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Merge branch 'main' of github.com:pism/pism-ragis
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@aaschwanden
aaschwanden committed Mar 27, 2024
2 parents 98b1cb0 + d9f10a9 commit f8f95da
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Showing 7 changed files with 132 additions and 104 deletions.
Binary file modified data/basins/GRE_Basins_shelf_extensions.gpkg
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2 changes: 2 additions & 0 deletions environment.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -3,6 +3,8 @@ channels:
- conda-forge
dependencies:
- python=3.11.6
- mypy
- pylint
- pip
- pip:
- -r requirements.txt
106 changes: 53 additions & 53 deletions tests/test_analysis.py
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Expand Up @@ -21,11 +21,11 @@
"""

import pandas as pd
import xarray as xr
from pandas.testing import assert_frame_equal

from pism_ragis.analysis import prepare_df, sensitivity_analysis
from pism_ragis.processing import preprocess_nc
from pism_ragis.analysis import prepare_df

# from pism_ragis.processing import preprocess_nc

seed = 42

Expand All @@ -46,56 +46,56 @@ def test_prepare_df():
assert_frame_equal(df, df_true)


def test_sensitivity_analysis():
"""
Test sensitivity analysis
"""
X_df = (
pd.read_parquet("tests/data/test_scalar_YM.parquet")
.drop(columns=["Year", "resolution_m"])
.sort_values(by=["time", "id"])
)
Y_true_df = pd.read_parquet("tests/data/test_sensitivity.parquet")
ensemble_file = "tests/data/gris_ragis_ocean_simple_lhs_50_w_posterior.csv"
for n_jobs in [1, 2]:
Y_df = sensitivity_analysis(
X_df, ensemble_file=ensemble_file, n_jobs=n_jobs, seed=seed
)
assert_frame_equal(Y_df, Y_true_df, atol=1e-1, rtol=1e-6)
# def test_sensitivity_analysis():
# """
# Test sensitivity analysis
# """
# X_df = (
# pd.read_parquet("tests/data/test_scalar_YM.parquet")
# .drop(columns=["Year", "resolution_m"])
# .sort_values(by=["time", "id"])
# )
# Y_true_df = pd.read_parquet("tests/data/test_sensitivity.parquet")
# ensemble_file = "tests/data/gris_ragis_ocean_simple_lhs_50_w_posterior.csv"
# for n_jobs in [1, 2]:
# Y_df = sensitivity_analysis(
# X_df, ensemble_file=ensemble_file, n_jobs=n_jobs, seed=seed
# )
# assert_frame_equal(Y_df, Y_true_df, atol=1e-1, rtol=1e-6)


def test_sensitivity_analysis_from_xarray():
"""
Test sensitivity analysis from an xarray DataSet
"""
ds = xr.open_mfdataset(
"tests/data/ts_gris_g1200m_v2023_RAGIS_id_*_1980-1-1_2020-1-1.nc",
combine="nested",
concat_dim="id",
preprocess=preprocess_nc,
parallel=True,
)
ens = (
ds.sel(time=slice("1980-01-01", "1982-01-01"))[ens_vars_dict.keys()]
.resample(time="1AS")
.mean()
)
X_df = (
ens.to_dataframe()
.rename(columns=ens_vars_dict)
.reset_index()
.dropna()
.sort_values(by=["time", "id"])
.reset_index(drop=True)
)
# def test_sensitivity_analysis_from_xarray():
# """
# Test sensitivity analysis from an xarray DataSet
# """
# ds = xr.open_mfdataset(
# "tests/data/ts_gris_g1200m_v2023_RAGIS_id_*_1980-1-1_2020-1-1.nc",
# combine="nested",
# concat_dim="id",
# preprocess=preprocess_nc,
# parallel=True,
# )
# ens = (
# ds.sel(time=slice("1980-01-01", "1982-01-01"))[ens_vars_dict.keys()]
# .resample(time="1AS")
# .mean()
# )
# X_df = (
# ens.to_dataframe()
# .rename(columns=ens_vars_dict)
# .reset_index()
# .dropna()
# .sort_values(by=["time", "id"])
# .reset_index(drop=True)
# )

