From 92b7aad6352c5719879f95d9cff731a6537c78d8 Mon Sep 17 00:00:00 2001 From: ikerey Date: Thu, 28 Nov 2024 12:42:51 +0100 Subject: [PATCH] create evapotranspiration animated tiles and statistics --- .../notebooks/01_precalculations.ipynb | 750 +++++------- .../notebooks/03_create_layers.ipynb | 1021 ++++++++++++----- .../src/datasets/datasets_config.json | 4 +- .../src/datasets/factory/rasters.py | 9 +- .../src/datasets/pre_processing.py | 6 + 5 files changed, 1038 insertions(+), 752 deletions(-) diff --git a/data-processing/notebooks/01_precalculations.ipynb b/data-processing/notebooks/01_precalculations.ipynb index 6e03cfa..1c51bc5 100644 --- a/data-processing/notebooks/01_precalculations.ipynb +++ b/data-processing/notebooks/01_precalculations.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -57,7 +57,7 @@ "sys.path.append(\"../src/datasets/factory\")\n", "\n", "from datasets.datasets import dataset_database\n", - "from zonal_statistics import ZonalStatisticsParallel" + "from zonal_statistics import ZonalStatistics" ] }, { @@ -79,7 +79,7 @@ "
\n", "
\n", "

Client

\n", - "

Client-d75a7985-a280-11ef-a01b-489ebd2fa246

\n", + "

Client-261a7db6-ad6d-11ef-89c2-ef3d9da5d812

\n", " \n", "\n", " \n", @@ -110,22 +110,22 @@ " \n", "
\n", "

LocalCluster

\n", - "

d16d28cd

\n", + "

8dd009db

\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -147,14 +147,14 @@ "
\n", "
\n", "

Scheduler

\n", - "

Scheduler-774bda6b-4c70-4dd8-b7fd-4e219a54a59b

\n", + "

Scheduler-748ba0d7-a715-42c6-a33d-6376b1e172e4

\n", "
\n", " Dashboard: http://127.0.0.1:8787/status\n", " \n", - " Workers: 4\n", + " Workers: 8\n", "
\n", - " Total threads: 16\n", + " Total threads: 48\n", " \n", - " Total memory: 14.98 GiB\n", + " Total memory: 125.63 GiB\n", "
\n", " \n", " \n", " \n", " \n", " \n", @@ -162,7 +162,7 @@ " Dashboard:http://127.0.0.1:8787/status\n", " \n", " \n", " \n", " \n", @@ -170,7 +170,7 @@ " Started: Just now\n", " \n", " \n", " \n", "
\n", - " Comm: tcp://127.0.0.1:39385\n", + " Comm: tcp://127.0.0.1:38885\n", " \n", - " Workers: 4\n", + " Workers: 8\n", "
\n", - " Total threads: 16\n", + " Total threads: 48\n", "
\n", - " Total memory: 14.98 GiB\n", + " Total memory: 125.63 GiB\n", "
\n", @@ -193,29 +193,29 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -238,29 +238,29 @@ "
\n", - " Comm: tcp://127.0.0.1:39791\n", + " Comm: tcp://127.0.0.1:45249\n", " \n", - " Total threads: 4\n", + " Total threads: 6\n", "
\n", - " Dashboard: http://127.0.0.1:44087/status\n", + " Dashboard: http://127.0.0.1:41459/status\n", " \n", - " Memory: 3.74 GiB\n", + " Memory: 15.70 GiB\n", "
\n", - " Nanny: tcp://127.0.0.1:38369\n", + " Nanny: tcp://127.0.0.1:41207\n", "
\n", - " Local directory: /tmp/dask-scratch-space/worker-ug6ckopr\n", + " Local directory: /tmp/dask-scratch-space-1006/worker-8iv5y52h\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -283,29 +283,29 @@ "
\n", - " Comm: tcp://127.0.0.1:40335\n", + " Comm: tcp://127.0.0.1:37049\n", " \n", - " Total threads: 4\n", + " Total threads: 6\n", "
\n", - " Dashboard: http://127.0.0.1:37431/status\n", + " Dashboard: http://127.0.0.1:36843/status\n", " \n", - " Memory: 3.74 GiB\n", + " Memory: 15.70 GiB\n", "
\n", - " Nanny: tcp://127.0.0.1:43701\n", + " Nanny: tcp://127.0.0.1:35029\n", "
\n", - " Local directory: /tmp/dask-scratch-space/worker-dv7kjjt2\n", + " Local directory: /tmp/dask-scratch-space-1006/worker-ikm1wt95\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -328,29 +328,209 @@ "
\n", - " Comm: tcp://127.0.0.1:40937\n", + " Comm: tcp://127.0.0.1:45105\n", " \n", - " Total threads: 4\n", + " Total threads: 6\n", "
\n", - " Dashboard: http://127.0.0.1:44145/status\n", + " Dashboard: http://127.0.0.1:43933/status\n", " \n", - " Memory: 3.74 GiB\n", + " Memory: 15.70 GiB\n", "
\n", - " Nanny: tcp://127.0.0.1:40433\n", + " Nanny: tcp://127.0.0.1:39821\n", "
\n", - " Local directory: /tmp/dask-scratch-space/worker-3gu40_rp\n", + " Local directory: /tmp/dask-scratch-space-1006/worker-v56i7p8y\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
\n", - " Comm: tcp://127.0.0.1:34307\n", + " Comm: tcp://127.0.0.1:39217\n", " \n", - " Total threads: 4\n", + " Total threads: 6\n", "
\n", - " Dashboard: http://127.0.0.1:35175/status\n", + " Dashboard: http://127.0.0.1:35153/status\n", " \n", - " Memory: 3.74 GiB\n", + " Memory: 15.70 GiB\n", "
\n", - " Nanny: tcp://127.0.0.1:35177\n", + " Nanny: tcp://127.0.0.1:36943\n", "
\n", - " Local directory: /tmp/dask-scratch-space/worker-md60_j4m\n", + " Local directory: /tmp/dask-scratch-space-1006/worker-5omyru7d\n", + "
\n", + " \n", + "
\n", + " \n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "

Worker: 4

\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
\n", + " Comm: tcp://127.0.0.1:42565\n", + " \n", + " Total threads: 6\n", + "
\n", + " Dashboard: http://127.0.0.1:36119/status\n", + " \n", + " Memory: 15.70 GiB\n", + "
\n", + " Nanny: tcp://127.0.0.1:38855\n", + "
\n", + " Local directory: /tmp/dask-scratch-space-1006/worker-yn0nydkk\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "

Worker: 5

\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
\n", + " Comm: tcp://127.0.0.1:41821\n", + " \n", + " Total threads: 6\n", + "
\n", + " Dashboard: http://127.0.0.1:37631/status\n", + " \n", + " Memory: 15.70 GiB\n", + "
\n", + " Nanny: tcp://127.0.0.1:46799\n", + "
\n", + " Local directory: /tmp/dask-scratch-space-1006/worker-jxyy6hy5\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "

Worker: 6

\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
\n", + " Comm: tcp://127.0.0.1:46669\n", + " \n", + " Total threads: 6\n", + "
\n", + " Dashboard: http://127.0.0.1:46491/status\n", + " \n", + " Memory: 15.70 GiB\n", + "
\n", + " Nanny: tcp://127.0.0.1:38763\n", + "
\n", + " Local directory: /tmp/dask-scratch-space-1006/worker-los7bncs\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "

