\n",
" | \n",
@@ -147,11 +147,11 @@
" \n",
" \n",
" Scheduler\n",
- " Scheduler-58411275-abf2-464a-9c76-0991ee710d94 \n",
+ " Scheduler-774bda6b-4c70-4dd8-b7fd-4e219a54a59b \n",
" \n",
" \n",
" | \n",
- " Comm: tcp://127.0.0.1:45305\n",
+ " Comm: tcp://127.0.0.1:39385\n",
" | \n",
" \n",
" Workers: 4\n",
@@ -193,7 +193,7 @@
" \n",
" \n",
" | \n",
- " Comm: tcp://127.0.0.1:35165\n",
+ " Comm: tcp://127.0.0.1:39791\n",
" | \n",
" \n",
" Total threads: 4\n",
@@ -201,7 +201,7 @@
" | \n",
" \n",
" | \n",
- " Dashboard: http://127.0.0.1:39247/status\n",
+ " Dashboard: http://127.0.0.1:44087/status\n",
" | \n",
" \n",
" Memory: 3.74 GiB\n",
@@ -209,13 +209,13 @@
" | \n",
" \n",
" | \n",
- " Nanny: tcp://127.0.0.1:36477\n",
+ " Nanny: tcp://127.0.0.1:38369\n",
" | \n",
" | \n",
" \n",
" \n",
" | \n",
- " Local directory: /tmp/dask-scratch-space/worker-d9eo24z1\n",
+ " Local directory: /tmp/dask-scratch-space/worker-ug6ckopr\n",
" | \n",
" \n",
"\n",
@@ -238,7 +238,7 @@
" \n",
" \n",
" | \n",
- " Comm: tcp://127.0.0.1:36421\n",
+ " Comm: tcp://127.0.0.1:40335\n",
" | \n",
" \n",
" Total threads: 4\n",
@@ -246,7 +246,7 @@
" | \n",
" \n",
" | \n",
- " Dashboard: http://127.0.0.1:37947/status\n",
+ " Dashboard: http://127.0.0.1:37431/status\n",
" | \n",
" \n",
" Memory: 3.74 GiB\n",
@@ -254,13 +254,13 @@
" | \n",
" \n",
" | \n",
- " Nanny: tcp://127.0.0.1:34579\n",
+ " Nanny: tcp://127.0.0.1:43701\n",
" | \n",
" | \n",
" \n",
" \n",
" | \n",
- " Local directory: /tmp/dask-scratch-space/worker-m3f8me_z\n",
+ " Local directory: /tmp/dask-scratch-space/worker-dv7kjjt2\n",
" | \n",
" \n",
"\n",
@@ -283,7 +283,7 @@
" \n",
" \n",
" | \n",
- " Comm: tcp://127.0.0.1:38867\n",
+ " Comm: tcp://127.0.0.1:40937\n",
" | \n",
" \n",
" Total threads: 4\n",
@@ -291,7 +291,7 @@
" | \n",
" \n",
" | \n",
- " Dashboard: http://127.0.0.1:36979/status\n",
+ " Dashboard: http://127.0.0.1:44145/status\n",
" | \n",
" \n",
" Memory: 3.74 GiB\n",
@@ -299,13 +299,13 @@
" | \n",
" \n",
" | \n",
- " Nanny: tcp://127.0.0.1:39113\n",
+ " Nanny: tcp://127.0.0.1:40433\n",
" | \n",
" | \n",
" \n",
" \n",
" | \n",
- " Local directory: /tmp/dask-scratch-space/worker-dxyireyi\n",
+ " Local directory: /tmp/dask-scratch-space/worker-3gu40_rp\n",
" | \n",
" \n",
"\n",
@@ -328,7 +328,7 @@
" \n",
" \n",
" | \n",
- " Comm: tcp://127.0.0.1:33787\n",
+ " Comm: tcp://127.0.0.1:34307\n",
" | \n",
" \n",
" Total threads: 4\n",
@@ -336,7 +336,7 @@
" | \n",
" \n",
" | \n",
- " Dashboard: http://127.0.0.1:42345/status\n",
+ " Dashboard: http://127.0.0.1:35175/status\n",
" | \n",
" \n",
" Memory: 3.74 GiB\n",
@@ -344,13 +344,13 @@
" | \n",
" \n",
" | \n",
- " Nanny: tcp://127.0.0.1:35711\n",
+ " Nanny: tcp://127.0.0.1:35177\n",
" | \n",
" | \n",
" \n",
" \n",
" | \n",
- " Local directory: /tmp/dask-scratch-space/worker-rb2icmwl\n",
+ " Local directory: /tmp/dask-scratch-space/worker-md60_j4m\n",
" | \n",
" \n",
"\n",
@@ -377,7 +377,7 @@
""
],
"text/plain": [
- ""
+ ""
]
},
"execution_count": 2,
@@ -436,21 +436,21 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "{'Agricultural drought exposure': ,\n",
- " 'Agricultural drought hazard': ,\n",
- " 'Boundaries': ,\n",
- " 'Contextual layers': ,\n",
- " 'EO-based flood exposure': ,\n",
- " 'EO-based flood hazard': ,\n",
- " 'Hydrographic data': ,\n",
- " 'Hydrometeorological Data': ,\n",
- " 'Meteorological drought exposure': ,\n",
- " 'Meteorological drought hazard': ,\n",
