Source code for gpm.dataset.decoding.decode_1b_radar
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"""This module contains functions to decode GPM RADAR L1B products."""
import xarray as xr
from gpm.dataset.decoding.utils import (
add_decoded_flag,
is_dataarray_decoded,
)
[docs]
def decode_echoPower(da):
"""Decode the 1B-<RADAR> variable echoPower."""
da = da.where(da > -29999) # Set -29999 (Outside observation area) and -30000 to NaN
da = da / 100
da.attrs["units"] = "dBm"
return da
[docs]
def decode_noisePower(da):
"""Decode the 2A-<RADAR> variable noisePower."""
da = da.where(da > -29999) # Set -30000 to NaN
da = da / 100
da.attrs["units"] = "dBm"
return da
[docs]
def decode_landOceanFlag(da):
"""Decode the 1B-<RADAR> variable landOceanFlag."""
da = da.where(da >= 0) # < 0 set to np.nan
da.attrs["flag_values"] = [0, 1, 2, 3]
da.attrs["flag_meanings"] = ["Ocean", "Land", "Coast", "Inland Water"]
da.attrs["description"] = "Land Surface type"
return da
def _get_decoding_function(variable):
function_name = f"decode_{variable}"
decoding_function = globals().get(function_name)
if decoding_function is None or not callable(decoding_function):
raise ValueError(f"No decoding function found for variable '{variable}'")
return decoding_function
[docs]
def decode_product(ds):
"""Decode 2A-<RADAR> products."""
# Define variables to decode with _decode_<variable> functions
variables = [
"noisePower",
"echoPower",
"landOceanFlag",
]
# Decode such variables if present in the xarray object
for variable in variables:
if variable in ds and not is_dataarray_decoded(ds[variable]):
with xr.set_options(keep_attrs=True):
ds[variable] = _get_decoding_function(variable)(ds[variable])
# Decode bin variables (set 0, -1111 and other invalid values to np.nan)
for variable in ds.gpm.bin_variables:
ds[variable] = ds[variable].where(ds[variable] > 0)
# Added gpm_api_decoded flag
ds = add_decoded_flag(ds, variables=variables + ds.gpm.bin_variables)
return ds