For clarity, I'm processing daily rainfall data from a CORDEX regional climate model.
Yes, you can utilize the xarray library to iterate over all the files and subsequently select the desired location, appending it at each time step.
Python can be used to extract time series data for specific (x, y) coordinates from a batch of NetCDF files using The Xarray library as follows
import xarray as xr
import numpy as np
import os
# Directory of your NetCDF files
data_dir = 'path_netcdf_files'
# Target coordinates of your interest
target_x = 120.0 # Replace according to your coordinate
target_y = 100.0
# Initialize a list for saving the extracteds data
time_series_data = []
# Loop for all NetCDF file in the directory
for filename in os.listdir(data_dir):
if filename.endswith('.nc'):
file_path = os.path.join(data_dir, filename)
ds = xr.open_dataset(file_path)
# Find the nearest indices of coordinates
x_idx = np.abs(ds['x'] - target_x).argmin().item()
y_idx = np.abs(ds['y'] - target_y).argmin().item()
# Extract the time series
time_series = ds['variable_name'].isel(x=x_idx, y=y_idx) time_series_data.append(time_series)
# Time series data into a single xarray
combined_time_series = xr.concat(time_series_data, dim='time')
#Atlast
print(combined_time_series)
Thank you Bipul Kumar and Badarvada Yadidya
It took a little tweaking but did exactly what I needed it to do.
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