- " 'Model-based flood exposure': ,\n",
- " 'Model-based flood hazard': ,\n",
- " 'Populated infrastructures': ,\n",
- " 'Transportation Network Infrastructures': ,\n",
- " 'Water-related infrastructures': }\n"
+ "{'Agricultural drought exposure': ,\n",
+ " 'Agricultural drought hazard': ,\n",
+ " 'Boundaries': ,\n",
+ " 'Contextual layers': ,\n",
+ " 'EO-based flood exposure': ,\n",
+ " 'EO-based flood hazard': ,\n",
+ " 'Hydrographic data': ,\n",
+ " 'Hydrometeorological Data': ,\n",
+ " 'Meteorological drought exposure': ,\n",
+ " 'Meteorological drought hazard': ,\n",
+ " 'Model-based flood exposure': ,\n",
+ " 'Model-based flood hazard': ,\n",
+ " 'Populated infrastructures': ,\n",
+ " 'Transportation Network Infrastructures': ,\n",
+ " 'Water-related infrastructures': }\n"
]
}
],
@@ -544,6 +544,14 @@
"name": "stdout",
"output_type": "stream",
"text": [
+ "Evapotranspiration\n",
+ "{\n",
+ " \"name\": \"Evapotranspiration\",\n",
+ " \"type\": \"raster\",\n",
+ " \"format\": \"Zarr\",\n",
+ " \"url\": \"gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Evapotranspiration-WaPOR/WBHYDROSSD_WaPOR_Evapotranspiration_100m_SouthSudan_2023_20240220.zarr\",\n",
+ " \"styles\": \"{'colors': ['#FFFFFF', '#FFBC15', '#211F4D'], 'vmin': 0, 'vmax': 330, 'time_coord': 'months'}\"\n",
+ "}\n",
"Precipitation\n",
"{\n",
" \"name\": \"Precipitation\",\n",
@@ -590,7 +598,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -676,7 +684,315 @@
" - Using vector dataset: Administrative Boundaries - adm3\n",
"Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm3_4326_SouthSudan_20230829_20240228.shp...\n",
"Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
- "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n"
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ " - Using vector dataset: Hydrological Basins\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/HydroSHEDS/HydroBasins/WBHYDROSSD_HydroBASINS-polys_4326_SouthSudan_2023_20240506.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr...\n",
+ "Computing zonal statistics for raster: Soil moisture\n",
+ " - Using vector dataset: Administrative Boundaries - adm0\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm0_4326_SouthSudan_20230829_20240228.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ " - Using vector dataset: Administrative Boundaries - adm1\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm1_4326_SouthSudan_20230829_20240228.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ " - Using vector dataset: Administrative Boundaries - adm2\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm2_4326_SouthSudan_20230829_20240228.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ " - Using vector dataset: Administrative Boundaries - adm3\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm3_4326_SouthSudan_20230829_20240228.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ " - Using vector dataset: Hydrological Basins\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/HydroSHEDS/HydroBasins/WBHYDROSSD_HydroBASINS-polys_4326_SouthSudan_2023_20240506.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/03-Soil Moisture_hydrological_soil_properties/Soil Moisture-ERA5Land/WBHYDROSSD_ERA5-Land_mean-swvl1swvl2-M-mean_South_Sudan-EPSG4326_195001_202312_20240208154611.zarr...\n",
+ "Computing zonal statistics for raster: Temperature\n",
