# Stream the Universe from Your Laptop

> Source: <https://asciinema.org/a/1259218>
> Published: 2026-07-07 13:49:44+00:00

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The Multimodal Universe (MMU) pools together 80TB++ of data from over 30 astronomical surveys into one place. Crossmatching (linking observations of the same object across surveys) is its killer feature, but until now it required downloading hefty chunks of data to local disk. We got tired of needing a cluster just to run a crossmatch, so we gathered in the UniverseTBD and Hugging Science Discord servers to fix that. We’ve converted the MMU to the parquet-based HATS format so that you can use the LSDB and Hugging Face ecosystems to crossmatch from a Macbook Air.

Write up here: [https://huggingface.co/blog/hugging-science/multimodal-universe-hats](https://huggingface.co/blog/hugging-science/multimodal-universe-hats)
