diff --git a/extreme_data/meteo_france_data/adamont_data/utils/download_adamont.py b/extreme_data/meteo_france_data/adamont_data/utils/download_adamont.py
index 7cc10d7f89f8a72553c83787f9ff3447ba8164d4..e4bf280c760c4fc8f3cac7cd32a5029871d28fcb 100644
--- a/extreme_data/meteo_france_data/adamont_data/utils/download_adamont.py
+++ b/extreme_data/meteo_france_data/adamont_data/utils/download_adamont.py
@@ -22,20 +22,20 @@ Then, select the fact that you want to url
# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp8.5/day/snow/Snow_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP85_alp_2005080106_2100080106_daysum.nc
# """
-requests = """https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp4.5/day/snow/Snow_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp4.5/day/snow/Snow_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp4.5/day/snow/Snow_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp4.5/day/snow/Snow_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp4.5/day/snow/Snow_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp4.5/day/snow/Snow_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp4.5/day/snow/Snow_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp4.5/day/snow/Snow_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
-https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp4.5/day/snow/Snow_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP45_alp_2005080106_2100080106_daysum.nc"""
+# requests = """https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp4.5/day/snow/Snow_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp4.5/day/snow/Snow_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp4.5/day/snow/Snow_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp4.5/day/snow/Snow_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp4.5/day/snow/Snow_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp4.5/day/snow/Snow_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp4.5/day/snow/Snow_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp4.5/day/snow/Snow_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp4.5/day/snow/Snow_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp4.5/day/snow/Snow_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP45_alp_2005080106_2100080106_daysum.nc"""
# requests = """https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/historical/day/snowswe/SNOWSWE_PRO_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005073106_6h.nc
# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/historical/day/snowswe/SNOWSWE_PRO_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_HISTO_alp_1951080106_2005073106_6h.nc
@@ -53,6 +53,254 @@ https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/Nor
# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/historical/day/snowswe/SNOWSWE_PRO_DMI-HIRHAM5_NCC-NorESM1-M_HISTO_alp_1951080106_2005073106_6h.nc
# """
+# requests = """https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/historical/day/rain/Rain_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp4.5/day/rain/Rain_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp8.5/day/rain/Rain_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/historical/day/rain/Rain_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_HISTO_alp_1951080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp4.5/day/rain/Rain_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp8.5/day/rain/Rain_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/historical/day/rain/Rain_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1970080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp4.5/day/rain/Rain_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp8.5/day/rain/Rain_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/historical/day/rain/Rain_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_HISTO_alp_1970080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp4.5/day/rain/Rain_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp8.5/day/rain/Rain_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/historical/day/rain/Rain_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp4.5/day/rain/Rain_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp8.5/day/rain/Rain_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/historical/day/rain/Rain_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_HISTO_alp_1970080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp4.5/day/rain/Rain_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp8.5/day/rain/Rain_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/historical/day/rain/Rain_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_HISTO_alp_1970080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp4.5/day/rain/Rain_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp8.5/day/rain/Rain_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/historical/day/rain/Rain_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp4.5/day/rain/Rain_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp8.5/day/rain/Rain_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/historical/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp4.5/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp8.5/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/historical/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_HISTO_alp_1950080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp4.5/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp8.5/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/historical/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp4.5/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp8.5/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/historical/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp4.5/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp8.5/day/rain/Rain_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/historical/day/rain/Rain_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp4.5/day/rain/Rain_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp8.5/day/rain/Rain_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/historical/day/rain/Rain_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_HISTO_alp_1951080106_2005080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp4.5/day/rain/Rain_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP45_alp_2005080106_2100080106_daysum.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp8.5/day/rain/Rain_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP85_alp_2005080106_2100080106_daysum.nc"""
+
+# requests = """https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/historical/day/tmoy/Tmoy_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp4.5/day/tmoy/Tmoy_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp8.5/day/tmoy/Tmoy_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/historical/day/tmoy/Tmoy_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_HISTO_alp_1951080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp4.5/day/tmoy/Tmoy_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp8.5/day/tmoy/Tmoy_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/historical/day/tmoy/Tmoy_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1970080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp4.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp8.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/historical/day/tmoy/Tmoy_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_HISTO_alp_1970080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp4.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp8.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/historical/day/tmoy/Tmoy_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp4.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp8.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/historical/day/tmoy/Tmoy_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_HISTO_alp_1970080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp4.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp8.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/historical/day/tmoy/Tmoy_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_HISTO_alp_1970080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp4.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp8.5/day/tmoy/Tmoy_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/historical/day/tmoy/Tmoy_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp4.5/day/tmoy/Tmoy_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp8.5/day/tmoy/Tmoy_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/historical/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp4.5/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp8.5/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/historical/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_HISTO_alp_1950080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp4.5/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp8.5/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/historical/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp4.5/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp8.5/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/historical/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp4.5/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp8.5/day/tmoy/Tmoy_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/historical/day/tmoy/Tmoy_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp4.5/day/tmoy/Tmoy_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp8.5/day/tmoy/Tmoy_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/historical/day/tmoy/Tmoy_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_HISTO_alp_1951080106_2005080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp4.5/day/tmoy/Tmoy_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP45_alp_2005080106_2100080106_daymean.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp8.5/day/tmoy/Tmoy_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP85_alp_2005080106_2100080106_daymean.nc