Worker: 7

\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", @@ -377,7 +557,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -436,21 +616,22 @@ "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", + " 'In-situ 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" ] } ], @@ -469,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -537,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -549,32 +730,8 @@ " \"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", - " \"type\": \"raster\",\n", - " \"format\": \"Zarr\",\n", - " \"url\": \"gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Rainfall-CHIRPS/WBHYDROSSD_CHIRPS_5km_Precipitation_SouthSudan_1981_2022_20240425.zarr\",\n", - " \"styles\": \"{'colors': ['#FFFFFF', '#67C3BF', '#211F4D'], 'vmin': 0, 'vmax': 500, 'time_coord': 'month'}\"\n", - "}\n", - "Soil moisture\n", - "{\n", - " \"name\": \"Soil moisture\",\n", - " \"type\": \"raster\",\n", - " \"format\": \"Zarr\",\n", - " \"url\": \"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", - " \"styles\": \"{'colors': ['#FFFFFF', '#AE55A7', '#211F4D'], 'vmin': 0, 'vmax': 0.5, 'time_coord': 'month'}\"\n", - "}\n", - "Temperature\n", - "{\n", - " \"name\": \"Temperature\",\n", - " \"type\": \"raster\",\n", - " \"format\": \"Zarr\",\n", - " \"url\": \"gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Temperature-ERA5Land/WBHYDROSSD_ERA5-Land_t2m-D-mean_South_Sudan-EPSG4326_19500101_20231231_20240209091716.zarr\",\n", - " \"styles\": \"{'colors': ['#FFFFFF', '#E8eB5B', '#211F4D'], 'vmin': 10, 'vmax': 35, 'time_coord': 'month'}\"\n", + " \"url\": \"../data/raw/WaPor_final.zarr\",\n", + " \"styles\": \"{'colors': ['#FFFFFF', '#FFBC15', '#211F4D'], 'vmin': 0, 'vmax': 330, 'time_coord': 'time'}\"\n", "}\n" ] } @@ -598,404 +755,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 23, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Computing zonal statistics for raster: Precipitation\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/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: 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/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: 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/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: 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", - " - 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" - ] - } - ], + "outputs": [], "source": [ "raster_metadata = {\n", " \"Precipitation\": {\n", @@ -1012,9 +774,9 @@ " },\n", " \"Evapotranspiration\": {\n", " \"variable\": \"AETI\",\n", - " \"time_coord\": \"months\",\n", + " \"time_coord\": \"time\",\n", " \"unit\": \"mm/day\",\n", - " \"years\": range(2009, 2023),\n", + " \"years\": range(2009, 2024),\n", " },\n", " \"Soil moisture\": {\n", " \"variable\": \"mean_swvl1_swvl2\",\n", @@ -1022,12 +784,26 @@ " \"unit\": \"%\",\n", " \"years\": range(2000, 2024),\n", " },\n", - "}\n", - "\n", - "\n", - "# Remove the evapotranspiration layer\n", - "raster_layers.pop(\"Evapotranspiration\", None)\n", - "\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Computing zonal statistics for raster: Evapotranspiration\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 ../data/raw/WaPor_final.zarr...\n" + ] + } + ], + "source": [ "for raster_name, raster_layer in raster_layers.items():\n", " print(\"Computing zonal statistics for raster:\", raster_name)\n", " metadata = raster_metadata[raster_name]\n", @@ -1042,7 +818,7 @@ " temporal_coverage=slice(f\"{str(year)}-01-01\", f\"{str(year)}-12-31\")\n", " ).compute()\n", "\n", - " zonal_statistics = ZonalStatisticsParallel(\n", + " zonal_statistics = ZonalStatistics(\n", " raster_data=raster_data,\n", " vector_data=vector_data,\n", " time_coord=metadata[\"time_coord\"],\n", @@ -1084,7 +860,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.7" } }, "nbformat": 4, diff --git a/data-processing/notebooks/03_create_layers.ipynb b/data-processing/notebooks/03_create_layers.ipynb index b6cdb21..4a1e6bd 100644 --- a/data-processing/notebooks/03_create_layers.ipynb +++ b/data-processing/notebooks/03_create_layers.ipynb @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -95,29 +95,29 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "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", - " 'In-situ 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", + " 'In-situ 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" ] } ], @@ -144,7 +144,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/9 [00:00 4\u001b[0m all_folders \u001b[38;5;241m=\u001b[39m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlistdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdirectory_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m folder \u001b[38;5;129;01min\u001b[39;00m all_folders:\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUploading folder \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfolder\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m:\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../data/processed/RasterTiles'" ] } ], @@ -1056,7 +863,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Processing year 2019\n" + "Processing year 2021\n" ] }, { @@ -1082,10 +889,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Processing Temperature from Hydrometeorological Data\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", + "Processing Evapotranspiration from Hydrometeorological Data\n", + "Loading Zarr data from ../data/raw/WaPor_final.zarr...\n", "Creating tiles ...\n", - "[########################################] | 100% Completed | 34m 27s\n", + "[########################################] | 100% Completed | 46m 50s\n", "Creating APNGs\n" ] }, @@ -1093,15 +900,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [34:29<00:00, 2069.53s/it]\n", - "100%|██████████| 1/1 [34:29<00:00, 2069.53s/it]\n" + "100%|██████████| 1/1 [47:00<00:00, 2820.91s/it]\n", + "100%|██████████| 1/1 [47:00<00:00, 2820.91s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Processing year 2020\n" + "Processing year 2022\n" ] }, { @@ -1127,10 +934,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Processing Temperature from Hydrometeorological Data\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", + "Processing Evapotranspiration from Hydrometeorological Data\n", + "Loading Zarr data from ../data/raw/WaPor_final.zarr...