Sea ice timeseries for ACCESS-OM3Ā¶
This notebook calculates sea ice area from a single OM3 run, and compares to the NSIDC datasets for each hemisphere
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# These first two cells must be in all notebooks!
# It allows us to run all the notebooks at once, this cell has a tag "parameters" which allows us to pass in
# arguments externally using papermill (see mkfigs.sh for details)
# Set esm_file to the datastore for the main experiment of interest
esm_file = "/g/data/ol01/outputs/access-om3-25km/MC_25km_jra_iaf+wombatlite-test4-d28e0359/datastore.json"
# What physical field you want, in CF terms (stays the same across models)
variable_standard_name = None # "sea_surface_salinity"
# Fallback variable name to use if the catalog doesnāt expose standard_name
fallback_variable_names = ["aice_m"]
# papermill settings. *No need to modify these if running interactively.*
papermill = False # `cwd` and `nbname` will be populated by papermill.
cwd = None # current working directory
nbname = None # notebook name
# These first two cells must be in all notebooks!
# It allows us to run all the notebooks at once, this cell has a tag "parameters" which allows us to pass in
# arguments externally using papermill (see mkfigs.sh for details)
# Set esm_file to the datastore for the main experiment of interest
esm_file = "/g/data/ol01/outputs/access-om3-25km/MC_25km_jra_iaf+wombatlite-test4-d28e0359/datastore.json"
# What physical field you want, in CF terms (stays the same across models)
variable_standard_name = None # "sea_surface_salinity"
# Fallback variable name to use if the catalog doesnāt expose standard_name
fallback_variable_names = ["aice_m"]
# papermill settings. *No need to modify these if running interactively.*
papermill = False # `cwd` and `nbname` will be populated by papermill.
cwd = None # current working directory
nbname = None # notebook name
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# Parameters
esm_file = "/g/data/ol01/outputs/access-om3-25km/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/datastore.json"
papermill = True
cwd = "/g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/"
nbname = "SeaIce_area.ipynb"
# Parameters
esm_file = "/g/data/ol01/outputs/access-om3-25km/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/datastore.json"
papermill = True
cwd = "/g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/"
nbname = "SeaIce_area.ipynb"
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import os
if not papermill:
import nci_ipynb # requires conda/analysis3-26.03 or later
cwd = nci_ipynb.dir()
nbname = nci_ipynb.name()
os.chdir(cwd)
import mkfigs_bootstrap # noqa: adds external/access-model-mkfigs/src to sys.path (stop-gap)
from mkfigs import MkmdWriter
mkmd = MkmdWriter(esm_file, nbname, str(cwd), pm=papermill)
plotfolder = str(cwd) + "/" if cwd else "./"
from exptdata_access import get_experiment_info, guess_experiment_from_esm_file
from model_agnostic import get_lon_lat_from_catalog, select_variable
# Infer model information from the datastore path
expt_key, info = guess_experiment_from_esm_file(esm_file)
model_name = info["model"] # OM3 or CM3
import os
if not papermill:
import nci_ipynb # requires conda/analysis3-26.03 or later
cwd = nci_ipynb.dir()
nbname = nci_ipynb.name()
os.chdir(cwd)
import mkfigs_bootstrap # noqa: adds external/access-model-mkfigs/src to sys.path (stop-gap)
from mkfigs import MkmdWriter
mkmd = MkmdWriter(esm_file, nbname, str(cwd), pm=papermill)
plotfolder = str(cwd) + "/" if cwd else "./"
from exptdata_access import get_experiment_info, guess_experiment_from_esm_file
from model_agnostic import get_lon_lat_from_catalog, select_variable
