2imi9/OlmoEarth-v1-Chesapeake-Bay-Nutrient-Loads

该数据集名为OlmoEarth-v1-Chesapeake-Bay-Nutrient-Loads，包含切萨皮克湾流域121个美国地质调查局非潮汐网络监测站点的年度和月度水质负荷数据（总氮、总磷、悬浮沉积物），时间跨度为2014年至2023年。数据集设计用于与OlmoEarth-v1-Base嵌入和经典回归方法结合使用，并支持通过分位数分箱类别进行微调。数据集包含14,166条月度记录和1,208条年度记录，涵盖121个站点和6个子流域，分为4个类别（包括参考基线）。数据以多种格式提供，适用于不同的应用场景，如OlmoEarth Studio Web界面和rslearn兼容的工作流程。

The dataset OlmoEarth-v1-Chesapeake-Bay-Nutrient-Loads contains annual and monthly water-quality loads (Total Nitrogen, Total Phosphorus, Suspended Sediment) at 121 USGS Nontidal Network monitoring stations across the Chesapeake Bay watershed from 2014 to 2023. It is built for use with OlmoEarth-v1-Base embeddings and classical regression, with optional fine-tuning support via quantile-binned classes. The dataset includes 14,166 monthly records, 1,208 annual records, 121 stations, and 6 sub-basins, categorized into 4 classes (including a reference baseline). It is provided in multiple formats for various use cases, such as the OlmoEarth Studio Web UI and rslearn-compatible workflows.