+# """
+
+# requests = """https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/historical/day/snowdepth/SNOWDEPTH_PRO_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/historical/day/snowdepth/SNOWDEPTH_PRO_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_HISTO_alp_1951080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/historical/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1970080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/historical/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_ICHEC-EC-EARTH_HISTO_alp_1970080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/historical/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/historical/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_IPSL-IPSL-CM5A-MR_HISTO_alp_1970080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/historical/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_MPI-M-MPI-ESM-LR_HISTO_alp_1970080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/historical/day/snowdepth/SNOWDEPTH_PRO_KNMI-RACMO22E_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/historical/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/historical/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_HISTO_alp_1950080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/historical/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/historical/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/historical/day/snowdepth/SNOWDEPTH_PRO_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/historical/day/snowdepth/SNOWDEPTH_PRO_DMI-HIRHAM5_NCC-NorESM1-M_HISTO_alp_1951080106_2005073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp4.5/day/snowdepth/SNOWDEPTH_PRO_DMI-HIRHAM5_NCC-NorESM1-M_RCP45_alp_2005080106_2100073106_6h.nc
+# https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp8.5/day/snowdepth/SNOWDEPTH_PRO_DMI-HIRHAM5_NCC-NorESM1-M_RCP85_alp_2005080106_2100073106_6h.nc
+# """
+
+
+requests = """https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp4.5/day/snowswe/SNOWSWE_PRO_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp8.5/day/snowswe/SNOWSWE_PRO_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp4.5/day/snowswe/SNOWSWE_PRO_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp8.5/day/snowswe/SNOWSWE_PRO_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp4.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp8.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp4.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp8.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp4.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp8.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp4.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp8.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp4.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp8.5/day/snowswe/SNOWSWE_PRO_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp4.5/day/snowswe/SNOWSWE_PRO_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp8.5/day/snowswe/SNOWSWE_PRO_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp4.5/day/snowswe/SNOWSWE_PRO_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp8.5/day/snowswe/SNOWSWE_PRO_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp4.5/day/snowswe/SNOWSWE_PRO_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp8.5/day/snowswe/SNOWSWE_PRO_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp4.5/day/snowswe/SNOWSWE_PRO_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp8.5/day/snowswe/SNOWSWE_PRO_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp4.5/day/snowswe/SNOWSWE_PRO_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp8.5/day/snowswe/SNOWSWE_PRO_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp4.5/day/snowswe/SNOWSWE_PRO_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp8.5/day/snowswe/SNOWSWE_PRO_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp4.5/day/snowswe/SNOWSWE_PRO_DMI-HIRHAM5_NCC-NorESM1-M_RCP45_alp_2005080106_2100073106_6h.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp8.5/day/snowswe/SNOWSWE_PRO_DMI-HIRHAM5_NCC-NorESM1-M_RCP85_alp_2005080106_2100073106_6h.nc
+"""
+
