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README.md
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negin513 authored Jun 14, 2024
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## Authors

[Kevin Tyle](https://github.com/ktyle), [Michael Barletta](https://github.com/Michael-Barletta)
[Kevin Tyle](https://github.com/ktyle), [Michael Barletta](https://github.com/Michael-Barletta), [Negin Sobhani](https://github.com/negin513), [Nicholas Cote](https://github.com/ncote) , [Harshah Hampapura](https://github.com/hrhampapura) , and [Philip Chmielowiec](https://github.com/philip2c)

We also gratefully acknowledge the Google Cloud Research team for making an ARCO-friendly version of the ERA-5 available. Citations for their effort and the ERA-5 reanalysis are below:

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## Structure

This cookbook currently consists of two notebooks that access, regrid, and visualize the ARCO ERA-5 repository.
This cookbook currently consists of multiple notebooks that access, regrid, and visualize the ARCO ERA-5 repository. Additionally we cover a section on how to preprocess and create ARCO files.

Additional notebooks will follow.

### Section 1 ( "Basic Visualization" )

This notebook reads in a sea-level pressure ERA-5 grid, regrids from Gaussian to Cartesian coordinates, and visualizes the data with Matplotlib and Cartopy.

### Section 2 ( "Interactive Visualization 1" )
### Section 2 ( "Interactive Visualization Part 1: `GeoViews`" )

This notebook reads in sea-level pressure and 2-meter temperature ERA-5 grids, regrids as in the first notebook, and visualizes the data in an interactive manner using [Geoviews](https://geoviews.org).

### Section 3 ("Interactive Visualization Part 2: `hvPlot`")
This notebook reads in annual average 2-m temperature from RDA's Zarr store and visualizes the data using `hvPlot`. The notebook also demonstrates how to create a simple interactive plot that allows the user to select a specific year and visualize the 2-m and how to create animations.

### Section 4 ("Creating an Interactive Dashboard with `Panel`")
This notebook demonstrates how to create an interactive dashboard using `Panel` that allows the user to select a specific year and visualize the 2-m temperature.

## Preprocessing Notebooks for NCAR RDA
### Section 5 ( "Generate annual/yearly Zarr stores from hourly ERA5 NetCDF files on NCAR’s Research Data Archive")
This notebook demonstrates how to preprocess hourly ERA5 NetCDF files from NCAR's Research Data Archive (RDA) and generate annual/yearly Zarr stores.

### Section 6 ( "Calculate Temperature Anomalies")
This notebook demonstrates how to calculate temperature anomalies from the annual 2-m temperature Zarr store generated in Section 5.


## Running the Notebooks

You can either run the notebook using [Binder](https://binder.projectpythia.org/) or on your local machine.
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