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+*.tar filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
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+This repo contains WebDataset shards split by top-level subfolders (e.g., `images`, `preprocessed_eeg`).
+Each shard preserves the internal hierarchy in WebDataset `__key__`.
+
+## Load example (streaming)
+```python
+import webdataset as wds
+base = "https://huggingface.co/datasets/nonarjb/things_eeg_2/resolve/main"
+urls = f"{base}/things_eeg_2-images-{{000000..000099}}.tar"
+ds = wds.WebDataset(urls).to_tuple("__key__", "jpg")
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