# Infer model information from the datastore path
expt_key, info = guess_experiment_from_esm_file(esm_file)
model_name = info["model"] # OM3 or CM3
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import intake
from xarray import DataTree, map_over_datasets
from dask.distributed import Client
import xarray as xr
import numpy as np
from datetime import timedelta
import cf_xarray as cfxr
import xesmf
# plotting
import matplotlib.pyplot as plt
import cartopy.crs as ccrs
import cmocean.cm as cmo
import matplotlib.lines as mlines
import intake
from xarray import DataTree, map_over_datasets
from dask.distributed import Client
import xarray as xr
import numpy as np
from datetime import timedelta
import cf_xarray as cfxr
import xesmf
# plotting
import matplotlib.pyplot as plt
import cartopy.crs as ccrs
import cmocean.cm as cmo
import matplotlib.lines as mlines
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IAF = esm_file.find('iaf') > 0
IAF = esm_file.find('iaf') > 0
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client = Client(threads_per_worker=1)
print(client.dashboard_link)
client = Client(threads_per_worker=1)
print(client.dashboard_link)
http://127.0.0.1:8787/status
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if IAF:
t_slice = slice('2009','2018') #manually pick some years in both om2 & 3 experiments
else:
years = np.unique(ds.time.dt.year)[-10:]
t_slice = slice(str(years[0]),str(years[-1]))
t_slice
if IAF:
t_slice = slice('2009','2018') #manually pick some years in both om2 & 3 experiments
else:
years = np.unique(ds.time.dt.year)[-10:]
t_slice = slice(str(years[0]),str(years[-1]))
t_slice
DataĀ¶
Open the intake-esm datastore & model dataset for sea ice concentrationĀ¶
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COLUMNS_WITH_ITERABLES = [
"variable",
"variable_long_name",
"variable_standard_name",
"variable_cell_methods",
"variable_units"
]
datastore = intake.open_esm_datastore(
esm_file,
columns_with_iterables=COLUMNS_WITH_ITERABLES
)
COLUMNS_WITH_ITERABLES = [
"variable",
"variable_long_name",
"variable_standard_name",
"variable_cell_methods",
"variable_units"
]
datastore = intake.open_esm_datastore(
esm_file,
columns_with_iterables=COLUMNS_WITH_ITERABLES
)
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def available_variables(datastore):
"""Return a pandas dataframe summarising the variables in a datastore"""
variable_columns = [col for col in datastore.df.columns if "variable" in col]
return (
datastore.df[variable_columns]
.explode(variable_columns)
.drop_duplicates()
.set_index("variable")
.sort_index()
)
def available_variables(datastore):
"""Return a pandas dataframe summarising the variables in a datastore"""
variable_columns = [col for col in datastore.df.columns if "variable" in col]
return (
datastore.df[variable_columns]
.explode(variable_columns)
.drop_duplicates()
.set_index("variable")
.sort_index()
)
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variable = "aice_m"
area_variable = "tarea"
variable = "aice_m"
area_variable = "tarea"
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dset = datastore.search(variable=variable, frequency="1mon").to_dask()
dset = dset.chunk({'time':12})
tarea = datastore.search(variable=area_variable, frequency="fx", realm="seaIce", path = ".*output000.*").to_dask()
dset = datastore.search(variable=variable, frequency="1mon").to_dask()
dset = dset.chunk({'time':12})
tarea = datastore.search(variable=area_variable, frequency="fx", realm="seaIce", path = ".*output000.*").to_dask()
ObservationsĀ¶
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sh_obs = xr.open_mfdataset('/g/data/av17/access-nri/OM3/CDR_G02202_V6/south/monthly/sic_pss25*.nc', data_vars='minimal', compat='override', coords='minimal', parallel=True).chunk({'time':12})
