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Merge pull request #515 from mjohns-databricks/eo-series-1
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Add EO Series
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Milos Colic authored Jan 19, 2024
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As of Mosaic 0.4.0 (subject to change in follow-on releases)...

* _No Mosaic SQL expressions cannot yet be registered with [Unity Catalog](https://www.databricks.com/product/unity-catalog) due to API changes affecting DBRs >= 13._
* _Mosaic SQL expressions cannot yet be registered with [Unity Catalog](https://www.databricks.com/product/unity-catalog) due to API changes affecting DBRs >= 13._
* [Assigned Clusters](https://docs.databricks.com/en/compute/configure.html#access-modes): Mosaic Python, R, and Scala APIs.
* [Shared Access Clusters](https://docs.databricks.com/en/compute/configure.html#access-modes): Mosaic Scala API (JVM) with Admin [allowlisting](https://docs.databricks.com/en/data-governance/unity-catalog/manage-privileges/allowlist.html); _Python bindings to Mosaic Scala APIs are blocked by Py4J Security on Shared Access Clusters._

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| Spatial KNN | Runnable notebook-based example using Mosaic [SpatialKNN](https://databrickslabs.github.io/mosaic/models/spatial-knn.html) model | [python](notebooks/examples/python/SpatialKNN) |
| NetCDF | Read multiple NetCDFs, process through various data engineering steps before analyzing and rendering | [python](notebooks/examples/python/NetCDF/) |
| STS Transfers | Detecting Ship-to-Ship transfers at scale by leveraging Mosaic to process AIS data. | [python](notebooks/examples/python/Ship2ShipTransfers), [blog](https://medium.com/@timo.roest/ship-to-ship-transfer-detection-b370dd9d43e8) |
| EO Gridded STAC | End-to-end Earth Observation series showing downloading Sentinel-2 STAC assets for Alaska from [MSFT Planetary Computer](https://planetarycomputer.microsoft.com/), tiling them to H3 global grid, band stacking, NDVI, merging (mosaicing), clipping, and applying a [Segment Anything Model](https://huggingface.co/facebook/sam-vit-huge) | [python](notebooks/examples/python/EarthObservation/EOGriddedSTAC) |

You can import those examples in Databricks workspace using [these instructions](https://docs.databricks.com/en/notebooks/index.html).

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