+ " - Using vector dataset: Administrative Boundaries - adm0\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm0_4326_SouthSudan_20230829_20240228.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ " - Using vector dataset: Administrative Boundaries - adm1\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm1_4326_SouthSudan_20230829_20240228.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ " - Using vector dataset: Administrative Boundaries - adm2\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm2_4326_SouthSudan_20230829_20240228.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ " - Using vector dataset: Administrative Boundaries - adm3\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/OCHA-SubnationalAdministrativeBoundaries/WBHYDROSSD_OCHA_SubnationalAdministrativeBoundaries-adm3_4326_SouthSudan_20230829_20240228.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ " - Using vector dataset: Hydrological Basins\n",
+ "Loading data from https://storage.googleapis.com/wbhydross_deliverables/D3-Database/00-%20Ancillary%20Layers/HydroSHEDS/HydroBasins/WBHYDROSSD_HydroBASINS-polys_4326_SouthSudan_2023_20240506.shp...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n",
+ "Loading Zarr data from gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr...\n"
]
}
],
@@ -708,16 +1024,9 @@
" },\n",
"}\n",
"\n",
- "raster_metadata = {\n",
- " \"Precipitation\": {\n",
- " \"variable\": \"precipitation_amount\",\n",
- " \"time_coord\": \"month\",\n",
- " \"unit\": \"mm\",\n",
- " \"years\": range(2000, 2023),\n",
- " },\n",
- "}\n",
- "dataset = raster_layers[\"Precipitation\"]\n",
- "raster_layers = {\"Precipitation\": dataset}\n",
+ "\n",
+ "# Remove the evapotranspiration layer\n",
+ "raster_layers.pop(\"Evapotranspiration\", None)\n",
"\n",
"for raster_name, raster_layer in raster_layers.items():\n",
" print(\"Computing zonal statistics for raster:\", raster_name)\n",
@@ -775,7 +1084,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "undefined.undefined.undefined"
+ "version": "3.12.5"
}
},
"nbformat": 4,
diff --git a/data-processing/notebooks/04_prepare_tabular_data.ipynb b/data-processing/notebooks/04_prepare_tabular_data.ipynb
index fab63dc..e87d6d9 100644
--- a/data-processing/notebooks/04_prepare_tabular_data.ipynb
+++ b/data-processing/notebooks/04_prepare_tabular_data.ipynb
@@ -86,10 +86,14 @@
"source": [
"# imports\n",
"import json\n",
+ "import re\n",
"import sys\n",
+ "from ast import literal_eval\n",
"from datetime import datetime\n",
"from pprint import pprint\n",
"\n",
+ "import pandas as pd\n",
+ "\n",
"# Include local library paths if you have ../src/utils.py\n",
"sys.path.append(\"../src/\")\n",
"sys.path.append(\"../src/animations\")\n",
@@ -104,33 +108,67 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Dataset information"
+ "### Utils"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
+ "outputs": [],
+ "source": [
+ "def convert_string_to_float_list(s):\n",
+ " \"\"\"\n",
+ " Convert a string of space-separated numbers to a list of floats.\n",
+ "\n",
+ " Parameters\n",
+ " ----------\n",
+ " s : str\n",
+ " A string of space-separated numbers.\n",
+ " \"\"\"\n",
+ " # Remove square brackets and newline characters\n",
+ " s = s.strip(\"[]\").replace(\"\\n\", \"\")\n",
+ "\n",
+ " # Split the string by spaces and filter out empty strings\n",
+ " number_strings = re.split(r\"\\s+\", s.strip())\n",
+ "\n",
+ " # Convert each number string to a float\n",