sh_obs = xr.open_mfdataset('/g/data/av17/access-nri/OM3/CDR_G02202_V6/south/monthly/sic_pss25*.nc', data_vars='minimal', compat='override', coords='minimal', parallel=True).chunk({'time':12})
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique) /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique) /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique) /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique) /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:38: UserWarning: An error occurred while loading the ERDDAP data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:50: UserWarning: An error occurred while loading the ArgoVis data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:66: UserWarning: An error occurred while loading the GDAC data fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:91: UserWarning: An error occurred while loading the ERDDAP index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/argopy/utils/lists.py:107: UserWarning: An error occurred while loading the GDAC index fetcher, it will not be available ! <class 'ImportError'> cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) warnings.warn( /g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/xarray/backends/plugins.py:109: RuntimeWarning: Engine 'argo' loading failed: cannot import name '_quote_string_constraints' from 'erddapy.erddapy' (/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/erddapy/erddapy.py) external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
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nh_obs = xr.open_mfdataset('/g/data/av17/access-nri/OM3/CDR_G02202_V6/north/monthly/sic_psn25*.nc', data_vars='minimal', compat='override', coords='minimal', parallel=True).chunk({'time':12})
nh_obs = xr.open_mfdataset('/g/data/av17/access-nri/OM3/CDR_G02202_V6/north/monthly/sic_psn25*.nc', data_vars='minimal', compat='override', coords='minimal', parallel=True).chunk({'time':12})
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def add_nsidc_areas(filename, obs_ds):
"""
Load the unformatted binary file with grid areas from NSIDC, and add as a coordinate to an xarray dataset
"""
areasNd = np.fromfile(filename, dtype=np.int32).reshape(
obs_ds.cdr_seaice_conc_monthly.isel(time=0).shape
)
areasKmNd_sh = areasNd /1000 #convert to km^2
obs_ds["area"] = xr.DataArray(areasKmNd_sh, dims=["y", "x"])
obs_ds.set_coords("area")
return obs_ds
def add_nsidc_areas(filename, obs_ds):
"""
Load the unformatted binary file with grid areas from NSIDC, and add as a coordinate to an xarray dataset
"""
areasNd = np.fromfile(filename, dtype=np.int32).reshape(
obs_ds.cdr_seaice_conc_monthly.isel(time=0).shape
)
areasKmNd_sh = areasNd /1000 #convert to km^2
obs_ds["area"] = xr.DataArray(areasKmNd_sh, dims=["y", "x"])
obs_ds.set_coords("area")
return obs_ds
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sh_obs = add_nsidc_areas("/g/data/av17/access-nri/OM3/CDR_G02202_V5/NSIDC-G02202-sh/pss25area_v3.dat", sh_obs)
nh_obs = add_nsidc_areas("/g/data/av17/access-nri/OM3/CDR_G02202_V5/NSIDC-G02202-nh/psn25area_v3.dat", nh_obs)
sh_obs = add_nsidc_areas("/g/data/av17/access-nri/OM3/CDR_G02202_V5/NSIDC-G02202-sh/pss25area_v3.dat", sh_obs)
nh_obs = add_nsidc_areas("/g/data/av17/access-nri/OM3/CDR_G02202_V5/NSIDC-G02202-nh/psn25area_v3.dat", nh_obs)
CalculationĀ¶
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sic = dset[variable]
area = tarea[area_variable].load()
antarctic_seaice = (sic * area).sel(nj=slice(0,int(len(dset.nj)/2))).sum(['nj','ni'])
arctic_seaice = (sic * area).sel(nj=slice(int(len(dset.nj)/2), None)).sum(['nj','ni'])
sh_area = antarctic_seaice.compute()
nh_area = arctic_seaice.compute()
sic = dset[variable]
