Update README.md

README.md

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 This dataset ships as a single tar at the repo root. Members preserve paths like
 `EARS/<id>/audio.mp3` and `EARS/<id>/speaker_latent.safetensors`.
 
-Quick start (Python):
-    from huggingface_hub import hf_hub_download
-    import runpy
-    loader = runpy.run_path(hf_hub_download('jordand/echo-embeddings-ears-tar', repo_type='dataset', filename='loader.py'))
-    EARS_PATH = loader['ensure_tar_tree']('jordand/echo-embeddings-ears-tar', 'EARS')
-
-Minimal index:
-    one JSON object per line in index.jsonl:
-      {"id": "<folder_name>"}
+See loader.py for example loading.
 
 Attribution:
   Contains audio and embeddings derived from the EARS dataset. Distributed under CC BY-NC 4.0; attribution required; commercial use is not permitted.