+requests = """https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/historical/day/tmax/Tmax_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp4.5/day/tmax/Tmax_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp8.5/day/tmax/Tmax_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/historical/day/tmin/Tmin_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp4.5/day/tmin/Tmin_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/ALADIN53/rcp8.5/day/tmin/Tmin_FORCING_CNRM-ALADIN53_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/historical/day/tmax/Tmax_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_HISTO_alp_1951080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp4.5/day/tmax/Tmax_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp8.5/day/tmax/Tmax_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/historical/day/tmin/Tmin_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_HISTO_alp_1951080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp4.5/day/tmin/Tmin_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/WRF331F/rcp8.5/day/tmin/Tmin_FORCING_IPSL-INERIS-WRF331F_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/historical/day/tmax/Tmax_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1970080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp4.5/day/tmax/Tmax_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp8.5/day/tmax/Tmax_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/historical/day/tmin/Tmin_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1970080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp4.5/day/tmin/Tmin_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/RCA4/rcp8.5/day/tmin/Tmin_FORCING_SMHI-RCA4_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/historical/day/tmax/Tmax_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_HISTO_alp_1970080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp4.5/day/tmax/Tmax_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daymax.nc
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+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/historical/day/tmin/Tmin_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_HISTO_alp_1970080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/RCA4/rcp4.5/day/tmin/Tmin_FORCING_SMHI-RCA4_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daymin.nc
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+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/historical/day/tmax/Tmax_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp4.5/day/tmax/Tmax_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp8.5/day/tmax/Tmax_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/historical/day/tmin/Tmin_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp4.5/day/tmin/Tmin_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RCA4/rcp8.5/day/tmin/Tmin_FORCING_SMHI-RCA4_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/historical/day/tmax/Tmax_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_HISTO_alp_1970080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp4.5/day/tmax/Tmax_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp8.5/day/tmax/Tmax_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/historical/day/tmin/Tmin_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_HISTO_alp_1970080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp4.5/day/tmin/Tmin_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/IPSL-CM5A/RCA4/rcp8.5/day/tmin/Tmin_FORCING_SMHI-RCA4_IPSL-IPSL-CM5A-MR_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/historical/day/tmax/Tmax_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_HISTO_alp_1970080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp4.5/day/tmax/Tmax_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp8.5/day/tmax/Tmax_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/historical/day/tmin/Tmin_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_HISTO_alp_1970080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp4.5/day/tmin/Tmin_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/RCA4/rcp8.5/day/tmin/Tmin_FORCING_SMHI-RCA4_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/historical/day/tmax/Tmax_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp4.5/day/tmax/Tmax_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp8.5/day/tmax/Tmax_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/historical/day/tmin/Tmin_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp4.5/day/tmin/Tmin_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/RACMO22E/rcp8.5/day/tmin/Tmin_FORCING_KNMI-RACMO22E_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/historical/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp4.5/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp8.5/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/historical/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_HISTO_alp_1950080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp4.5/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/CNRM-CM5/CCLM4-8-17/rcp8.5/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_CNRM-CERFACS-CNRM-CM5_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/historical/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_HISTO_alp_1950080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp4.5/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp8.5/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/historical/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