Update streamlit

[rosepearson]

Various notes on RGB and raster display:

• Consider geoviews: https://geoviews.org/gallery/
  • Information about cloud optimised geotiffs and geoviews - Visualizing cloud-optimized geotiffs holoviz/geoviews#370 (comment) (part of Visualizing cloud-optimized geotiffs holoviz/geoviews#370)
    *Streamlit thesis example for sea grass: https://github.com/zhanchaoshao/CoastalHawkeyes/blob/main/CoastalHawkeye.py#L158
• Panel + the holoviews ecosystem
  • Panel - https://panel.holoviz.org/tutorials/basic/build_dashboard.html
  • HVPlot & Panel - https://towardsdatascience.com/the-easiest-way-to-create-an-interactive-dashboard-in-python-77440f2511d1
  • Panel vs streamlit: https://panel.holoviz.org/explanation/comparisons/compare_streamlit.html
• notes on cloud optimised geoTiffs -
  • raster visualisation with Leafmap - https://geoai.gishub.org/examples/dataviz/raster_viz/
  • Save using rioxarray - https://gis.stackexchange.com/questions/428820/how-to-save-an-xarray-dataarray-directly-as-a-cloud-optimized-geotiff
  • Load at given zoom using rioxarray - https://corteva.github.io/rioxarray/html/examples/COG.html
• Example making use of Dask & Planetary Computer Jupyter Hub: https://odc-stac.readthedocs.io/en/latest/notebooks/stac-load-S2-ms.html
  • Notebook plotting hillshade and using rioxarray: https://github.com/microsoft/PlanetaryComputerExamples/blob/main/datasets/copernicus-dem/copernicus-dem-example.ipynb
• Running on Jupyter Hub
  • Copernicus: https://documentation.dataspace.copernicus.eu/Applications/JupyterHub.html
  • Planetary Computer: https://planetarycomputer.microsoft.com/docs/concepts/computing/
• RGB display examples
  • Holoviews landsat - https://examples.holoviz.org/gallery/landsat/landsat.html
  • Folium Raster - not so good link - https://stackoverflow.com/questions/50689068/display-raster-data-in-folium-handling-no-data-values

[rosepearson]

Prepare to apply around New Zealand using:

• A layer offshore from NZ excluding estuaries
• Specific sites with Bull Kelp and Giant Kelp -
  • Just North of Kaikoura
  • Akaroa Harbour
  • Waikuoaiti
  • Catlins Estruary