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 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-d75a7985-a280-11ef-a01b-489ebd2fa246</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-261a7db6-ad6d-11ef-89c2-ef3d9da5d812</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -110,22 +110,22 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">d16d28cd</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8dd009db</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
        "                    <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Workers:</strong> 4\n",
+       "                    <strong>Workers:</strong> 8\n",
        "                </td>\n",
        "            </tr>\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Total threads:</strong> 16\n",
+       "                    <strong>Total threads:</strong> 48\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Total memory:</strong> 14.98 GiB\n",
+       "                    <strong>Total memory:</strong> 125.63 GiB\n",
        "                </td>\n",
        "            </tr>\n",
        "            \n",
@@ -147,14 +147,14 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-774bda6b-4c70-4dd8-b7fd-4e219a54a59b</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-748ba0d7-a715-42c6-a33d-6376b1e172e4</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39385\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38885\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Workers:</strong> 4\n",
+       "                        <strong>Workers:</strong> 8\n",
        "                    </td>\n",
        "                </tr>\n",
        "                <tr>\n",
@@ -162,7 +162,7 @@
        "                        <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Total threads:</strong> 16\n",
+       "                        <strong>Total threads:</strong> 48\n",
        "                    </td>\n",
        "                </tr>\n",
        "                <tr>\n",
@@ -170,7 +170,7 @@
        "                        <strong>Started:</strong> Just now\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Total memory:</strong> 14.98 GiB\n",
+       "                        <strong>Total memory:</strong> 125.63 GiB\n",
        "                    </td>\n",
        "                </tr>\n",
        "            </table>\n",
@@ -193,29 +193,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39791\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45249\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 4\n",
+       "                            <strong>Total threads: </strong> 6\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:44087/status\" target=\"_blank\">http://127.0.0.1:44087/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:41459/status\" target=\"_blank\">http://127.0.0.1:41459/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 3.74 GiB\n",
+       "                            <strong>Memory: </strong> 15.70 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38369\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41207\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ug6ckopr\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space-1006/worker-8iv5y52h\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -238,29 +238,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40335\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37049\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 4\n",
+       "                            <strong>Total threads: </strong> 6\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:37431/status\" target=\"_blank\">http://127.0.0.1:37431/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:36843/status\" target=\"_blank\">http://127.0.0.1:36843/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 3.74 GiB\n",
+       "                            <strong>Memory: </strong> 15.70 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43701\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35029\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-dv7kjjt2\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space-1006/worker-ikm1wt95\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -283,29 +283,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40937\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45105\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 4\n",
+       "                            <strong>Total threads: </strong> 6\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:44145/status\" target=\"_blank\">http://127.0.0.1:44145/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:43933/status\" target=\"_blank\">http://127.0.0.1:43933/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 3.74 GiB\n",
+       "                            <strong>Memory: </strong> 15.70 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40433\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39821\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3gu40_rp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space-1006/worker-v56i7p8y\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -328,29 +328,209 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34307\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39217\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 4\n",