+ " float_list = [float(num) for num in number_strings]\n",
+ "\n",
+ " return float_list"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Dataset information"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "{'Agricultural drought exposure': ,\n",
- " 'Agricultural drought hazard': ,\n",
- " 'Boundaries': ,\n",
- " 'Contextual layers': ,\n",
- " 'EO-based flood exposure': ,\n",
- " 'EO-based flood hazard': ,\n",
- " 'Hydrographic data': ,\n",
- " 'Hydrometeorological Data': ,\n",
- " 'Meteorological drought exposure': ,\n",
- " 'Meteorological drought hazard': ,\n",
- " 'Model-based flood exposure': ,\n",
- " 'Model-based flood hazard': ,\n",
- " 'Populated infrastructures': ,\n",
- " 'Transportation Network Infrastructures': ,\n",
- " 'Water-related infrastructures': }\n"
+ "{'Agricultural drought exposure': ,\n",
+ " 'Agricultural drought hazard': ,\n",
+ " 'Boundaries': ,\n",
+ " 'Contextual layers': ,\n",
+ " 'EO-based flood exposure': ,\n",
+ " 'EO-based flood hazard': ,\n",
+ " 'Hydrographic data': ,\n",
+ " 'Hydrometeorological Data': ,\n",
+ " 'Meteorological drought exposure': ,\n",
+ " 'Meteorological drought hazard': ,\n",
+ " 'Model-based flood exposure': ,\n",
+ " 'Model-based flood hazard': ,\n",
+ " 'Populated infrastructures': ,\n",
+ " 'Transportation Network Infrastructures': ,\n",
+ " 'Water-related infrastructures': }\n"
]
}
],
@@ -148,20 +186,20 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "{'Administrative Boundaries - adm0': ,\n",
- " 'Administrative Boundaries - adm1': ,\n",
- " 'Administrative Boundaries - adm2': ,\n",
- " 'Administrative Boundaries - adm3': ,\n",
- " 'Hydrological Basins': }"
+ "{'Administrative Boundaries - adm0': ,\n",
+ " 'Administrative Boundaries - adm1': ,\n",
+ " 'Administrative Boundaries - adm2': ,\n",
+ " 'Administrative Boundaries - adm3': ,\n",
+ " 'Hydrological Basins': }"
]
},
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -176,6 +214,8 @@
"cell_type": "markdown",
"metadata": {},
"source": [
+ "***\n",
+ "# Location data\n",
"## Process Data"
]
},
@@ -278,6 +318,129 @@
"with open(\"../data/processed/locations.json\", \"w\") as f:\n",
" f.write(json_string)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "***\n",
+ "# Zonal statistics data\n",
+ "## Process Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "layer_ids = {\"Evapotranspiration\": 52, \"Precipitation\": 50, \"Soil moisture\": 53, \"Temperature\": 51}\n",
+ "\n",
+ "code_columns = {\n",
+ " \"Administrative Boundaries - adm0\": \"adm0_pcode\",\n",
+ " \"Administrative Boundaries - adm1\": \"adm1_pcode\",\n",
+ " \"Administrative Boundaries - adm2\": \"adm2_pcode\",\n",
+ " \"Administrative Boundaries - adm3\": \"adm3_pcode\",\n",
+ " \"Hydrological Basins\": \"objectid\",\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[52]"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "keys_to_remove = [\"Evapotranspiration\"]\n",
+ "[layer_ids.pop(key, None) for key in keys_to_remove]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Processing Precipitation\n",
+ "Processing Administrative Boundaries - adm0\n",
+ "Processing Administrative Boundaries - adm1\n",
+ "Processing Administrative Boundaries - adm2\n",
+ "Processing Administrative Boundaries - adm3\n",
+ "Processing Hydrological Basins\n",
+ "Processing Soil moisture\n",
+ "Processing Administrative Boundaries - adm0\n",
