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Update nsidc g02202 Sea Ice Concentration to Version 5 #3869
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295027c
Update downloader, add North Hemisphere
rbeucher a7ebe03
Update NSIDC g02202, Fix #3868
rbeucher 11cf6f2
Fix lint issues
rbeucher 9344628
Merge branch 'main' into update_nsidc_g02202
rbeucher 3d4ea1b
Codacy complains
rbeucher 607c52a
Fixing codacy
rbeucher 7c39da5
Codacy...
rbeucher 268d678
Merge branch 'main' into update_nsidc_g02202
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Original file line number | Diff line number | Diff line change |
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--- | ||
filename: sic_psn25_{year}.*.nc | ||
# Common global attributes for Cmorizer output | ||
attributes: | ||
dataset_id: NSIDC-G02202-nh | ||
version: '5' | ||
tier: 3 | ||
modeling_realm: reanaly | ||
project_id: OBS6 | ||
source: 'https://nsidc.org/data/g02202/versions/5' | ||
reference: 'nsidc-g02202' | ||
comment: '' | ||
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variables: | ||
siconc: | ||
mip: SImon | ||
raw: cdr_seaice_conc_monthly | ||
compress: true | ||
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custom: | ||
create_areacello: true | ||
area_file: psn25area_v3.dat |
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80 changes: 80 additions & 0 deletions
80
esmvaltool/cmorizers/data/downloaders/datasets/nsidc_g02202_nh.py
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Original file line number | Diff line number | Diff line change |
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# pylint: disable=too-many-arguments | ||
# pylint: disable=too-many-function-args | ||
# pylint: disable=R0917 | ||
# pylint: disable=too-many-locals | ||
"""Script to download NSIDC-G02202-nh.""" | ||
import logging | ||
from datetime import datetime | ||
from dateutil import relativedelta | ||
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from esmvaltool.cmorizers.data.downloaders.wget import WGetDownloader | ||
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logger = logging.getLogger(__name__) | ||
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def download_dataset(config, dataset, dataset_info, start_date, end_date, | ||
overwrite): | ||
"""Download dataset. | ||
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Parameters | ||
---------- | ||
config : dict | ||
ESMValTool's user configuration | ||
dataset : str | ||
Name of the dataset | ||
dataset_info : dict | ||
Dataset information from the datasets.yml file | ||
start_date : datetime | ||
Start of the interval to download | ||
end_date : datetime | ||
End of the interval to download | ||
overwrite : bool | ||
Overwrite already downloaded files | ||
""" | ||
if start_date is None: | ||
start_date = datetime(1979, 1, 1) | ||
if end_date is None: | ||
end_date = datetime(2024, 6, 1) | ||
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loop_date = start_date | ||
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downloader = WGetDownloader( | ||
config=config, | ||
dataset=dataset, | ||
dataset_info=dataset_info, | ||
overwrite=overwrite, | ||
) | ||
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# need area file | ||
area_dat = ('ftp://sidads.colorado.edu/DATASETS/seaice' | ||
'/polar-stereo/tools/psn25area_v3.dat') | ||
downloader.download_folder(area_dat, []) | ||
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anc_path = ('https://noaadata.apps.nsidc.org/NOAA/G02202_V5/' | ||
'ancillary/G02202-ancillary-psn25-v05r00.nc') | ||
downloader.download_folder(anc_path, []) | ||
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base_path = ('https://noaadata.apps.nsidc.org/NOAA/G02202_V5/north/monthly' | ||
'/sic_psn25_{year}{month:02d}_{other}_v05r00.nc') | ||
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datels = [datetime(1978, 11, 1), datetime(1987, 7, 30), | ||
datetime(1991, 12, 30), datetime(1995, 9, 30), | ||
datetime(2007, 12, 30), end_date] | ||
suffls = ['n07', 'F08', 'F11', 'F13', 'F17'] | ||
isuf = 0 | ||
suffix = suffls[isuf] | ||
# initialize suffix if dates start higher than initial | ||
while loop_date >= datels[isuf]: | ||
suffix = suffls[isuf] | ||
isuf += 1 | ||
