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Add preview-repo callout above Dataset Summary for quick reviewer onboarding

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  1. README.md +16 -0
README.md CHANGED
@@ -95,6 +95,22 @@ geology and broader frequency bandwidths.
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  Maintained by the **SubsurfaceGen** project. Author affiliations withheld for double-blind review.
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  ## Dataset Summary
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  | Metric | Value |
 
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  Maintained by the **SubsurfaceGen** project. Author affiliations withheld for double-blind review.
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+ > ## 👀 Want a quick look first? Try the preview repo.
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+ >
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+ > The full dataset above is **~12 TB across 47,078 HDF5 files** — too large for
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+ > a quick browse. We ship a hand-curated single-family preview that downloads
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+ > in **under 5 min** (~2.8 GB) and contains exactly **one example of each data
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+ > type** (3D model, 2D slice, wavefield, shot-gather cube), all derived from
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+ > the same source slice and aligned with the manuscript's intro figure.
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+ >
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+ > **➡️ [`subsurfacegen/field-scale-dataset-preview`](https://huggingface.co/datasets/subsurfacegen/field-scale-dataset-preview)**
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+ >
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+ > The preview repo's README has all five figures pre-rendered inline (no
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+ > download needed) plus a runnable `view_preview.py` + executed
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+ > `view_preview.ipynb` that show how to load and plot every file type with
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+ > just `numpy` + `matplotlib` + `h5py`.
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  ## Dataset Summary
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  | Metric | Value |