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@@ -61,9 +61,7 @@ task_categories:
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  # IONICOCEAN
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  by webXOS
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- *THIS DATASET WAS CREATED USING IONICSPHERE. FREE to use. LINK: webxos.netlify.app/IONICSPHERE*
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-
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- *Ionicsphere.html is available for download in the /generator/ folder.*
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  *Trains synthetic data sets generated from ionic ocean simulations.*
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@@ -186,10 +184,10 @@ const velocities = data.velocities; // Array of velocity frames
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  ### Citation
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  If you use this data in research, please cite:
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  ```bibtex
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- @dataset{ionic_sphere_2025,
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- title={Ionic Ocean Dataset},
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  author={webXOS]
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- year={2025},
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  publisher={webXOS},
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  url={webxos.netlify.app}
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  }
 
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  # IONICOCEAN
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  by webXOS
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+ *THIS DATASET WAS CREATED USING IONICSPHERE. Ionicsphere.html is available for download in the /generator/ folder.*
 
 
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  *Trains synthetic data sets generated from ionic ocean simulations.*
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  ### Citation
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  If you use this data in research, please cite:
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  ```bibtex
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+ @dataset{ionicocean,
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+ title={Ionicocean Dataset},
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  author={webXOS]
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+ year={2026},
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  publisher={webXOS},
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  url={webxos.netlify.app}
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  }