Merge branch 'main' of github.com:pism/pism-ragis

Author: aaschwanden

data/basins/GRE_Basins_shelf_extensions.gpkg

@@ -3,6 +3,8 @@ channels:
   - conda-forge
 dependencies:
   - python=3.11.6
+  - mypy
+  - pylint
   - pip
   - pip:
       - -r requirements.txt

environment.yml

@@ -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
 
@@ -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)

tests/test_analysis.py

@@ -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)),
         },

uq/draw_ragis_samples.py

@@ -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