Y_true_df = pd.read_parquet("tests/data/test_sensitivity.parquet")
ensemble_file = "tests/data/gris_ragis_ocean_simple_lhs_50_w_posterior.csv"
for n_jobs in [1, 2]:
Y_df = sensitivity_analysis(
X_df,
ensemble_file=ensemble_file,
n_jobs=n_jobs,
seed=seed,
)
assert_frame_equal(Y_df, Y_true_df, atol=1e-1, rtol=1e-6)
# Y_true_df = pd.read_parquet("tests/data/test_sensitivity.parquet")
# ensemble_file = "tests/data/gris_ragis_ocean_simple_lhs_50_w_posterior.csv"
# for n_jobs in [1, 2]:
# Y_df = sensitivity_analysis(
# X_df,
# ensemble_file=ensemble_file,
# n_jobs=n_jobs,
# seed=seed,
# )
# assert_frame_equal(Y_df, Y_true_df, atol=1e-1, rtol=1e-6)
2 changes: 1 addition & 1 deletion uq/draw_ragis_samples.py
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Original file line number Diff line number Diff line change
Expand Up @@ -128,7 +128,7 @@
},
"ocean-calving": {
"uq": {
"vcm": uniform(loc=0.40, scale=0.20),
"vcm": uniform(loc=0.35, scale=0.30),
"gamma_T": uniform(loc=0.75e-4, scale=0.75e-4),
"ocean_file": randint(0, len(gcms)),
},
Expand Down
50 changes: 25 additions & 25 deletions uq/ensemble_gris_ragis_ocean_calving_lhs_25.csv
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Original file line number Diff line number Diff line change
@@ -1,26 +1,26 @@
id,vcm,gamma_T,ocean_file,climate,hydrology,frontal_melt,climate_file,runoff_file,pseudo_plastic_q,sia_e,ssa_n,fractures,sliding_law,z_min,z_max,phi_min,phi_max,till_effective_fraction_overburden,calving.thickness_calving.threshold
0,0.4442323780913757,9.428916459600346e-05,MAR3.9_IPSL-CM5-MR_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
1,0.48832118107421163,7.992022748883259e-05,MAR3.9_CNRM-CM6_ssp126_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
2,0.4363208573342129,0.00011956468331425545,MAR3.9_UKESM1-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
3,0.5064415585658495,0.00013011597632552933,MAR3.9_ACCESS1-3_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
4,0.38905658469230303,0.00014099817419545652,MAR3.9_MIROC-ESM-CHEM_rcp26_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
5,0.5183937792980569,7.620965089620082e-05,MAR3.9_NorESM1-M_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
6,0.4244113248125367,9.999463538512892e-05,MAR3.9_HadGEM2-ES_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
7,0.4194447204745718,0.00011139151216536389,MAR3.9_CNRM-ESM2_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
8,0.461594363514366,0.00014449282079547954,MAR3.9_MIROC-ESM-CHEM_rcp26_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
9,0.39746276305487116,0.00010524951406191387,MAR3.9_NorESM1-M_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
10,0.5363864387495298,0.00010254583012814056,MAR3.9_CSIRO-Mk3.6_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
11,0.4803358003247634,8.30889830146751e-05,MAR3.9_ACCESS1-3_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
12,0.45293844913720643,0.00012577277058364237,MAR3.9_UKESM1-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
13,0.356428696509102,0.00013655342200778107,MAR3.9_HadGEM2-ES_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
14,0.5487060081699446,0.00014286126081915708,MAR3.9_CNRM-CM6_ssp126_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
15,0.5295762603475088,8.956493116526157e-05,MAR3.9_CNRM-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
16,0.39967409593199077,8.482816131574445e-05,MAR3.9_MIROC-ESM-CHEM_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
17,0.4659466261615231,9.798420761103493e-05,MAR3.9_MIROC-ESM-CHEM_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
18,0.3759923104524915,0.00011057052126653782,MAR3.9_ACCESS1-3_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
19,0.4965519463015092,0.00012786408929824037,MAR3.9_CNRM-ESM2_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
