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  1. README.md +84 -0
  2. river/20080108.zarr/.zarray +24 -0
  3. river/20080108.zarr/0.0.0 +0 -0
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README.md ADDED
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+ # CoastalBench-preview
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+
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+ \[[**Paper**](https://openreview.net/pdf?id=h3EEUJaMLu)\] \[[**GitHub**](https://github.com/spatialdatasciencegroup/CoastalBench)\]
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+
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+ > This repository contains a 90-day subset of the full **CoastalBench** dataset, provided as a lightweight preview.
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+
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+
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+ ## Dataset Overview
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+
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+ - **Time span**: 2008-01-02 to 2008-04-01
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+ - **Duration**: 90 days
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+ - **Temporal resolution**: Half-hourly (48 time steps per day)
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+ - **Spatial resolution**: 898 × 598
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+ - **Vertical levels**: 12 (for 3D ocean features)
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+ - **Data type**: `float16` (This preview uses lower precision compared to the original NetCDF files for reduced storage)
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+
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+
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+ ## Variables
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+
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+ ### Ocean and Meteorological Features
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+ Each `.zarr` file contains 48 half-hourly time steps across 82 features, stacked along the first dimension.
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+
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+ The 82 features include:
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+ - **3D variables** (each with 12 vertical levels, treated as 12 separate 2D channels):
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+ - `u`: horizontal velocity (east-west)
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+ - `v`: horizontal velocity (north-south)
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+ - `w`: vertical velocity
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+ - `temp` : temperature
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+ - `salt` : salinity
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+ - `AKs` : vertical mixing coefficient
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+ - **2D surface variables**:
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+ - `zeta`: sea surface height
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+ - `Pair`: surface air pressure
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+ - `Qair`: specific humidity
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+ - `Tair`: air temperature
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+ - `rain`: rainfall rate
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+ - `swrad`: shortwave radiation
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+ - `lwrad`: longwave radiation
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+ - `Uwind`: u-wind component
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+ - `Vwind`: v-wind component
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+ - **Land-sea mask**:
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+ - `mask`: binary mask (1 for ocean, 0 for land), included as the 82nd feature
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+
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+ All features are stacked into a single 4D tensor: `(features=82, height=898, width=598, time=48)`
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+
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+ ### River Inputs
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+ Each river Zarr file contains 48 half-hourly time steps of 25 features across 4 river locations. These features include:
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+
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+ - `river_transport`: river transport (1D)
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+ - `river_temp`: temperature at 12 depth levels
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+ - `river_salt`: salinity at 12 depth levels
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+
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+ All features are stored in a 3D array with shape `(features=25, rivers=4, time=48)` and are temporally aligned with the ocean and meteorological data.
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+
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+ ## File Structure
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+
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+ ```
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+ CoastalBench-preview/
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+ ├── ocean_met/
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+ │ ├── 20080102.zarr/
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+ │ ├── 20080103.zarr/
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+ │ ├── ...
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+ │ └── 20080401.zarr/
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+
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+ ├── river/
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+ │ ├── 20080102.zarr/
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+ │ ├── 20080103.zarr/
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+ │ ├── ...
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+ │ └── 20080401.zarr/
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+ ```
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+
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+
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+
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+
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+ ## Citation
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+ Please cite our paper if you find this dataset useful for your work:
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+ ```
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+ @inproceedings{coastalbench,
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+ title={CoastalBench: A Decade-Long High-Resolution Dataset to Emulate Complex Coastal Processes},
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+ author={Xu, Zelin and Zhang, Yupu and Xiao, Tingsong and Lizaso, Maitane Olabarrieta and Gonzalez-Ondina, Jose M and Liu, Zibo and Chen, Shigang and Jiang, Zhe},
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+ booktitle={Forty-second International Conference on Machine Learning},
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+ year={2025},
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+ }
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+ ```
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