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@@ -26,220 +26,13 @@ That’s why we’re excited to have partnered with the **Multimodal Universe**
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**Multimodal data** refers to data that comes in multiple formats or “modalities” for a given object. For example, an image of a galaxy is a two-dimensional array of pixel intensities, while a spectrum encodes brightness at different wavelengths, and a time series captures how the brightness of a source evolves over time. Each of these modalities offers a unique window into the physics of the source under study, which is why pairing them in a single dataset can be particularly powerful.
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<palign="center">
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<imgsrc="/images/blog/mmu_dset_examples.png"alt="Examples of data in the MMU dataset"width="80%"style="mix-blend-mode: darken;">
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</p>
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#### What’s in the Multimodal Universe?
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We’ve combined publicly available data from **major astronomical surveys** into one consistently cross-matched framework, summarized in the table below. Images, spectra, hyperspectral data cubes, time-series data… they’re all in here! Each dataset has been carefully pre-processed, documented, and aligned to play nicely with one another right out of the box.
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<table>
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<thead>
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<tr>
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<th>Modality</th>
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<th>Source Survey</th>
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<th>N<sub>c</sub></th>
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<th>Shape</th>
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<th>Number of samples</th>
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<th>Main science</th>
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</tr>
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</thead>
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<tbody>
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<!-- Images -->
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<tr>
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<td rowspan="5">Images</td>
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<td>Legacy Surveys DR10</td>
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<td>4</td>
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<td>160×160</td>
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<td>124M</td>
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<td>Galaxies</td>
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</tr>
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<tr>
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<td>Legacy Surveys North</td>
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<td>3</td>
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<td>152×152</td>
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<td>15M</td>
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<td>Galaxies</td>
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</tr>
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<tr>
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<td>HSC</td>
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<td>5</td>
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<td>160×160</td>
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<td>477K</td>
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<td>Galaxies</td>
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</tr>
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<tr>
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<td>BTS</td>
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<td>3</td>
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<td>63×63</td>
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<td>400K</td>
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<td>Supernovae</td>
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</tr>
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<tr>
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<td>JWST</td>
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<td>6-7</td>
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<td>96×96</td>
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<td>300K</td>
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<td>Galaxies</td>
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</tr>
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<!-- Spectra -->
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<tr>
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<td rowspan="7">Spectra</td>
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<td>Gaia BP/RP</td>
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<td>-</td>
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<td>110 [1]</td>
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<td>220M</td>
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<td>Stars</td>
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</tr>
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<tr>
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<td>SDSS-II</td>
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<td>-</td>
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<td>Variable</td>
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<td>4M</td>
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<td>Galaxies, Stars</td>
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</tr>
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<tr>
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<td>DESI</td>
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<td>-</td>
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<td>7081</td>
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<td>1M</td>
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<td>Galaxies</td>
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</tr>
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<tr>
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<td>APOGEE SDSS-III</td>
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<td>-</td>
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<td>7514</td>
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<td>716k</td>
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<td>Stars</td>
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</tr>
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<tr>
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<td>GALAH</td>
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<td>-</td>
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<td>Variable</td>
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<td>325k</td>
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<td>Stars</td>
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</tr>
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<tr>
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<td>Chandra</td>
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<td>-</td>
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<td>Variable</td>
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<td>129K</td>
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<td>Galaxies, Stars</td>
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</tr>
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<tr>
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<td>VIPERS</td>
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<td>-</td>
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<td>557</td>
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<td>91K</td>
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<td>Galaxies</td>
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</tr>
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<!-- Hyperspectral Image -->
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<tr>
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<td>Hyperspectral Image</td>
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<td>MaNGA SDSS-IV</td>
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<td>4563</td>
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<td>96×96</td>
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<td>12k</td>
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<td>Galaxies</td>
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</tr>
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<!-- Time Series -->
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<tr>
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<td rowspan="10">Time Series</td>
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<td>PLAsTiCC [2]</td>
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<td>6</td>
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<td>Variable</td>
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<td>3.5M</td>
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<td>Time-varying objects</td>
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</tr>
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<tr>
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<td>TESS</td>
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<td>1</td>
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<td>Variable</td>
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<td>1M</td>
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<td>Exoplanets, Stars</td>
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</tr>
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<tr>
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<td>CfA Sample</td>
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<td>5-11</td>
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<td>Variable</td>
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<td>1K</td>
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<td>Supernovae</td>
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</tr>
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<tr>
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<td>YSE</td>
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<td>6</td>
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<td>Variable</td>
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<td>2K</td>
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<td>Supernovae</td>
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</tr>
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<tr>
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<td>PS1 SNe Ia</td>
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<td>4</td>
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<td>Variable</td>
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<td>369</td>
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<td>Supernovae</td>
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</tr>
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<tr>
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<td>DES Y3 SNe Ia</td>
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<td>4</td>
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<td>Variable</td>
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<td>248</td>
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<td>Supernovae</td>
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</tr>
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<tr>
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<td>SNLS</td>
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<td>4</td>
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<td>Variable</td>
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<td>239</td>
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<td>Supernovae</td>
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</tr>
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<tr>
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<td>Foundation</td>
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<td>4</td>
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<td>Variable</td>
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<td>180</td>
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<td>Supernovae</td>
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</tr>
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<tr>
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<td>CSP SNe Ia</td>
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<td>9</td>
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<td>Variable</td>
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<td>134</td>
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<td>Supernovae</td>
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</tr>
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<tr>
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<td>Swift SNe Ia</td>
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<td>6</td>
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<td>Variable</td>
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<td>117</td>
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<td>Supernovae</td>
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</tr>
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<!-- Tabular -->
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<tr>
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<td rowspan="3">Tabular</td>
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<td>Gaia</td>
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<td>-</td>
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<td>-</td>
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<td>220M</td>
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<td>Stars</td>
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</tr>
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<tr>
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<td>PROVABGS</td>
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<td>-</td>
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<td>-</td>
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<td>221K</td>
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<td>Galaxy</td>
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</tr>
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<tr>
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<td>Galaxy10 DECaLS</td>
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<td>-</td>
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<td>-</td>
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<td>15K</td>
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<td>Galaxy</td>
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</tr>
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</tbody>
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</table>
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<imgsrc="/images/blog/mmu_dset_examples.png"alt="Examples of data in the MMU dataset"width="80%"style="mix-blend-mode: darken;">
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</p>
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Up-to-date instructions on how to download the data, plus details about cross-matching and referencing the original sources, can be found on the [Multimodal Universe GitHub](https://github.com/MultimodalUniverse/MultimodalUniverse/).
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