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while loop_date <= end_date: | ||
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if loop_date > datels[isuf]: | ||
suffix = suffls[isuf] | ||
isuf += 1 | ||
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downloader.download_folder( | ||
base_path.format(year=loop_date.year, month=loop_date.month, | ||
other=suffix), []) | ||
loop_date += relativedelta.relativedelta(months=1) |
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192 changes: 192 additions & 0 deletions
192
esmvaltool/cmorizers/data/formatters/datasets/nsidc_g02202_nh.py
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Original file line number | Diff line number | Diff line change |
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# pylint: disable=unused-argument | ||
# pylint: disable=too-many-arguments | ||
# pylint: disable=too-many-function-args | ||
# pylint: disable=R0917 | ||
# pylint: disable=E1121 | ||
# pylint: disable=too-many-locals | ||
# flake8: noqa | ||
"""ESMValTool CMORizer for Sea Ice Concentration CDR (Northern Hemisphere). | ||
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Tier | ||
Tier 3: restricted dataset. | ||
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Source | ||
https://nsidc.org/data/g02202/versions/5 | ||
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Last access | ||
20250124 | ||
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Download and processing instructions | ||
Download data from: | ||
https://noaadata.apps.nsidc.org/NOAA/G02202_V5/north/monthly | ||
lat and lon from: | ||
https://noaadata.apps.nsidc.org/NOAA/G02202_V5/ancillary/ | ||
area file: | ||
ftp://sidads.colorado.edu/DATASETS/seaice/polar-stereo/tools/ | ||
psn25area_v3.dat | ||
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https://nsidc.org/sites/default/files/documents/user-guide/g02202-v005-userguide.pdf | ||
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""" | ||
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import logging | ||
import os | ||
import re | ||
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import numpy as np | ||
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import iris | ||
from cf_units import Unit | ||
from iris.coords import AuxCoord | ||
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from esmvaltool.cmorizers.data import utilities as utils | ||
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logger = logging.getLogger(__name__) | ||
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def _get_filepaths(in_dir, basename, yyyy): | ||
"""Find correct name of file (extend basename with timestamp).""" | ||
f_name = basename.format(year=yyyy) | ||
regex = re.compile(f_name) | ||
return_files = [] | ||
for files in os.listdir(in_dir): | ||
if regex.match(files): | ||
return_files.append(os.path.join(in_dir, files)) | ||
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return return_files | ||
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def _fix_time_coord(cube, _field, _filename): | ||
"""Set time points to central day of month.""" | ||
time_coord = cube.coord("time") | ||
new_unit = Unit("days since 1850-01-01 00:00:00", calendar="standard") | ||
time_coord.convert_units(new_unit) | ||
old_time = new_unit.num2date(time_coord.points) | ||
new_time = [d.replace(day=15) for d in old_time] | ||
time_coord.points = new_unit.date2num(new_time) | ||
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def _prom_dim_coord(cube, _field, _filename): | ||
iris.util.promote_aux_coord_to_dim_coord(cube, "time") | ||
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def _create_coord(cubes, var_name, standard_name): | ||
cube = cubes.extract_cube(standard_name) | ||
coord = AuxCoord( | ||
cube.data, | ||
standard_name=standard_name, | ||
long_name=cube.long_name, | ||
var_name=var_name, | ||
units="degrees", # cube.units, | ||
) | ||
return coord | ||
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def _extract_variable(raw_var, cmor_info, attrs, filepath, out_dir, latlon): | ||
"""Extract variable from all files.""" | ||
var = cmor_info.short_name | ||
cubes = iris.load(filepath, raw_var, _prom_dim_coord) | ||
iris.util.equalise_attributes(cubes) | ||