+ "Processing Administrative Boundaries - adm1\n",
+ "Processing Administrative Boundaries - adm2\n",
+ "Processing Administrative Boundaries - adm3\n",
+ "Processing Hydrological Basins\n",
+ "Processing Temperature\n",
+ "Processing Administrative Boundaries - adm0\n",
+ "Processing Administrative Boundaries - adm1\n",
+ "Processing Administrative Boundaries - adm2\n",
+ "Processing Administrative Boundaries - adm3\n",
+ "Processing Hydrological Basins\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Initialize the JSON structure\n",
+ "json_data = {\"version\": 2, \"data\": {\"api::chart-data.chart-data\": {}}}\n",
+ "\n",
+ "chart_id = 1\n",
+ "for layer_name, layer_id in layer_ids.items():\n",
+ " print(f\"Processing {layer_name}\")\n",
+ " raster_name = layer_name.replace(\" \", \"_\")\n",
+ " for vector_name, code_column in code_columns.items():\n",
+ " print(f\"Processing {vector_name}\")\n",
+ " vector_name = (\n",
+ " vector_name.lower()\n",
+ " .replace(\" - \", \"_\")\n",
+ " .replace(\" \", \"_\")\n",
+ " .replace(\"(\", \"\")\n",
+ " .replace(\")\", \"\")\n",
+ " )\n",
+ "\n",
+ " df = pd.read_csv(f\"../data/processed/ZonalStatistics/{raster_name}_{vector_name}.csv\")\n",
+ "\n",
+ " for _index, row in df.iterrows():\n",
+ " code = str(row[code_column])\n",
+ "\n",
+ " chart_data = {\n",
+ " \"id\": chart_id,\n",
+ " \"location_code\": str(row[code_column]),\n",
+ " \"year\": int(row[\"year\"]),\n",
+ " \"x_values\": literal_eval(row[\"x_axis_values\"]),\n",
+ " \"y_values\": convert_string_to_float_list(row[\"y_axis_values\"]),\n",
+ " \"createdAt\": datetime.now().isoformat(),\n",
+ " \"updatedAt\": datetime.now().isoformat(),\n",
+ " \"layer\": layer_id,\n",
+ " \"createdBy\": None,\n",
+ " \"updatedBy\": None,\n",
+ " }\n",
+ " json_data[\"data\"][\"api::chart-data.chart-data\"][str(chart_id)] = chart_data\n",
+ " chart_id += 1\n",
+ "\n",
+ "# Convert to JSON string\n",
+ "json_string = json.dumps(json_data, indent=2)\n",
+ "\n",
+ "# Write to file\n",
+ "with open(\"../data/processed/chart-data.json\", \"w\") as f:\n",
+ " f.write(json_string)"
+ ]
}
],
"metadata": {
diff --git a/data-processing/src/processing/zonal_statistics.py b/data-processing/src/processing/zonal_statistics.py
index 655862f..4dbbea8 100644
--- a/data-processing/src/processing/zonal_statistics.py
+++ b/data-processing/src/processing/zonal_statistics.py
@@ -93,10 +93,10 @@ def compute(self):
mean_values = dask.compute(*tasks)
# Create a DataFrame from the results
- df = pd.DataFrame(mean_values, columns=["index", "x_axis_values"])
+ df = pd.DataFrame(mean_values, columns=["index", "y_axis_values"])
# Add y_axis_values to mean_values
- df["y_axis_values"] = str((self.raster_data[self.time_coord].values.tolist()))
+ df["x_axis_values"] = str((self.raster_data[self.time_coord].values.tolist()))
# Add units
df["x_axis_unit"] = self.time_coord
@@ -173,10 +173,10 @@ def compute(self):
mean_values = mean_values.reset_index()
# Rename the columns of mean_values
- mean_values.columns = ["index", "x_axis_values"]
+ mean_values.columns = ["index", "y_axis_values"]
# Add y_axis_values to mean_values
- mean_values["y_axis_values"] = str((self.raster_data[self.time_coord].values.tolist()))
+ mean_values["x_axis_values"] = str((self.raster_data[self.time_coord].values.tolist()))
# Add units
mean_values["x_axis_unit"] = self.time_coord
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