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DP1/100_How_to_Use_RSP_Tools/102_Catalog_access/102_5_LSDB_data_access.ipynb

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"Data Release: <a href=\"https://dp1.lsst.io/\">Data Preview 1</a> <br>\n",
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"Container Size: Large <br>\n",
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"LSST Science Pipelines version: Release r29.2.0 <br>\n",
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"Last verified to run: 2025-09-18 <br>\n",
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"Last verified to run: 2025-09-19 <br>\n",
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"Repository: <a href=\"https://github.com/lsst/tutorial-notebooks\">github.com/lsst/tutorial-notebooks</a> <br>"
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"source": [
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"**Learning objective:** How to access Rubin data in LSDB format.\n",
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"\n",
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"**LSST data products:** `Object`, `DiaObject`\n",
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"**LSST data products:** `Object`, `DiaObject`, `DiaSource`, `ForcedSource`, and `ForcedSourceOnDiaObject`\n",
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"\n",
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"**Packages:** `lsdb`\n",
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"\n",
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"It operates on data stored in the [HATS](https://hats.readthedocs.io/) data format that provides an efficient, spatially-indexed format for storing catalog data.\n",
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"Built on top of [Dask](https://docs.dask.org/), LSDB uses the [HATS](https://hats.readthedocs.io/) (Hierarchical Adaptive Tiling Scheme) data format ([HEALPix](https://healpix.sourceforge.io/documentation.php)-sharded [Parquet](https://parquet.apache.org/docs/)) to efficiently perform spatial operations.\n",
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"\n",
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"LSDB also hosts many other datasets stored in the HATS format, beyond the DP1 catalogs shown in this tutorial, but **only the DP1 dataset is available in the RSP**.\n",
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"LSDB also hosts many other datasets stored in the HATS format, beyond the DP1 catalogs shown in this tutorial, but **only the DP1 dataset is available in the Rubin Science Platform (RSP)**.\n",
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"Find the full list of LSDB-hosted datasets at [data.lsdb.io](https://data.lsdb.io/).\n",
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"\n",
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"**Note:** This notebook is intended only as a simple tutorial on LSDB DP1 catalogs.\n",

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