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cube = cubes.concatenate_cube() | ||
iris.util.promote_aux_coord_to_dim_coord(cube, "projection_y_coordinate") | ||
iris.util.promote_aux_coord_to_dim_coord(cube, "projection_x_coordinate") | ||
cube.coord("projection_y_coordinate").rename("y") | ||
cube.coord("projection_x_coordinate").rename("x") | ||
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cube.add_aux_coord(latlon[0], (1, 2)) | ||
cube.add_aux_coord(latlon[1], (1, 2)) | ||
# add coord typesi | ||
area_type = AuxCoord( | ||
[1.0], standard_name="area_type", | ||
var_name="type", long_name="Sea Ice area type" | ||
) | ||
cube.add_aux_coord(area_type) | ||
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# cube.convert_units(cmor_info.units) | ||
cube.units = "%" | ||
cube.data[cube.data > 100] = np.nan | ||
cube = cube * 100 | ||
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# utils.fix_coords(cube) #latlon multidimensional | ||
utils.fix_var_metadata(cube, cmor_info) | ||
utils.set_global_atts(cube, attrs) | ||
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utils.save_variable(cube, var, out_dir, | ||
attrs, unlimited_dimensions=["time"]) | ||
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return cube | ||
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def _create_areacello(cfg, in_dir, sample_cube, glob_attrs, out_dir): | ||
if not cfg["custom"].get("create_areacello", False): | ||
return | ||
var_info = cfg["cmor_table"].get_variable("Ofx", "areacello") | ||
glob_attrs["mip"] = "Ofx" | ||
lat_coord = sample_cube.coord("latitude") | ||
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area_file = os.path.join(in_dir, cfg["custom"]["area_file"]) | ||
with open(area_file, "rb") as datfile: | ||
areasdmnd = np.fromfile( | ||
datfile, | ||
dtype=np.int32).reshape(lat_coord.shape) | ||
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# Divide by 1000 to get km2 then multiply by 1e6 to m2 ...*1000 | ||
ardata = areasdmnd * 1000 | ||
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cube = iris.cube.Cube( | ||
ardata, | ||
standard_name=var_info.standard_name, | ||
long_name=var_info.long_name, | ||
var_name=var_info.short_name, | ||
units="m2", | ||
dim_coords_and_dims=[(sample_cube.coord("y"), 0), | ||
(sample_cube.coord("x"), 1)], | ||
) | ||
cube.add_aux_coord(lat_coord, (0, 1)) | ||
cube.add_aux_coord(sample_cube.coord("longitude"), (0, 1)) | ||
utils.fix_var_metadata(cube, var_info) | ||
utils.set_global_atts(cube, glob_attrs) | ||
utils.save_variable( | ||
cube, var_info.short_name, out_dir, | ||
glob_attrs, zlib=True) | ||
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def cmorization(in_dir, out_dir, cfg, cfg_user, start_date, end_date): | ||
"""Cmorization func call.""" | ||
glob_attrs = cfg["attributes"] | ||
cmor_table = cfg["cmor_table"] | ||
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# get aux nc file | ||
cubesaux = iris.load( | ||
os.path.join( | ||
in_dir, "G02202-ancillary-psn25-v05r00.nc") | ||
) | ||
coords = [_create_coord(cubesaux, "lat", "latitude"), | ||
_create_coord(cubesaux, "lon", "longitude")] | ||
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sample_cube = None | ||
for year in range(1979, 2025): | ||
filepaths = _get_filepaths(in_dir, cfg["filename"], year) | ||
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if filepaths: | ||
logger.info("Found %d files in '%s'", len(filepaths), in_dir) | ||
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for var, var_info in cfg["variables"].items(): | ||
logger.info("CMORizing variable '%s'", var) | ||
glob_attrs["mip"] = var_info["mip"] | ||
cmor_info = cmor_table.get_variable(var_info["mip"], var) | ||
sample_cube = _extract_variable( | ||
var_info.get("raw", var), | ||
cmor_info, | ||
glob_attrs, | ||
filepaths, | ||
out_dir, | ||
coords, | ||
) | ||
else: | ||
logger.info("No files found ") | ||
logger.info("year: %d basename: %s", year, cfg["filename"]) | ||
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if sample_cube is not None: | ||
_create_areacello(cfg, in_dir, sample_cube, glob_attrs, out_dir) |
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update to capital 'G' used in data commands