_HISTO_alp_1950080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp4.5/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/EC-EARTH/CCLM4-8-17/rcp8.5/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_ICHEC-EC-EARTH_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/historical/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp4.5/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp8.5/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/historical/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_HISTO_alp_1981080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp4.5/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP45_alp_2005080106_2099080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MOHC-HadGEM2/CCLM4-8-17/rcp8.5/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_MOHC-HadGEM2-ES_RCP85_alp_2005080106_2099080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/historical/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp4.5/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp8.5/day/tmax/Tmax_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/historical/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp4.5/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/CCLM4-8-17/rcp8.5/day/tmin/Tmin_FORCING_CLMcom-CCLM4-8-17_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/historical/day/tmax/Tmax_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp4.5/day/tmax/Tmax_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp8.5/day/tmax/Tmax_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/historical/day/tmin/Tmin_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_HISTO_alp_1950080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp4.5/day/tmin/Tmin_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/MPI-ESM-LR/REMO019/rcp8.5/day/tmin/Tmin_FORCING_MPI-CSC-REMO2009_MPI-M-MPI-ESM-LR_RCP85_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/historical/day/tmax/Tmax_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_HISTO_alp_1951080106_2005080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp4.5/day/tmax/Tmax_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP45_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp8.5/day/tmax/Tmax_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP85_alp_2005080106_2100080106_daymax.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/historical/day/tmin/Tmin_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_HISTO_alp_1951080106_2005080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp4.5/day/tmin/Tmin_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP45_alp_2005080106_2100080106_daymin.nc
+https://climatedata.umr-cnrm.fr/public/dcsc/projects/DRIAS/ADAMONT2017/Alpes/NorESM1/HIRHAM5/rcp8.5/day/tmin/Tmin_FORCING_DMI-HIRHAM5_NCC-NorESM1-M_RCP85_alp_2005080106_2100080106_daymin.nc
+"""
+
for request in requests.split('\n')[:]:
command_line = 'wget {}'.format(request)
print(command_line)
diff --git a/extreme_data/meteo_france_data/scm_models_data/abstract_study.py b/extreme_data/meteo_france_data/scm_models_data/abstract_study.py
index 02ddf560e068454e0ce40675202351867c718ce7..7547907e63af5fb8be71fb1eed345194f1146296 100644
--- a/extreme_data/meteo_france_data/scm_models_data/abstract_study.py
+++ b/extreme_data/meteo_france_data/scm_models_data/abstract_study.py
@@ -499,8 +499,18 @@ class AbstractStudy(object):
# Coordinate object that represents the massif coordinates in Lambert extended
# extracted for a csv file, and used only for display purposes
df = cls.load_df_centroid()
+ # Lower a bit the Mercantour massif
+ df.loc['Mercantour', 'coord_x'] += 14000 # shift to the right
+ df.loc['Mercantour', 'coord_y'] -= 7000 # shift down
+ # Lower a bit the Maurienne massif
+ # df.loc['Mercantour', 'coord_x'] += 14000 # shift to the right
+ df.loc['Maurienne', 'coord_y'] -= 6000 # shift down
+ df.loc['Vanoise', 'coord_y'] -= 4000 # shift down
+ df.loc['Ubaye', 'coord_y'] -= 4000 # shift down
# Filter, keep massifs present at the altitude of interest
df = df.loc[massif_names, :]
+
+
# Build coordinate object from df_centroid
return AbstractSpatialCoordinates.from_df(df)
diff --git a/extreme_data/meteo_france_data/scm_models_data/visualization/study_visualizer.py b/extreme_data/meteo_france_data/scm_models_data/visualization/study_visualizer.py
index e9c9b7523650f2041128c5fd74db385b917987bc..7a3c5b69c00964ce92b20843c4e5dff623d7b7c2 100644
--- a/extreme_data/meteo_france_data/scm_models_data/visualization/study_visualizer.py
+++ b/extreme_data/meteo_france_data/scm_models_data/visualization/study_visualizer.py
@@ -571,8 +571,9 @@ class StudyVisualizer(VisualizationParameters):
self.savefig_in_results(filename, dpi=dpi)
@classmethod
- def savefig_in_results(cls, filename, dpi=None):
- filepath = op.join(AbstractStudy.result_full_path, filename + '.png')
+ def savefig_in_results(cls, filename, dpi=None, format='svg'):
+ assert format in ['png', 'svg']
