Example Python code

import pygrib
import matplotlib.pyplot as plt
import matplotlib.colors as colors
from mpl_toolkits.basemap import Basemap
from mpl_toolkits.basemap import shiftgrid
import numpy as np

plt.figure(figsize=(12,8))

grib = 'cams_aod.grib' # Set the file name of your input GRIB file
grbs = pygrib.open(grib)

grb = grbs.select()[0]
data = grb.values

# need to shift data grid longitudes from (0..360) to (-180..180)
lons = np.linspace(float(grb['longitudeOfFirstGridPointInDegrees']), \
float(grb['longitudeOfLastGridPointInDegrees']), int(grb['Ni']) )
lats = np.linspace(float(grb['latitudeOfFirstGridPointInDegrees']), \
float(grb['latitudeOfLastGridPointInDegrees']), int(grb['Nj']) )
data, lons = shiftgrid(180., data, lons, start=False)
grid_lon, grid_lat = np.meshgrid(lons, lats) #regularly spaced 2D grid

m = Basemap(projection='cyl', llcrnrlon=-180, \
    urcrnrlon=180.,llcrnrlat=lats.min(),urcrnrlat=lats.max(), \
    resolution='c')

x, y = m(grid_lon, grid_lat)

cs = m.pcolormesh(x,y,data,shading='flat',cmap=plt.cm.gist_stern_r)

m.drawcoastlines()
m.drawmapboundary()
m.drawparallels(np.arange(-90.,120.,30.),labels=[1,0,0,0])
m.drawmeridians(np.arange(-180.,180.,60.),labels=[0,0,0,1])

plt.colorbar(cs,orientation='vertical', shrink=0.5)
plt.title('CAMS AOD forecast') # Set the name of the variable to plot
plt.savefig(grib+'.png') # Set the output file name

Notes

Changing the grid resolution

Before plotting the field you can use the cdo software to conservatively regrid the data, for example from 0.1˘x0.1˘ to 0.5˘x0.5˘ regular latitude-longitude grid:

cdo -s gencon,grid.R720x360.txt frp_01.grb remapweights.rencon.R3600x1800.to.R720x360.grb

cdo -s remap,grid.R720x360.txt,remapweights.rencon.R3600x1800.to.R720x360.grb frp_01.grb frp_05.grb

The content of grid definition file (grid.R720x360.txt) is:

#
# gridID 2
#
gridtype  = lonlat
gridsize  = 259200
xname     = lon
xlongname = longitude
xunits    = degrees_east
yname     = lat
ylongname = latitude
yunits    = degrees_north
xsize     = 720
ysize     = 360
xfirst    = 0.25
xinc      = 0.5
yfirst    = 89.75
yinc      = -0.5


This document has been produced in the context of the Copernicus Atmosphere Monitoring Service (CAMS) and Copernicus Climate Change Service (C3S).

The activities leading to these results have been contracted by the European Centre for Medium-Range Weather Forecasts, operator of CAMS and C3S on behalf of the European Union (Delegation Agreement signed on 11/11/2014 and Contribution Agreement signed on 22/07/2021). All information in this document is provided "as is" and no guarantee or warranty is given that the information is fit for any particular purpose.

The users thereof use the information at their sole risk and liability. For the avoidance of all doubt , the European Commission and the European Centre for Medium - Range Weather Forecasts have no liability in respect of this document, which is merely representing the author's view.

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