def PM_ds_control_3d_full():
"""To MPI Perfect-model-framework corresponding control global maps xr.Dataset."""
return load_dataset("MPI-control-3D")
def PM_da_control1d():
da = load_dataset('MPI-control-1D')
da = da['tos']
return da
def hindcast_S2S_Germany():
"""S2S ECMWF on-the-fly hindcasts with daily leads and weekly inits and related
observations from CPC (t2m, pr) and ERA5 (gh_500)."""
init = load_dataset("ECMWF_S2S_Germany")
obs = load_dataset("Observations_Germany")
return HindcastEnsemble(init).add_observations(obs)
def PM_ds_initialized_3d_full():
"""MPI Perfect-model-framework initialized global maps xr.Dataset."""
return load_dataset("MPI-PM-DP-3D")
def observations_ds_1d():
"""Historical timeseries from observations matching `hind_da_initialized_1d` and
`hind_da_uninitialized_1d` mean removed xr.Dataset."""
da = load_dataset("ERSST")
return da - da.mean("time")
def hind_ds_initialized_3d_full():
"""CESM-DPLE initialized hindcast Pacific maps mean removed xr.Dataset."""
ds = load_dataset("CESM-DP-SST-3D")
return ds - ds.mean("init")
def test_load_dataset_cache(cache):
load_dataset(cache=cache)
def hist_ds_uninitialized_1d():
"""CESM-LE uninitialized historical timeseries members mean removed xr.Dataset."""
da = load_dataset("CESM-LE")
# add member coordinate
da["member"] = range(1, 1 + da.member.size)
return da - da.mean("time")
def dple_3d():
ds = load_dataset('CESM-DP-SST-3D')
return ds
def test_load_datasets_empty():
actual = load_dataset()
assert actual is None
def fosi_3d():
ds = load_dataset('FOSI-SST-3D')
return ds
def pm_da_ds3d():
da = load_dataset('MPI-PM-DP-3D')
da = da['tos']
return da
def pm_da_control3d():
da = load_dataset('MPI-control-3D')
da = da['tos']
return da
def reconstruction_da():
da = load_dataset('FOSI-SST')['SST']
da = da - da.mean('time')
return da
def test_open_dataset_locally(filepath):
"""Opens all files listed in file_alias_dict."""
print(filepath)
d = load_dataset(filepath)
assert d.nbytes > 0
def uninitialized_da():
da = load_dataset('CESM-LE')['SST']
# add member coordinate
da['member'] = np.arange(1, 1 + da.member.size)
da = da - da.mean('time')
return da
def pm_da_ds1d():
da = load_dataset('MPI-PM-DP-1D')
da = da['tos'].isel(area=1, period=-1)
return da
def reconstruction_ds_1d():
"""CESM-FOSI historical reconstruction timeseries members mean removed
xr.Dataset."""
da = load_dataset("FOSI-SST")
return da - da.mean("time")
def pm_da_control1d():
da = load_dataset('MPI-control-1D')
da = da['tos'].isel(area=1, period=-1)
return da
def hind_ds_initialized_1d():
"""CESM-DPLE initialized hindcast timeseries mean removed xr.Dataset."""
ds = load_dataset("CESM-DP-SST")
ds["SST"].attrs["units"] = "C"
ds["init"] = ds.init.astype("int")
return ds
def pm_ds_ds1d():
ds = load_dataset('MPI-PM-DP-1D').isel(area=1, period=-1)
return ds
def reconstruction_ds_3d_full():
"""CESM-FOSI historical Pacific reconstruction maps members mean removed
xr.Dataset."""
ds = load_dataset("FOSI-SST-3D")
return ds - ds.mean("time")
def pm_ds_control1d():
ds = load_dataset('MPI-control-1D').isel(area=1, period=-1)
return ds
def PM_ds3v_initialized_1d():
"""MPI Perfect-model-framework initialized timeseries xr.Dataset with three
variables."""
return load_dataset("MPI-PM-DP-1D").isel(area=1, period=-1, drop=True)
def initialized_da():
da = load_dataset('CESM-DP-SST')['SST']
da = da - da.mean('init')
return da
def PM_ds3v_control_1d():
"""To MPI Perfect-model-framework corresponding control timeseries xr.Dataset with
three variables."""
return load_dataset("MPI-control-1D").isel(area=1, period=-1, drop=True)
def observations_da():
da = load_dataset('ERSST')['SST']
da = da - da.mean('time')
return da
def initialized_da():
da = load_dataset('CESM-DP-SST')['SST']
da = da.sel(init=slice(1955, 2015))
da = da - da.mean('init')
return da
def PM_da_ds1d():
da = load_dataset('MPI-PM-DP-1D')
da = da['tos']
return da