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Adding a CMORiser for CMAP data for pr (#3766)
Co-authored-by: Max Proft <mp7041@gadi-login-05.gadi.nci.org.au>
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--- | ||
# Global attributes of NetCDF file | ||
attributes: | ||
dataset_id: CMAP | ||
project_id: OBS6 | ||
tier: 2 | ||
version: "v1" | ||
modeling_realm: reanaly | ||
source: "https://psl.noaa.gov/data/gridded/data.cmap.html" | ||
reference: "cmap" | ||
comment: | | ||
'' | ||
# Variables to CMORize | ||
variables: | ||
# monthly frequency | ||
pr_month: | ||
short_name: pr | ||
mip: Amon | ||
raw: precip | ||
file: "precip.mon.mean.nc" |
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"""Script to download CMAP (CPC Merged Analysis of Precipitation).""" | ||
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import logging | ||
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from esmvaltool.cmorizers.data.downloaders.ftp import FTPDownloader | ||
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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. | ||
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 | ||
""" | ||
downloader = FTPDownloader( | ||
config=config, | ||
server="ftp2.psl.noaa.gov", | ||
dataset=dataset, | ||
dataset_info=dataset_info, | ||
overwrite=overwrite, | ||
) | ||
downloader.connect() | ||
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downloader.download_file("/Datasets/cmap/enh/precip.mon.mean.nc") |
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"""ESMValTool CMORizer for CMAP (CPC Merged Analysis of Precipitation) data. | ||
Tier | ||
Tier 2: other freely-available dataset. | ||
Source | ||
https://psl.noaa.gov/data/gridded/data.cmap.html | ||
Last access | ||
20240909 | ||
Download and processing instructions | ||
To facilitate the download, the links to the ftp server are provided. | ||
https://downloads.psl.noaa.gov/Datasets/cmap/enh/ | ||
precip.mon.mean.nc | ||
Caveats | ||
""" | ||
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import logging | ||
import re | ||
from copy import deepcopy | ||
from pathlib import Path | ||
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import iris | ||
from esmvaltool.cmorizers.data import utilities as utils | ||
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logger = logging.getLogger(__name__) | ||
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def _extract_variable(short_name, var, cfg, raw_filepath, out_dir): | ||
cmor_info = cfg["cmor_table"].get_variable(var["mip"], short_name) | ||
attributes = deepcopy(cfg["attributes"]) | ||
attributes["mip"] = var["mip"] | ||
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cubes = iris.load(raw_filepath) | ||
for cube in cubes: | ||
assert cube.units == "mm/day", f"unknown units:{cube.units}" | ||
# convert data from mm/day to kg m-2 s-1 | ||
# mm/day ~ density_water * mm/day | ||
# = 1000 kg m-3 * 1/(1000*86400) m s-1 = 1/86400 kg m-2 s-1 | ||
cube = cube / 86400 | ||
cube.units = "kg m-2 s-1" | ||
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utils.fix_var_metadata(cube, cmor_info) | ||
cube = utils.fix_coords(cube) | ||
utils.set_global_atts(cube, attributes) | ||
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logger.info("Saving file") | ||
utils.save_variable(cube, short_name, out_dir, attributes, | ||
unlimited_dimensions=["time"]) | ||
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def cmorization(in_dir, out_dir, cfg, cfg_user, start_date, end_date): | ||
"""Cmorization func call.""" | ||
for short_name, var in cfg["variables"].items(): | ||
logger.info("CMORizing variable '%s'", short_name) | ||
short_name = var["short_name"] | ||
raw_filenames = Path(in_dir).rglob("*.nc") | ||
filenames = [] | ||
for raw_filename in raw_filenames: | ||
if re.search(var["file"], str(raw_filename)) is not None: | ||
filenames.append(raw_filename) | ||
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for filename in sorted(filenames): | ||
_extract_variable(short_name, var, cfg, filename, out_dir) |
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