range of decisions: application using probabilistic subseasonal streamflow forecasts. Hydrology and Earth System Sciences, 27(4), 873-893. https://doi.org/10.5194/hess-27-873-2023Laugesen, R. (2025). RUVPY software library to quantify the value of forecasts for decision-making using RUV (v1.0.0). Zenodo. https://doi.org/10.5281/zenodo.15825583

本数据集为某期刊论文配套的结果数据与图表。数据集包含经压缩的Python Pickle格式文件，其中存储了各图表对应的NumPy数组字典与元数据，涵盖实验的输入与输出数据；同时包含各图表的图像文件，格式涵盖PNG、SVG与PDF。该期刊论文介绍了RUVPY——一款实现相对效用价值（Relative Utility Value，RUV）方法的Python软件库。该库可通过https://github.com/richardlaugesen/ruvpy 获取，现已可供研究人员与工业界使用，用于量化决策场景下预报的价值，可通过`pip install ruvpy`快速安装。
参考文献：
[1] Laugesen R, Thyer M, McInerney D, Kavetski D. (2025) 用于量化决策中预报价值的软件库：针对损害敏感性的案例研究. 环境建模与软件. https://doi.org/10.1016/j.envsoft.2025.106697
[2] Laugesen R, Thyer M, McInerney D, Kavetski D. (2023) 适用于多种决策场景的灵活预报价值度量方法：基于概率次季节径流预报的应用. 水文学与地球系统科学, 27(4), 873-893. https://doi.org/10.5194/hess-27-873-2023
[3] Laugesen R. (2025) RUVPY：基于相对效用价值（RUV）方法量化决策中预报价值的软件库（版本1.0.0）. Zenodo. https://doi.org/10.5281/zenodo.15825583