20,0.364719609086501,0.00013434115633767906,MAR3.9_CNRM-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
21,0.5127709158270874,9.017276484504726e-05,MAR3.9_IPSL-CM5-MR_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
22,0.4085496099808352,0.00012288631941754623,MAR3.9_HadGEM2-ES_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
23,0.47745217779809324,0.00011564777711148058,MAR3.9_CSIRO-Mk3.6_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
24,0.37369419913548574,0.00014977365789043854,MAR3.9_MIROC-ESM-CHEM_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.0,false,pseudo_plastic,-700,700,5,40,0.02,100
0,0.46658947082495994,8.292210052148066e-05,MAR3.9_CNRM-CM6_ssp126_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
1,0.474922848823536,0.00014583043190650048,MAR3.9_MIROC-ESM-CHEM_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
2,0.6410074127951226,0.00011782575926468905,MAR3.9_HadGEM2-ES_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
3,0.3772495071061468,8.740907492335862e-05,MAR3.9_IPSL-CM5-MR_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
4,0.5650509266945101,0.0001319761416689802,MAR3.9_CSIRO-Mk3.6_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
5,0.5142839258705909,0.00014823953126085469,MAR3.9_MIROC-ESM-CHEM_rcp26_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
6,0.5185042762653747,0.00010240338070659696,MAR3.9_CSIRO-Mk3.6_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
7,0.627854850268794,0.00011380735564767773,MAR3.9_CNRM-ESM2_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
8,0.5444657930609864,9.329118811664802e-05,MAR3.9_HadGEM2-ES_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
9,0.5313000493299018,0.00012871157250503402,MAR3.9_UKESM1-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
10,0.41578663594257714,0.00010683891635481039,MAR3.9_MIROC-ESM-CHEM_rcp26_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
11,0.4221966028681331,0.00013433834498509769,MAR3.9_MIROC-ESM-CHEM_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
12,0.6068917836852549,0.00010998722722862348,MAR3.9_HadGEM2-ES_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
13,0.5862317174422544,0.00014078910777365257,MAR3.9_CNRM-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
14,0.40436684713743304,9.124611425688397e-05,MAR3.9_CNRM-CM6_ssp126_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
15,0.3946407216019645,8.609218639998727e-05,MAR3.9_ACCESS1-3_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
16,0.6017672488318667,0.00012274177066950388,MAR3.9_UKESM1-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
17,0.4462378217524901,9.832020531121765e-05,MAR3.9_CNRM-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
18,0.35216744939428096,0.00012423995630772805,MAR3.9_CNRM-CM6_ssp126_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
19,0.44325152880290075,0.00011470273823700338,MAR3.9_MIROC-ESM-CHEM_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
20,0.624286838638869,0.0001379126012723609,MAR3.9_UKESM1-CM6_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
21,0.3669750572880955,0.00010092088292526644,MAR3.9_CNRM-ESM2_ssp585_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
22,0.49465997845714116,7.798061162523167e-05,MAR3.9_NorESM1-M_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
23,0.574667315353235,0.00014208885660981803,MAR3.9_MIROC-ESM-CHEM_rcp26_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
24,0.4861897173181913,7.972874166195745e-05,MAR3.9_ACCESS1-3_rcp85_ocean_1960-2100_v4.nc,given_smb,routing,routing,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,DMI-HIRHAM5_ERA_1980_2020_EPSG3413_4500M_MM.nc,0.6,1.25,3.25,false,pseudo_plastic,-700,700,5,40,0.02,100
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