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Dataset for Accurate Mediterranean Sea Forecasting via Graph-based Deep Learning

This repo contains the dataset to get started with SeaCast and reproduce published results.

The file structure is as follows:

model_weights/
graphs/
data/
└── mediterranean/
    └── samples/
        ├── test/
        ├── train/   (*202310* files)
        └── val/     (*202403* files)
    ├── observations/
    ├── metrics/
    └── static/

where the folders contain:

  • model_weights: SeaCast model weights
  • graphs: hierarchical graphs for the Mediterranean Sea
  • test: test set from July to December 2024
  • train: training subset from October 2023
  • val: validation subset from March 2024
  • observations: satellite and in-situ measurements for evaluation
  • metrics: precalculated metrics
  • static: static data to run SeaCast
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