Cluster usage & python workflow tutorials #1
Description
This is a placeholder issue for compute-tutorials goals
Computing topics
Introduction to python data science
- python hello world
- pandas hello world
- xarray hello world
Using a pangeo-style cluster
- logging into compute.rhg.com or compute.impactlab.org
- setting up your environment
Visualization
- Basic plotting introduction
- Plotting spatial data (geopandas, cartopy, xarray)
- Intro to pyvis (holoviews + geoviews + datashader + bokeh + ...)
Out-of-core computing
- Intro to dask
- Dask workflows I: client.map
- Dask workflows II: dask.array and xarray
- Dask workflows III: dask.dataframe
- Advanced dask workflows: moving between data structures
- Advanced dask workflows: choosing an approach
- Advanced dask workflows: Debugging cluster jobs