area = tarea[area_variable].load()
antarctic_seaice = (sic * area).sel(nj=slice(0,int(len(dset.nj)/2))).sum(['nj','ni'])
arctic_seaice = (sic * area).sel(nj=slice(int(len(dset.nj)/2), None)).sum(['nj','ni'])
sh_area = antarctic_seaice.compute()
nh_area = arctic_seaice.compute()
/g/data/xp65/public/apps/med_conda/envs/analysis3-26.07/lib/python3.12/site-packages/distributed/client.py:3387: UserWarning: Sending large graph of size 13.28 MiB. This may cause some slowdown. Consider loading the data with Dask directly or using futures or delayed objects to embed the data into the graph without repetition. See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information. warnings.warn(
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sh_sic = sh_obs['cdr_seaice_conc_monthly']
sharea = sh_obs.area.load()
nh_sic = nh_obs['cdr_seaice_conc_monthly']
nharea = nh_obs.area.load()
antarctic_seaice_obs = (sh_sic * sharea).sum(['y','x'])
arctic_seaice_obs = (nh_sic * nharea).sum(['y','x'])
sh_area_obs = antarctic_seaice_obs.compute()
nh_area_obs = arctic_seaice_obs.compute()
sh_sic = sh_obs['cdr_seaice_conc_monthly']
sharea = sh_obs.area.load()
nh_sic = nh_obs['cdr_seaice_conc_monthly']
nharea = nh_obs.area.load()
antarctic_seaice_obs = (sh_sic * sharea).sum(['y','x'])
arctic_seaice_obs = (nh_sic * nharea).sum(['y','x'])
sh_area_obs = antarctic_seaice_obs.compute()
nh_area_obs = arctic_seaice_obs.compute()
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nh_area_obs.loc[{"time": "1984-07-01"}] = np.nan
nh_area_obs.loc[{"time": "1988-01-01"}] = np.nan
nh_area_obs.loc[{"time": "1987-12"}] = np.nan
sh_area_obs.loc[{"time": "1988-01-01"}] = np.nan
sh_area_obs.loc[{"time": "1987-12"}] = np.nan
nh_area_obs.loc[{"time": "1984-07-01"}] = np.nan
nh_area_obs.loc[{"time": "1988-01-01"}] = np.nan
nh_area_obs.loc[{"time": "1987-12"}] = np.nan
sh_area_obs.loc[{"time": "1988-01-01"}] = np.nan
sh_area_obs.loc[{"time": "1987-12"}] = np.nan
PlotĀ¶
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font = {'size':13}
tick_font=12
font = {'size':13}
tick_font=12
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plt.figure(1,(12,5))
plt.subplot(1,2,1)
(nh_area.sel(time=t_slice).groupby('time.month').mean('time') / 1e12).plot(label = 'OM3',c='b') # convert from m^2 -> 10^6 km^2
(nh_area_obs.sel(time=t_slice).groupby('time.month').mean('time') / 1e6).plot(label = 'Observations',c='k') # convert from km^2 -> 10^6 km^2
plt.xlabel('Month',font)
plt.ylabel('Sea Ice Area (10$^6$ km$^2$)',font)
plt.title('Arctic',font)
plt.subplot(1,2,2)
(sh_area.sel(time=t_slice).groupby('time.month').mean('time') / 1e12).plot(label = 'OM3',c='b') # convert from m^2 -> 10^6 km^2
(sh_area_obs.sel(time=t_slice).groupby('time.month').mean('time') / 1e6).plot(label = 'Observations',c='k') # convert from km^2 -> 10^6 km^2
plt.xlabel('Month',font)
plt.ylabel('Sea Ice Area (10$^6$ km$^2$)',font)
plt.title('Antarctic',font)
plt.legend(prop=font,loc='upper left', bbox_to_anchor=(1, 1))
figfile = plotfolder + f'seaice_area_climatology.jpg'
plt.savefig(figfile, dpi=300, bbox_inches='tight')
plt.show()
mkmd.savefig(plt.gcf(), "Sea Ice Area: Seasonal Climatology", "Seasonal sea ice area for Arctic and Antarctic. [GitHub issue: Sea ice annual cycle](https://github.com/ACCESS-Community-Hub/access-om3-paper-1/issues/21)", dpi=300)
plt.figure(1,(12,5))
plt.subplot(1,2,1)
(nh_area.sel(time=t_slice).groupby('time.month').mean('time') / 1e12).plot(label = 'OM3',c='b') # convert from m^2 -> 10^6 km^2
(nh_area_obs.sel(time=t_slice).groupby('time.month').mean('time') / 1e6).plot(label = 'Observations',c='k') # convert from km^2 -> 10^6 km^2
plt.xlabel('Month',font)
plt.ylabel('Sea Ice Area (10$^6$ km$^2$)',font)
plt.title('Arctic',font)
plt.subplot(1,2,2)
