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Add model reader for gocart output #216

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2 changes: 2 additions & 0 deletions monetio/models/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@
camx,
cmaq,
fv3chem,
gocart,
hysplit,
hytraj,
icap_mme,
Expand All @@ -27,6 +28,7 @@
"cmaq",
"camx",
"fv3chem",
"gocart",
"hysplit",
"hytraj",
"icap_mme",
Expand Down
69 changes: 69 additions & 0 deletions monetio/models/gocart.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,69 @@
""" GOCART File Reader """
import xarray as xr

def open_mfdataset(fnames):
"""Method to open GOCART netcdf files.

Parameters
----------
fname : string or list
fname is the path to the file or files. It will accept hot keys in
strings as well.

Returns
-------
xarray.DataSet
GOCART model dataset in standard format for use in MELODIES-MONET

"""

# open the dataset using xarray
ds = xr.open_mfdataset(fnames, concat_dim="time", combine="nested", drop_variables=["AOD_BC","AOD_DU","AOD_OC","AOD_SS","AOD_SU"])

ds["AOD470"] = ds.AOD.isel(lev=0)
ds["AOD550"] = ds.AOD.isel(lev=1)
ds["AOD670"] = ds.AOD.isel(lev=2)
ds["AOD870"] = ds.AOD.isel(lev=3)
ds = ds.drop_vars("AOD").drop_dims("lev")

ds = _fix(ds)

return ds

def _fix(ds):
ds = _fix_grid(ds)

ds = ds.expand_dims("z")
ds = ds.transpose("time", "z", "y", "x")

return ds

def _fix_grid(ds):
from numpy import meshgrid

# Create 2-D lat/lon grid with dims ('y', 'x') and lon in [-180, 180)
lat = ds.lat.values
lon = ds.lon.values
lon, lat = meshgrid(lon, lat)
ds = ds.rename_dims({"lat": "y", "lon": "x"}).drop_vars(["lat", "lon"])
ds["longitude"] = (
("y", "x"),
lon,
{
"long_name": "Longitude",
"units": "degree_east",
"standard_name": "longitude",
},
)
ds["latitude"] = (
("y", "x"),
lat,
{
"long_name": "Latitude",
"units": "degree_north",
"standard_name": "latitude",
},
)
ds = ds.reset_coords().set_coords(["time","latitude", "longitude"])
del lon, lat
return ds
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