There are a few different ways you can visualize solar irradiance or GHI (global horizontal irradiance) from WRF output data in Python. Here are a few options:
Using the xarray library: You can use the xarray library to open the WRF output data as a dataset, extract the GHI data, and then plot it using one of the plotting functions in xarray (e.g. plot.imshow or plot.contourf).
Using Matplotlib: You can use the Matplotlib library to plot the GHI data directly from the WRF output file. You will need to extract the data using the appropriate function from the netCDF4 library (e.g. Dataset.variables), and then pass it to a Matplotlib plotting function (e.g. pyplot.contourf).
Using other plotting libraries: There are many other Python libraries that can be used for plotting data, such as Seaborn, Plotly, and Bokeh. You can use any of these libraries to plot the GHI data from the WRF output file, following a similar process as with Matplotlib.
Naveen Venkat Ram Kumar SWDOWN stands for surface downward shortwave radiation, which is the quantity of solar radiation received by the earth's surface. In Python, you can visualize this data from WRF output by using a library like xarray to read in the WRF output data and then a library like Matplotlib or Cartopy to construct the visualizations.
Here's some Python code that shows how to use xarray and Matplotlib to view SWDOWN data from WRF output:
import xarray as xr
import matplotlib.pyplot as plt
# Open the WRF output file using xarray
ds = xr.open_dataset('wrfout.nc')
# Extract the SWDOWN data from the dataset
swdown = ds['SWDOWN']
# Select a single time step to plot
swdown_slice = swdown.isel(time=0)
# Plot the SWDOWN data using Matplotlib
plt.figure()
swdown_slice.plot()
plt.show()
This code will use xarray to load the WRF output file, extract the SWDOWN data from the dataset, choose a single time step to plot, and finally plot the data with Matplotlib. You can change the code to plot additional time steps or to tweak the plot's look as desired.
I hope this was helpful! Please let me know if you have any queries or need any further information.