+       "                            <strong>Total threads: </strong> 6\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:35175/status\" target=\"_blank\">http://127.0.0.1:35175/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:35153/status\" target=\"_blank\">http://127.0.0.1:35153/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 3.74 GiB\n",
+       "                            <strong>Memory: </strong> 15.70 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35177\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36943\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-md60_j4m\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space-1006/worker-5omyru7d\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 4</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42565\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 6\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:36119/status\" target=\"_blank\">http://127.0.0.1:36119/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 15.70 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38855\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space-1006/worker-yn0nydkk\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 5</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41821\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 6\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:37631/status\" target=\"_blank\">http://127.0.0.1:37631/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 15.70 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46799\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space-1006/worker-jxyy6hy5\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 6</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46669\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 6\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:46491/status\" target=\"_blank\">http://127.0.0.1:46491/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 15.70 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38763\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space-1006/worker-los7bncs\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 7</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37831\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 6\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:39553/status\" target=\"_blank\">http://127.0.0.1:39553/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 15.70 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35453\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space-1006/worker-0wbhghbs\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -377,7 +557,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39385' processes=4 threads=16, memory=14.98 GiB>"
+       "<Client: 'tcp://127.0.0.1:38885' processes=8 threads=48, memory=125.63 GiB>"
       ]
      },
      "execution_count": 2,
@@ -436,21 +616,22 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'Agricultural drought exposure': <datasets.datasets.Dataset object at 0x7f425f053230>,\n",
-      " 'Agricultural drought hazard': <datasets.datasets.Dataset object at 0x7f425f053a40>,\n",
-      " 'Boundaries': <datasets.datasets.Dataset object at 0x7f425f003920>,\n",
-      " 'Contextual layers': <datasets.datasets.Dataset object at 0x7f425f0b39e0>,\n",
-      " 'EO-based flood exposure': <datasets.datasets.Dataset object at 0x7f425f0b0230>,\n",
-      " 'EO-based flood hazard': <datasets.datasets.Dataset object at 0x7f426183c1a0>,\n",
-      " 'Hydrographic data': <datasets.datasets.Dataset object at 0x7f4260a25250>,\n",
-      " 'Hydrometeorological Data': <datasets.datasets.Dataset object at 0x7f425c694a40>,\n",
-      " 'Meteorological drought exposure': <datasets.datasets.Dataset object at 0x7f425c6946b0>,\n",
-      " 'Meteorological drought hazard': <datasets.datasets.Dataset object at 0x7f425c694770>,\n",
-      " 'Model-based flood exposure': <datasets.datasets.Dataset object at 0x7f425c697590>,\n",
-      " 'Model-based flood hazard': <datasets.datasets.Dataset object at 0x7f425c6945c0>,\n",
-      " 'Populated infrastructures': <datasets.datasets.Dataset object at 0x7f425c697770>,\n",
-      " 'Transportation Network Infrastructures': <datasets.datasets.Dataset object at 0x7f425c6957f0>,\n",
-      " 'Water-related infrastructures': <datasets.datasets.Dataset object at 0x7f425c694650>}\n"
+      "{'Agricultural drought exposure': <datasets.datasets.Dataset object at 0x7f256db8b800>,\n",
+      " 'Agricultural drought hazard': <datasets.datasets.Dataset object at 0x7f2611fdf890>,\n",
+      " 'Boundaries': <datasets.datasets.Dataset object at 0x7f256db88e90>,\n",
+      " 'Contextual layers': <datasets.datasets.Dataset object at 0x7f256db8a930>,\n",
+      " 'EO-based flood exposure': <datasets.datasets.Dataset object at 0x7f256db8a630>,\n",