+ filepath = op.join(AbstractStudy.result_full_path, filename + '.' + format)
dirname = op.dirname(filepath)
if not op.exists(dirname):
os.makedirs(dirname, exist_ok=True)
diff --git a/projects/altitude_spatial_model/altitudes_fit/altitudes_studies.py b/projects/altitude_spatial_model/altitudes_fit/altitudes_studies.py
index 22ee2cec4fe96e964ac06b0cc09ca2e97753af15..920107f0bcd814ec48f89a23d65aa88ac8434ad1 100644
--- a/projects/altitude_spatial_model/altitudes_fit/altitudes_studies.py
+++ b/projects/altitude_spatial_model/altitudes_fit/altitudes_studies.py
@@ -134,13 +134,18 @@ class AltitudesStudies(object):
y = study.massif_name_to_annual_maxima[massif_name]
label = '{} m'.format(altitude)
ax.plot(x, y, linewidth=2, label=label)
- ax.xaxis.set_ticks(x[1::10])
- ax.tick_params(axis='both', which='major', labelsize=13)
+ ax.xaxis.set_ticks(x[11::20])
+
+ # Plot for the paper 2
+ if massif_name == "Vanoise":
+ ax.yaxis.set_ticks([25 * (j) for j in range(6)])
+
+ ax.tick_params(axis='both', which='major', labelsize=20)
handles, labels = ax.get_legend_handles_labels()
ax.legend(handles[::-1], labels[::-1])
plot_name = 'Annual maxima of {} in {}'.format(SCM_STUDY_CLASS_TO_ABBREVIATION[self.study_class],
massif_name.replace('_', ' '))
- ax.set_ylabel('{} ({})'.format(plot_name, self.study.variable_unit), fontsize=15)
+ # ax.set_ylabel('{} ({})'.format(plot_name, self.study.variable_unit), fontsize=15)
# ax.set_xlabel('years', fontsize=15)
plot_name = 'time series/' + plot_name
self.show_or_save_to_file(plot_name=plot_name, show=show, no_title=True, tight_layout=True)
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitude_group.py b/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitude_group.py
index dc5e119846ab740fe11c443f9a251ce6fa231135..8a1114ca28e77e0322161301fa684280310ac74b 100644
--- a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitude_group.py
+++ b/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitude_group.py
@@ -2,10 +2,10 @@ from enum import Enum
# The order is important
altitudes_for_groups = [
- [300, 600, 900][1:],
+ [600, 900],
[1200, 1500, 1800],
[2100, 2400, 2700],
- [3000, 3300, 3600, 3900]
+ [3000, 3300, 3600]
]
@@ -26,7 +26,7 @@ class AbstractAltitudeGroup(object):
@property
def xlabel(self):
return 'Elevation = {} m. Models are estimated with\n' \
- 'maxima from group {}, i.e. {}'.format(self.reference_altitude, self.group_id, self.formula)
+ 'maxima from range {}, i.e. {}'.format(self.reference_altitude, self.group_id, self.formula)
@property
def formula(self):
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py b/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
index 82efd265389589527b8fbd3547616af79a33fed4..898d601c419dd8a7a6eba9e928ddaed6e75eaf40 100644
--- a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
+++ b/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
@@ -155,7 +155,7 @@ class AltitudesStudiesVisualizerForNonStationaryModels(StudyVisualizer):
if is_return_level_plot:
add_colorbar = True
max_abs_change = None
- massif_name_to_text = None
+ massif_name_to_text = {m: round(v) for m, v in massif_name_to_value.items()}
graduation = self.altitude_group.graduation_for_return_level
fontsize_label = 17
else:
diff --git a/projects/altitude_spatial_model/altitudes_fit/plots/plot_coherence_curves.py b/projects/altitude_spatial_model/altitudes_fit/plots/plot_coherence_curves.py
index 73c371d3b328167e5da4fc8cbef1fe1331b1fe3a..d39ab87a7aca1809247ca750963f170e2d3fd7ee 100644
--- a/projects/altitude_spatial_model/altitudes_fit/plots/plot_coherence_curves.py
+++ b/projects/altitude_spatial_model/altitudes_fit/plots/plot_coherence_curves.py
@@ -10,7 +10,6 @@ from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.one_fold_fi
def plot_coherence_curves(massif_names, visualizer_list: List[AltitudesStudiesVisualizerForNonStationaryModels]):
folder = 'Coherence'
visualizer = visualizer_list[0]
- names = visualizer.get_valid_names(massif_names)
all_valid_names = set.union(*[v.get_valid_names(massif_names) for v in visualizer_list])
for massif_name in all_valid_names:
diff --git a/projects/altitude_spatial_model/altitudes_fit/plots/plot_histogram_altitude_studies.py b/projects/altitude_spatial_model/altitudes_fit/plots/plot_histogram_altitude_studies.py
index 7f1461ac0b7ccf0de76a5a4970e1fd3c34e48c95..ddad3f10eb6b7f5e4f344a2999d118a6e15dab30 100644
--- a/projects/altitude_spatial_model/altitudes_fit/plots/plot_histogram_altitude_studies.py
+++ b/projects/altitude_spatial_model/altitudes_fit/plots/plot_histogram_altitude_studies.py
@@ -100,7 +100,7 @@ def plot_histogram_all_trends_against_altitudes(massif_names, visualizer_list: L
linewidth=linewidth)
ax.legend(loc='upper left', prop={'size': size})
ax.set_ylabel('Percentage of massifs (\%) ', fontsize=legend_fontsize)
- ax.set_xlabel('Elevation group', fontsize=legend_fontsize)
+ ax.set_xlabel('Elevation range', fontsize=legend_fontsize)
