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Cluster usage & python workflow tutorials #1

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delgadom opened this issue Oct 8, 2018 · 0 comments
Open
15 tasks

Cluster usage & python workflow tutorials #1

delgadom opened this issue Oct 8, 2018 · 0 comments

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@delgadom
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delgadom commented Oct 8, 2018

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
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