+      " 'EO-based flood hazard': <datasets.datasets.Dataset object at 0x7f256db88590>,\n",
+      " 'Hydrographic data': <datasets.datasets.Dataset object at 0x7f256db89760>,\n",
+      " 'Hydrometeorological Data': <datasets.datasets.Dataset object at 0x7f256db88230>,\n",
+      " 'In-situ Data': <datasets.datasets.Dataset object at 0x7f256db89100>,\n",
+      " 'Meteorological drought exposure': <datasets.datasets.Dataset object at 0x7f256db89e20>,\n",
+      " 'Meteorological drought hazard': <datasets.datasets.Dataset object at 0x7f256db89fa0>,\n",
+      " 'Model-based flood exposure': <datasets.datasets.Dataset object at 0x7f256db8a9c0>,\n",
+      " 'Model-based flood hazard': <datasets.datasets.Dataset object at 0x7f256db8a810>,\n",
+      " 'Populated infrastructures': <datasets.datasets.Dataset object at 0x7f256db89400>,\n",
+      " 'Transportation Network Infrastructures': <datasets.datasets.Dataset object at 0x7f256db8a750>,\n",
+      " 'Water-related infrastructures': <datasets.datasets.Dataset object at 0x7f256db89e80>}\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': <datasets.datasets.Dataset object at 0x7f8e5c383380>,\n",
-      " 'Agricultural drought hazard': <datasets.datasets.Dataset object at 0x7f8e8d36f140>,\n",
-      " 'Boundaries': <datasets.datasets.Dataset object at 0x7f8e5c383410>,\n",
-      " 'Contextual layers': <datasets.datasets.Dataset object at 0x7f8e5c383350>,\n",
-      " 'EO-based flood exposure': <datasets.datasets.Dataset object at 0x7f8e5c3832c0>,\n",
-      " 'EO-based flood hazard': <datasets.datasets.Dataset object at 0x7f8e5c3832f0>,\n",
-      " 'Hydrographic data': <datasets.datasets.Dataset object at 0x7f8e5c383290>,\n",
-      " 'Hydrometeorological Data': <datasets.datasets.Dataset object at 0x7f8e5c383260>,\n",
-      " 'In-situ Data': <datasets.datasets.Dataset object at 0x7f8e5c383230>,\n",
-      " 'Meteorological drought exposure': <datasets.datasets.Dataset object at 0x7f8e5c383200>,\n",
-      " 'Meteorological drought hazard': <datasets.datasets.Dataset object at 0x7f8e5c3831d0>,\n",
-      " 'Model-based flood exposure': <datasets.datasets.Dataset object at 0x7f8e5c3831a0>,\n",
-      " 'Model-based flood hazard': <datasets.datasets.Dataset object at 0x7f8e5c383170>,\n",
-      " 'Populated infrastructures': <datasets.datasets.Dataset object at 0x7f8e5c383140>,\n",
-      " 'Transportation Network Infrastructures': <datasets.datasets.Dataset object at 0x7f8e5c383080>,\n",
-      " 'Water-related infrastructures': <datasets.datasets.Dataset object at 0x7f8e5c383110>}\n"
+      "{'Agricultural drought exposure': <datasets.datasets.Dataset object at 0x7efe64090aa0>,\n",
+      " 'Agricultural drought hazard': <datasets.datasets.Dataset object at 0x7efe64090b30>,\n",
+      " 'Boundaries': <datasets.datasets.Dataset object at 0x7efe64090b00>,\n",
+      " 'Contextual layers': <datasets.datasets.Dataset object at 0x7efe64090ad0>,\n",
+      " 'EO-based flood exposure': <datasets.datasets.Dataset object at 0x7efe64090a70>,\n",
+      " 'EO-based flood hazard': <datasets.datasets.Dataset object at 0x7efe64090a40>,\n",
+      " 'Hydrographic data': <datasets.datasets.Dataset object at 0x7efe64090860>,\n",
+      " 'Hydrometeorological Data': <datasets.datasets.Dataset object at 0x7efe640909e0>,\n",
+      " 'In-situ Data': <datasets.datasets.Dataset object at 0x7efe64090a10>,\n",
+      " 'Meteorological drought exposure': <datasets.datasets.Dataset object at 0x7efe640909b0>,\n",
+      " 'Meteorological drought hazard': <datasets.datasets.Dataset object at 0x7efe64090980>,\n",
+      " 'Model-based flood exposure': <datasets.datasets.Dataset object at 0x7efe64090950>,\n",
+      " 'Model-based flood hazard': <datasets.datasets.Dataset object at 0x7efe64090920>,\n",
+      " 'Populated infrastructures': <datasets.datasets.Dataset object at 0x7efe640908f0>,\n",
+      " 'Transportation Network Infrastructures': <datasets.datasets.Dataset object at 0x7efe64090890>,\n",
+      " 'Water-related infrastructures': <datasets.datasets.Dataset object at 0x7efe640908c0>}\n"
      ]
     }
    ],
@@ -144,7 +144,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "  0%|          | 0/9 [00:00<?, ?it/s]"
+      "  0%|          | 0/8 [00:00<?, ?it/s]"
      ]
     },
     {
@@ -158,7 +158,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 10/10 [00:00<00:00, 212908.83it/s]\n"
+      "100%|██████████| 10/10 [00:00<00:00, 177724.75it/s]\n"
      ]
     },
     {
@@ -172,7 +172,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 2/2 [00:00<00:00, 59918.63it/s]\n"
+      "100%|██████████| 2/2 [00:00<00:00, 43018.50it/s]\n"
      ]
     },
     {
@@ -186,7 +186,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 1/1 [00:00<00:00, 28926.23it/s]\n"
+      "100%|██████████| 1/1 [00:00<00:00, 20360.70it/s]\n"
      ]
     },
     {
@@ -200,7 +200,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 1/1 [00:00<00:00, 33026.02it/s]\n"
+      "100%|██████████| 1/1 [00:00<00:00, 26051.58it/s]\n"
      ]
     },
     {