ax.tick_params(axis='both', which='major', labelsize=labelsize)
ax.set_xticks(x)
ax.yaxis.grid()
@@ -122,7 +122,7 @@ def plot_shoe_plot_changes_against_altitude(massif_names, visualizer_list: List[
all_changes = [v.all_changes(massif_names, relative=relative) for v in visualizer_list]
all_changes = list(zip(*all_changes))
- labels = ['All models', 'Temporally non-stationary models',
+ labels = ['All selected models', 'Temporally non-stationary models',
'Temporally non-stationary models which are significant']
colors = ['darkgreen', 'forestgreen', 'limegreen']
nb_massifs = [len(v.get_valid_names(massif_names)) for v in visualizer_list]
diff --git a/projects/altitude_spatial_model/preliminary_analysis.py b/projects/altitude_spatial_model/preliminary_analysis.py
index b8e540757969378065c2ca9d71ef4328b7d1037f..4c65cce1e34316a696e9884b959dd8e5ad5652bd 100644
--- a/projects/altitude_spatial_model/preliminary_analysis.py
+++ b/projects/altitude_spatial_model/preliminary_analysis.py
@@ -1,4 +1,6 @@
import matplotlib.pyplot as plt
+from itertools import chain
+
import numpy as np
from cached_property import cached_property
@@ -7,6 +9,7 @@ from extreme_data.meteo_france_data.scm_models_data.visualization.plot_utils imp
from extreme_data.meteo_france_data.scm_models_data.visualization.study_visualizer import StudyVisualizer
from extreme_fit.distribution.gev.gev_params import GevParams
from projects.altitude_spatial_model.altitudes_fit.altitudes_studies import AltitudesStudies
+from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import altitudes_for_groups
from projects.contrasting_trends_in_snow_loads.article2_snowfall_versus_time_and_altitude.snowfall_plot import \
fit_linear_regression
from projects.exceeding_snow_loads.utils import paper_altitudes
@@ -256,8 +259,8 @@ class PointwiseGevStudyVisualizer(AltitudesStudies):
if __name__ == '__main__':
- altitudes = [900, 1200, 1500, 1800, 2100, 2400, 2700, 3000, 3300]
- altitudes = [600, 900, 1200, 1500, 1800, 2100, 2400, 2700, 3000, 3300, 3600, 3900]
+ altitudes = list(chain.from_iterable(altitudes_for_groups))
+
# altitudes = paper_altitudes
# altitudes = [1800, 2100]
visualizer = PointwiseGevStudyVisualizer(SafranSnowfall1Day, altitudes=altitudes)
diff --git a/projects/projected_snowfall/projected_data/main_projection.py b/projects/projected_snowfall/projected_data/main_projection.py
index b540a1c43ebb4fe95f3197a6634b7e77a697eb3c..8498017a3845e4c01d62580a745bb3cb317f5eea 100644
--- a/projects/projected_snowfall/projected_data/main_projection.py
+++ b/projects/projected_snowfall/projected_data/main_projection.py
@@ -18,19 +18,18 @@ from projects.projected_snowfall.comparison_with_scm.comparison_historical_visua
def main():
- fast = False
+ fast = True
+ adamont_scenario = AdamontScenario.rcp85
+ year_min = 1982 if adamont_scenario is AdamontScenario.rcp85_extended else 2006
# Set the year_min and year_max for the comparison
if fast:
- year_min = [2006][0]
year_max = [2030][0]
massif_names = ['Vanoise']
altitudes = [1800]
else:
- year_min = [2006][0]
year_max = [2100][0]
massif_names = None
altitudes = [900, 1800, 2700, 3600][2:]
- adamont_scenario = AdamontScenario.rcp85
# Load studies
for altitude in altitudes:
diff --git a/test/test_extreme_data/test_meteo_france_data/test_SCM_study.py b/test/test_extreme_data/test_meteo_france_data/test_SCM_study.py
index de34379a7b6156c73f18f6795778002a2afbb368..39fc385d50863cea2fbf6fede85f2c736ba857e1 100644
--- a/test/test_extreme_data/test_meteo_france_data/test_SCM_study.py
+++ b/test/test_extreme_data/test_meteo_france_data/test_SCM_study.py
@@ -67,6 +67,24 @@ class TestSCMAllStudy(unittest.TestCase):
_ = study.year_to_annual_maxima[1959]
self.assertTrue(True)
+ def test_study_visualization(self):
+ year = 2019
+ study = SafranSnowfall(altitude=900, year_min=year, year_max=year)
+
+ massif_to_value = {m: a[0] for m, a in study.massif_name_to_annual_maxima.items()}
+ values = list(massif_to_value.values())
+ vmin, vmax = min(values), max(values)
+ massif_to_text = {m: round(a) for m, a in massif_to_value.items()}
+ # study.visualize_study(massif_name_to_value=massif_to_value,
+ # massif_name_to_text=massif_to_text,
+ # add_text=True,
+ # add_colorbar=True,
+ # vmin=vmin, vmax=vmax,
+ # show=False)
+ self.assertTrue(True)
+
+
+
class TestSCMSafranNormalizedPrecipitationRateOnWetDays(unittest.TestCase):
diff --git a/test/test_extreme_data/test_meteo_france_data/test_visualization.py b/test/test_extreme_data/test_meteo_france_data/test_visualization.py
deleted file mode 100644
index fcac9479eb1db66fa492b27a41bd05813f4a4eb4..0000000000000000000000000000000000000000
--- a/test/test_extreme_data/test_meteo_france_data/test_visualization.py
+++ /dev/null
@@ -1,10 +0,0 @@
-import unittest
-
-from extreme_data.meteo_france_data.scm_models_data.visualization.main_study_visualizer import \
- SCM_STUDY_CLASS_TO_ABBREVIATION
-
-
-class TestVisualization(unittest.TestCase):
- pass
-
-