Pangeo Blog 1

pb1.py

import intake
import matplotlib.pyplot as plt
import xarray as xr
import numpy as np
import cmocean.cm as cmo
url = "https://raw.githubusercontent.com/NCAR/intake-esm-datastore/master/catalogs/pangeo-cmip6.json"
col = intake.open_esm_datastore(url)
cat = col.search(
    table_id='Omon',
    grid_label='gn',
    experiment_id='historical',
    member_id='r1i1p1f1',
    variable_id=['cfc11', 'so', 'thetao'],
    source_id=['CESM2']
)
from cmip6_preprocessing.preprocessing import combined_preprocessing
ddict = cat.to_dataset_dict(
    zarr_kwargs={'consolidated':True, 'decode_times':True},
    preprocess=combined_preprocessing
)
ds = ddict['CMIP.NCAR.CESM2.historical.Omon.gn']
ds