@@ -214,7 +214,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 20/20 [00:00<00:00, 551882.11it/s]\n"
+      "100%|██████████| 20/20 [00:00<00:00, 407213.98it/s]\n"
      ]
     },
     {
@@ -228,7 +228,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 10/10 [00:00<00:00, 330260.16it/s]\n"
+      "100%|██████████| 10/10 [00:00<00:00, 238312.73it/s]\n"
      ]
     },
     {
@@ -242,49 +242,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "INFO:helpers.raster_processor:Applying styles\n",
-      "Application path not initialized\n",
-      "Application path not initialized\n",
-      "Application path not initialized\n",
-      "Application path not initialized\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Processing Cropland and grassland from Meteorological drought exposure\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Application path not initialized\n",
-      "Application path not initialized\n",
-      "INFO:helpers.raster_processor:Converting to GeoTIFF\n",
-      "INFO:helpers.raster_processor:Converting to Cloud-Optimized GeoTIFF\n",
-      "Reading input: /home/iker/Vizzuality/Proiektuak/south-sudan-pilot/data-processing/data/processed/RasterLayers/MDE_cropland_and_grassland.tif\n",
-      "\n",
-      "Adding overviews...\n",
-      "Updating dataset tags...\n",
-      "Writing output to: /home/iker/Vizzuality/Proiektuak/south-sudan-pilot/data-processing/data/processed/RasterLayers/MDE_cropland_and_grassland.tif\n",
-      "INFO:helpers.raster_processor:Processing complete. Output saved to ../data/processed/RasterLayers/MDE_cropland_and_grassland.tif\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Creating tiles ...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 8/8 [33:18<00:00, 249.79s/it]  \n",
-      " 88%|████████▊ | 7/8 [33:18<04:45, 285.48s/it]"
+      "100%|██████████| 8/8 [00:00<00:00, 185383.60it/s]\n"
      ]
     },
     {
@@ -298,44 +256,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "INFO:helpers.raster_processor:Applying styles\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Processing Cropland and grassland from Agricultural drought exposure\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Application path not initialized\n",
-      "INFO:helpers.raster_processor:Converting to GeoTIFF\n",
-      "INFO:helpers.raster_processor:Converting to Cloud-Optimized GeoTIFF\n",
-      "Reading input: /home/iker/Vizzuality/Proiektuak/south-sudan-pilot/data-processing/data/processed/RasterLayers/ADE_cropland_and_grassland.tif\n",
-      "\n",
-      "Adding overviews...\n",
-      "Updating dataset tags...\n",
-      "Writing output to: /home/iker/Vizzuality/Proiektuak/south-sudan-pilot/data-processing/data/processed/RasterLayers/ADE_cropland_and_grassland.tif\n",
-      "INFO:helpers.raster_processor:Processing complete. Output saved to ../data/processed/RasterLayers/ADE_cropland_and_grassland.tif\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Creating tiles ...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 8/8 [06:46<00:00, 50.86s/it] \n",
-      "100%|██████████| 8/8 [40:05<00:00, 300.65s/it]\n"
+      "100%|██████████| 8/8 [00:00<00:00, 177536.68it/s]\n",
+      "100%|██████████| 8/8 [00:00<00:00, 406.99it/s]\n"
      ]
     }
    ],
@@ -373,133 +295,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 5:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 4/4 [00:00<00:00,  4.63it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 6:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 9/9 [00:00<00:00,  9.85it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 12:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 15510/15510 [01:45<00:00, 147.65it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 10:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 1008/1008 [00:07<00:00, 135.38it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 4:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 1/1 [00:00<00:00,  1.51it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 7:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 20/20 [00:00<00:00, 21.95it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 9:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 270/270 [00:02<00:00, 110.44it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 8:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 72/72 [00:01<00:00, 58.82it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Uploading folder 11:\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 3905/3905 [00:26<00:00, 146.31it/s]\n"
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] No such file or directory: '../data/processed/RasterTiles'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[6], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m directory_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m../data/processed/RasterTiles\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m      2\u001b[0m bucket_folder \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mraster-tiles\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 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(