(sh_area.sel(time=t_slice).groupby('time.month').mean('time') / 1e12).plot(label = 'OM3',c='b') # convert from m^2 -> 10^6 km^2
(sh_area_obs.sel(time=t_slice).groupby('time.month').mean('time') / 1e6).plot(label = 'Observations',c='k') # convert from km^2 -> 10^6 km^2
plt.xlabel('Month',font)
plt.ylabel('Sea Ice Area (10$^6$ km$^2$)',font)
plt.title('Antarctic',font)
plt.legend(prop=font,loc='upper left', bbox_to_anchor=(1, 1))
figfile = plotfolder + f'seaice_area_climatology.jpg'
plt.savefig(figfile, dpi=300, bbox_inches='tight')
plt.show()
mkmd.savefig(plt.gcf(), "Sea Ice Area: Seasonal Climatology", "Seasonal sea ice area for Arctic and Antarctic. [GitHub issue: Sea ice annual cycle](https://github.com/ACCESS-Community-Hub/access-om3-paper-1/issues/21)", dpi=300)
Saved /g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/mkmd/SeaIce_area_01.png Adding entry to per-notebook markdown: /g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/mkmd/SeaIce_area.md
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<Figure size 640x480 with 0 Axes>
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plt.figure(1,(12,5))
plt.subplot(1,2,1)
(nh_area.groupby('time.year').mean('time') / 1e12).plot(label = 'OM3',c='b') # convert from m^2 -> 10^6 km^2
(nh_area_obs.groupby('time.year').mean('time')[:-1] / 1e6).plot(label = 'Observations',c='k') # convert from km^2 -> 10^6 km^2
plt.xlabel('Year',font)
plt.ylabel('Sea Ice Area (10$^6$ km$^2$)',font)
plt.title('Arctic',font)
plt.subplot(1,2,2)
(sh_area.groupby('time.year').mean('time') / 1e12).plot(label = 'OM3',c='b') # convert from m^2 -> 10^6 km^2
(sh_area_obs.groupby('time.year').mean('time')[:-1] / 1e6).plot(label = 'Observations',c='k') # convert from km^2 -> 10^6 km^2
plt.xlabel('Year',font)
plt.ylabel('Sea Ice Area (10$^6$ km$^2$)',font)
plt.title('Antarctic',font)
plt.legend(prop=font,loc='upper left', bbox_to_anchor=(1, 1))
figfile = plotfolder + f'seaice_area_annual_mean.jpg'
plt.savefig(figfile, dpi=300, bbox_inches='tight')
plt.show()
mkmd.savefig(plt.gcf(), "Sea Ice Area: Annual Mean Timeseries", "Annual mean sea ice area timeseries for Arctic and Antarctic. [GitHub issue: Sea ice extent time series](https://github.com/ACCESS-Community-Hub/access-om3-paper-1/issues/20)", dpi=300)
plt.figure(1,(12,5))
plt.subplot(1,2,1)
(nh_area.groupby('time.year').mean('time') / 1e12).plot(label = 'OM3',c='b') # convert from m^2 -> 10^6 km^2
(nh_area_obs.groupby('time.year').mean('time')[:-1] / 1e6).plot(label = 'Observations',c='k') # convert from km^2 -> 10^6 km^2
plt.xlabel('Year',font)
plt.ylabel('Sea Ice Area (10$^6$ km$^2$)',font)
plt.title('Arctic',font)
plt.subplot(1,2,2)
(sh_area.groupby('time.year').mean('time') / 1e12).plot(label = 'OM3',c='b') # convert from m^2 -> 10^6 km^2
(sh_area_obs.groupby('time.year').mean('time')[:-1] / 1e6).plot(label = 'Observations',c='k') # convert from km^2 -> 10^6 km^2
plt.xlabel('Year',font)
plt.ylabel('Sea Ice Area (10$^6$ km$^2$)',font)
plt.title('Antarctic',font)
plt.legend(prop=font,loc='upper left', bbox_to_anchor=(1, 1))
figfile = plotfolder + f'seaice_area_annual_mean.jpg'
plt.savefig(figfile, dpi=300, bbox_inches='tight')
plt.show()
mkmd.savefig(plt.gcf(), "Sea Ice Area: Annual Mean Timeseries", "Annual mean sea ice area timeseries for Arctic and Antarctic. [GitHub issue: Sea ice extent time series](https://github.com/ACCESS-Community-Hub/access-om3-paper-1/issues/20)", dpi=300)
Saved /g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/mkmd/SeaIce_area_02.png Adding entry to per-notebook markdown: /g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/mkmd/SeaIce_area.md Lines appended to /g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/mkmd/SeaIce_area.md successfully.
