README.md

# Dask Demo

## Demos

- [Plotting Mean Sea Ice Concentration](OISST_ice.ipynb) (NOAA OISST dataset)  
  [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/git/https%3A%2F%2Fgithub.itap.purdue.edu%2Fxiao253%2Fdask-demo/HEAD?filepath=OISST_ice.ipynb) [Video Demo](https://mediaspace.itap.purdue.edu/media/Dask%20Demo%201%20-%20Plotting%20Mean%20Sea%20Ice%20Concentration/1_7yr1cf21)  
  This demo involves reading multiple netCDF files, calculating means, and creating a simple plot using `matplotlib`.
- [Creating Interactive Plots of Mean Air Temperature](NCEP_NCAR_Reanalysis_air.ipynb) (NCEP/NCAR Reanalysis dataset)  
  [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/git/https%3A%2F%2Fgithub.itap.purdue.edu%2Fxiao253%2Fdask-demo/HEAD?filepath=NCEP_NCAR_Reanalysis_air.ipynb) [Video Demo](https://mediaspace.itap.purdue.edu/media/Dask%20Demo%202%20-%20Creating%20Interactive%20Plots%20of%20Mean%20Air%20Temperature/1_2u3j7kyk)  
  This demo involves reading multiple netCDF files, calculating means, downsampling data, and creating interactive plots using `matplotlib` and `hvPlot`.

## Documentation

- [User guides for this Demo](https://pages.github.itap.purdue.edu/xiao253/dask-demo/)
- [Dask documentation](https://docs.dask.org/en/latest/)
- [xarray documentation](https://xarray.pydata.org/en/stable/)
- [Interactive plots with xarray and hvPlot](https://hvplot.holoviz.org/user_guide/Interactive.html)