Calculating the trend in European temperatures
You want to calculate the average European temperature from 1980 to present using the ERA5 dataset. This data is a Zarr dataset of monthly mean temperature and precipitation, on a grid of latitudes and longitudes. The Zarr file is chunked so that each subfile on the disk is an array of 15 latitudes, 15 longitudes, and 12 months.
xarray
has been imported for you as xr
.
This exercise is part of the course
Parallel Programming with Dask in Python
Exercise instructions
- Use
xarray
to open the"data/era_eu.zarr"
dataset. - Calculate the mean of the
temp
DataArray over thelat
andlon
dimensions. - Perform a rolling mean over the
time
dimension using a window size of 12. - Plot the resulting time series of
temp_rolling_mean
.
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
# Open the ERA5 dataset
ds = ____
# Select the temperature dataset and take the latitude and longitude mean
temp_timeseries = ds[____].____
# Calculate the 12 month rolling mean
temp_rolling_mean = temp_timeseries.____(____).____()
# Plot the result
____
plt.show()