\n", "Creating tiles ...\n", - "[########################################] | 100% Completed | 35m 7ss\n", + "[########################################] | 100% Completed | 46m 10ss\n", "Creating APNGs\n" ] }, @@ -1138,15 +945,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [35:09<00:00, 2109.77s/it]\n", - "100%|██████████| 1/1 [35:09<00:00, 2109.78s/it]\n" + "100%|██████████| 1/1 [46:20<00:00, 2780.94s/it]\n", + "100%|██████████| 1/1 [46:20<00:00, 2780.94s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Processing year 2021\n" + "Processing year 2023\n" ] }, { @@ -1172,10 +979,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Processing Temperature from Hydrometeorological Data\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", + "Processing Evapotranspiration from Hydrometeorological Data\n", + "Loading Zarr data from ../data/raw/WaPor_final.zarr...\n", "Creating tiles ...\n", - "[########################################] | 100% Completed | 35m 16s\n", + "[########################################] | 100% Completed | 46m 23ss\n", "Creating APNGs\n" ] }, @@ -1183,8 +990,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [35:18<00:00, 2118.96s/it]\n", - "100%|██████████| 1/1 [35:18<00:00, 2118.96s/it]\n" + "100%|██████████| 1/1 [46:34<00:00, 2794.18s/it]\n", + "100%|██████████| 1/1 [46:34<00:00, 2794.18s/it]\n" ] } ], @@ -1200,7 +1007,7 @@ "\n", "dict_path = \"../data/processed/datasets_dict.json\"\n", "\n", - "for year in range(2019, 2022):\n", + "for year in range(2021, 2024):\n", " print(f\"Processing year {year}\")\n", " layer_processing = LayerProcessing(datasets, datasets_list, dict_path)\n", " layer_processing.create_layers(min_z=4, max_z=10, year=year)" @@ -1215,13 +1022,707 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Processing year 2013\n", + "Uploading folder 8:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 80/80 [00:14<00:00, 5.45it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 10:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1036/1036 [01:54<00:00, 9.07it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 5:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 4/4 [00:04<00:00, 1.08s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 9:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 285/285 [00:41<00:00, 6.83it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 6:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:03<00:00, 2.74it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 4:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:01<00:00, 1.84s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 7:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:08<00:00, 2.32it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing year 2014\n", + "Uploading folder 8:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 80/80 [00:16<00:00, 4.98it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 10:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1036/1036 [02:23<00:00, 7.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 5:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 4/4 [00:02<00:00, 1.79it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 9:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 285/285 [00:48<00:00, 5.84it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 6:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:05<00:00, 1.59it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 4:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:01<00:00, 1.50s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 7:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:07<00:00, 2.83it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing year 2015\n", + "Uploading folder 8:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 80/80 [00:19<00:00, 4.16it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 10:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1036/1036 [02:57<00:00, 5.84it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 5:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 4/4 [00:03<00:00, 1.28it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 9:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 285/285 [00:56<00:00, 5.02it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 6:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:04<00:00, 1.86it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 4:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:01<00:00, 1.76s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 7:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:10<00:00, 1.87it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing year 2016\n", + "Uploading folder 8:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 80/80 [00:18<00:00, 4.30it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 10:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1036/1036 [03:05<00:00, 5.60it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 5:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 4/4 [00:05<00:00, 1.38s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 9:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 285/285 [00:55<00:00, 5.14it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 6:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:04<00:00, 2.08it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 4:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:01<00:00, 1.64s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 7:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:11<00:00, 1.74it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing year 2017\n", + "Uploading folder 8:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 80/80 [00:17<00:00, 4.50it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 10:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1036/1036 [03:00<00:00, 5.74it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 5:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 4/4 [00:04<00:00, 1.24s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 9:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 285/285 [00:53<00:00, 5.36it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 6:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:05<00:00, 1.73it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 4:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:02<00:00, 2.30s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 7:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:09<00:00, 2.13it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing year 2018\n", + "Uploading folder 8:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 80/80 [00:21<00:00, 3.70it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 10:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1036/1036 [03:41<00:00, 4.67it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 5:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 4/4 [00:08<00:00, 2.02s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 9:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 285/285 [01:01<00:00, 4.61it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 6:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:05<00:00, 1.71it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 4:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:01<00:00, 1.55s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 7:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:10<00:00, 1.91it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing year 2019\n", + "Uploading folder 8:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 80/80 [00:19<00:00, 4.00it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 10:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1036/1036 [03:41<00:00, 4.68it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 5:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 4/4 [00:08<00:00, 2.07s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 9:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 285/285 [01:05<00:00, 4.36it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 6:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:07<00:00, 1.13it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 4:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:02<00:00, 2.43s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uploading folder 7:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:09<00:00, 2.04it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing year 2020\n", "Uploading folder 8:\n" ] }, @@ -1229,7 +1730,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 80/80 [00:02<00:00, 32.99it/s]\n" + "100%|██████████| 80/80 [00:20<00:00, 4.00it/s]\n" ] }, { @@ -1243,7 +1744,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1073/1073 [00:07<00:00, 142.60it/s]\n" + "100%|██████████| 1036/1036 [03:47<00:00, 4.55it/s]\n" ] }, { @@ -1257,7 +1758,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 4/4 [00:01<00:00, 3.40it/s]\n" + "100%|██████████| 4/4 [00:03<00:00, 1.18it/s]\n" ] }, { @@ -1271,7 +1772,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 285/285 [00:02<00:00, 100.44it/s]\n" + "100%|██████████| 285/285 [01:08<00:00, 4.16it/s]\n" ] }, { @@ -1285,7 +1786,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 9/9 [00:01<00:00, 8.72it/s]\n" + "100%|██████████| 9/9 [00:05<00:00, 1.74it/s]\n" ] }, { @@ -1299,7 +1800,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [00:01<00:00, 1.47s/it]\n" + "100%|██████████| 1/1 [00:02<00:00, 2.71s/it]\n" ] }, { @@ -1313,13 +1814,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 20/20 [00:01<00:00, 12.11it/s]\n" + "100%|██████████| 20/20 [00:08<00:00, 2.42it/s]\n" ] } ], "source": [ "directory_path = \"../data/processed/AnimatedTiles\"\n", - "bucket_folder = \"animated-tiles\"\n", + "bucket_folder = \"animated-tiles/HD_evapotranspiration\"\n", "\n", "all_folders = os.listdir(directory_path)\n", "\n", @@ -1347,7 +1848,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.7" } }, "nbformat": 4, diff --git a/data-processing/src/datasets/datasets_config.json b/data-processing/src/datasets/datasets_config.json index 346de27..e13adfe 100644 --- a/data-processing/src/datasets/datasets_config.json +++ b/data-processing/src/datasets/datasets_config.json @@ -391,8 +391,8 @@ "Evapotranspiration": { "type": "raster", "format": "Zarr", - "base_url": "gs://wbhydross_deliverables/D3-Database/02- Meteorological datasets/Evapotranspiration-WaPOR/WBHYDROSSD_WaPOR_Evapotranspiration_100m_SouthSudan_2023_20240220.zarr", - "styles": {"colors": ["#FFFFFF", "#FFBC15", "#211F4D"], "vmin": 0, "vmax": 330, "time_coord": "months"} + "base_url": "../data/raw/WaPor_final.zarr", + "styles": {"colors": ["#FFFFFF", "#FFBC15", "#211F4D"], "vmin": 0, "vmax": 330, "time_coord": "time"} }, "Soil moisture": { "type": "raster", diff --git a/data-processing/src/datasets/factory/rasters.py b/data-processing/src/datasets/factory/rasters.py index b571398..de1a175 100644 --- a/data-processing/src/datasets/factory/rasters.py +++ b/data-processing/src/datasets/factory/rasters.py @@ -38,9 +38,12 @@ def load_data(self, url): Loads the data from the base URL. """ print(f"Loading Zarr data from {url}...") - fs = gcsfs.GCSFileSystem(token="anon") - store = fs.get_mapper(url) - ds = xr.open_zarr(store=store, consolidated=True) + if url.startswith("gs://"): + fs = gcsfs.GCSFileSystem(token="anon") + store = fs.get_mapper(url) + ds = xr.open_zarr(store=store, consolidated=True) + else: + ds = xr.open_zarr(store=url, consolidated=True) return ds def process(self, data, styles, file_name, min_z=4, max_z=12): diff --git a/data-processing/src/datasets/pre_processing.py b/data-processing/src/datasets/pre_processing.py index 69746df..4cdb6c6 100644 --- a/data-processing/src/datasets/pre_processing.py +++ b/data-processing/src/datasets/pre_processing.py @@ -66,6 +66,12 @@ def __init__(self): temporal_resolution="time.month", groupby_type="mean", ), + "Evapotranspiration": RasterPreProcessing( + variable="AETI", + temporal_coverage=slice("2023-01-01", "2023-12-31"), + temporal_resolution="time.month", + groupby_type=None, + ), }, "Hydrographic data": { "Rivers": VectorPreProcessing(
\n", + " Comm: tcp://127.0.0.1:37831\n", + " \n", + " Total threads: 6\n", + "
\n", + " Dashboard: http://127.0.0.1:39553/status\n", + " \n", + " Memory: 15.70 GiB\n", + "
\n", + " Nanny: tcp://127.0.0.1:35453\n", + "
\n", + " Local directory: /tmp/dask-scratch-space-1006/worker-0wbhghbs\n", "