<Figure size 640x480 with 0 Axes>
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# 12-mo running mean minimum, mean and maximum of area for all models
plt.figure(1,(12,5))
plt.subplot(1,2,1)
v = nh_area/1e12
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).max()[6:-5], color='b', linewidth=1, label='OM3')
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).mean()[6:-5], color='b', linewidth=1)
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).min()[6:-5], color='b', linewidth=1)
plt.subplot(1,2,2)
v = sh_area/1e12
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).max()[6:-5], color='b', linewidth=1, label='OM3')
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).mean()[6:-5], color='b', linewidth=1)
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).min()[6:-5], color='b', linewidth=1)
plt.subplot(1,2,1)
v = nh_area_obs/1e6
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).max()[6:-5], color='k', linewidth=1, label='Observations')
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).mean()[6:-5], color='k', linewidth=1)
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).min()[6:-5], color='k', linewidth=1)
plt.subplot(1,2,2)
v = sh_area_obs/1e6
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).max()[6:-5], color='k', linewidth=1, label='Observations')
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).mean()[6:-5], color='k', linewidth=1)
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).min()[6:-5], color='k', linewidth=1)
plt.subplot(1,2,1)
plt.ylim(ymin=-0.5,ymax=18)
plt.grid(axis='y')
plt.xlabel('Year',font)
plt.ylabel(r'Sea ice area (10$^{12}$ m$^2$)',font)
plt.title('Arctic ice area minimum, mean and maximum',font)
plt.subplot(1,2,2)
plt.ylim(ymin=-0.5,ymax=18)
plt.grid(axis='y')
plt.xlabel('Year',font)
plt.ylabel(r'Sea ice area (10$^{12}$ m$^2$)',font)
plt.title('Antarctic ice area minimum, mean and maximum',font)
plt.legend(prop=font,loc='upper left', bbox_to_anchor=(1, 1))
plt.tight_layout()
figfile = plotfolder + f'seaice_area_rolling_min_mean_max.jpg'
plt.savefig(figfile, dpi=300, bbox_inches='tight')
plt.show()
mkmd.savefig(plt.gcf(), "Sea Ice Area: Rolling Min/Mean/Max", "Sea ice area minimum, mean and maximum timeseries. [GitHub issue: Sea ice extent time series](https://github.com/ACCESS-Community-Hub/access-om3-paper-1/issues/20)", dpi=300)
# 12-mo running mean minimum, mean and maximum of area for all models
plt.figure(1,(12,5))
plt.subplot(1,2,1)
v = nh_area/1e12
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).max()[6:-5], color='b', linewidth=1, label='OM3')
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).mean()[6:-5], color='b', linewidth=1)
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).min()[6:-5], color='b', linewidth=1)
plt.subplot(1,2,2)
v = sh_area/1e12
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).max()[6:-5], color='b', linewidth=1, label='OM3')
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).mean()[6:-5], color='b', linewidth=1)
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).min()[6:-5], color='b', linewidth=1)
plt.subplot(1,2,1)
v = nh_area_obs/1e6
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).max()[6:-5], color='k', linewidth=1, label='Observations')
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).mean()[6:-5], color='k', linewidth=1)
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).min()[6:-5], color='k', linewidth=1)
plt.subplot(1,2,2)
v = sh_area_obs/1e6
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).max()[6:-5], color='k', linewidth=1, label='Observations')
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).mean()[6:-5], color='k', linewidth=1)
plt.plot(v['time'][6:-5],v.rolling(time=12, center=True).min()[6:-5], color='k', linewidth=1)
plt.subplot(1,2,1)
plt.ylim(ymin=-0.5,ymax=18)
plt.grid(axis='y')
plt.xlabel('Year',font)
plt.ylabel(r'Sea ice area (10$^{12}$ m$^2$)',font)
plt.title('Arctic ice area minimum, mean and maximum',font)
plt.subplot(1,2,2)
plt.ylim(ymin=-0.5,ymax=18)
plt.grid(axis='y')
plt.xlabel('Year',font)
plt.ylabel(r'Sea ice area (10$^{12}$ m$^2$)',font)
plt.title('Antarctic ice area minimum, mean and maximum',font)
plt.legend(prop=font,loc='upper left', bbox_to_anchor=(1, 1))
plt.tight_layout()
figfile = plotfolder + f'seaice_area_rolling_min_mean_max.jpg'
plt.savefig(figfile, dpi=300, bbox_inches='tight')
plt.show()
mkmd.savefig(plt.gcf(), "Sea Ice Area: Rolling Min/Mean/Max", "Sea ice area minimum, mean and maximum timeseries. [GitHub issue: Sea ice extent time series](https://github.com/ACCESS-Community-Hub/access-om3-paper-1/issues/20)", dpi=300)
Saved /g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/mkmd/SeaIce_area_03.png Adding entry to per-notebook markdown: /g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/mkmd/SeaIce_area.md Lines appended to /g/data/tm70/cyb561/access-om3-paper-1-runs/MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/notebooks/mkfigs_output_MC_25km_jra_iaf+wombatlite_bs1-mpudig-backscat1-4c21c151/mkmd/SeaIce_area.md successfully.
<Figure size 640x480 with 0 Axes>
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client.close()
client.close()